Maths-
General
Easy
Question
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Hint:
An outlier is a set of points that lie quite far away from the trend line. The correlation between x and y is strong if the points are clustered around the line. If the slope of the line is negative, then the correlation is negative.
We are asked to plot the scatter graph, check if the correlation between x and y are strong or weak, negative or positive and find any outlier.
The correct answer is:
Step 1 of 4:
The coordinate points corresponding to the data are:
(14,4),(8,2.5),(7,2.5),(10,1.5),(11,1.5),(15,0.5),(6,3),(9,2),(10,2)
The scatter plot based on the data is:
![](data:image/png;base64,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)
Step 2 of 4:
The trend line that best fits the data is:
![](data:image/png;base64,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)
The line is drawn down wards. That is, the line has a negative slope. So, the correlation among the variables x and y are negative.
Step 3 of 4:
The points are clustered around line closely and tightly. Thus, there exists a strong correlation among the variables x and y.
Step 4 of 4:
There exists an outlier.
It is located at (14, 4).
increase and decrease together, they would have a positive correlation. Or else, their correlation would be negative.
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Maths-
Find the solution of the system of equations.
![y equals negative 2 x squared plus 6 x minus 7](data:image/png;base64,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)
y = 13 - 2x
Find the solution of the system of equations.
![y equals negative 2 x squared plus 6 x minus 7](data:image/png;base64,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)
y = 13 - 2x
Maths-General
General
Choose the words with suffix ness
Choose the words with suffix ness
GeneralGeneral
General
Which sentence has the same meaning?
"It was nice of you to helps tie the boy's shoe”
Which sentence has the same meaning?
"It was nice of you to helps tie the boy's shoe”
GeneralGeneral
Maths-
In a newspaper, the number of photos and number of words were counted for 15 different pages. Here are the results.
![](data:image/png;base64,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)
a) Sketch a scatter plot using ‘Number of photos’ on the horizontal axis and ‘Number of words’ on the vertical axis.
b) From your scatter plot, describe the general relationship between the number of photos and the number of words per page. Use the words positive, negative, strong correlation or weak correlation.
In a newspaper, the number of photos and number of words were counted for 15 different pages. Here are the results.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA88AAACYCAYAAADa6NsRAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFxEAABcRAcom8z8AAP+lSURBVHhe7J0FeFRZ8rdnd/87ygzuECC4u7u7u7u7u7u7W3B3CBDirhAcAiEQIEaIEwIM8351bpIZlu3ZgdCdSfi6nuf3NKTvvX3q1jl16r36DUYzmtGMZjSjGc1oRjOa0YxmNKMZ7X+aEZ6NZjSjGc1oRjOa0YxmNKMZzWhG+wszwrPRjGY0oxnNaEYzmtGMZjSjGc1of2FGeDaa0YxmNKMZzWhGM5rRjGY0oxntL8wIz0YzmtGMZjSjGc1oRjOa0YxmNKP9hRnh2WhGM5rRjGY0oxnNaEYzmtGMZrS/MCM8G81oRjOa0YxmNKMZzWhGM5rRjPYXZoRnoxnNaEYzmtGMZjSjGc1oRjOa0f7CjPBsNKMZzWhGM5rRjGY0oxnNaEYz2l+YEZ6NZjSjGc1oRjOa0YxmNKMZzWhG+wszwrPRjGY0oxnNaEYzmtGMZjSjGc1of2FGeDaa0YxmNKMZzWhGM5rRjGY0oxntL8wIz0YzmtGMZjSjGc1oRjOa0YxmNKP9hRnh2WhGM5rRjGY0oxnNaEYzmtGMZrS/MCM8G81oRjOa0YxmNKMZzWhGM5rRjPYXlmR4/u233zS9f/+ed+/e8fbtW6OMMsooo4wyyiijjDLKKKOMSrFS7KoYVrHs59oXwbP64ZiYGIKDQ3j27LlRRiW7nis9j//U9X1KlGpvQECApufPA3Quk5qlxSNBur5PrfrQr6/Jt9ToV2ps86cqtfmV2M7U2N7UNG98ijSfEqTr+9Ss+Ln+j3nza/Lx9zrmK4zdf/j1Ffum+adjmdSq//BNx/epXcqvoKAgIiMjNZb9XEsyPP/6668aOAcGBvDgwV3u3PU2yqjk150PpOv7FKa7d69z8+ZVXF0dcXKyx9vbQ/6me9nUqFu3r3H9uic3RHfuXNO5TGqUitFt8e3mTS9NX5Nvauwk+qY+U/xYSm3t/QzdTfAt3q9U0McS2nvr1tXUEwvZr6mqvZ8j5Y/qN19TfhJpc6T45uXlhqODHW5uzlr81Hyqa/nUpMT5X9UFN24k5LQPvk/1kr6YOG+q+kDnMqlV4lti/vvaxlxibv8a86Qac2qseXq5y7/v8urVqwSy/XRLMjyrU94BAYECzrfw8/Pi6TN3o4xKZnng/9SNJ/5u2qf6v+7lUoo8CAz04u49O44e3cXuXZukCDDneYCn9p3udVKL4tvv+8iJq16X8b52RfKCy0fLpF49E/98fR2lALCSZGvL4yeu8vfUHjMlGUP+7jx86CiTiq18OvH0aQr366lqr7NM6LYy/zhK+9XY17FcapT45uvrjI/45fdYjZ+UHAtpm7T30SMXfHwc5NNZ+7/uZVOO1H71eeAgucpZ5g31t69hHCt58OSJm5Z3/f1VftK1TOrUs+dqrnfHxvok27au48yZ/TL2nWTuTP21Z7xvbty7Z8/161e0saRrudSqJ9IXVa5Wc6eqD3QtkyolcVN1gIrX/fv2mp9fTy5RcXPT5iKV1+Pra93LpUY9e+4p8GzF6dMHOHf2DC9CXiSQ7adbkuE5Li5OOowP172dBQhceRXroSnmlVFGJZ+iot2IiHTRPnV9n9L05u1VKd4sWLdmFrNmjMLF5TBxb67K2PHUuXxqUWL7AwNtcHLYh6vLQUJeOHw1OUH59+yZFZ5ex7h77zxh4c6pPmZKyofIKDUxWopfZ2VSsSY6RveyKUGqP0XHqMnPhtu3zwokWBEZGT//6Fo+tSkq2p2AQFspXCwJfanGT8rtY6ptKhbBwXYCbJe1T/V/XcumJIWGOsj+vUJQQnu/hnGspMZteISz9Bt7mROdU0UsPlUqRmqOv3BhK5MmDGHXzsUEBNhqc6eu5VOTYl+rHOzKw4fmuLkd5PHjyzqXS61SffHO3bN4e58gMMhG+9vXkK9Vn1R1wCPJfb6PLsrYc/pqcolSeISLjDEbLU+mlvr6U6T6nhpzd6R+2LxxIWtWrZQx9ySBbD/dkgzPr1+/5vbNO3i420nB7MzrOA9Nsa+NMip59CrWXQa1q1YwqM/Y1+7/tUxKkmrv23de+Pqas2TRBCaM7Y+j4wH521UZO54610ktUu1X8n1kzo5tc9m7Z5EGZIl/17VOatKbt17cE7g8cWIN9vZ7eBFqL4Wbl85lU5Pi3kjhpoqbO2ewsd3F/fvntH6aUmOm2hXzyg2fB+extNwh7T6tFWfKD13LpyYp31QeU4XYzZuntANRKbmPabGIccPf34KrV48KkFposUnJ413VKM8DrLhx8yR+AinR0v6vpe+ocRsa5iCAYsXLcAf5e8qeDz9HieP+zOkNjBjai82b5mggpuZOXcunJqkD6hFSw7i4HGD/viVcu3ZM8zclj6NPUTwTCGBKn7S23snZsxsENM1//7uudVKTVE2g6gCV+zw8D2n/fv1V5JL4T3XwVs2zj59cJjLK5auImVL82PLA2/sYSxdPYu6sWTx86JtAtp9uXwTPN6/fws3VmufPnX9vmKJ6o4xKDqmjSOqI7cswJ+1TFQ+6lktJUsWwj895Fswbw5iRfbB32KdNnupImK7lU4viE6snt2+fYc6s4SxZNE6DgNiEv+taJ7VI5TUVI1XUbNk0i3NSBAQGqbMeXjqXT016HeelHXzy9DzKyRNrueZ9XMaVKrpTZsxUP4sS4PG+fpJjR1fh4XGEsHAnzQ9dy6cmqX0eGemijSFX14P4P7mSovuYFotoNx48uICd3R4ptC5oMJqSx7tqm4JmF5eD3L9/Xps3vpa+o8ZtcIgt/k8vE/LCTvu/rmVTo1RfU33r1Mn1DB3UnQ0bZvE8wFrLy7qWT01SPrwMc+TSpa0sXzoBB4e9WjxT8jj6FCX6EBxix/Fjq9m5cz6375yJ/7vEU9c6qUkqbqoOsLc3w8pqJwGB1l9RLvHQzjhfv3FSA2h1gDq198dEaf1PPj09DzNv9mimTZksc9iDBLL9dDPCs1GpVqkVnu8reJ47mtEjegs87/2q4PnWzdNMnzqY+XNH4uv7dcGzl9cR1q+bzqlT6746eHZ3P6zBqNfVY6kCnq9eO8HhQytwczv81cHzTRlDzs77eZJK4NnH5wI2Nru1vJZa4NnJaT/37p37KuH5if/XC88nT65jyKBuAs8zvzp4NjffzKIFY7CzNdPimZLH0aco0QcFz0cOr2DbljncvHU6/u8ST13rpCZp8Bxog63NLiwstn+V8HzN+4SW179KePY4zJyZI5kyaWIKg2dpoOpI6p6UOOlkqqO9Uf/W5KUlQyNsG/UlMjw8qz4qfVX6a5z05deqj+tc7tOVPPCc2O7E8Wb4MRe/7Xh4njFtCAvmjzbcmWeV/HT4Fye/pWKkc50v0O/wfPUoG9bP4PTp9ckDz8rPxByq4qeH/vexEuFZncFVZweuXtMDPCe0Oz7/fyTt7yp+Otb7BKl1FTyrSf3I4ZUa9BsUnv8jBgn9TKT5oGv5L5Da5wqeb0mBqS7h1As8/69YJEj58lotp2v9/yEtFgnwbCsFv/7gWfWPD+qH/xjfX7ZttV0Fz87OBwwPz2qfqn2v7ec//PiS/v9nUn4ZHp5VuxP80WLxQT763ddEP/Xrq9pOssCz+BEfL2m78uk/vk/08Q///2PdJEr5oGqYixe3sHjhWIHnPVo8v3wc/aHfY6O1+4Ptqt8xUNwSfVDwfPTISrZvm8ut2/qG54T2i5RvH7ZZ/c5/5xBZVv3+f2wjaVJxU/BsZ7ubK1d2GAae1XjTfPgf7daW+SB2X+if2m+J8Ox93VDwnBC3j8eSanvi3z+W+ruK8X9t6/Ok9T/5VPA8d9Yopk6elLLgWSXuqCgXKQactR3/h1yIkAlLPRglWgIUk7C8UUZ9rgwPz+qBK27x/Vj12YQHsOhe9tOkkoDB4VnGXnSMtFfarY03Ta5ESqEbLd8ZYszFT7bJA88qt/zh3x85xVD+qbyW/PAc3/eioxPiFyX9UPU/ncsmXWpi1i88yxjU2h0fH3Wv1B+SGCk/tNyftLGq+lnywfMfMVBQ+/tYSoyFnucvtc/1C8+J7Vf7XUlXPOLHTVL6lhYLQ8CzGsOynf/MX9LeJLbzQ6m2JRs8Kz8SxsEffSd+f+s7Tym/DA/PKi6JfUnFIrH/fzDmP4jXh77q3t6nS/U1w8Oz+Cd+xOct8UX6mqpRf/9exUybdz72/8tkeHhObLeOMSQ+Jebq3+MmtYLK0ar/fOlYUzIoPH8YE9XXxLfE71QOiVY+f9An4+OmfPtoO0mQ4eH5A98S261jmVcJfiaOuS/1T8VHrW9QeFb97kPfEubSxPkqfgwmSi0TLzXffCk3av1PPlMkPKujky9f2HLf+zAu1luxvLKVyxaiK9u5YmOGnetxrj+w5FmYKxGSgD52ziijPkVqgKsBZRh4dicu1p6XAWe57XkID69T3PZ3JCRS17KfLoPD8ytXosNtCHx8mpuee3C03YG1zW5snY7iddeCJyHORH4wwehLyQbP4l9kmDWBfqe46bEHe+vtWFntxsbpMB63L+Eb5Ex4tOQgWfZLEuyH+lvgOdqJ8MDzPLqxD2f73Vi5ncHbz4GQCDfdyydR+obn2BgnokMt8H9wiuteh3B3O4ibe6IO435N+uUDK569kH6YhAk++eBZ9sErKUZeXOHxnSN4Ou3CxnoHljZ7sXeXvucrYyxc+mISfPgzqX2uT3iOkT4U8eIyj31O4n310AdxSJT8zeMYXjcv8PC5PaEyblQRo2tbumQYeJbCL9KOF8/Oc/fqfpwlf6n7Ca3tD+By4wI+zx1kfKv+qWvdv5ZqW3LAc0ysFIRhNgQ/Osktz72/52E756Ncu3+Fpy+lb8lyX3oWJVHKL8PCs2wr2o4gybvX3Q7g4X2OO89cCI2SfhArBa6Mkyf3juHtIvWdlRon4qvrCa4qX0Pl+1hpn87tfpoMD8/SZ2McCQ82557nftxdjnLTz47nYVLky/daf4uyJcD3pPh/UPw/z/0AF8JkzOje3qfLoPD8WsGx1C2+x7kr86X79XPcfWJPWJSMoTh36aPW4tOJ+LnUVsaZ/Ladi8TRx1KLW8SrpLch0QdDwbN66FN0pD0BD49z0+sgrjfMeRjgJP1MAaUToc/N8b1+AHcH8Uv1Sdt9OF09K/7bEhz50YGRJMig8Kz6m8Qt/NkZ7knudvU8w52ntoSogxryvZY3VP/QljnLg2tm2FrLmPM4I3Wq5HLxT+d2P0EqPgaFZ7X9CFuCZCzd8DwiNcEFHoQ48VLyyMsQqVHvSX+UeLp7SEwT5ymZ5z2uSg3uK7VDmNsXcaPW/+QzxcGzaljc22s8uX+GUxsnMHtIKwb1a0Xvvq3p3b89A4b2ZuzsKWw4boajjy3PIxKS0wfOGWXUp8hw8CxJIsaZN+Gneei0hD0rRrN09WL2O1zmfnB8Aklq8WZQeJY2xchk8uKRJBrzeWxb3J+po7owfHgPxkwbz4p927C8cUUKAgFsWV6fYy5Z4Fn5F2VP8MMDeJrPYevC3kwY2oGhQ3swaspYlu7ayBmPS/iFCmDq6zdFKtbJB8/Sbml79EspOt1XY755ADPH9mTwwmVsunIRHynY1H5Iav/7WPqDZ1le1nsdfoWwBztxODWHTctGM3/uMObNH868efK5YBSL1ixg2wkpYu5bE5RQCOjenm4lDzyrydVNJnhL/G/t5JLZeJZNkz42tDNDRvRj4oLZbD8jk7ufPYECDzHa8rq283lS+1wv8KzFTvbtSwuC78iYPzaT9ctGskDFQMVC0wiJiWjJFFbuWMd5t/P4yVwc/hnFst7hWa0neTfs2Ulu2y3nwJohzBjdWcZ3V4ZNGM7cjas46ngO3xAXopP4G6ptBodnDVgcBFgOcfX8LHYu7c8UycPDhvdizIzJrD28C9t71jwNj5+v9NV3DAfP0r9fuRAVfIprl+aydd4Qlm9YxWE3G3xDZU6LsOK5jBOrA+LbLKnvhnaScdKLsXOmsebwbmzvyPcyTpIaMyWDwrO0K1aNlzBznlxbz+HlQ1g4Zyq7r5zj6jMp1GVMvI51JTLoOO7nZrJ5wXCWbVrDqas2PAuXtql8rGu7nyiDwbPWLgHgkPPcOj+dfYv7sWiTxM32vHbw8nWsA8EP9uNyajpbFvVl4sjODBvRh9EzVR/dic1tK56GqfymY9ufoEQfDAPP7pIbXQkLOInryelsWz6KBds2cemqJZHSV6NDzbnvuIbTG4excJLkj8HSJ0cPZPrKxey1OIb3U0ftwI/aVlJjZzB41uLuJuPtAo/tF3Jw1Sjmr1zKYaez3At308aR1ufeyJgIvcxjp6WcXN2bMUO7M3rZMvbbm+MbrN4+o2PbnyAVH0PCs2pX5NPjeMtY2rZ0Iks2rOXCfUuexNrx5I4ZNgdnsG3ZCBbJPDU3Yb6aO38Mi1fNx+z8QVyeOBMYGd8vkxI7rf/JZ4qE57e/XuOO534WD21Nw+ImlCpRkNLlilC2bFHKlitFpbr1aTdCCpKjsiMe2RGijiIkOKTLWaOM0iWDwLPWDyVxSVIKvL6a82s7MrxDHdr3G8rMo6fxfBq/XFLvdzIYPKt2S5tCAy7heWE+Gya0oEfT8tSuUpwKFWXM1apNy75DmGe2A+u78ZO+VvQn0Y+PZXB41rbhRNjzY3idn8GWKa3o1rA01coXo1Kl0lSuVYvmvQYwacMGLt205FnCWTR95BS1j5ITnl+/lqLA/zCu+4ewuGdZ6lcqRdF2wxm28wgej+yJkX2hr/vt9AbPavlXbrwKPEmA3VR2zW5LtxbVqFu7AnXrVaJunQrUqVeNhu0602fGIvY5nueROvov631OjJIDnlWfjYmwIUjA02bfUGYNqEvLuuWoKuOoSpVy1GrSlB5TprPpssDEUyftKLg+4qH2uX7gWdZRV2g8PcbDSxNYP7k5HZtXoV6divGxENVLVNPGtBk4muXHD+D90pXQBHj+lJjoF54TACXkHHftlnBoUReGtJa2Vi1JpcqlqVS9Go06SXG4YiVnr13BT/JXpOz3z81fqm2GhWfxPVrylOz7q+ensWFiM3o3r0Bt8aNKlbJUq1ePNkNHM//gXgFoG0ITah/d2/p0Kb8MAs+y3ViJS3SYFOkeqzgwvw19mlal07DxLDh3Ee9nToT6mOGwdzgLh0pd11DGicSrsvK1fgPaDhvNosP7sH3gwAt1ljaJ48Rw8JwwB0baEKjG+56BjG1TkeatOzPJ7DCW9yUXq9oi/DK+LkvYPaM5vVrUouPIyay6bIHvC5nTtTnu4+1+ugwCz1rcBLReStyuruPonOYMbFaB1oPHs/TwYXwlt0T7H8Tt5ESWj25ClyZlqV6xKBUrlqZi7bq0HTKSBfvNsJVaISgq/gSXzt/5H0r0Qe/wrPb1K2eiX5zjvsNCdkxrQe92DWk5ahZmV84RFnyRZ1fXcHJNL8Z0qkKj6jL2KhanUjWZg1q3p++suWy/cprbzyV3S42Q1PFnEHjW9pm6IuAK/lc3cml1J0a0rkOrnjK+Th/E9YUrUfIbcdrBA2dC/fbhsKMvM9qXoGLpElTqNoLZh45w/akzr1S/1PUbfyEVH4PAs1pfHdiQXOLruIS9M1vRt2UzOg2dxBZ3c+5EmONtM4dN41vSp0klGtVLmK/qVqR23Wo0adOeYUuXs/+qAw9CpY2yzaTMu1r/k88UCc/v3l/F02EHQ1rVIO+PP5I1R26KlC1G2dKmFMubiRzZs5KjVF2ajp6LmeM5Hoa7EyOBfq2O/kkBpl3nr+7Tkon5v6/fl/8rSSKNVte/K8kkof6v/U39+wOI+mPZ+OvrP7xm/j+3a1Rqk77hWbvfIsqZsBBJXLd2Ybe7PzPbF6JasbyUbNqVQduP4/RIfkP6eEqDZ7W+uoxJXfJiNqc77UrnokjenBQoko+ChXORL2c28hYsQ4OB41h68Rwez2VsaaCme3ufK8PCs6wvQBAbZcnzG8s5tKAl3auZkj9HDvIWKkCpUvkokC8H+QpKwdZhEPPPHMM12EMKU/34p/JacsGz+q3Xr6x46r2SA9Ma0qVEWnJnzsS3FbvQauEO7KXgjtbLPo2X/uA5HthiHu3lwf6uzOhUjKJ5spBR2p4jdzZy584iykme4tWp2W0sy82PcSvCjUj5nRQFz2r/v/Eg/Pkpbp0cwbqBZahbOg+mhYtQtEQRypfITeECMp/VbUWvFVs5d82GF1JcqgJa5/Y+Q2qf6wOe1QNXtDO4AjXeu7swsX0xShbMQc4cWcmVS2KRMws5s2cga+Z0ZMhRgPw1OjNqy3acQlwI/rvgWfrP61h7Xvhs4eKGHoxsVJgSubPL+C5IyTKFKJY/F/nzF6Vyq15MPXoUG38PQtQlw585vlXbDAbPqi+LYsIkT3ksY/+sRrQub0IR0zyShwtSRuqfIvlzkrtEDeoOnsGGiyfxjZBCWQ+/r/2ujFu9wbOqjWT9qEgngZFLPL21A8sd/RnbPD9l8uemXLuBjDpwBlcfC+5fnsb6QRVoXCYn+QtKXi5dktIlTSmUJxv5ylSjwajZrLp4gUcJVwQlpaA3CDyLf9ozJV5aE+R7CNcT41k1qBI1TdNjWrEh3Vfu5qSnLc+fXSTgzg4uburBsAZ5KFXIlHKdhzHt+EXuB8ncoOVjHdv/ROkXniXmqo6RuIW/sODJre3YmA1kQnNTipvkomjz/kzdtpt7d44T5DiDHRNr06is5Le8uTEtkIcihXKQO4fk6mJVpVaYzFrzE9xRl8nKtj/Xx0Qf9AfPib45EBok/cljFedWt2VQ44IUK1qaEu3HsPHsCUIk713d34dpnUpQyjQ7uU3zU6p0fkoXlXySPz8Fa7elx8K1XLhpSYA6eKXip/P3/rf0Dc/x9/s6Ex5qhf+dXdgeHMZM8aFirryUrtuVsfv3YB0kXCTtjYt15c2ryzzxXMKusbVoVSANGTNkJkvtbgzZsBs3X4d4v5LQL1V89A3P2rMEIh0JDbyI/41NMpaknQ2KUDZfSaq2Hcwi+zN4Bh/C5mA/xkjuL5s1PTmzZZbaQeJnko1cOSW3lKhAk5FTWWZjy83A+Pr/K4NnDw2eXW220L1BZTL8Ky25ilel5cDujBjVgr4tC1E29898/5MUvPX7Mfv4QdyCpUNIkfAmTgA4yoGXgRY8fXIZP39r7fKS8MQz02pHvVYw7EpEmC2BAbYEqGvl1Y3yEbLeC1tehLvI8mrSUMuLtHskZdlnl3n82ILHz2wJEliPio3v5EkZNEalDOkPnuP7VnSEDf639+F0ag67l/ZifKey1M73A9kyZsCkTgd6bzqGg288WKRIeJai/673Aab3a0L+DJnIWawyDTu3onvnGjQrmQnTjOnJU7s9PTft48IdR8Jl/6mJX9f2PlcGhWe1voLn0HP4Wo5hWd/SlDfJys8m5anYuh39etelZcUcFMqSkdyl69F59TaO33cnIDI+Tl86xlXfSDZ4jpPPFwJu50cwt3MxyqT7B99/n4ZvirWh4YzN2qV0UWqf6i1u+oFnBWwxr1yIvLed6xuaMrx+bpn8cpC9RDmqN61Hy9Z1aNOmAe2692TYnEUccD7Hw0h1AEf39v5MyQHPcW+cCBI/Li5qxpCKGSiYNz/FGrWkw6BODO9Tg+aVBKDL16LFjDUcdrEkKDIlwrPMiU+Ocu/sGNZMbE6nVjVo1LAajRtXp1G98tQqnYO8mb7jh/S5yVWzJ+N37eda6B9nnj9FeoXnuGu8jpR533kW28fWoH6BrKTNUpQyTVvRb2ALutUrQPncGclTsibNF21hzzVn7ZLSuM/tp7K8YeHZncjAs9w+NYLZ7fJSMHM6cpaoSs327ejfvwGtK+Ukl+zzfNW7MmrrDhwDXXmhDjzJ+l+Sp5Rf+oRndbY5KswSP+/d2B2fyfbFPRnVsTxVTb4nQ9oMFGjWl8FmMh/ePIzDju4Mq5yVQpmzkq9CTRpJrde/Ty0alchAtiy5ManXh6Gb9+H1zJkIlce17ev+3T+TvuFZnZWNfeVI0OPjeJgv4tC6QczoX4vmpTOR7Yd/kqFUTVrNXsmmQ5u5cGA62xeJj21KUj7Hv8mQKSsF2wxi/KEL3JUiPiXBs+p/0WFSk9/cjeOZuWyVuI3tWo6qeb7nhx8zkaNOb8ZvlBztYcatfV2Y1CQ7+XJkJ2eZGtTtKLVCp8rUKpCWbD/nwLRGR4ZtEfh+6iJ5QW378+KW6IN+4Fkt70ZkkDlPrm7G8shU1s1sy9AWBSibJy0/ZS1M3mbDWXfqCP7uq7g4pyady2UkfebcFKjdmF6Dm9O3XTHKmmQiQ9bSVOw2kU3257gf6aEdvErK2NMfPCvfJG4RVjy7uw+70/PZKfXnhF6VqFUwPen/lYl8ldoxzGw3FoFuRMhvxL1yIjboAN4nBzGlVX6K/PgN//ruZ36qJHXqym04P7Dj1Zuk9UsVH/3Bs6yjzja/NOfR9R1YHJ7O5nmdGNauOGVzpCNDGlNKNhUOtDmN2zMzLmxqT68KuciXQfplqfLUa1aXNu3q0bp1Azr26MLYVSvZ72XPwxcJ8KzzN/+3tP4nnykcnquQ/odcFG/cm9kHt3DRdgnH17WiV9UcZPxnZnKWasXQnTu55O8kg1NdGnQF//uH8bLfwuULGzh7aRdWbqe5/ViAN8KNaOlgMTGOhAVd5OGN/dhLkrF1PY73PUlit4/h7X4Qr3sW+AVLESeT+qsoAesAcx5c34fjlQ2cP7eJc1cEjq7HP1jopXrq60c71qjUI33C8+s3kphfnOXa+elsGV2XzjXVkdp0ZPr+G35Ik47cCp43p3R4duPG1X0M7tGUDNmLUarjSObvWsOxXaNZ2a0AtfP+QMYy9ak3YwMHXKyl/8sEIAlW1/Y+V8kCz4Gn8Dk1iHndSlKmWDFMmgxkyLoNHNs3geW9StDQ9EdyFixFjSlr2OLqohXXqQuepW/FuRLmswPrta3oXzu7Vsj987tf+KZ4GxrNFHi+k7LhOfzOFtxXNWRwHVMKFK9IzQHDmbV9BXsPLeeIbP/kBZXTz3LvuQNhSXhwneHhWYHwFR57LWbbkEo0zZ6WgiVq0WbOfDaab8T8xARWjGhExw4dGLJqC+euWhES5a61S+f2PkNqn+vtnmd1Vi3cmpBHB3C3lBywdz67d85l5y4pqNeMYE7fStQrmpHspiUp13sqay9f5FnE592Xql94vs7rF+fxvTCcpb1LUiqPCWlKtKbL3GUcOz6fPVPr0KNiBvIWLkWZEctZbmnLoxeff9BCtc1w8Ky270ro4yPYb+7MwMo/Czxmo7g6S7tpHUePT2dlv3JUy5gOk0J16Dh/JUcfOPM0Jv73vyRPKb/0Cs+vZSwHnsTj+HhWD69Nq6qmFMopxe633/Ddj+k0eB6y+yC2VzdxZkkTWufJiEmmolTrMYx5Z7Zw/MgIpnUsRNGs2chcvDkd5qzF0s+B4CQeKNA/PLsKPFvhK6C1Z3pzejcqQrn8mcie9lu+/ec3ZCxdg2aTZjJ7zjDm9pV/V85Lwey/kO7fUg+kzUqhNoN/h+eUdNm2OvgaFXCG22cnsG5sA1pVy08xk7Rk+O4b/vFDZrLV6SPwvA1Px604LGtAv3JpyF2gBJX6jWPG3nUc3D2UyY3zUPaXtJgUq0P7has5dteJoCjVJz4vbok+6AWetTEqY8tnL16HBrNoUFUalDehUI4fSffjt/wzcyHyNB+hwfMDhyUcm1CJtmVzkKdUDVpPm8XBiws5tKYVXcrkIOf3+Shavx9zzI/jITVCeMIBHZ2/+z+kX3gWvgk5xc3L01kzqiEdaxSgRN4MZPzpW/7vm8yYaPC8KwGePYmLsiXUeyWXlzWiW+VMZPi/f/DNd2lJU7kDfVIYPMe+sify6V5cT45lQf+aNK5gQsGcP/PLv7/ju+9NKdG0P3MUPD/eybk1LelWMS+Fi1WhwYAxrNy2hMPHV4jWSO2wEzuv8/gI36na9Su85/lDeK5KhjT5KNd+NBvspWAKPsT1S0OY2jw/eb9JR45CDei1cQunfG14HnyBB06rOLJuCLPGdmRw/7b0HdiNUdPHs/zADixuWPH8pSNRQad44LyCg6uHMHl0d0ZPG86ctdNZtWIsywRIlu7axpWrFoSE2BD55BBel+azTT0MYVhb+vdtR7/hA5i4ZBF7r5zgeoAjL9RZ7Y92rlGpQ/qG54jQs3ifm6bBc6fahSiVT4rLn/5Bmp+l2EkF8BwnPnh77qN/lxZkKlCd+pNWc8jpHLdsF3NqfElaF/2etEVrUmnUSnbYWmj3oMWlJngOOYefxUQ2jG1M+7ataDNrDducLbnhvIrD4yrSoeh35DQtTNlRK1ht64x/qCquk5ZgP5TKackDz1LIx1rz2Hkhu0dVpEW5zGRKn4bvf87EP1IFPDvz8tZGnJbUZUCtQpSoIpC5cAlmDsdw9jyG950LPHxqS7B66ImM3aTExbDwrCZVN97EnsXHaQoLOxanwo8ZKFK5DcPNdmD+8Dz37uzC+shctm9dwoErJ7nmZ68dBEhKkfKx1D7XCzz/LlcBDgdCAi7j5yPz791T3Ll3FHerxWwdXZOmJXNTsEJ92ixYy8lbjtoVXp/jh17h+Y3Ac8gZfI73Y27nQhTMk5+fq/Zn5M7DXPfaidOGVoytlwHTQkXI33shc89a8SDETctfn9OPVNsMBc+qHbGvnQh8sIfziwUYi3xLpmz5qDp0JsuunMPz2jZOzahL65w/kNukDA0mzGfzNUceRiTtbOyHUn7pG57DAk/heXxcPDxXL0QRk4xk+eEffP+TwHNzgedde7FxXc6hGTWpkykTObJWotm4Oey7ex7vawvZOLwclbJlIaNJbZqOX8SpB7Y8kzyuntnwub7qHZ5fK3i25pGC5xkCz01KUL5wdnKn/44f/vkPMpX5T3huWrUQhXOnJ7NA6I/pslI4JcKztEHNCxo8nxvPWgXP1QtS2jQDWaSO+UbBc914ePaw34jNgtr0KJWWfKUlvgvXstf7HO4O89nYvSh10v+ISYHKNJ2xlD3XHbUHNH3ugehEH/QBz9rVNK+k1nsQD88LB1anUcV8FDf5mQw/fxcPzy3i4fmR21rMl7RiWHvpdz0GMf/4Hm4/34PbiT4Mq5KbvP/KQcFqXZl85ghOL+PhOSlnMPUJz9r96S8UPE9jzcgGWv1ZulAWsv78Pd9+BM+RcTLfvDTn/vkJbB1UmoYlM5Lul5/4Qeaq9Anw7JSC4Pn1Kwcin+2T/S/w3E/mnSqmFMmXnvTffc8P3+X/A559t3F6eRM6V85PyWot6DpvDeesD+DtfRzvu+Y8eGqnvW1EnUTV/VufJq3/yWeKP/Oc8ae8lG07knW2p7kdfJhrV4Yzo2VBCnyTlpyFG9F742ZO3jvPQym6zi1vR49a+SmcV5JYrqyY5M5B3sIlqNBF1jl8nGu+FgTdWov1xg70q1eAQjmzYFKsCCXrVKZalZJUKl2OGj0msO7kMZ74niLQcSZmU+rSrJwJ+U2yklOWz5UnH6YVGtFp5mIOX7XEN0zdIx2/M3XtaKNSrvQHzyo5uxMVYckjr81YmI1j5YzuDG1Tmnr5/k2OTOlTyWXb7tzyPsykYd2p0rA9Azbu5fL1S9y1XciJMSVpVeRH0hWrRdWxq9llfyX1wLOMT+2SSIlP0M2NXNw9iTXLp7Ph7FFsHtpww3Yxu4eVo1WhH8hZsARVxq9io1NqhGcHYsOP4XF8KNPaFKVuBclbRXKRLVtOvk0N8BzjzIvrG7BdUIt+UmyXqFifDrOms/70Ro6d2Yi57SHc717G/4ULEepZFrKekq7t/ZkMD8+uvIk5zh2rkUxrXpAi/84s8NyaEZsEEpwEFpzMsLPfj7O3gPRTe5nM459cr3t7nye1z/ULzyofqvs6XbXtqlubIsPOctdxDst6laNawcKUatyDCQf34xaibmX6vLGif3g+y4PTA1nYrSjF8pnyS5VeDNm4C2eHjVisaMbw2pkwLVycIgMWs9DcmocpEZ5j7Xl+byvHZjekRd7vyJy9EHXGzWetwxW8b+3j4oKGdC3wrdQ2hakxfCYrHB24Fxr/+0kpdBOl/NIvPEuR/vIyD1zWcWHnGBZP606/1uWoavJvMqRLH3/Z9g4zrB0WsXdyVapmFDDLXp1WUxZyzNec23eXs2NsZWpmzUyWbOq+57kc9rHhcQqB51fin8q3AT77sTsylY0L+zGqRy2alcpAjh/UmeeatJy5jLU7lnN442gWiv99mpekYo5/kTFTVgq1TqFnnlU/CL2Cv9d6LuyZwNLJHRnRoQyV8/7Av37MTHZ12faGbVx12YH7pnaMaVqS2i26M0bA7PKjC1x1mMe6rkWoneEnTApVpbnsg703FDzH1zyfO9aU9HLmWfqNymURz8/w0Gk5JzaPYPHYFgxuUYBSedPxXdbCmDRT8HyMwPsHuXFuBttWTWLB+tWcdTuG//Nt2O7rSr8KuTD5NjdF6vRi5vljuKUIeFb7VcZq+GUeX9si4208q2d1ZFjPytTIn4GM32Qi7+/w7EqEejXcs/1YburOhCb5qVE2N3kL5CBrehlrldvTN6XBc6x6uNtZ7rus5cSmESyZ0Za+7UtROkt6Mn6vLtvuz2ybU7j6CAsubkjHiqaUqNaUjtMXsPfgKi6e38wluyO437OUmk58l7z2uXXDh9L6n3ym/DPPP+ahdKvBLDc/gLMUvpd2d2ZI7dxk+2dmcpVpw9Bd27l48wA3Lo1lZd8ylMon3xUqRZU6ZWlQ3ZTCuXKQvXQLui3ZgrnXca5fnsyeUaWpWyg96bPlIU+p0lSpWpiyBTKRKbP8v9FgFh3Yz72ru7lq1oVpLXLJRJwTk1LlKFexOFWL5cAkT0FKdRrKnNOn8fJ3IUq9iiAJncyov1f6hGd11FZ7H+JTGeReZtheWIbZjKYMrPgjBXPEw3OvFA3PSu74P77IycMrWLlxKUccznLL5ySep8azqmM+quf4iWwVmtJ8wXaOeNpqZ5pSxWXbiYp2IDzgDHfV+6ttduHofghnt+2c3NSP8c3yUyFXRkxK16bdsq0cve1GYIS0S+0XXdv6DKl9a1h4lv0jv6FejRR+dzVnlrWhV71SNG5cljqNS1C0QF6+L96aRjM2Y51i4Vkm3Bgngq6tw3J2NXpVzkVe06KUbdKIjgPa0rNXGwaMGMiM9Ss46HCOO4HqPc8yXj9zHCULPIcf4sZFKY4bmWL6z5/JaVqOBl1b039MN4aN7smoyeoKp02Ye1/BVz39VJ1F/0w/dEntc/3C8weSAjE2xpFXz/Zw7Xg/RjYVQC1elZr9BBysz+EXLfGT5T5nrOgVntU9z+GXeGw7mY0jK1GrcC7SF65Nk2FjWL5yOHP7VaB58cyYlqxCvZkb2ObqwJOw+INjOrf3J1JtMww8xxdksbE2PLu7icMz6tE097caPNcbv4B1jpYCz/u5tLAR3Qr9H7lzmVJ50DQWWTlwOzgeAL+kBlF+6ROetWfLRNsT7HdK8u0urC8sZ+vM1nQt8xM5M8Vftj14226sbRewe0JlKmfIQracNWkzdSHH/QSefVawc3xVait4ziIxGz6LA/ds8IsVeE7YVzp/90+kd3jWagVXwoIu8/CG1KbWGziwsg/jm+SiSLpvyFCyFm3mb8DM/CiezuKn+Qo2TWxE++LfkTNbFgqmUHjWFOVIqNQxd732YHdqLgfnNadThXT88FNmstVW8LxDcswJHjsu4djmCazduoZTLme46XsY15PDmdTQhGI/p5faujHdl2/gzENnQqJVH/u8/JDog/7ueZYaLcyaIL8T3HDZjsORCZhNrErTsllJk60wuZsOZ93J44QEXCLg/gHcncywsN6Hk9M2XMzHs2FCdeoXzErWTCWp0Gkc621lH2n3PH9+f1TSJzxr/VHG24tn52S8meFoMY89azrSs7Kwyz8ykj/xnucgV8IjbQnyWsbOSU3pXKM4DRuVoVa9IuTLlo1sAs8p68yzbO+VGzGRNto74m+6bsXBcgab5jamWcFs5PrJlFJN+jHb+hQudzZyfEF92pTJSR7TYpRv0pzu3VsxoG87Bo4exox1qznufB7fcLffX6mYlLhp/U8+U/yZ5wzf56Bo/S5M3raMvYcmsGZ8dZoWz0CaH/JgWqcv04/txdF7O1cP9GBym8LkLVyRUq16MW5WL+aNqUXDwtnJlK0KjccsxMzGjMtmfVncOgulTTKQqVx9anVoT/92ZWhUPC0/ZchN1nr9WbDXjGv2azGfXYNepX4gT9FSlO/Wn4HDOzGubWEq5s9Ejhpt6bPxADZ31atGPLUEqGtHG5VypVd4VtKeduhCZIQDAU9O4bqzF7Pr/0yp3PGXbfdMwfAcL3ctyT1/bsVjf0sBPAsp5DZzYV0XBlbITMG0GSjYqBuDdx/mio/4KRPS5xaff6bkgGftaZTqQUhhDgT7n8fPcz0We4Yyo29lahfOSI7MeShUS8b4gQPYS1GjzqwnJbl+LJXTDArPKpmrBw0FneXJpTFsGCI5snZNOvdtRJ8BVahS2pTvi7Wm4YxNKR6eA6+u5fKMynQvn5HM6dOTPkcO8hWSAiCn5FwBhhJNO9Nn1RbO37CRgkwK9M/8neSA57iX+7l2dgCjG+TF5Jt/k/aXLOQ2zUWBQjnIkye7wHQxKnXoz7QDB3F44MDLGPcvAp9EqX1uKHiOjRPIiLAm/NoiLJfWpnVFU/JWbkXr2VIcX7chXLX/M33QKzyrsz+vbAi8tZKjC5rRpVx2KXJzU6ByNRq3qkqdcjkpnD07Bau2oP+OvZyTPByUcCmpzu39iVTbDHvm2YbnAs9HEuA5U7aC1Bk9l9W2l7l2fQ8X5jWgU4F/kStnXir0n8J8C3tuBUn+l3VTFDxrc2n8fKiuWAjyP43D7gGMqZUW0yzxZ54HbROotp7H7vGVqZhBoCSnAOfURQnwvFyD5zoCz1kzV6be0JnsT3HwHH9VRlSUMy+CLWTMT2Ntj4KUz/wN6UvUot3inRzzsCfwhT0hz89gtbEbQyv/SL4cWSgg8DwupcKzxF272iTcgRf393HzQB9G1RPATCPwXKunwPMu7j+24VW4FYFPL/PkqS0BARY8kdx9bkUL2pXIQOafTShcV+pwsz04CrCFqQOEun7rfyjRB/3Ac7zi38TjQlioLRE31+Kxvgm9auUkbfbC5Go8TIPn0HBnbS56+fIKfvcO4qjeAz2lET1q5cI0ayYyFq5D43HLOO5lwXN176xqj47f+ivpFZ7VWFWQqeIWYUdo4D48Lg5nUiNTCgk8F6go8LxHfifQhdAQc+6fGc2srrVoUKMmXfo1pFfPchQzyU62SgLPK1IWPGuSsRsV5UJ42BUiXu7E+kA3epfJTX6B5zIaPJ/E5dY6js6vR4viEqM06ciSKxf58uckb+7M5MxbmJINujJq01as/Z3i4ybbTUrctP4nnykXnm230qNBZdL/80cy5ylKlWZ1adGiPHVKZyFXuh/4Lns5KvadxRbr09x7sI9750exfGQjWnTvx6Aly9i9dwLbZ9SlaeGspPulNLWHzGDDpS0cWt+JybXTUDxPDgq0GcyghbPZPLcVwxvkILMUz9nr9hN43o77lSUcHlmG1nn/jWn5OjSfuYBVmyeyQxJ60+IZyVi6EW0WbueStx0R6vLVJA5mo/4+6R2elST5xb310i5Zu3VwAIubpKVsnvgzzykfnkWqbfIb795KIg48iufx4SzsWZoK2X8mQ7YS1Bk8hQ225twMiQcXfRT9SskBz0oKAtRvvXx8jOuH+rO8b3GqF0knyfZHfskhfnYewxrLM9yOFChMwoSvSyqnGQ6e4/dP7GtHXjzai+P6doxtXob6LTsyblp35k2sSYMKpnxXNHXAc4DXai5OLU/nUmlJLwV15uLlqNW4EvUq5MAk3S+kz1WO8t3Gs+LiKe6GyYSqfNexvT+TweH5lcBz8B6unezDiHp5yPnNP0jzU0ayFypC8dL5KZUvLVl+ScPPhWrQaMJi9jlcwD9cgFEP8VD73FDwrHJC1IuLPJJ5dle/fFQvlo9CLfozeOdRHP0kd6q5W8d6/0t6hWfZ96/jnAjz34fj7r5Ma56PAml/4Mef05IpSzrSyz5Pl7UwZdoMYcmlM1x96UVYjLRB57b+XKpthr3n2Z6Ae9s5OachrUz/RYbMJlQYMJWF505IX93A0Sm1aJb9H2TLmofyfSYz55I9NwPjfz9lwXOCVL6V+TAm/ArXDg9jct10FMiWAM9b/xue205bxIkEeN41oRp1smUmS4qE5wTJfov79Zq0x5EHlvPY1rcwlbMoeK5NuyW7OXVdXSarHtBkidsugdBqaTDNmcLhWdqr4qZyR1zACfxODWRi42z8/HNmsqsn6ws8+zxz1Or0N79e5+0bFyKf7Mft4BBmdihGsXQ/kt6kInWHzWGj9QUeqtep6fyd/61EH/QJz5riVLzcef9oK3d3tGBgvVyk0+BZnXk+wctIT96+k3zyypxHXsISU5rSuUJ2TNN/x09ps5Ordkf6rNuFnY9d/EGBJO5nvcJzgmJfS0zeSp+KOc5d+7HMbFaQIv9U8Nxe4HmXwLMtgf77sVknPjSpRd1WXZg4sxuzRlambN7sZBXITpHwrPqk+BYnOf7924O4n+rNAPXgsA/h+eYaDs+uSaNC6fklTVZMSpWnUatq1K2Qm7zp05A5d0lqD5vGGgcrbge7a89NSUrO1PqffKZweK5I+m++4YcffiajesdkblGOzOQ0yUfRRp3ot2YnFjetCA4+z3PvdZzdMYbFy6axfMcStq7px6xepaiQM71MoKWpNWQaqy9uZPeqtoyp8hPFTU0pN3AG847swOLQEBZ1L4Jp9nzkrtuXBXs243JpPnuGlKJprn+Tr1R1Go+dyJylQ1g+tAJ1C2cgXbH6tJi9iQtXrQWeP/+pnUb9/TIIPKuBFedBeMhFru/vz8LGaSmTmuBZSb0yKOQc96znsGV0DVqXzkzWLDkxqdmBYeu3YS2JNTBallN+6Fo/CUo+ePaS7bkT8vAArtu7ag8XqlQoE9nS/0IW0zJU7jaaZRdO4f3CnZfqAUg6tvG5UjnNsPAsfSrqEo/VRD+qJu1qVKb18PGs2TiS7bPr0KJiPr5Tr6pS9zzftSJaTYp6ylf6hWdngm9uwW5FM0a3LEnlWnVpOmwECzeMY8WkujQvkYWcv5iQt1J7hu/Yhf1zl88+o5Es8Bwk8HysN8Pq5Cb7N/9H+qwFKdu2Ez1HdGRkp5LULPALP2QsRJHWI1h88jC3XrgQI33hS8eS2ucGg+e3brx8dhSnrV2ZUTs9pQsVpcqAScy7dIkbIWpMff5Y0Ts8vxJ49tuL857+zGxXhCJZ05Euk3o/uNQMAtDZ8pWgQqfhLDU/xdWQpI1v1TaDwnOcMyG++7FY1YYepb8jQ/qM5GvSg/5LF7Jn92jmdS1JuZ8EzjKaUE7gebZ5CodnNSbU80BCL+N5cCgT63xl8CzSDg5E23PPQubLPoWp9Ds87+LkNef4twKEW+C8ozcjq6YGeBap2zRUm54e4+GJAYxvlPU/4fmpI2/fxue78ICT3Lo0lY1SKzQqkpWM6XJSuHFXRu3Yw5X76sqa+LN8On/nfyjRB73Ds/gWE+3C2webub2tOQPqfgzPHgLPModFn8HHeR4bR9ajVdkc5Mv8C+nV1SxSy/VfsxWLuzYEK9+SuJ8NAc+vZHy8jnPjVeRRbtmMYXrTAvHwLHPmMDNhncdn8PVeKmOrAS0aN6fNqEls2DyCjROrUDFfPDyre56dH9oRm6LgWUn1Nwfevt6Py/Fe9C8vsfgdnk/hcn8759YK/DcqQ8Vq9Wk/YhRrd05l2fiGtCmeljxZspC/eR8G7z2Lk6+691mNPV2/87+l9T/5TMGXbSt4rkT6f/xbio+8lKgq0Nq0Ni3aNKFz/z5MWLWMg44XuB/oRFSkLS/9j3HVYjF71w5j9oSODOhYkXplspD95zR8+4uC5ymsMl/HjuVtGFFBwXNBKo+YJ4XyfhzPj2V1/1IUyZGPvALPC8024mQ+h50DS9Ao+z/JksOEAtVqUK9xRZpUykn+rGlJX6oRredt4eI1IzynVhnh+b+lntoYIxO9n/tKjs5tQe+auSmSJyfZS9enxYS5mNmd58GL+KPpSTnb9GdKNnjWtuVGWKA5DxxXcmHncOaNbESHqiaUzG9CkVot6Ll6OydvOhEQoWKlezufI7UNg8Gz+KMKmOjnh7l+ZhTTWpelVvUmDFy2jMPHpnJgXj1aVlDwnMLPPKvlVSHmL5OtxWwOrB/DwhWz2XJyB/ZXZdKXsTS2YV5KCkxkL1KXTsvWc/6BM6EKgD4jRskKz7UVPKchZ9HatJ89m/VH57J/ZSv61shOxh9zk6dmDybtM8MlyJlI6QtxOrf56VL70FDw/CbOhiCfTdqDrLrk/5nChavQQkBnxzUbfKNV/pHf17He/5Je4TlO2hBhyXO3RRye04RO1QqQ07Q0FVu0ZeCQlvRuUpRqxfNQvHZLesj4PnbdgWfh0k9TzD3PIrUPpfANf3YCrwP9GN8kO7nSpyGjaUnKNqhHuzaVqVMiC1n+8Q0/ZTDCs+7f0y0jPH+mPgWeFVy9vMhDp0XsmdmUrlVyUzC3CbkqN6Pj7CXsd77Ig1D1dOOPtv2JSvQh+eHZnTdvJGYxVjx/sA+bo9PZOq8DQ9qVpoJpLvIWrEyDQZPZZHeW2y/diFTt0fU7f6HkhOeClTsybPc2zK/v4tqZIczuWpUGbXoxZPUqmbcns3NSFSonwHOfFVtT4JlnJWmPDngu3aQvs2zO4BZwFk+LhexaOYbFy+ew6+weXLwPcGVHPyY3zk6JnOnIVK0dbZYfwOK2vXZlYVK4Tet/8pnC4bkyGf4t4FGmDp3HDWXO2mms374IsxM7sPQyxzfYSUtMKnGFySC/emEm6yc0pVvDYlQuk4f8eTKS+edf+DG9gufJrDZfq8Hz8AR4rjJiLssuHcDx0gTWDixDiRymCfC8QeB5NtsHFKdB1m/IkC4dGfPko0CJQpQuWYCSpYpTuUNvxmzfj8M9eyI1eNa9o41KuTLC80eSbcRE2vPiwW5sZKIf10QSU54s5CpehZr9JrDkxFGuPnX6/R15OreRRCULPKv7nUOtePZYwNlHJv0nljx+fAavCzPYNLgczYumI2f+EpQZPJ/lFlY8CnHVYvmlBwhUTjMcPMs2ouwJubkey9Vt6FKpMMUrt2Dw8vns3DWKtWOqUrd4Lv6dvz7VRwhYOJzTnjiZlMvodElf8KzdL6vuSQ+1IOiuTHq2O7hocwRPnysER17ktt0MVnQpQq3sv5A9fyWazZZJ/5YTL6Ljx9KnxihZ4Fldtq1ea1LXhBz/zET+yh0YtWcHV8Qvj4tDmNGmAHm+y0be8h0YsXM7VgEyj0lfeJPEnJAotc/1D8/xcXwTeQF/9zmsG1SByhnSYlqqGX1Xrcf8kQNB6n7o/1rvr6VPeI59401s8FnunhrEop7FKZU/LxnKtqPnopWcOruIg7Ma0LdqFvIVKU3x/vNZeP4yD4JdeK0KRB3b+zOpthkUnl+7yxi4iJ/9bLaMq0mDkjnInysbufLmJn+B3OTLnoa0/xJ4zpSPiv2mMO/y1wvPOxPgOWXe8/yH/r+C54R7nn2e2vM2zoEX97ZxaUMnhjQwpVj2LOQtXYMGY2ez+uJpbj53IkK2pWqF1HHmeRhr1QPDgm14+VzGoK8593wv88jvDI9vreXMug7agyxN0+agUM2OjDl4AJtnUj8m8YHByQrPVToydMcGjlkt4eKyhvSpXYKqrXoxfPVizHYNY4nwT+mcmchYsjHtpi/nlOtFAiNkO0nwS8Un+eA5H6UbK3g+i3uYLQ9uyXcWW7GyPcw1PzsCQ23xMZ/E+p4FqJw/PT+XbU79mds4720df9tOEvqR1v/kMwXDc8IDw37ISdH63Zi6ez1n3Y/iefMMtx9Y8CTYWTtyEKOe6vjyAk89l3JwYVu61ChO+TIlqNGiBg2blady3qxky1iK2gLPq/4Enh0Entf9FzzPYlv/4tTP+k9y5ClI6eat6DS8L+MmD2Dq9BEs3LKaYy4X8Ql0iX/naBI6mVF/r4zw/IFUu0URQZe4az6V9QKTtQpnEZgsTaVOg5ixbw+2Pnba2Vi133Ru4wtkcHhW2wi3IuDmDqyOL2bvgXWc9bTgzgtXnl7biMXC+vSvmpEcJqbkbDuBqUfPcT/QmVdfWNgoqfUNA8/xbYsOv8JD27mYjapMnfzZyV6oIo17tGfggPp0kaKmcPZ0/DNjYQpKwTp5+3asb1sRLNCSlInxY+kPnmV5Ac+ogLM8dlnNhSPL2XtyD/Z3LQmJs+Wh20I29S5Ow9xpBJ7L02j6So5cT4HwrB4YFroP79P9GVU/L7n/LyuFa3RnyrF9OD87wh2ncSzqVISC32YhT+m2DNm2jctSZL58czUFw7M7r4OOcf/CMGa0K0junzORr2Z3JuzajUeAOmv+98Pz67fXiH4q9cGODoxvlpu8+fKTuf5Qxpsd5rrnTty3dWBKU/UU1gJkaDaWsXtPcCdA4q4uPdWxvT+TapvB4FlJ9YEoO1482o/T0XEsHdGY7i2qUr9BTeo3rkWjyiYUzfAPMmYvQBX1tG1re26HxP/+VwnPiQ8MG2aE5z9T8sJzL8Zv3MUDfyveRJzh+lnJZ91KUtM0M7kKlKFG75EsOnEQZz8HmWPUPPDRdj9DiT4kGzw3UQ8MO8Kz+4e5cXkJR/avYPeZg7g/tCA04hRe50Yzo7kpZdP/gkmZBvTYtJtzPq4yB3kRlwQ/kxOeC1Vrz+AtK9h+aCKb+xelcZEcFK5Ym6a9OjJoQF3a18xFrrRp+ClXKSp0GcYss924+9oRKfs55jN9U/FJVnhu0pfZtgLPIZe54SScuG8xh06b4fjQkRD53ec2M9g1qCjVC2fgp1KNqTV1E2e9rLTbCZLyqlWt/8lnCofnqmRIk48ybYax+soJboS5xgOzOtusCng1wKVYiX66n9unBjCzUzEKZM9LnkoN6Ty5LxOntqFT2Tzky1iSOho8r2PHiraMqKjgOT+Vhs1lyYV9OFwYy5r+pSiaPR95Ei7bdr44m+39S9Aw27eYlq5O8ykzWHZwLadOLGX/rgWYnZTEf9uaJy/d4uH5ox1sVMqXEZ7/kJYQJFEG+Z7EYnV3BlbNgknOPJjW7US/5eu5dNeOoNir2iVYhujrBoVnta9lG1GBZ7l3YQobp3Zk8IhBTD90lCuPPQm4uxvPTa0Y2zArOU3ykqHJCMbtOc5dgZqUD89SmIaZc/PCZNb2KUkV6WsZcuSlWNmiVCyXh2L50pHhp+/55lv5e6l6tJ26iL1257WHVCX1Xq0PpS94VsurB4aF+OzFY/9QVk/vz8QFC9htf5YHAhMPXBeztW8JGuX5mewFy9N4+iqO3BB4jkp58Pwm/CA3zeNfVZXv31kpWqsH047LhB9wlDsuE1jcpSiFvstK3jJtGbp9GxbSz8JSKjxrbXIl6pEZnrs6MbRONn7+RQqv1iNZePwYPi8EHt8l7Tf0Cs/vvIn0O4TjmuYMqyvj2LQw2dtMZObx8zy+c4CHh3syv73UBnnz8V3NwQzZfJBbTx018NG1vT+TaptB4VlJHUR6eRlfjw1c3DGGNQuHMkvy/Yw5Q5jUrSz18/ybHLmLUHPETFY4OXDvZfzvf0me0sZfcsPzNjPtVVV7JlSNf1VVjg9eVXV/OTvGVaWWwHPmrFWpP2I2B+4b4VmXkg+esyTA8058fC8Q/WgTZ5Y0p1PpLOSTOadww84M27ANuwd2vJQYfencmehD8p15HirwvB8fl1WcXd6VCYO703/mIg65n+P5a0vu2s9iRefCVM/yA7lL1qL9yh0cv+VCiMxBScndyQnPhau1Y+DmxazdMZyFbU2okTcdufIVkDqhGBXLmlA498+k+fbf/PuX7OSs1orOs5Zz2stCuyIq+jP7kYpP8sCzye/wPEvd8+x7EOsDY1gs7Ddp8UL2OFrw5IUjAXazMBtajBqFM2rwXFvg+dzVhDPPXzs8l2s3Iv6dajHSsd5e403CoFRPzo195Uz4nU24bWjGoNrZyWBSlmIdhzFrxzR2rOtK/0p5yZu+JLUHT0l4YFg7xlT9iRKm+Sg7cCbzju7E6uhQlvYoimk29cCwfizYswWXi/PYPagkTXJ+R8FKjei0bC27L27iysHRLBrdjv4TJrLqwmmu+Ttr7+n8kqO+Rv09MsLzH9LaJOPq0a3DbBzdguo5MpCjoHrF2wzWXTnN3RBXImU5VexGJx68+mgbXyJDw7OKSYTfYdy3dWViuxJUq1uXprM3st3dCb/rO/HY2IoxDaTozpOXjE1HMn7viVQDz9FhF7lzZTbbRlanaVn1fuQ8FCmSh6IFspIn60+k+f5bvvnXT/xSqCqNRs9hq8UZ/F66avD8pQdC9AbPEp+YaDueuK3mxNTa9GtYlrrtejJmzx7snllyy3Ee63sWo17udOQoXJWWc9dw8o4zodHx8Uk58OzGm+hj3LEaybTmBSnybWaKVu/CxMPix+ODXLcdxdwORcj/Qw5MK3VizO4d2AXIHCZ9ISlnLz6U2ucGgWeZY0NubMRiUQMplH/mh0wyJ/ebyfrL5virdyW/Tdr4NAQ8O6xOhOdCZGsznunHzuJ7WwriQz2YJ/Bski8f36ZoeBbfY5yICDrLTfsNnNm7iKMnN3DOZhfm5ovYMroazfNI8Z6nNA0mzGPjVUcehMf//peMZeVXcsPz4O17sHFawv6pNaiRUcAsWzVaTJzHwfvn8L6xmM0jK1ItaxYy56xBozHzOHpf2qbAR9pqhOc/lJzwnCPhPc93bh7mudVYVvcrRpncWclWvA5Nxsxml42MtxcuUhPLvCT7W6sVklhXJfpgeHjOTboc6szzYNaf2IH3xWlsGlCJFhXLUaXNQOadPchNid8t21ks71yIapl/FHiuQ4dVOziRAM8p/cxz4aptBZ6XsHHfeFb3KUmLMjkpVDAfhYvklTohC7ky/cAP//cv/vVjJjKXbUSLCQs54nKJl9KelA3P6oFhAs+WJ7DzWM3B2Q3p2KACVTv2Z8KeQ1x/bIOf1XS29i9C9YKZSFu+BY3m7sTc24ZwdeY5Cf1I63/ymSrguWzb4ay1Ps1t7YXk0jkSnVDwHOPMy6trsF9cmx5VMvNzweqU6TOBJdsmsmtxC5nsc5Htl5LUGjSVNZe2cHBjZ6bW+YUS+XJQuP0Qhi6dx45FbRnVJDdZs+QhR131nuftuFss5uCIMrTK9238q6pmL2Gt2Wz2z21C12qmFK3bnv6bDmB915FIFYQkDB6j/l4Z4fkPaW2SpHvn2j4m9WpM7p8ykq2oFACTp7L21A4sHffhLAW5y7Uz3PS14Xmoa5IfBKJLhoXn+JhE+B7EeX1rhtXPQf7CRSnYZTKTDx7F/vIyTs2qS+9KGchuYkrujhOZcfy8dktG/O/r2OZnSK1vGHiWbUufjYmw5vG1zVzcMphZI1rRs0dLenVvQrdW5alXLhs5M6ThHz/nIlf1NgxYvFq7n+lZuEywGuzp3u6nSr/wbMsj+0XsGViMlkUykK90DZpMW8Ruh/1YHR/FzFYFqJhNJvoSDei2chMXfSX3x3xefAwPz+68eXUOH8epLOlUgkpp0lGofDP6rlvNYfv1XN7fgzGNZZ75JS+F6vVjxqF9eARJsSl9ISU+bVv58yrGnicuSzk0rhKNTb/lx+yFqT1+ObscrQmI8OTNGymWdKz7V9InPMcKPEf7H8V9czvGNs5JbpN8ZKjTj2GbdmBvsw6rta0Y01DdO5yfX5pI7jQ7zp3nTrJ/Pm8MqLYZ+rJtNZ6Db23l/PaxzJk+mpVm6znluBfbK3PZMKQitbKlJVeB6rSds1xA05nHUfG/n+rgeed+bD3WcHxefRpnz0jOzKWoM3Acq2z2csl8Egt6FqNUlixkLNCAllOWcf6hHYECPmq7Rnj+Q8kHz5kFnnsJPG/F23UH17e3Y1w9iVuW7GSWHNdmwiy2n9qGtdQKTi4HcZNa4c5jWwLVq6qScLA90YdkgWftsu3BrDuxHa+zE1jZqTA1TLKTp1wTeq1exflre7A8MoxJTfJRKl1aTMo2ofdmMy48cNFuHUrx8FylLYO3rWLPpZWcWtOLecNb0qeX1ArdGtO1ZWlqlshEpp++5/vM+SncpDtDV27gyk0rwmVffW6dp+KT/PB8HFvHhewYWZbqRbKTqXRDWk2XnOFyGIdDw5nXNi/l8mYia80OdFhzCMu7DkR83fBcJR6e2wxnjcDzLZ3w7PI7PHevnJEfTcpSoHlPRkzoxPQB5akmO+ynn4pTfYDAs8UOTpv1ZXGrLJTOk4EsFepTu307+rUqSf2iP/NDBgFoDZ53c9VmNWenVKFz0X+Tu2hpKvQawvBxPZjauThVTaXIrtKaHmv3Y3knAZ6l+Pt4JxuVspU88PyLwHO6VALPTnh77aR/1/r89G1a0pqUpFrL5vQc1o3RY3sybnx/piydx+bzx3H3jX9aoTbB6tje58rw8CyTgBTX13Z3YXwzE0xz5SRduba0nTydtasGMbNzCermS0PWvMUoPXQhKywFSEPcEtqlY5ufIbW+QeE5Rgq0oMs8vnMYT+fdGojYWa7n0p7BLBlUjqqFsvHvvDWpNGAmOy8fxyfQUYudmox0bfNzpD94lgk3xoEnrss5MboU7YqnIYtJIYq268+k1VNYP7c5nSvkIF+GvOSp3JGRu8xwClS38XxefJIFnl9b8dhrOTuGVKJZjh8xLVyeukNHMW2lgNCEWrQtm5G0WYtSqvMEVp07wb1Q1xT7qioNnqMsuWc1k419i1Mt2/+RxqQ0LeZs5LCXI8HqksWUAM9vvXkVeIpbh3oxs30BCmTPzk+F6tNizCTWbhjDsiGVaV3yF7LnK4xJt5nMOGmOT5BLCoRnGc8h5jy5Mo01Q6tTq1olGvUZxPgV09m0qhcjm+Unf9qs5CrbmkHrNmMV4EqQFMxq3ZQNz5fwEHieIPCcP6sAtILn3Yexv76Li2ta07VwevJmzE3JZh0ZuGo2KxZ2pn/d7OTOnI2M5drRdfFmHJ84aGfC1HZTLDz3LkTF/wnPP5EvZ+bUCc9pEuF5I262a7g8uxbdiv+bDGnTka5QBSq3bEOfod0YNboHY8YNZIbUCrsvH8Pzmat2iazO3/kfSvQh+e55Vpdt7+Hm5Zls7VuMunl/IUPeUlTrN5Sl2yaxblZT2pbORs6fspO/RifGHTmIXYAbYTIHpVx4Fhj+ZwYKVmrL0F1bOHvnPD63DuItdYKd/R7srqzlwk6Bzx7FKZotA+mL1qX5hPnstznD4xfO2lnnz83tKj6Ghed9uBzrRb9yH8Cz1QkcPZazb1JlahfKRJpsJajQoR9Lds5h7azWdCufSeaErBRo0ZehB8/j7Ocaf8VwEvqR1v/kM+XCs/VmetarRKaf8lK23QjWSTDv6IJn9XqTe1vx2NKaofWykzFTTjIUqUitBpVoXtuUwtnS8t2PRajYayKrrfZgdWEiu0aUpK4k67TZ8pGraHEqls5NkVw/8X263GSrp+B5L7fdtuGyvhWj62TENE9OcpWrSuWqpalTIit5c+emcIt+TDx4AtdH6oFhSRs8Rv29MjQ83zo4gCXN0lHGJAMmtTvSe8sxHB/Jb8gyKQue4yepuNeOeHlspVvH2vzjm3/zr58ykE0gs0AhEwoVykPhYkUo27wzvVZu5bSXlfaaoKQkH11S21FtMCQ8vwo5j+/lCaweUpGaRbLxS9YiFK1ZlzatK2njOn+WzOSt2IBOK7Zy7KYLgeHuWpy+pChVUjnNUPAcr3j/1EOT3r7zlvx5k/dx9kTfXcr5pfVpVS4PP5RoR+M527G/Z8MrKfb0Fzc9wrO6PPjuDpzWtWBUI+l3ObOSpWhF6rSsQ/vGBSkuRWe2PBWp1HU8Ky+e4m64G1EasOrepi4pvw0HzyKBn9dvnAjy2c3l5W0YWT0zRfPmIn/VWtRpVpNW1fNQPHcmMpesR4vpqzjsYkFApOwv1c91be8zpPa5fuFZtUlgLuoSNy9NYlnnQpRN/wNp81en6+odnLvrIjnAizdJPHCsxUJf8BznTWz4JfxsJrN5TDWZ37OSNoPM/zXq0LpDLZpWyk2xnBnIXbYmDWetY7uzQOJL95QFzyrXiGJCLvD48kSW9SwsBe0vZC1YmnIN6tKuRVmqFM5MxmwlKdt+NItOHuZ2hLt2yb9a/0v6j/LLkPAcKfDsdXgYk+tlwDSLAHTzfgzddwrne6fxPDKYaU3zUk7Fp1gpyrdsSsvGpalomo6MuSRHtx/BlANHuBPkTJTqG0mYO1VfMzQ8+1jOYVu/wlTM/A3pitehw3IzTl130eBZvf7RbVcfRlX7mbw5slKw9RAmHjXnXpDMDWrsJ8GnRBkUnp8dw/f0ICY0ykbanzKRs15vxm/ahJPlco6PrUDLPN+Q5tv/4//SZSazSR7yF5RaQalIcao068TIDZs5d8+JkOj4vv25Y03JYPD8aBu3d7VkoMBzhmyFMWk2knVnjuDnsRbzhY3oXS0rObNmI4/U/i0lh7RrUICiOTKTKUdZqvcczwabs9ySGiFStpeUA5+Ghefj3LIdx6zmphT5VwbyV27P8L1mWIe4E/3uOu9/lTrht1v89tqG8OvzODy9GlXzZCNbpY70X7MLt0cOxEm/Tkq/VPExGDzHKng+iOvxPgyskJuCP5tSull/5tmcxv3BLi5uaE+fWnnIkyU7eUtUoEX3xrRqWJxSOdKT21S4b/hUVjvYcCfYQzujnpQ6XOt/8pkC4dmTt++v4WW3jRGtalPYRBzuNwUzpwv4RonDHxYZaoDHuhEdcIT7l0azpE9ZyuXOSOYcJuQvXZZKVUpRpVhO8uQuQ81+k9ngeBSP6+ux3NyRwQ0LyrZzYVqiKJVql6BciexkyWhCbnXmec9efO8ewd9yIptHVKZu8ezkzpWDnDmykMckN/nLN6DdtEXsd7fgYagkRnX2I7FNRqUaGQyepR9HvJC+cXY0m3qYUrtUAUq36sOY/adw949fLqXC8/WrOxjcqzEZfvqRND//QoZMGciSVSBalD1nTvLWaEHrOeuk6L+iwbMqPnVv8/NkUHhWUnGJtiP43lYube7BuNbFKW4ik0WOnOTPlx2TnNkxLVmFev3HsvryKa7LJKOOlidl8vhYahuGhed4qf2kKe4qca9sifRZzaV1relRuzi5a/Si44p9OPpIUSz79LU+9qlIX/Cs4qMelBQTcoYnDjPYPrEercrnJl+ubOTOl5N8ebOSw6SQTJTdGLRmGxdu2WpPc/3ch54ZHJ5F6uBZZNBZfCymsmtcDZqXkzkjX25y55Xxk0fmkkKlqdptOPOOH8XFT71uMT52urb1OVLbMAw8X+bOlWms7S1FY14T8lRqy9h9+7HzdyXsVdLv1dYnPL96ra5CcyDkwQ6s1Hs925bQXrOXQ+ZtU9Mc5MmVlTyFS1Ot62DmnjqG01M3Xkg98bl5WLXNcGeexW/VHnXZ9o21HF/YjC6VclJYitqceaRWET/U5ehF1C1jKzZx6qolQdJ31HjWvb1Pl/LLcPDsQVSYJbfPTmRhh/yULWRKhW4CxKcucvWJLc89lnNkThO6Vs9LkbzZyZEvD3nz5pDY5aFg9Rb0WLSGQ57qFoGkt8eg8KzGWLQDfo5LODS+Mg0KZSRftZYM2HKAS/cSzrpGWHH96HBmtMhDmWJFqNRrHAsuXObhC5l3pW1fMs8YFJ6DTvP4yjjmdihIwVz5KNNhOLP2ClzZr+XsjNp0K52G7Ol/5Ke06UifKWNCrZCerNlzU7RGc/osW8fxm04EJYy1lAHPsm6MC++eSc451p3xbYtRuGh5ynafwvbLZwn1P869ixNYPbQqDYplJZ+J5JACojxZyZWvCKWbdmf4+m1Y3bUhWI0/1R5dv/MXMig8R53hvvNMVvYoTfUcMt6a9mHasf04q/duq4dTqj73xps3r6x5eWspJxY0pGmJ/BRv2JtRW/fh8dgpvvb6r+3/tVR8DAfPjtL2k1y9MIKJjYtRMX8ZanUfzRo3c26GmXPDciabRtWilZpzc0tNV1BqCJlzTSRuZZt2Y9yWbdiIb4HSH9UZ9aT6p9ZLkfAc986LB9ePsHXeUIb178209RuxumNFoHq/7H90VPVvdVTvMgG3NnJu0wAm9KhHuzaN6NCvB4NH92HSiDb069OTcStWc+aWOb7Pj3HbZh5bZ3VnaO+2DBzWnhGjGtGuXkHyZclLnjr9mG+2l8dPLhL1cCd2B0YxZ1gzurauQbOmtWjRoS29J0xl3cmDeDx1JCRGOsrv7TEqNckg8Kwk/Tgq3JZAj5WYr+7KlJHdGDV/HjttL+MTEr9MUidLw8BzQkJ47Yzvg+NsXjuO3l2b0KVzYzp3aRKvzvL/bq3oOW4ss/bsxfpW0h+4oEsGh2eRehJy5Ivz3HNczvFVfRjXuz6tm1WnaZOaNGvbgp6jx7BAPcDJx5agV1Js6dhGUqRinRzw/IdknwlIRD6VSfD0RJZP7EbvSbNZePIMN586SQ5Nev/7WHqDZwUOMv5eR9sS8WQfTicms2piG/q2r0XzpjVo3Kw+bXv2YMyKpeyxv8CdILf4++g+04/kgGdVeL6KtOOlz25cj49n2bjW9G6n/KhJk1ZN6DBwEDO2bcT8phV+YVLMyDr6iIfa5wa5bDvahsee6zi9ohdj+3ak59gZ7LI7y+0XbkRK3JJ6IFCv8KzVAtKeUHN8nFdxam0/JvZtQPvmanzX0PZ758GDmbFpPZdvWfEkSvaV9J/PLZ5U2wz9wLDYGCfCnx+XAnEmW6a1Z2iXOrRqJmOgeT1adu3M8EUL2G1zjhtSN6n3teur7xgGnuPbFy3j4Yn7Wo4s6cqoQV0Yt3w5+9xs8H0hOfnZUbzNZ7B5VicGd61LSxnvTZqJr507MWTWLAGaE1x97ibzjZoLdP/GX8mQ8KyBnMQs6PYu7HcPZtrgVtoDZTdeOsvVp+5aP1Pv4vdzWsa+BZ0YNbQHE1at4qinLc8jpG3iU1KK+EQZBp4T1n15mSDvNRxa3JUhvTsyeuly9tuc4t6tA7gdHMWq8S3o36OpVh/8UStI3dC1DQPGjWH5kb3Y+jrzIiWdeVZzzSs33oSext9pLjsX9mTY0H6MWbWBi9espHazJtRnJ1b7x7B4ZHN6J8xBTVo0pH3f3oxbuZwDDhe098R/yfgzDDyrfaZy9hWe3tnCWalzJvfrzJi5C9jreJa7ar6R/aflbHXG/JU9YY934XhoFLMHS66ZMYfN0m/vBrrwKi5p/VLFxzDwrOQibbfgoftyzOb0YNzgfkxeuYpz9615EuvEc5+94st41kxsTd8OtWnepBpNmtenfR+p95Yt56jjOfwi4uct3dv/a2n9Tz5THDxrjZOghQVb88D7CB5uh7nqY8Wzl/HXqH/siFJMjHTiMCuePziKh902Ll3agbXzUTyvH+OGlxl29vtxvGaOX4h0lAhLAv1O4Om4DwdZ5qrXVpxODWZO9xIUUa+qqtM3Hp4D7HkTY0/IUykSPHdjY76GM6c3cNZiP043BMIDHQmNctdeU6WrTUalfBkMntUBnVcuRL+8hP/9w3hKge7hfV76jBNh0V/2G4aCZ00yoYSHO0pxeJGbN09w/cbx3+V9XX2e4MY9c+772xMYFv/AsC+Z9D9UcsDzK1UMSq4ID5V88kB8cd6K5flVnDi1ntMWe7G/ek58s+OFGteyvOofOrfzmVJ5LXnhWUkmyUgbAh+d5LqL5ECP03g9lgIvXPqmzuWTJv3Bc7y0g6HRDrwIMOfBjf04W67n7IlVHD+zFQvn43g9sML/hYv2sA/lx+f6kizwnFCcxUTYE/r8Avev78Xh8jrOnlzLyfM7sXQ/xa2nNgREuIof+so5qp/pH561MSO5LCLInMc3pDCx34uFy3l8njt8cS7TLzyLtPEt+zTUhue+p7jpuh2rC9J3TqzhhPkurNxOc+uRDcFSPGm1RBLGt2qbYeFZ5R3JP9GOhIVcxu/uYdxsNmF+Svw4tYnzdlIT3bfkcYiLtv/1NZaVX4aCZ21elbwbIf48un0EV+fDeN26JPWYuqRZ/I12Ijz4Eo/vHMLNdovm60nx9ZLdITzuyt+D4ufNL/HVkPAcL+lTUoMGPJLa0vUATpJv7z+31+YS9bRpdXthRPBFHtw6hKuL+H/7Ek/UgQM9zDEGgecEqedpRLy4gu8NiYXTPjzviA8Sj5dhkqOfmfPo3kmZs1Wt8Ee9oGoF7xuS46RWePjMLmG8fX5fSvRB//Acr9hXqt+JP9elPnM7guf9K/irB6Gq3B0ltf/z89z3lpx3ReqD45JDzm7jissJrj205qk2B31ZnzQMPCdIcnZkqCXPZExddZNxdeMiDwMctXcb/+eyEhthomc+x/C024mj12luPnMkRPrtfy736VLxMRw8q33uSljQJemTqraWdt+24OlLYUD12s5IR61fPry+D2ctbiu0uFk4ncBbaofnoertSF+W17T+J58pEp41RbsSE+lEVJR0glfq7G58gz904kPFyvevpcOEv7SXoMnEHunGq9eiGIHcMNmh4VJMhtvx8uE+vC8vwGz7PLaf3MMVh63YH+jNjA4FMc1hSr7GQ1i0/6AkbBfevbsqnVm2LxNZaKAlz59ZE/BCkon6Le1+AH10BqP+LhkOnuMVGydJWPXJCOnDkWr7upf7HBkUnkVqO2/eXePX367zXod+fe/NO+2eWd3rJ1XJAs+a1MQr41rlmkg7GdcyYcq4fh4qcYqWcS2/p6R73aTpb4FndfRZFB3lLDlR/AxXT6b20PvBPn3Dswae6oi4di+qFCgCQgH+Fvg/t5MJXdr/+qp2tcMXne00ODwnSPmhjt6r1ymGSGH91IqnAQ6Eih+v3sn8kcQj+38mtc/1Ds+JkiI6KkIKypeOBIZJwSWFo7rP70var8VCn/CsKWF8q30bJfs66IrAoCX+wTKHC4CpZwNol8nqXPevpdpmaHjWJL+j3p8d98aNyJc2BD2z4MkzG+05DFHqWS9fMAZ0SfllOHhWkn2vDuhJfMPDXaWuk9pM/q7VfNp4V5f/y9/DbMXXKzwVX0NkuWjtMtSkxytRahuGhWc1FmS+l8I+PCJe2iuaPoiR9k7+GPkuXOoB8V/9Xx/j35DwnNj+aMkrUZInowQs4+87l7ioZ2z8qmqCP68V3kqtkNTbOhJ9MBQ8K9+0A7DCGFECd1ESL/UMDcUar1SeeKv6ndQFL2x45i91QoA6sK5uHY2fg/6DV5Igg8Kz8kHNwypvS44KV+2WuV9Xf4vRANqJMBnzL2UuD5PlvuSqOxUfw8Gzaq/yTcZatIwj4cSIaPm78lW+i8/9InWw7oW1xO2yxE3mrQiB7i/M/YnS+p98plx4lp0RI8kuWibXTy741PIKtgVU1KSskle0JCu1g6MkCceEXSHQaT7nFjahe4tq1O3Wl0FThjJ/VB261shJznwlKN19CmvPnOLpC1feavdzqnbINiT4qkiMkKRnPNv8dcig8Kz1EdneK9UXlaQf6aHfGBqeE6UlCJ2S73Qs/6XSCiTZvuHhOUEqv6jk+8G4jlJHZQ0wttU+S3Z41hSfu1T/i5R8mJTXhfyV9A/Pf0hru+TzCNm+dgBKxtCX5t5khWdNatx/6IeKhfxN57JfJrXPDQbPqliRgkTlyQg1t+qhLxkGnhOlxvcf83a41ASRX3imSEm1LVngWUmrh6SgT+w7EtsIPYwBXVJ+GRaelVQ+En8kLvHv//3oe/k9Vb/pc7wnKjngOX6sS55VuVakC0BUPapgJlp8+/i7pMqg8KxJxU3V4jrilvA7uvXBcklQ4nYMBs+aEn2Lr+s/7pNaPGXc/Z5DVJ/8aJmkyrDwLFI1ToJvqrb589wXv5zql6pO1bUfPkcqPoaEZ03KN4mNGtPqQO5/1W0qbpJLwiOc4nOJLKOvuGn9Tz5TLjxr+vyd/WeFfewbAYwIK0LcF3JhYT3aVcqNScGiFC5bmuplTCiRPxd5Kjak/bw1HHG7QnC4u3ZT/X9vK37H/fffjUptMig8G0jJBc/JrWSH5wQlx1j+++D5A31hIfNnMiQ8/y49tj354Tn5pPa5weBZSc99yLDw/Ie+tIj/UKptyQbPH+n3XPVxoagHKb8MD8+fKT2Pe8PD898jw8OzyEDzx/9Sog+GhedPlPivrm7V+V0SZXB4TqK+tCZS8TE4PH+qtLjFf+r8PgnS+p98pnB41qO0U/kORD7aifuRQUztUo6qxUzIlycHefOZUKhMFer3HcmS00dxe+Ic/zAkQ7bHqL9dRnhOOfq74Dk5lCLg2UBKFnjWo4zwnHKUXPCsT6m2/V3wbEgpv1IcPOtRRnhOfUr0IUXAswGUUuH5S6Xik2Lg2QDS+p98/v8Dz8ph9RCnFxd4fG0z580msWJ2XyaN68GYCQOZumA6Gw/twOaOJU/C3LWnsRm0PUb97TLCc8qREZ5Tp4zwnHKk9rkRng0r1TYjPKc+GeE59SnRByM8py6p+Bjh+a8t9cBzomKciQyzIeDJBXxuH8Pb6zAeXifwvnMR32e2BKt70iTwOtc16quSEZ5TjozwnDplhOeUI7XPjfBsWKm2GeE59ckIz6lPiT4Y4Tl1ScXHCM9/bakPntV9C+q3FCipV1xFqJvK3YhUDwtSwU2WNhiVEmSE55QjIzynThnhOeVI7XMjPBtWqm1GeE59MsJz6lOiD0Z4Tl1S8THC819b6oNn5bj2Wwmf2t8lqNr/E7/7aB2jvkoZ4Tnl6E/hWb2yKJX7pvKJEZ5ThozwnHKkXhtihOeUIeXX1wzPcTKPGOE5dSnRB53wrL0JR/d6qUVGeE6d0vqffKYIeA4IcNaKmsQC2iijkkPqoIkq3sLCnbXPPw6qpFyphOvz4A94dnDYx9t317Skq2v51CJV5CsfVOGfCM+P/C5pf0vtvqm8pmKkwFLB85kzCp7ttFjqWj41Ke7NVZkYXfD0PCrwvIZr145rE0xKjZnqZ9ECBWpSV/DsIfCs4F/5oWv51CS1z9XrRm7fPoOr60H8/S1TdB9T7/ZVr7558MBcg2efBxc0YEvJ41217fFjC+3gxP3757R542vpO2rcBgs0+z+14EWo/R+F4lcg5Z8q6BPheaPAc4CAi8rLupZPTVI+qBrmUgI829vt0fxNyePoU5ToQ/AL+9/hWeW2r8E3JRW3oCBbDZ4tLRU823xFuUQd9LDnusyzql6NjHL5KmKmpPU/+fTyPPL3wfOtG7dxcrzCvXtXePbMStNTo4xKLj210goh30eXeCKFpjoSrel5ylVQsC1eXkeZM2sko4b35vLF7QQH22mJV9fyqUXqCKzywdXlINOmDGLu7BF4ex/X/pbafQuQPqViZO+wh9WrJgu0rZDC+7w2cepaPjVJxc1PxpCCn/37luDgsJdn4m9KjZlq79Nnljg47mOP2SJsrXdJDrj8VcRC7fMn/lc0cFbFmLqKQx39T6k5TbXXX3Kw19VjmF/YrOU1lZdT8ngPCLDhxvWTWF7ZjqfnYZlDLKVPfR19R9VfqtC9eeskD33N479L4fPhp0rFTfWtgwdXMGRgd9asmsY9ycHqrKau5VOT1Nzy6NFlTp5Yw4J5owSit2rxTMnj6FOkYqZ8UAfV9u5ZzMb1M3CT3PY1+Kak4nb/3jkt9509u0E46Lw2P+laNjVJxU3lDRU3R5lnFWQ+eWLxVcRMKb7/WWNrs5tZM0Yxc9o0Hj70TSDbT7cvgOc47t65h7WVOVZWB6QhZkYZlczaLX1vF1csdmBluRNr693YpHDZ2ZlpR8+nTB7K8GF9MNu9WDvSrHzRtXxqUWI8jh1ZzYRxfZk6aSCnT65P+LuZznVSk1SMDh5cxry5I9mwbgYXzbdol9fpWjY1ScVGXXJ2YP9S1q2dyqGDy7VxlFL7o2qvtdVODh1awepVUwT4l2Ip4/9riYXKY8eOrtKKzbNnNohfKXfsxMdil5bPdu1cIMX/Wqwtd2l/17V8ypAZZ09v0PbvieNrtP2dstv7aYofr7u0S3/PnNnIpUtbU8V8+KnSYiR9bf26mQLPPQQyxwm0bNHysq7lU5OUDxYW29m8eTbTpg5m966Fmr9fR780086or1k9hcULx2i5TfXVr8E3FTcFzir3bd82T/v3VxGzhM+LF7fKPLtS8uRaLKVG+Bp8U9JypWj/vmVMnTyCxQsW8NjvcQLZfrp90Znn+/d8NHi+aG6mFZMXzbcaZVQyagsXzm/WBveObfPZsH42mzfNY+uW+SlW27fOl6J/OqNGDGDwwN4sWjhREu8CncumJm3bGu/DyuVTGTG0F6OG92H1yuls+2i51Crl37Ilkxg/dgAzp49g3ZqZbE3wOTVL+bV501yWLpmo+bVk0UQ2bZyrc9mUINXeLZvnsXzpZKZPHc6iBRPYsG62zmVTo5RvK5dPEb/Ga2NJxUL9Tdeyf7cSY7F61TQWzB/H8mVT2Lh+Dls3614+pWjt6hlSyI+XPjRFmzN0LZNapfxZI/6tWT2TjRtU39G9XGrTNpk3t0pfmz1zNAP79WTiuCGsXzuLbV/B3KnmfzXO584Zw+iRfVkwb2yKHfNJ0cYNs2VuGc6kCYNYJnn7a/FN5b/1Mt5U7lOxU+Pua4vb8mWTRVNZL3OsqhN0LZdatXTxRMaNHcrqFSt56v80gWw/3ZIMz3Fxcdy/74Obqy23bl3ioe9Fo4xKVqnLteMvLdnPYin6FZBOmzqOObMmiyalTM2exNQpY6UA6E2fnt0ZP24Ec2dPZrauZVOV4n2YMmk0/fv0FPVg0vhRzJox6SvwTSQxmjRhJIMH9mXYkP7y70TfUnBf+xSJX7NmTmCi+DZi2EBGDh/IpImjpNiZqHv5v13Sz2ZO1Pb/iGEDGDF8ABPHj5D2TtC+071O6pAaJ8q3KRNHM2bUEEaKf+PHDkvwTfc6f6/iYzF1yhjGjh4q+XegtHc4M6aN177Tvc7fr2lTxv3e3rFjhjJ9qmqv7mVTixJz7Izp47XxO3rkYCkMh0ksJnwd+Vc0e+Yk8WsovXp0Y8jAfhI3metlPtW1bGqSmv9nzZgoY34YA/r2kn45iOnTxmn+6lo+NUn1vZnSJ0cOHyRzZx8tr02ZPEbzLdX3S4mbGm9jxwzT5qIxowYz9SvwLbHtKm5qnlW5ZOzoIb/79vHyqU2J/qm6YfjQQaxZtZqnT5MRntWZ57t373HVyx71wLCYWPd4vTLKqOSReiCKepDB9eunZJAPpm+f3qxYtpydO7azY/s2dmxLeVJtW7NqlQzaIfTr04dFCxak6PZ+sqT92+Vz5fLlUtgMZNCAASxZtIgtmzZp36vv/mudVCLVdhWj5cuWykQyUtP8uXPYvHEjO7dL7D5aPlVJ4rZ1y2aWLlnChPGqyBkhE+RMNq5f/3tMda73d0m1aetWGefLZPIbz6iRIwQQprJ+7Vp27dihe53UIvFt29YtrFqxQgBvKoNkHI0fO5b169bFx0G+17ne36WEWKxds1qK/xmS04ZqMVm7epU2XlLkmJc2r1+3Vvr4DEYOGyYF70gZ18tS5v79DCXu600bN2hzypBBAs9jxrBOxoXmVyr2TVNCX5s5Yzq9e/SUHDxK63c7vwLf1FjZsnmTQPRshkrcJk4Yz0rJAVs3b079fVLav1n65Mxp0xPywzgWL1oYXxd8BXFT423enDmMlTwyesQIFi9cwDaZT1N93ESqvlF1gap3RkjsVF5RYzC1xy2x/UuXLGaM5JFlS5by5MmTBLL9dPsieL598zae7rYEBBqftm1U8ks9NS862o2rV48LrHVm6ODBWFla4evrqz09z+e+T4qT70NfHO0dpOCPn0xOnzqdotv7qXr44CE+Pg+wsbJi8sSJTBg3DvPz57l544bO5VOVxK9HEqMrFhYsmDdf09HDR/C+5q3FU+c6qUQqbndu3+bSxYvaQZ05s2az12wPVz094/uk+K5rvb9Lqr337t2TcW6pHTGeP3eeTIbbcXN1w++Rn851UovU/r575y52tnZSpGyXMaQuLV6Gh7u7FoeUliMSY+Hk5MQeMzMtp61ZvRonRyctp6W0vqOk9qGnuwf79+4TgJ7FwvnzZVxfSZH797OUsK9VTjp98jSTJkxi6eIluLq6anFK1b6JVPvv3bvPnl27GdR/AIvmL8DZyVn+Lt/56F4ntUiNlVu3bnHo4EGmTp7M2jVrsLG21v6W2vukav91b2/Mdu1i1vQZrFq5knNnz3Hz5s34mkHXeqlEKm5qvB2TWmDJwkXMnz1H6rlTMp/eSd2+JeSS69eva3WBypHqoVrKN5Xvv4Zcony8dPGS+DWDOTIPPHz4MIFsP92+CJ7/eM+zk8CMei2C7vdqGWWUIaQAWr2nU73rtVeP1owZOVIGx/2EHgq//fZbipMydZRrsSTbcaPH4C7FTaLpWj61KNEeSiGjktEMSbbXrl0jJiYm/vuPlk9NSrS7d+6wVoBt7eo1GuBERUVrf9e1TmqRsjdxcdy6cUMrcNSVGxfNLxL2Mkz7Tpmu9f4uKfv111+5L+PcTArp1StXaZN6cHCw9p2udVKLlL17+5ZHj/w4deKkVmyqI/0vQkK075TpWu/vkjIVi2fPnmF+4YJ2pYmCaPX/RNO13t8pZaEvXnD50iXtwMS6Neu0AxaJpmud1KDEtkdFRWnArA6Cbd60iaCgIO07ZR+vk5qk7Ndf33Ph3HmGDR7C+jVrCXj+XHmlHPuv5VOTlKl62trKivlz57JXxtBDKfDV35TpWic1KNGiIqM4f/YsSxctZtfOnXh5ehIbG6t9p2u91CJlarw52NmxacNG7d5Zdzc33rx5o32na53UoMS2R0dHayc/1q1Zox0ccJO8ovJ94vepVVr7Rbdu3tROhEybPEUD6s81PcGzeoH2f8PzH2cJ5d8f/D1e/+u7ZNL/bF8K1O/t1WObDbgPDL1PY+M+gOfu8fD8wOfzB0Fym7q/IhGePd3dE/76dZjvw4fx8Dx1mnbEOXGS/Brs/r17As6rtcnEwd5OOzDwNZgCttsykewReF65fIV2RDYiPCLh25RnagJU4zwRns+cPs0LAaKvwVRx8vjxYw2eZyfAs4K9lGoqFgEBAVw0N9fgee+ePQlQk3LtZWjo7/C8fu067WzK12IqJ7nLnJIIzyEfHHhJ7ab62oXzF+Lhee1aAqXffS2mniH0OzzLGFJXOqmDml+DxUTHcOHsOZYuXsxumWMUPCt/vwZT483BwSEenleuxNPDg3fv3iV8m7rt1atX3L5163d49nB1/x0+vwZTvqVseE68lPuDv2v6HdqUPvouufRhG3R9n8L0e1v/bJ8mQb9vU0/bS5Su/qBv6YJndVlGSjd/f//f4dnDzS3hr1+HqSPmifDsfe2aloC/Frt39+7v8GxvZ6cdmf0a7O2bN9qZ5w/hOTwsPOHblGfv37/XxvmH8Py1QIIqvPz84s88J8Lzh2eeU5qpWDwXWP4Qnp9/cOY5JdqHZ54VPN+Vcf21mMpJbjKnJMJz4hUZX4OpvvYhPKf0gzSfY/9x5lnGkDoIHZdw5jm1W3RU9H/Bc+JZ9dRuarw52Nv/Ds/qFpu3b98mfJu6TR0YUGdnE+HZ3dVNG4Nfi6XYM89RAjWhIXYEBtgQGOJIaKQbka/Ud+4SFGcpzuwJCbaN/y7clSjtu+SSO6+inYlIaENQiAOhEYntS4F65SYJyInwl3YEB1rxVL3oO1ja/EX7TeKQuM0gOwIkDi8lRlE6l/10xcTINiJl34Y78TLChYho9XAv3ct+qQwDz+rSjve8f/eGN69f8UoSSExMrPTtN7x99xvv9XDgzaDwrNon7f/t17e8fS3tfiXtF4CNiY0j7u2v/CoOGPLgYXLD8/tf3/Hurfj25i1v3kncDOhbssCzBEeLXVwsr1XsYhJi905ip74zgH+GgGdtDCX4ofVB8eOVjCF9xOjvguffpK/9+uY1r2NfS+55yzs1lhK+05fpHZ61/pQwRuKk7TJv/6H4cfP2C2KiV3iWtr5/J+15E/dROz9QnGrzO97+mvSx8LfA82+/ynh4I0AUK+NAfHj7XnJxwnd6tOSBZ8lFWpxea4D3n/GRMS7xeSfO6du95IFn1amkb70XHz7IXTGvxNe3Mv7VeIpfUK+m9l2ywPPHtY3Mz7EqZipe4pghfEt+eJb6R+Kn5rU48e2tAfpioiUbPH84n0rcXr2ST5mD3kgefG+gPpms8Pz7PCUx02q5pOf3T7WUB8/amVEvgvwv4Xh+LQd3LuLQuT04+VjjH+FBdIwTUSFnueu6mfPHVnLUfD/2tywJinDXYEgXJOlX8hsCozHBF/B138LFE6s4br4Xex97nkR4aaCXos5Cv1YHG5wI9T/Jbfu1nN43i42bF2B20gyH2xY8E+CNTspZ41cuvHx6htsOGzh3bC37zx/G46EtwQp2k3gWOlaAPCrMhucPT3Lr2lHcbl3mYaAzkTHu4ofudb5E+odnNVqlqHkTTWTAQx5cc8HZ3hYHJw88bvvh90ImHCl6vtQMC8/SvnfSzpf+PLntiZezPQ6OLjh53uWu/0texiqATljWAJas8Cy+vosKJuTJfe4+CuRxiEwoAgKGMsPDs7T9NynSwp/hf8eLqy4OODg4Sexuc+9ZGKGxvwmwJSyqRzPImed3Egvx4+l9b646Kz9ccfWWMRUYQdTbL5vs/x54fs+bSOlrD69x3cuba/cDCH4lE72e46FveH7//i1x0u5gGSM+d29y8+YNbkisb9y4KbrD3Yf+PA2VIjqJMdEnPL9/95rYl88I8LvH3duqfYltTZAUOzfv+nDrUQgBYa+1AisplvzwLO18E0nsC198vD3x9PbBJyiG8Df6L3oND8+/8ts7mR9fPMX//m3uSn9S90X+3qfuPOS+XwghURIfPRf1yQPP8Tn4dWIO1nKXEw7uN7n95AWhr6TAN0AOTh54FqiUfhgR6MuD65KPpbaxdXDH45YfjyUHRMt4ir+jVb+W7PD82yveRD3nqa8vd+88Iyg8ljjpiPoea8qSC55/U/Op1HRP73nh6WSPo5PE7c4THklNGv1G4moA75IXnn/lXdhzAv18pJYLwj9U8ochC1WxFAfP6vLfN++uct9rP6vHdKJ97Rp0GDqWleYncHvuQniENeEPNnNpU29Gdm1B17HTWX7yOPeCXXn91kuKbd2gpDdJ+17FCNA93InDjj5M6NOS3uMmstziMl5BV4kS0HttANBLqmIVPEdZ4ue2ipNL2jOwWWkqVK1Nq2FT2HjpGLdeuhIZ5/WZsOtObIw9T69t5NyKbozs3p7WI+eyy+4cvpHuRMv2Xutc73/r9WtnXj4/hfeV5RzdOZd1h/ZgecNaJlK3+P2uY50vkf7hWR2VjSY6+D537E9ybMsyls2fy4Ila1m79zznPB7h91IGtZpfE9ZIihkUnn+N4034Yx57XcLcbB0blsxj/vylLF67l32XruL9NFL6S/xRZkNY8sGzTBcyoUQ/kknk8jEOmntgdTOUsFhDTP/xZlh4Vv685l2UP8+uW2KxfwOblkrs5i1m8bo97LPwxuNJdPzBDz3HTu/w/Ntb3kRIcS1j3/LIVjYvW8CChStZsfUkxx0E2F7EEiNhSuqR5b8Fnt+/JtzXDY+Tm9myZhtbTrpzPTiKyC/MBR+bfuH5N96/jeWlrydelw9xdO8Otm/fwY4d6nOnaD8Hz9hgdzeQ569k2YS1Psf0Cs+xYby464DrxUMc3LOTbeo1cOr1Y5q2x7/Sb+8Rdp2/ivO9UCJfJ+3ewmSHZxkPv4Y/IsDrNCc2r2Ht1lOc9g7iUVTS9vn/MsPCs+rpkqNe++N3zQrLw7vZt30b21V8tM9d7Nx/hqOXrnHjaRhR6qxY/Ip6McPDs+TgX+Nz8NPrV7is5eD5LJi/mAWrdrFH5hgvv3DCYxPnT/2NfIPCc2Izf33Fq6A73HE4xYntq1ixYC5zF0h/3H0ecw9fHobFEWuAM37JCs+q8XEBvHxoh/WZ8xw87ISX7wstT+t7rClLFnh+Hz+fPvW2kDG3ifVLF7JoicRt30XOuj3iocyncepKnITF9WXJB8/qoE4MkffscDY/ziGpU23vhhMVZ7haTlmKhOd3769y1X4bI1tUocBPv5CvYmM6LN3IQU9rAgMv8tJzHnsnVqdW8cIUrN+Lwet24PHUiVe/qmI74f5bta2PYSnh73/8TYDsg2VjtYeQJSyn/v0f68V/p0FclCNh11ZwZlYtWlcuRPkW3Rm89yzWfgLPAu9xcfHb++N3/tCH2/rPZRQcxgPi73//j7b+hRLbrfQff3MhKuwEXqdGs6hLCSpkS8svuUpTc8Ak1l0+wZ2XbkS90QHPH7VRbfcPgFXwfIWHDnPZNqw6DYuXJn+9wcw9fZTr4e5EvrkqifuDbX2oD9uZ8Bvx33nKOrYE3N/MufX9mNirHe1HzmKD+WkeCuArIE9c7sP1/2wfqXYnbv+/93XCMvqGZwHP2MDr3L2yne1zRzNq0EAGDB7MwIEDGDR8EhOXHuCw82MeRf7G2y/IVIaEZ3WW6ZGjJKClYxk3oA/9eveid8+e9OjRj4HjV7DmhAeez2OIMNAzLZIPnt/wa7QfDy23s23hVMavPMku26cERRvuYR2GhWd1hvAJT5wPcWLFOCYN7ku/Xj0ldr3o1XsgPUevYME+Z5yleAsTF/U5hekXnt/yW9xz/NxOcHLddGaMHsLQIYMZImOof/9RjFmwky2X73Ez6LVM+AmrfKYlPzy/4bfXT/Cx3sHWcd3p1lZ8WnoWS7+XhEog9Fm06Buef30djp/tXg7OH8jIft3o2qM3ffr0oXfvvvTuM4Kxc7eww/o+dyJk2SQ4ok94/lUKxMfWuzgo/X/04H706hXf1j59+tJH5bEeXenebxhdZx1ju+VjAiPjn2r7uZbc8Pzb22giHtjivGMSE7q0pdOw5Sy/4se1UP2OY2WGh+dI4iLccTqynCWDe9Kvi8Skt+pPEp8+A+g7Yi6TVp7D/MYzQtTtAPEr6sUMD89veBP1BH/JwcdVDh4iOThh/uzZtSf9xyxh+SFnXB5HEC45WJ+4YlB41qLwK2/CH3Dr4jZ2zR/DKMnHAwcNZvAA+Rw8gQnLDrHH9qEAtLpiIH4tfVnynnl+w9sgN66fXc3ymQsZO/sIZ6895YXMNfoea8oMDs/qcu1oAWf3k5xYO5NZo4cyaOgwBsmcOmDYZMYv2c9Be4lbxPsvqkl1WbLB82+xvAvz4faZ1ayfO52Jay+w3zlYO1FgSEuB8Owh8OyFm+02+jSqSJZ//JOfcxajSLfJzDl2irsPzxDsMIUtg0tRPHduMpZtR9cF63DwsydK4Dk6xo2YKBcNiiKi5d+v3KUAd5NO6kpkpPxd/hZ/n6+6nNmVqIRlo9SyapkIZ8J/v9c2fhm1nvqbWjda2hcT5UCI6yKOjCtHo9I5KVy/A503nODCbTdehDknbE/W/QDUYlQbEu/lDXMiLOKjZeS3VBsjIuX3VBvVvb/yf9Wu6L86my7LRkdJu2XbYeHyKduIipG/a/DoQETwLix3dGVINRPypMlG9nLN6bNsNaeuXcI/UtogEPkHXMr+Stgvajuaz6odsg9U29R+Ucu8jrnIHeuprO5Vnmq5CmJSsTuTju7H+YUTL1T71T5Ql1t/2E5tnwvMR6p2xu+DiKhE/wS4Yy14fHWOFJh1aVqiFAVq9mb8rj14BopP2tlxWT9a2pHgZ5hqj/xG9H/8hkhdVi/7I3G5cPkNbX98tJy+4fl93EuC3PZzekE3erdoQvOuoxgpIDhlfG/6tW9Os1aDGL7Jhku+cUR9AaMZEp5fPn2A+eqpDGlWi3rNpdAfPIpRw3rTv11dGtZpTftxW9nu8gyfKP0WNolmWHiWNv8aS2zkC4L9bnDf5QiHF/ejb7u2NB+1neUX/Hj2JYH5CzMcPMus916g+JENl5cPZFSTqjRo1pWOA0YyeuQABnVuQqXyjanXaykbrB9w5wsP3nxs+oNn6VHvX/I6wAaLTRMY36k5rTv0pf/E2cycOIjBbevTvPUAOs04wWGPIF6KE0npg8kOz+/CeP38CpabhzGgZmmKFGpOi/EHOHU/hGBxQJ81i77h+W1UAN4HZrGgW1UZ/7Wp2bgtHTp0oEP7jrTv0IdBk9ew0eION8NTAjw/wffyJnbNG0z/Hp1o1669tLEDHTu0o13LBjSoXoEKVepTps8W5p/2xT88NcDzb7yLesxD621sHVKfeoULUbbVRCae9MElSBsxejXDw3MIrwLPcWLJIPpUrkStavVo0K4jbdu3k1h1oWOfKYyYf4IzXk8JfpvK4FlycLifysEDGNm0Go2aSw7uP5IRw/oypH0tGtZqRqtha9lg85A7UTK2ElbThxkUnn9Tc2I4L++f4/CsXgxo2YRG7QczdOoc5kyQ/NxG/t96JAOWnOOSz0vC9cwsBofn3yR3vYnl1cvnBD2+jvfFDWybLH2xRS+aDtyKmctjgsQnfebpRDM0PP/26xti/Wyx3TaOMd3a06ZDfwZMmcOUqUPp3aaZ1KQDGbHmAmfuxxCp59LH0PD8/tdfiQl/SaCvN7ft9rJ7Whe6telIq4n72WAVQMir/y/h+SquAs896lcg/Tff8M8fsvFL+S70W7kNu5vHeGw7kfX9ipI/W3bSFGtFxzlrsBN4jvz1KtHhdoQFWfD0uQ3+wQqcXIl9JRD1wobnTywJCHIgVIArSgFiqBXBARb4B9oTrKA3zJqAJxfxfWKFf6j8/5Ur0RG2BPhfxveRJc+CnYhQ8BzjQLDzAg6OKkn94lkxrdOWdquPctLdBl/fy/g9tZXtybqJPsXJOtGO0q7LPPY5w+0757j/xIYg9cAu7eypQKYA+csXVjx9ZkPgC0dCIwSyQ+wIDXUgXAGiLoBOPPsaJe1S2354ljv3L/HwqT0vBIpfvbkq+9mRiMAtXFjfhu6lc5Hl58IUbjaIhScP4O4vv6m2q7aRuE3ZLzHhtrwIsuTRMzuey34IDxN/nl7mib81z0LFL4HTuNgL3LaaxPJuZaiUJR85y3RmwqHd2PhfkfWu4B9gR3BEPDyrffDqtTpzLPAbbkOw/3l87p3jrq8lT1SM1NUCcd68eX0JX/cprBlUiao5TclcogODNmzH6bnET+D5TayA9wtLnj48w31Z3+ex9J0wNyJj48+ca5J9re7HDg+RbT+Q37hnju9ziVeExEA7a53gp7asPuFZFZoPuXl8Hiv71KJJ0+70m7uXI5ctOH98DavGdaZzo2a0nLCHLU5SNH/BwDYkPD/1uc26cSNpXqsF7cdvYMW+M5w6toW9S/sxsLkUOu0nMf7ADez94/Q6+SeaYeE5ltcRN7lhuR+zBeOZ2KclraoVoWip6pTrs5EFZx/xVN8zyAdmOHiWvhTzkKfOO1jbtxFNK9ej7ejVLNx9mtMnd7FvxTA6VSlHlRo9GbvThSt+cbzSo5t6g+ffxI/I+7xwWsfm8T3o0LwHvaZuYPM5KyxObMFscjt6Nm9DzY5LWHj2Ng9i35MUN5IXnqWNkX4E2K1mx+ja1CqQm1+yNaT+CDOO3Q0mKEXD8zviIh7itGU0UzvXpUX30Qyfv5Xdu3dr2rX7IEfO2uFwL4jAWOXp55s+4Vldth161xHXy0c5tG83OyW+u3ebSb9cz5aloxjdtTH1a7Wi4ZRjbHR+QaC69j8Jlqzw/D6OWH9bHMzGMbx+EQr8ko3C9Ucy5ug9nAJT42Xbz4h8dJA9U/vSuUozOg6ewcztZmyT3LF79x52HzzHscvXufk0nKj3qemybfEtxpdnLtslBzekWeX6tFM5eNcpTh7bxtG1Axncsjb1Woxk5A5Xrjx+iz5re4PC8/s3MsXcxc92BQu6N6VVk+50mbaT7WessD61mvXj2tO2fntaDlrLFkd/nun57ZIGh+df44j0v8m10+vZNm8YI7rUo1F5GWvFm1Kl+0a2O/kRKLFKffD8XkIXznOnXeyc2J4O7frQY8J6dp67jPkFM9ZKTdqzcRPajlrHcosnBCQxH/6ZGRqeY8Je4nHxDNtnjWVsj6Y0qZifwqXrUW2oGast1DNF9OvPx5ai4blng3h4/uabn/lHlmo0GTuPA04HuCHQtk7guYDA88/FE+D5kcDzOw9e+p/mgecO7B0P4XD9Mv4hjgLAArS3DuBsbYbLVQHXEGeCQwWK7+znmtNOrJyO4up9kjvXzLC7vJ7zFmZYewmg+Z3HV5axt9jE2fO7sPE8i48AdFikA0EaPJcSeM5CvupNaTZ3M1tO7MH83BbMLQ/hdu8KzxQcK0gXAA/0O8EN502Yn1jKwYMrOXF5H853BHhDBfSiBdSDz+F7fS/2tgdw8z7NrXunue52kGvy7wcCmC+j/4A+7eywkkBspIBt4KMT3HTcxKWTKzh0dAOnrQ7hcV9gP9yZiEiBzVtL2De7AS0L5yBD+jKU6jCG9ZeOcTNIvhdw1baZAOcxEfaE+h3ntocZF20O43j1FLev78PJajOXruzB/tolHoc4ERV9/nd4rpwlLzmKt2HYxmUcst3ORYutXLY7jOcDAWV1D7RsW51xDgux4MntfbhcXs3JIys5cnoHl13PcNvfjtBo8eXlCa5eHM68riUpmyUX6Qs0pvOc5Zz2lt8MlWUCBLqvSrxOL+WorH/cXOJ1/SIPglxk/6jfUWf3Feif5rbbdi6dkP1xeC3nbI7gfs9KA391NjzxbL9+4fkdr8O8sd8xgWnt69Om/xLWXX7My7hYokM8cdozhSnt6lKn51LmnHzIk4ikJ0jDwfN7Hty+xeSBk6nbaiIzTvvgESTFm4BZsPdWtoxqTrOGvem0xJ6T16N5re/KTcyw8BxBdKAFF9ePZFidUhTPlpH0aX7iZ5MKFOu5UYDsEc9SIzz/9pbfQjzwOTObcU1qU63uECYfuYXT8zhexz4h+LoZqzpXoEmZ2nSdb84Brygi9Hhtnb7g+Tfx452/Aw/2DGJK94406baYRefv4PNGADTsPgHmi1k7sj9tOs1i1lFPbsS8T9IBnOSE599+iyP6iRvum4Yws2UhSpjm4ce8LTV4Pn43KIXDcyyxYdexWjecKX17MXi5OSdvxGrvktYkv/VOfQrkJNUHfcKz2pO/vY9vlypAf1fUIwLcdrFv7jAG9JjAlINeWAa8T/LVP8kCz4k7NO4FIe7bODS3NY3KFiDbjyaUajCaccdSITyr+0l/fUTYLQGvCcPo0WICc4664/76V2K0PiX96d2v8U/almX1OS6UGRaef+V9iBcPJAePbVyL6vWGSg6+iaPk4FcxfkT57mHn+Ba0rNuJDnMust8zmkj1FCo9mUHh+Veh4WgH7p6ayPj27ejQdxELLjziXrjETGrcqwfGMaZFU5q2mcyc0/fl7/qNnKHh+bd3rwgUVjg7tyO9a+ShYLafSf9LetLkrk9FBc/Oj1MpPL+V0D3m+tHZzOzSkBa95zPz4HX8o2N5+1r+fmgGi7rVpmnnCQzb6sH90Di95hNDw3PYs6ecWLGAPlVKUThretKl+ZGf89ek/GAz1lz5//zMc88GFRPg+f/45od8lO8ynPlHtmN7Ov7M84fwbO9nS9hra+7bLuTgvC5MHDec6Rs3ceXWBZ7d38KVbQOYNqoXE6SD7nG+zPU7h3DcO5JV4zsyeFgfRo7vw4zRrejbtRHtunak36hBzF88mAUzO9Ova0PadWhFvxnTWXPuJNf8bAh0WcjhMWWoXzQjOQoXp1SrDrTt1o7ObRvSsU8vxklyPuou8B5wmSfuazizoT9TBzWhU+taNG9WhzbdOjNIdvzWSye54XeZp16rOb+2L1NG9WP6/BEsXj6ESaO6MX7ObPbaXcInyFWATyWNBPCTz+gXl3jksoqT6/szvk8jOresRYsW9WjbszsjFi5kj+U+rt3dwukt3RjeyJTi6X/k2++ykrlkAzpPmcc+h7P4RLgRpV0SLduOcyc88AzXz89kx+xu9O3Xh2Hj+jNjcjsG9JK2d+vEsNmz2e1wXsD7At5XJrOye2mqZM1OhlwVqNepGT0GNqdzl2Z06SfrbdmE+X0H/EKdePHoCN7mM9k0owMDOtShbYvatGzbnG7DhzFzyzqs7x7hqvtCNk6oTduSmcj+Qxq+S5efInU6MHLpXA5dElg+OJ6F41rRs53ysw4tO7Wj74SJrD6+H2d/J56/sOKx1wYubxvM3OHShjayr1vUp4PEY+yyJbIfz+ETLPtR7UPRa73C8xviIu7geWodm6ZNYNaaU5jfjFR3cPIu+g5eR2Yzu1MdanddwIwj93gcnkLh+Z4P0yeuocOw9WzzCsJXu7IxhGi/kxye0ZF2TbrRbq4FR7zCMcQtJYY+8xwXeZ87jqc4uXkZy+aMZ2in+tSuWotqAzaw8Mwj/FMjPL+XXhbozv2T85jQoTPNey5hg/Mz7sepL8OIenSWPYOq07FidTrPPM1u1zDC9Fi46Q2e38cRdfsCjotbMbRrV1qONsPMNZAI9eWv0bwRCL16xZzjJ22xvfOcoDdJe7pr8sGzAMDr5/i7Hmbn2F4MbVSBxnXKU6BKZxqO3MMxgefAFA3PUcSGumC+fDiT+g1l3BZHLJ8kfKUn0y8867L3xAW64nlgFkvHDmPItN0cdH3OE6m9k3rrQvKceVZF5jvehN7EY/80lg5rSOMmdShhWoGajccy8ehdHFMjPL++T6j7BjZMGEm3zvNZeeken192Js0MDs+BHjyQHDy+fSda9lI5+GlCDg7lXehFTsxVV5+1p9300+xyCSdCj4/aNyw8y3YiPfCzXMe6GfOYu/oEx2+GE6ymyjhv7pyayqQ2jWnWcjwzjt/jdmqD5/dviHwu7bbYy6ENC1kyvhdDWlalSuU2VOm5ka2OfgSkSniO4W20J/ZbRzC8eWPaDN/MqsvP459X81sYzy1WsWNYI1q2GUyPxZdwDYxBn9WWoeE5NiKCG7ZXOLx+GYtmjGZAq2pUr96AOiN2xZ951vOZ9I8tBcPzVno2jIfnf4r+9e+0mNbrRP+lyzm2exSr1WXb2T+A58fWvIw5h+vBgcxsVoia5WvSaMgMdjoc4a7zLHaNqkDdiiWp3H00k44cx9ppPUemN6RnBRMKFyxC8XKlqFUhD0XzZCJzllyYFC5GjfrlqF+3CMXyZiRb5szkrd6KdvM3cNbrEk+dBZ7HlqVekbRkzJqFHMWKUbRYfvJmSUcWk8KU6jCMaXv3cfPWftz29md626JUzJ8Nkzw5yZs/F3nymlKgZjt6LlrLKddjeF+YwMa+ZahTpjjV6sh2G5WgZNEClGvei+mHT3P1iUsCPKszxe4Cu86E+prhsL0Xk9sUp1iOzOTKlZ28JlnInceUYnXaMmDZXA7bLGTttEa0L5GRXN//i3/880d+yFGSqt1Gs+LsEa6/dJMkngDPb9x44bcfy/VdGdOwAPlzF6JgmdLUrpGfEgUzkyO7CUVqt6bfFjPO3zmLx+XJrO5RiqpZ05MmfV4KlSpImdLiX06BX5NiVO8zlkVWFnj4WfDQaQnH5jSmXXnZt9mykDdfDkxyS3uLlKVq5wGsuLCGE7IPpnQsQfXsP/DL//2bf36fkYwFqtOib2/mLO/FxOHVqVMqp+zD3JiYyPomuTAtU4Pm4+ew1fkSN3wO43poGIu7laZWkezkz5+TQoVykLdAYco07cKgdduwvm9PpOxD9Tot/cLzW97GPOGRpwWWx49yxuo6twPe8E6deRKwsd81mckdGtCg7woWCKQ9jUyZ8PzU/zlbt55l9obzWDwJiz8z9msg4Q9Pcmhm/H1AHRdYcuxaBLH6rtzEDAvP77XX2byKDCU00A9/XzcubZnAiHZNaDpUwbMv/oZ6EpqY4eD5He9DbvHEarcUNwuZsvQEFx6E8lzF7v0LXj44I/Bciy5VatF1joC0W7j2mht9md7g+ddXBHke5fSE2vTu0p12Uw9ywPYO/s+e8PiRL498H/HYP5CA0Cgi497J2EpaQZNs8CxjPy7YC/dji5nSeyD927RmWK/G1Gneg8YKnu+kZHhWrXrJqxAbTi0YxthuAxm98jiHnAR27t/nwUM/Hge8JDT6zRc9qdXg8PwmiMdOZuye3Juh/ccwbos9bv4x2kONktrm5IDn39QtDL8GE3r3LIfnD2F8n1Z0HSr9plpDmjUby5RjqRSeo24RYr+cVeOH0a7TTBbsv4Kj5Pzb9x/wwO8Zz15EEqmuNElqcP6HGRaeZW6RHOxvvZN106WgXn5ccvALnksY378P5nWwgueudG3WkY6zJB+7Rej16h9DwvNv76VWiX5IyPXLWJw8J7XNVa4KaEW+e8v7UCfc9o9jdKvmtGw/nQVnH3A/MmFFPZnhHxj2G+/UPc9hIYQEPMXf+SDmC7vTu3U3avTayBaHR6nzzPNv4bwJt8J8VR/6NmhOx/H72erwkii1+XeRvHTaxtHJwjQt+9B++jEs/CNRs7a+/DT4Pc8y172KDONF4CMe3bPn1NIBDGzTjOZjdrHK4vn/x/Bss5UejSqR/h//4Ntv/02a778na8k6NBw8no0r+7O0X7GP4NmKl1EnsdvRjVGVslHCpDSVu45jjeUBrllNYn2fApQuYIJpi4EM2rWfi9ZL2TW6Ki1y/0SmXzKTvUQZqtUtR9UiGcn5y3f8kDYz2YqWonKd8tQolx2T9D+RNk9lKvSdyTbrk9wXeD4o8Fy38C+kyZiNTAoCa5SgQsG0pJftZS7Tin5zF+Bit5ijMxvSplAW8mTPS6l6NWnasTpViuYkZ67SVO81jmVnd2FxZATL2uehZPb0Au+/kCVbGn78OTOmDXoy5ajAs3/imWf1cC83Xsda4Oe+QHwQeCyYhYzpclO0RlXq1i1G+bwZBCwVvA5h3qm1bNvYj3GtClM2cxq++z47Wcs1pefcZRx1M8cv0v33M89xb1wIfriTc0ta0K+c+PFdGn4x/X/svQdcV8e2sH3fct/3veeekpNejCXRJGqKxiT23hGxIoq9C9hQQSwoNhR7L9g7FlRQBESQ3gTFiqiggvTeu8+3ZgOJMZ7EGPBIPtb5zSH+d5uZNbPWemZmz/6S5u2/o/3X79Hg3b/y1mff03LWGmy9juHvZM764QLib/+Fv/zjQz75TuqqdUO+r/d3PnjzLWp3HsbYffa4XjmM71EjFvf7nEZv/JN35Z4tdVrRrlltGn/4rgBwO4ZuWMG286tYZ9GdId+9z8d//Tv/9fYXfN3TkMmzJ7B0ZnsMOwlsCzh/1LwL7Tt+T6ev36VenTrU7TGaSTv34n5pBceX9sTw24+pW+sz2ui2Y+TwZrRoXIs6n7ek7XhL9vu5kCBlVd+2VvCsNjarHHgW51mUTVayBAASvEbHZ5Ct9d1MUm7Yc3LpGEb36IXezANs908mKffljUhVwnN2dg43bj0g+OYjYnKK0VxU4UNSb0sAOqsffXuNY+hafxxu5ZBfBd6kauG5LMMq1H9CASWF0YSdXMycIeL4TbZUX3hWO2rmpZAVfZuwwFACrkTxKKsQ7dWzoliSbx1h87CW9P6uCyNt3DgWloMcrjSpLHguLc4g2nc/+ye2wNBgKAPMbdm88wD2tmtYs3Id63adxtH/HpEZJaK9l5dXBs8l6STfcOCkjTEjx8zFxGQW62bpY9BfwfO+agDPieTEO2FnOYFJPfsyfOI0ps6dw5wZM7BYKDo56onbrWQS/8AoWpXCs1r6mxRC8MH5mBsOxXDSCokH7vEo548FcK8Enkskwk0J5u65ZSwxGc/YCUbMWTVTgkNd+vQyZU61hGfJbUoYCa6LWTFtFJ3Eb48xmclCSzNmzJrHfJs97HMN41pyEdmVXTCRqoVn0UWussG3CAsIIeBqpNjggrKZvOIY8h/ZcciiPwN6DGXo8gvYXcstg5hKkiqFZ6W3okzyUmJ4/FDgMiGD9CL57UkueXfscbAejmGPgeiNW88OPzmnMrlWpOrhWZWxIj2hJOoioVvHYzxoOG2rMzyXplCQ6Mgp6yESO/fDcJ49+y/nlL1rXyp/Qw/iZKXPoF7DJC49iMODdJSnqKyuV9XwXCZKK3kUZt/Fz3Y60wf1Rs+0Bp4Fnlvwz//8L/7x1tvUe/9vfFz/G5r1NGCOhT5zRjSi7nvPwrM9njsNmfL9h3z1cRNaDJ7OmouHCHEzY8PI+nz9WW3q6Y5j/O79As/LNXju9eFfef/NOjSU4GDErJGY9GtIq7r/j3+8/QHv/KBD34nDmDa2uUCywPQHX9O47zRWn7fjmr81h0yb0PGLN/h7rYbU66zPuKkDmNDnMxq+8w7v1m7DEBMTLjlOZ9P472j+jgD4520ZOHsaSzcbMaFHAxq9+zFf9ZD779vCsQOTselfiy+lnH/959u892kDvmzVgUFmluz0dOVugnrPuQKeA8nPPsXNC1NZ1L8x3771AW/Xa0MfU2Pmze3LmDbv0/j9d/is+xAmHdzHcefFbDdvj+5n7/PGG1/RqK+AuoMdoY99SZN75mqf1lLw7E/C/Z1iDHsxusk/eOu//sZ7P3THwGgEM4Y0ReerN3jnk8Z8OtwSmzN78XGcJfD8NS3fEsh+9wuaDx6KyeQ+GHWvy7d13uC9lv3pt/YApy9txGHDAMZ/X4v3/1KHz7vqM9naBPOxLejT8A0+rfcFrWZZY+N2CPsD45k/sDFN3vmIf37Smb6zF7DZ1ox1E5ug1/ivfNT4O76fOBfz+WOZO/gLWn7+Hn//Rpcec1Zgf2IG26e3pFOdD3jv4+8ZOGsi623HMUn/B9o2b0un0bPZeeksj6sEnkVUsKZAprSQooI0UmPvEe7nyNlts5k3egB9+0xiyjZPLjwo4I98EakqNwzTnId6b1C9d6b9kE9BQiC3zlqyeERPdPVnM/PILbyji15qs6bfklcBz2VSSGmRwLP9EuYYCjxPrsbwrETanfa+Z0mxpruykhZSmHyVW+dXMKNHSzq0Gc6M3cFcfFhcqUvuKw2ei5J54LmTHSO/Q1+nB12HmzN1uhnzjIYzbJABBsOnMsPmMAd9HnA3Vcr2ktHMK4HnJ4WUZIRzy2kDq6aOZaTFdpat28zxJSMY238IPaoDPJc+JuvRMfbMHMrgFh3R0ZPgf5gEW717oKurzwDj5Vgd9MUnMoOslwwuqw6eVf7zyLp+HPvFoxg60IRRC0/geCeZjD9Y4VUPzwJihelkXjnMBZtRTJ44i0lWa9l1dClzh/Wmj+4MLKrlsm3JbcJlYuzNWDi2D01b9kanzyBGG/ald4+e6PQdw/iFu9nh+YDwlEIqcVWzJlULzyLK/8szyvYEKPefpQUUJoXw8OJilo8W/9l3KtN3X650G1yV8KxJedlKlX/JTSUz7jbhwa4S21gwf4QevQdMZ7zNOS7cl3ZbyXp7FfD8tJQ+cCdk6wSMBo2o3vBcnET+45McszJgUEd9hls5cDgsF23eRuC58LodF5cZMkRnKL2m7uF4ZBrx6pB28R+XVwPPSgooyrkn8DyN6QZiH2vgebvAc0ve/H/vUOuTRnT+/iOafVmfL79vg+GoLgzv/zkfvlsGz4P+FTwPKYPny8+F5xVl8PzRW3ys3tc1nsmqw4vZZtaG/gKOH9T9jM/0pzBr63JsV/VjRPNa1P/gSxrrmrDi3FGuKHie/g2dGr7Fe1+1pYWxJav2zGGN3LNDrXep9V4zDEaNwM1uPDYCmF+/VYs6TXQYbW2F7ZHZzNFvTLMP36dhp4GM3bqR/bsEnvt9IPl+k3cataTNcCMWbVuNg89Jrj7wIUnbubp8d+1cged0O66cGcesHgLrb33KB9/qY7R+BQd3TWSJfj1a1H2DOu36M2z7AU55reGwdQ8MvqrN22//QLPhc9nj68i9tCANIlWdq3v/CM/LdRnV5B3e/tvHNO4/nsXbrdi3qAfjO37A+wK6H/SdxeKjtng7zBR4/oYWb7/LO592ZPDihezaPZVNRk3o2uht3m0uTnHFTk44L8fOuieDv/6YN//RhO+Hz2Ct3Qp2LemFUZu3+bxePb4aZ8Ui5xO4OJqyanQzmn9Qj7cb6jFqlQ0H7WazevSXdP9EffO7C3o229hxaAG2Zi3QafIhf2vQibaTLTl2dDq2M1rTtfY7vPt2QzpNMmbxXiuWzh3KNOORTLNZg+OVCyQ9Bc+V+amqnySH/IyrBNuvZ80EfUbodKRzt4HoTVrLRpdwwtNL/tC3EKsSnn8uxZRmP+SB7z4OzxvIcB099KdvZ4e/+lSVmr2tfKlaeH5afgnP1tUZnn8horsc9X1HO44vHYNuax06DrZms9vr+6mqJ0UJRInd3zL4K3SbfcFXbfrQY+hUps40Y6bxCEbo9URP35jRi09yPFSc4+v8qarCZLLvnMF1y0ymTzDDbNt5jp85gsuaMYztW03guegRGff2Yztdn/6tJPAfPhOzlRvYsm4RlsaDGdjbgIFGq1ntdJtbGeqtz98vVQfP0r8LYohwWsmqSQPQH7sM8z0hXInP/cNfCah6eJZgMDOC68eXsm7sAEzM17DsiAPnndezVMFzr+oLz09ig4g8Mo15w3Ro1m4w+lOWYLNpHSstjZkyRI/+0r8NF9pzPCSW5KKKQcDKkSqH51+IQHR2NNEBh7C3GsBInV70N1rPpov3K90GVzk8V0hpASVxoUScX8+qWSPp37UdnTrp0WfyBlacucnN5DwqcTsNTWrg+SWlKFFb8XDUUp+BHQ0YsegsR66Vw3NJDiU3j+G5YiiGPcQfmezkyP00VI+oLJvyb4PnGQLPrv8/h+ehXVvx5l8+5otv2zDW4Gv02n1Co88/o3XnpnTs8Alvv/V+OTxveGl41vn4feo16MwAKxvsfLfhsLono1q+RZ0vmvCd8VJWOu3n3MHRTO9Qjy8//JIve5mw/NwRgedlHJz2NZ0avUPtljroLNvOoYsbOLy4K30/kXu+9Q2DBhvgemAESwc3ptE/3+fDz9qgZzyeeYuGM6pzPT576y3qt+/HSDHke3YIPPd9n6/rvU/dToMZvmYXHuGepOcElX9zumyjMAW5Cp7zUg4SfGwYkzvV59N3GvJx23HMPbCDi2fM2D7+Czo0+AcftezNwPX7OeO3gZNrdBnWpB7vvtua5mMXc/SKC4/UDt4CkGXfeK6AZ1uB596MavoB7/yjES3Gz2GPyxbcbQ0w712XD+t+zls9prLgwFa8zswQeG5C83fq8MGX/ZmyezNuF604Ob8VfZu+r8Gz7rIdEjQu5ODCzvRtXJs33mlNe5MlHHTbzrktg5jT4z0afVqb+kMtme94EvcL5myc1JzWH33Ke1/pM2nzGo7Zm7NieCM6fvwGn7XRY8Teo9i7r+OkdVcG/VCLv9dpI2Waw7ET8zm2RIeh37xH7X9+wBdd+2Joac6CpTNYs3kJe5xEbw+9yZCy5kg7qzJ4fpJFXupl/I5Ys0TAbGCndrTvOpA+xqtZ43iVsIS8PzTq/GrguUj7uP7jKw6cWW/KtH7d0O0/mVnb3fF6mElaFdmlGniuDJGgLecx8dfO4bxtNhbStjv1nsboFedxvZNMiuiuMl1Y5cCzgEBRPJGXtrJxYGO6iq1u8J2uOPUVLN99hIM7lmI9sSd9O/Wg9YAFLDp5VQLQkpcCoaqHZwmMU+8Qed4GW/PRjJu+ic0uN7gSfBa/LeMZ28eQHlP3c/JOIgmVHJFVLjzHkfXAkVNrZmOmBgBWHsHuUgjXQt04u30WU/Q60bXbaMauv4jLw6KXGhCsMnguTqco2R+PLZOZPKA/BrP3sN49jhhpM39UqhyeizLIjLrI6ZVTMOo/ErO1xzlxOVhiju2sHN6bfmrm+UQEfgmVH9BXJTyr97hLE2/w6PxqtlpOZ8zkJSze68KFkFACzu9g75xBGHbvzQ96i1h6KoyI7OI/PNDxtLxSeH5SLOD8mLjr53DabM6Mvu3ppTeBqRukvHdTSBUDXJk2+JXBc0k+xTFB3HZYwSKjgfRoJ/Fc5770m7yG5SdCCYnJJqeSX1ivgeeXlMIE8h8cFXgeyIBOAs+LBZ6v5z0Fz8c1eB7aYzA9jHdy6F4qyvJWVrusgedflyqH57f+Uoem7XWYP68nkwZ/SdNP36N+g49p8Nl7/PVv7/BXBc+LXhaeW6BT+wPqNezOoGVrORW8k/PrdRjd6m3qNfqWFtNWss79KK52Y5nZ8RO+EnhurGOM9VmBsIBlHNA+VfUe9dqJ8Vi7jxO+2zm5vAcDG3zAp299xaCBA3DZbcgi/YZ88de/8ve/v0fdxg1p9sNnfPHxm7z5t/f4oosBE7du4sDOyazo8wFN6temUb9JTD94muvxIZSUhGp1UgbOT8Fz4n4CDw3BqMMn1HuvMR93msSCI7vxcRLYNWpMp8/e4IPmvei3Zg+nfddjv7Y3w5vW4733WtNi3BLsrroSnfNr8PwR77zxDe0mL+Soty2+B4Yxr+8nfFy3Af/sZsL8fZvxOm0q8NyU5u9+on3necZBW7y8l+Jg1YZ+zcrgudey7didms/++R3p3ag2f3+/HZ2mL+eY507cbIdg2esDvvz0Y+oZzMXi9DGBZzM2GTWnzccNeP/rQRhtWc3RkzNZOqQh7T/6J5+368e4w8dx9NnEmZU9GdK8Nv/4uCU/jLbk1PlN+B6ewLLBDWkuoP3WB3Vp0KoL/aeYsvzgTi7euMBj9f1tVd6qhGdx+cX5icRFXCbQ8SBH1s9l7sTBDBowXGD+MPv8Ykn4Ax/arXp4FjdRkEjyLSfOrZ/GDANdunQfwQjLA9gFRxMjQU1VbOiipAaeK0GKUkmLuMCFrbOYbaiLnu4IRi6yY6//YyLTC6TklSuVA8+lPCmK5b7HZtYP/JJODb/h214zmLnXA897j4i65UHg/hnMHdKTtu1GMmGdG56PC19q07qqh+cc0iI9cF2tPrk1mEnLz3A6NIbosLMEbBrDyN4GdJ+8h2M344iV5laZ4USlwnNJtnDcfe4Ge+Pl5oPPlftEJWaQlfGI+4F72TpFD/3OAnPmhzkYmvFS362tKnh+kh1Dzo29HDDTZ6DOCMauceJYeB6pldD4qxaen1Cc+YhHl7ayauooehsswPqIF5cfhHEnaCsrxFb17TUNc7tbeMdW/sZaVQnP2sxzbjKZUZe56ncJl0uXuXwnlrj0TNIf+hJ21IL5hgLPLcYweeslfBOKyK3E8r1SeC4UQL4joLzdTGywHh07GjDUYjcH/R7wIKOwUgcFlLwyeFYDIDnxpEYGEeh6jMMb5jBvwgAG9pP4wMyW3T4qPqhcQKqB55eUIoHnh0exmz8Q/U76As+OP4fnGwLPywWedQbTc/JOjkTWzDz/Hnn9Z57/ux7f9RzEyu0TsJrZlk5qQ683/8Yb//wr//svb/GXL/v8MXiu8yGfNOqBgfVaTgfblsFz67f5pPG3tJyxivXudrgcLYPnr/8FPH/Svh8DNhzE3n8np2x0MPjsA+q/9aXAUn9cdg3BamAjPhd4/ttf3+Xjhl/QrE0TmrcSOG/bCYNpZqw5tQvH/cbY9P2QJg3q8c3gaVicPE94YiilxWp37QpwLoNcDZ4T9hNwUAIzgee6731F7c7GWB3dg5+zBftMGtP5izd4/wcd+qzazSkfBc96vw+ev63Fu/9sQoepizjutwu/w8OZ3/9Tait47mr8c3h+T+D52yHMPLQTL59lOCx6Cp6XCjzbz2ffvA7oNqrD3z/sQGdTG0547cRd6mZhb4Hn+h9Td9AcLE7Z4e5q/kt4PjGDJYO/oN2Hb9KwfX8mHD3BWd8tnFmtg2ELgedaLfh+1EIcLh2WoG4159YNxFjnMxq+/w/efKsWX3YfyNgVcp8AJyJTArVZ56qFZyWlojsJ7jNiib5yFsd1U5nWvxtt9RdicegqN1PyX9qBVik8i3N8UphGeqQ33vsXsnB0Xwb0HsyAyRtY63idm0n5VfKJqgqpgec/IGqH3uJMsh4F4H9kKcskqBmgMwB945VsdL7FjZQSsqtg1KPyZp7jiPTYwgZ9savNOtJu1Aa2ej+QwEWOFTwi7fImtk/tQ/cfdBk83x6HiHyyX6ITVSk8q/c6ix4RHbiHzZN0GdhRh5FWB9hzzgdv+00csuiDbvvutDRYytpzlwmJzyCtqPz9yEqQyoNnEWULivPJz8oSYM4mO69IYE3t65BD+qOLOC4dxoQeXdGZuIXNl+LJeol1qFUDz6UUJd7ksdNcrEd0p7veTMwPBuKTXMof3CtMk6qF53xy40IJ3mvGlIF6tOxvybyt9jh72nP+yDym9WxLxzaGjFlzlqMhCcSkF1NUiSarSuFZRO3cXFyQI0CUSVpWLrmFJUj35kleJMl+G9hsMoD2Tfoy0voszg8LtHfpK0teCTxrNlj6i9hgvyNLsJ44kEG9B6E7cRU2p64QlpBPVcT0rwyeNRGALsolLzOOeDXAvtEYo95iB/pPY/ahUK4lFFYqaNbA80tKcSIF0cc4tkAfg44Df/HOc9H1Y3hYG2KoY0ivqbs5HpVGnDqkXfzHpQaef12qFp67tOQtBc99R7Pu1BK2rhnAyB/ept5//0/+1//+n/zH/3mT/yfwrP86wPP6Mni2F3gepMHzVz+D5wZvvMe7db+n64jhzFk9k2WrzbBZv4S9Z/bjFXqcgKNGrCyH5yaS7zn2zgLPV8RI/RY8f6rB88caPO/GV+B57zPwfPpl4LmpwPMblQfP+zV4rs3fPqiAZ1suVsDzpy8Czw0Fnv9ZBs9Hjj8Fzx/z93J4PudzmqTHZ7jrt4qjNgMZ3aEuDd78C+/X+YJv+o5k8rbdeN31JkO9N17p7zyroLKUkmIJDiSaKS6pMBJPKEy9z12nDWwz7kW7LhMYudKVS7HiYMvP+L1SpfBckkdh8jXCzqzEemxv+uoMxmDqWtafDSM0LpfMwsp/z+5pqYHnPyAluZRm3ibcZT2rJ/VjoI4+/SauYMWJAEJjBX7El1SF7irtnWdx9g88t7N1aBN6tOtNt6kHsAtNKNs1nGTyog5xWH1r/PsuDJxxhOPX819qx9qqhWdpP+mh3Dm7GIu+7WjRqBU9R0xnylwrFkwfKUFmM5o0/Jr6zYcxxmofhwPvcSeruNJWA1QuPJeWwY4Ec0VFZZBTJoXkJAThvm4c0/p0pvvYNaxxidY+MfR7pUrg+YlAV5QflzcaYtK7E11HrmStSzj3ClTO/7hUHTwrikwlNdIFh6XDGdK+NU27jmaIkTnzLadjbtyH7t98QcP6zekwypK5B/24GJFDalkHqRSpWnhWm04JeImPLBIfWfTjxoYipbFkXN/NHjMDenzTg6EL7DlzN58/8EXHX8grgWfxn0+ywsUGb2DVpP7o6wxE38SG1Q6hBIsNznjJfRp+S6oOntXeJqKlZ/RWVoYS6WoPuXNxA6vHdKdfTwNGSWzjG5n9Uvsf/CupgeeXlJIkCmPtObnYgMEd+zN0/mkOhOaWDd6UZJN/9TAXFg9hsO5wes/YzymBZ9XbK6ucNfD861L18PxXgeeBk1h/YQcnDgkg9q1L0zf/g//4D0n/+U/+77+E56a0HGLKWo/DXL4wiw3DBZ4bVC48q3eeOzd+l3pt+9J37X5O+u3g5Iqe6NcvX7atPwCXvYYsGtSYz96sS+1v+zBpjQ1n/HZy5pgVmzcsZMexXbgFHyPAzvgneNZmnn8DnhMPEHBYLdv+lHrvNubjjkYssNuNj/Mcdhs3ovPnatm2Lv3W7OW034aXgOePBJ7Llm3b+e7E7+Aw5vcrW7b9plq2vX/Li8PzKUv2W5Yv235PLdtewTGvnbjtHMIC3bKZ53qD5zHn9HHtnecf4fkbA4y3ruWYvRnLDRvS4aN/8oW2bPsEjj6bObOqB0OaCzzXbinwbMlp173cDtnFJYfl7N9qyirzXoztUoevar/L+5+3pN0ES/b6OWu7bWdJUvBcebtt51OUHc2jm0EEewcSGh5PfLbmdqRvp5KsNg2ZO4Au7Yeiv/Ak5x5lkKpd9/ulKuG5ODuJuMt2HLEaydBe4vwnLmfZ0QBC4vPIkeNV4UCelhp4flkppTgnjpSrRzllPZrRegLPY6yw3O+jvaNemTM4z0qlwXNJGjG+e9g7thm9u/Wj58wjnLiSKK5RicDzo6McXTiYQT90QV/g+djrCs+podx1smHxGPVOoA4Dho5m1PgJjB3ciwFtG/KZ2NCPGvWm/5R1bHW/QVhaUXkZ/7hUGjyrGeb8DPJiw7l77TrXwqOlb+SVfbpOcpsT/xM8d9Pg+dFrAs9ioUrSSbjuiP3MLhh07kHvmQc5HPSYVDlUGfarauE5iZQoVxxXT8a4Xy969h+BwcixjB83hOED2tGiQR3qfdSI7/oYY7TZBfuwTBJyKs8qVyU8P5G+UZAhfjHiCjdu3Ob6gxRSK15fKnlcDs+D6NGkexk8R1Q3eBYbnBtP6jU77JePYXSfAQwQG7zooDfBVew/qxSeSwt5khZF4i1/AgOuEBweQ2yugLR2PJN4Ke++Gb0Z2rMPgy1PcTE8o1KXpdfA80tKaQpFSU44rBjKsE56GMw+xq6AzLJPqAo8ZwbtxWH+AAbqjaLfnGO4SEyaVnZlpUgNPP+6VDk8vynw3GzgZDa4H+WSmxX7TZvR7dP/y//+TXj+hh8GTWHF+T14nZG/g+qWvVtb6fD8Nh+30KHHkm0cvLCeQ4u60OeT96n79jcMMhyMy6GRLDP8ikZv1aPeD/pM27EJl6CtHLAeyKjeXTGYPJNVp3fhdFhtGPY74DnlEEHHRzC1c30avN2QWm3GYrF/OxdOz2LruC9o3+ANarXuw6BNB3EI2PQS8PwB7/69IS3VhmGum7loa8Ds3nX4qO7nvK0zjQUHt70YPFvv4LjjIqmXbvRTG4a93Yp2xovYf2Erjpv1sej+Ho3r1+GzEQtZ4GSPx0WLMnjWNgwbyMRNa7E7OZuVwxvTpc4bfNa6N8N3S1B9YS3Hl0kQ/b3Ac722Uqa5HDuxGIfNY5lvpM/4maZs2WXOYetu6P9Qm9rvf0HjHuNY5nSSmzkhpFc6PKeTE+vOxT3WLJthyfLd3vg8KCjbebIghST/g5yc01/geRiDrOw5/wcMVVXCc3Z8JIF7rZhrqEvvYZYs2OOBR0QSyfkl0i/VpypKxACqQYGqCQNq4Pkl5Uk+OXFXubJvFosMu9PXcA6zt7rgGp5AnAQ6hZreRH/astvyaypJKg+es0m4LIHn9DYY9OpD92l7OBAYW7ZCozSerDt72T/HgP4temE47ySn77zcJ9+qFp7FYWdFEhtqz7HNy1lgNocFCxdjtXgRC6eN0Gaem37xNfV/UDPPeznyus48SzlKU++T4neIY1u2sH63M86340nQ4pFcsqI9OGs9nIk6XekxaQubPOLIfi2WbavXTh4S5b+LDYbN6dlhIEOXu+F8K60c/P+4VC08Z5KVcIWgMzvYtmQ+8y2tWLDIisULp2NmpEf3rz+nUf3mdBq1kDkH/ctnniuvQ1ctPBeQHhVEkN0admzdyUb7UK7G5JbNUuY/IEXilK2TB9CxaR9GLjvL+ajC6rVsW9nghGtlNnhod/oNm4O52OALt+I1/1mi7K+WlA2uXCNcdfAsxSrK5sm981zZv4Al81axdM9FPKIzBZuVpBN/9Sh7TXtj2LMvgxeexr0Gnl9YqhSeET1keHJh41jGdutJv6m72OgeT7ra2bFY9OaxhQOmvejTfyKGy87jH5dd9l3ySpIaeP51eSXw3LT/FDZ4nCL02ibcNusysvlb/FOD5zf4P42fgufsU3jtHsq05u/z5Qf1adzNgMmbrNi+Uh/jdgLEtT6k7q/A86nfgmf1qaof4dlag+eODd/kncataDZ2Nks3z8Da6Hva1HqXDz/4jkFjRuF2YiKrRnzD129+RJ2vezDGZjF7Ti1g4fBv+aH2JzTpMZzp+7dy/KDaMOxDmr4IPOcJPGcc54rjBGb3/JzGbwoUf9OPcauWsGvrWBb0rcv3H79J3fYC6HuOcj50M6fW6Wm7bb/37m/B80+fqnrnr7Vo1H88VtsXsmdhd8a3f58P6n7Bh/3MWGxnq+22va5iw7DnwnMfei235YTzCo6v0MXwm1q8+fev+HbIFJYfWMxWy+6Ma/EWn9f7hG8mLmX5JQe8PCzYOOkH2rxfm7frd8Ng0RJsxRmtGtWYnvX/Rt1mHdFZupGNu+awedoPEkx8wF8/61w2Q37QlB2m7en9/Td8rzsK672LcTk0jImd61P/rU+o33oIc0/ZcTUnlLTyZduVCc9Z0WexXz6WcV11MBBDdTBYflOHCmKJdt/CThMd2nUcxwgbZ7zUMlrtut8vVQnPiZHhHF1gyrCe/TCYd5C9XhFEJGWQKUY+OzOTjKwc7d3HouKqMII18PxyIrooSiTppiPHzAcyonN3bXfhbW7h3EnOJD07i8yMdE13OaK7QtFdZQYClQbPpQVk3j6Pz/LejO/Tk04jVrLK9T4xKrMFD0n0WckG4350bWPI2FXOXIwpev02DFPvPBekkRV3i5tBXlw874yLqyvOzk447lrCRuNudG3egWa957DosAdeUUnEFzyptGWOlQnPTxJvkOCynFUmYxluvJpV58MJ15YIix24fYz9s/pi0FmXPrMOsf9yBnkv8T595cNzAaVZYdxyXo5Ftya07zgGI9ur+D3Ir7TlslULzwUU5MQTE36ZIA9XXF1dpD854ewg/mTjZMZ0/IFW3/dhiNUhdnhGSYwgfaASTVZVwrMqW/ptV9zXSDw10YhhlsexD0vRZmSl4/PQcSFLh/fmhx9GYrzZA5/qtmGY2ODk22KDzQYwsktPBlvsZqvbbW4nKNubJf5T7HC5/9RscCUCdFXCc2mhRDF3jxGwbhgj9YYywHQ724PKPrMHCcT4bmHD+O707T5IYpsL+ETm1CzbfkGpWnjOozj3BgH7Z2DauzM6I1ew6GQEsQqeS2KJOLWI1aM602uQGZO2BnEzOZ/KjH5q4PnXpWrhuXML3vzvuho8b7x0mpsxhwk9Z8R8vU/5/P/8B/9D4Pk/f4RnD4FnR/wPjMFCIO/rd9/mo8bf02FYf4YPaEb7uv+Ht99+n7q9xzPhZ/D8AfVeaOa53jO7bVtzyLQJHT9/g78JqNdq1QuDkRK0dq5Nvbff4a1PO2BoOh3P82ZsM25O6/fe4qPaX9FxlAFGcwfRp+Un1H1LQFl3DLMPb8f+kMCzmnmuX698w7B/Dc95+cHk557llocZywd/TfP33uPNj5vRZexwJktwpt/sXT5//yMaC0DOcjjJpVtbOb2+DJ7ffa81zV8Enpu+wVv/9Vfea96VgRMNmTLwa7o1eoN3PvmSL0ZbsfrcQXwcZ5XB83uf8OGz8Pzt+7zTXI9eK3Zz8tJmnLYOYXLr2tT6y0fUa6PDcLMRTNBvSpf6/+STT7+i05w17LjqhL/vfLYYt6T9++/wxrtNaD1yMpY2k1k+4Vv6Nfk7tT7/im8MTZhgoo9xr0/4tr6U/fu+6C1cw6ljs9g2tRWdP6tDncYdGDV3EpvX6mPYvgGffdSQr7qNZanjSW4JPKdXOjznkZvsi9tmY6Z2a0XX/rNZdCyMO6lpJEQHSbucx3yDzrTWs2DGnsvcTMl7LTcMexB+G2vjmXTvKIBic4Td5/3wDrxMyOVgqScJ6MIiuPkwjZSsokqfwVTy6uF5MRZDdNA12cyyagvPkucsCT49N7BUvwtdWvRl9NIDbD/ni3dQme6CAqWdX7nFrQcpJGYWaBs/VZZUGjw/KaI4NpDIo5OZb9iTjr1MMLa9hGdsNsmRflzeZYK5gR7tdGZhfjCYsIzSl5qxrVJ4ViFWaTElhWIPciRYTpfAWYLmjPRUEi+fwMPGkCE9+tNp/DYOhDzggZBPZc06K6k8eJYgJz2cFO+VrB6nh47uBMatc8E5Ip2clHtEnLdhydBu9OgynFGr3TgfJeV4ibio0uH5SS4liV5cPjKTsS2+onX36cw+EcmVski/UqTq4FmJmpkUuMoXyMrMICMjU1IK6Qkh3Lq0hoUDu6HT1Yjp+0O48CCfnMqc4hOpWngWGL7rjv/6kRJP9Ka9gRVLToVxMz2H+NsX8Fw7DpM+vWnWcz4L1afoJPitzOJVLTxL+xIb/MhrHUv0O9GlZT+xwfs1G+wp/vNyuf8MDrsj/lPZ4EJKSivPBlclPD8pzoEkN24cNMKoVw+6DLRg5oEQLj/OJC8piOCjszHv35keusZM3x3C1fjKbZT/FnjeMp5J+sNpM3wz26otPCs/FE/EuVXYjOiKTr/JGIkN949JJD4uEJcNk5im14U+41djdeYB0ZX8btcrh+cdU5k2SBc9092s+f8zPAdf2saobi14/436fG9gyjYvRyJSz3M/eBl7p7akW63/zX/991v85VuBo+VbCYjxJiPXlRtnZ7B+SAPa1P0Hb74roNa0CW3bfEGTOv/NO+99xGf9JmFy8CgXvFZzcGYr9BrUov43ugxduQHn0F24b9FjQrv3+ezrH2g3ey1bfOy5eHwSc7rVp2m9Jnzddxqrney4FbSCY+bf07XhW7z5/sfUavodLVs34pu6f+Ofb35ArdaDMFq1huCA9Zy10WN4sw/59P33+aRJI5q1/4ovPq3Nx1+0oedUS7a7HsDbfipr9evQ7PPPaDZsBpYOLkQkhz4HnlUKlnryIDpsDXaW3Rn8bS0+ePsD6jf7huY/1OfLOu/xScMWdJ86H9ugc1x/YMu5zf0Z9cOnfFCnPa2MlmN/zY3YX4Hn0U3/yVv/76/8s8GXNO/YjDZfy/0/eJMPvmpLN6tNHAg8TZDLHDaNbkar2g2o1Xw4Fkd2E+i/Aifrjuh//xEftepH33WHOBt4lOAzM1k/6luaf/QO79dpQNO2Tfnuy4/5vE4dGrXRY5LtPlyjL3Lz6moOW3ZjwBfv8NbfP6R2C12GT5/Asvk6TOxTn8b1pa6/acF3P0i+vpD6bPAFXw8yZvbRg3h7r8Hepg+jWtXjszqf8H3H5vTt8y3ff1mfhk07oTvFioP+zkRLWbMqHZ7F0Wff57bTOraa9EZfpz8GRotYumkrG9ZYMs94CAZ9DRhovocdXjFS98UvbYyrDp6fcPfWNaaPmsQXDX6g7YAxDDeeztTppsyYPh1T01mYLtnBGglsgiMzXypY/i155fB88il4PlNN4Vm9k5YQSPiJ2Uzu/A0Najehdd9RGBqZMs20THfTpk5hxoI1rD0RjK8CoKLKU15lwbO25Dn7AWkhu9lvOYqhvfvSZ6wF5mu3sWnlXCzH9GGI/lgMzA+w1/cRsQUCGuWX/h6pWnj+V1JK0Z3zBG8czYjeBnSbvI8Tt8tmbyozKKu8DcMkV/lxZN05zcklYxmrp4ee+KUZ1lvYsW0Vy2cOY7CePv3HL8fG4aYAkJTwJQpS6fBcLHYp0gnvreMZ0KQJLfrMZ4nrY25W4st8VQvPzxPpFwV3eXy57FNVfXSmM/t4OL7xlb/5VNXCcwnFSTe4d9aaVcYD0e02AP3JVizesp31y2Yxe7ge+gMnoD/3OIcvx5JQibvQK6laeC6hNDGICHtzscFf06BOU1r3GanZ4CniP03FBk83ncmMRZtZffwyPmKD8yrRBlclPCv/QkEEMT5bWG8yEAPdAfSbMJ8FYpdtN8hfowEM6C3xzdTNbPd4yMOsym2VNfD8svJEulwWyddOc8p6FGP1BzJw1EzmrNnEunWWmI5Unxgbg5HNaY6FpZOmvWNYeVIDz78uVQDPIRSVXCHMdxdmg7vybaMf6GWygMNB53mU5U1C5D68thgwrYtAb4PP+FRnPFO27Scszo+cfG9iAldwxqojQ9vUoV6tD6nzeSM6dPueDq0+46tvmtB+rBmWEix5B23j9OIejGn7FS27DZN72OJz8yBBB4dj3v8r2nTqzoDl2zgQeg6/c2asNPyO7q060GncPHZ4nCLq2gaBxO4Maf853zRtRItuzWnZ4nMafPAWtRp8TavRM1lqf4Lwu/ZcPz2NFaO/o0Njyc/H71Grbi3qfPE1zQaMY8auvXhed+Cu2xx2GzWja9uW9BCgXn3Rjci0UEoKn4bmp1J+IGkxdoQcM8Z61He0qP8e9T5+n9off0CdBo35rs9oTHfsxveROzGJB/DYP5IZut/SpEUfdOdtxPm2O4m5Ut/PhWf1zvM7vP3/3uGdevVp+kM9gakP+Lje5zTRMWTGoaO4R7lx3WcZe2d0ok/z5jTVNWHFmYNcv7qBS1v6MbHn13ynN4Jxe07hcfMCD0M34rpenzGd6vPFx+9Qt84H1KrzMQ2ataX7pNlidM9yL8uPmKh9uO8ciXnvz/mq7ofUatSBAcYmrNk5hRXze9K3ZT0+rfMRtaSctesKTLfRYdiSVdiFXeTOg5OEnDJl7bgf6Pa1tI96H/BJ/do0+KoZ7YaMx2LvAfwjfcmQsqrPVSl4rsxPVT0pyiIjwg3f3WbMMexOlw6dad+1B926dKRTF110RoijORqMf0xB2aYNLylVB8+l3Iu4zszJxjSo+ykNGn7Jl9JnmkgQ2uSbb2j67Q80Ez0bLr+Aw5WkKvlk1auD5yLtu8K3zq1lmdFQhs3ZzXqXhzyuwp21qhKeS6P9CD8yk6m9vuWTWvVEd1/9pDtJXzduRLMuQxi6zIFjQfFkCHhWllQaPKvwRH1CIzWMoGPWWI/rTe9OHekofahHt0507KhLf6MVLD5+jeDHeeS/pKr+XfBcfN+dq7umM3XERAbPO8bZu8kkiRoqM2SpPHgWKc2jMP2u+K81rDPqS//OHejYpTs6uj3o0lns2pDZTN+k3qtPJv0lx5wqHZ6LMii4cw6fzSYM7tCDnhM3sC0okUhtbXDlyKuHZ2kkBVHEhe1js/EwRg1dwFLH+wQnVTN4VrktSibznivnN89gev9OdG4vvrFbD7p3ln7epT8Dp65jxdkIriQUkF/JhatSeH5SQkmMP+FHlQ1uyqcff0KDL572n5KafkcznbEMXuKIXWBipdrgKoVntQrlSR7ZjwPw2GHGvKHd6dGhPR2796R7V9Ffh570HL6Qubu98K2CzSlfOTxH+3Bt3yxmT5hMn8l72B/4iEQpU/WDZxG1mivlhsQ5q1htIv2rW0fadtWhS9euEpsOop/ROtafu86NtOKy/XkqUV4dPBdSnPuAywfnYzlhGCMXHmW7ZzzJlfFdwl+R1w6eFRgWFIXy8M4pTm6fy7KFs9hwdC+BkZ4k5QSRkXyeKL+VHF83BnOzCczesI7DXud4mBpIbkEAaY+Ocd3Fkt0rxjBr6lCmmk1ixfpZrLYxxtJSAGzPdk5ddSc88hShZ+axe7kRi9bYcMD9NHcfnyMyYCV2G0xYsnwuW5xO4v/Ik4gr23HeNoXV1uas2LtLYNCNpGg7rjpZstV6ElaLJmOzcSbLFo9juvFgJptPY/nBXbjcuER8kicJt3fjaWfG2gVDmTK+H6PHDMJ49jSWSl4cQ1x5EO9B8m1bvA5Nx2bpTNYckmtveRGfFUJhwVPA/GMK1r5TnJPuTuwNWy4dNWPVnMFy776MHjuIibOmscR2Kw5BLjxK9yMt4xy3fWywWzeZ+csWsebUCa7F+JAm8KzuU3bPX24Y9s5fP+GLjj0YOWsIxtOGMNnUiIWb1nAm9AJ3U32JidiP79HZrF9qytx1mzkXco5oqf9bHkvYu3oyi9atYJ/vRW7F+pEa68A9/9Uc2zSReVP6M3FMP8ZMGsn0xZZsOnmQYNFvan4QaaLfuwEbcbSdwhKLEZhazGT9/k1cCNiFu+sybJeLXif1ZcyYAYydPIE5K605dNGeG4mBJKZ78vjWHnyOmbNR6tpkXF9GjjVgytyZrNy/HaerbkSnSt2V12Nlw7M2sp75iLhrzrjsXy2wb4apAO50U3NmW61j7SE33MOTSMiTIPcPGKqqhOekpFhOnTwmADuf+fPmMm/uXOZWpPmWzF+9j62ONwgVJ1m9Z55LRF0ZxN/yxO3kIQ47BeJ9J61SA5pnpcrg+UkxpamRJASLzbS1YaGmu3nME/1V6M5ithnzrTez5UwoAfczyH2JzZ3+lVQePCspleKkkxDuJTZzIxsXz8ZixnRmzpzN7EWb2HzMG8+IdJLyXh4c/l3wXJJ8l8eBZzh15AQHz1/lVlI22ZUcsFQqPEu4WFqcTdp9fwJObmH7MgvmzBJ7NtMMs/krsdl9HsfLj3iUUfDS78pVOjyX5FEcf5NIrxPs22KL7UkfAmJySK3EePTfAc9PilPIiA3CR2zV0UPOuN1M5pGYj8oO6KsWnlVuJdDNjubB5XPi45ezXHzzTLWqadYc5lhvZ9uZAPweZJNSIKWu5MJVKTyLjkrTxAZfVjZ4ZbkNFv/5lA2eO3c+81basvn0FbHBmeRW4jf3qxSey6U4P4nHV85zYf8qiWVnYWaqVqWJLbBcy9r9F7kQFqttTlnZa7deLTw/4Ul6JLHBjpw9bs/uU0FcfpRGJU+m/yhVD8/SxgrTSI/0xd9e2fC5mM2YyYyZc5mzbDtbTgbiH5mKsPNL+9N/Ja8OntXy9FSiQ5w5f/wwR1xC8YvMIlu9212F8lrCs/qbkepFdIQDt244EB4tAJoRRLbAXk62H+mJLty/aSfKsCM03IXIRPktR64TqMzJ9iEl3ol7N44SEnSE4LAzAsrniLhtz5UQgca7rkQJaKek+5D04BQR148ResOZiBhf0rMkJQq83TjBlaunCY8RgM0OIiXxAtG37bh+zZ6rdz2ISfYnO/MSidGO3Lx6gqvX5BlRTvKME5Knw/hePs2NKHfi0wLJEuDPyvAmOfos964fJtB7Nxc9BDqvOHD7ocB1WgBZ2QFkp7nx+L49YVdOcePuBWJSA8hUM8PloPfzpOBZUm4gmWleAvLn5N6H5N67uOh5EO8QB25GXSJOu4fUSY4fKbFORN48Rsg1R8IeStkzArX6/Omez8Kz+lTVV7QZN4vN7vu5KOUKCpayRrgRkxJIRk4wmanucr7kN8yewBtuPEzwJTNT8hN7jjvXjnP1xjnuJviTnBUsBtCfjJSLxEoZrwfvxdNjN+6+x+Q6Z+7FepOaKflR+ssJkPM8iHt4logbx7l205E7j6SeUuS+iaK7cCmDz04uucs9Ak5y9Y4r0aL/tGx5hqqPDDnvsRN3rx/Bz0vq2vMQAdfOcTvaizjRR6Zaql5e5kqfeVb/KymkKE+MVUKUtNHLhPj54BdwhdDbUTxIyiAjvxi119Yf6dZV+c6z+qZrenoacXFxz0+JqSRn5JFXKPBZfk1lyquDZ9HVkxLRVRZZ6eI8MnPI1nZELT9cBVJ17zyLJkoEYHIySE9JED1JEPOM3mJjHxOXkERyei45BSWVGphWLjxLxpRe8rPISBIwu3OVsECBt8Ar0tejeZiYTZbkX8WdL1uEfw88S36LCyjMFR2lpYm9yyW/WNpb+bHKksqFZxH17fpC6RtJMTyOCCMs2Bcf30Au37jP/dg00nIKKSxRlu/lpNLhWX2buiiPgux0UgVyU9KztVcUKpFT/g3wLMV6IgFikehB2aq0TLLEj4gJrnSpWnhWIm2lVNpMbhopcZESt1wm2N8P/+BrXL/3WGILKWNhmb4qUWWaVC08iygbrPp3SmKZzX3GBmu/JSRL7JVX6Tb4VcCzaoNFOelkxEfx8HYoIf4++PqHSGzzkIfxGWSpjUSlUJW9F8qrhmelxyLRY0Z6uvjLHHKlo1VBV9Ok6uFZJcl/gcBkSrQw1TXNnwYHh3E9IobolDJ/Wolj6T/Kq4NnZVPEHuZkkqnFchLjKJ1VQZmeltcSnrUk0JkjwJWZJTAlwJNd/rsCZAWNGem+4sR8pKLKIDNH4E+BZtk9FETJsVQBaYGyrDwBWLlPaoovaRlyP7VsV0Flpo/cR85JDxRwVjOSQfLcAIEHX+3cDAW++SFk58g90r3FackzM+U3DdQF9rL9tfNS0wWAJV/ZAvYp8szEVH/SBbrVrG5ZnkLJz5XySJ5SEi+JUfUkUV0j+VYAl1+R50x1vZopLjv2Y138y6Q2D5Mk9ZErZUlJlLpM8CZBIDFDgXdB2fPVuTlS/kytrP6kKJj9xf2fgedva/HuP5vSadoiDt+6yN0kKafKm1z7Y11L/WRnSp2m+ZGUHiRgqt7Flt+kXlTdp8qzMqSeNd2pfEo583NFp2mexMdLXhN9Sc6U4+r94x91L+dp+VYDIf5kST1m5oZo1+fnq98kH4nu4ojkHsnyHIFmlZ/c8vKU6V90JPWRlCB1He8tsCf3yAstqyvtGeXnVvbM89OilsvkiUNJSyFNArjM/Mobka1KeP53y6uD51cvVQfP/16pXHh+SjSnL/CTIZAmfSi7HJr/qPy74PlVSKXDc4UIlJYW5IguUkhJSRd7WlQpK08qHZ5fgfw74PlVSdXD81MiPrIwN5OMVOnfGbnkFpVWGaQoqXJ4/jfKq4DnH0UN5AiMqdgmNS1T4jf5dxWCyqtetv0qpcrh+Wci/rNQ2fBUMjJzyBV/WpX97dXB879HXl94FuhSSYNcLVUcU78LDAqoZSt408576rqKc9Qx7bgC6/LzBcSyBXzVvcruKUCrnVf27x+fqX5T5yqAU9eq+/94v6fOk1R2z4rzyvOknqXy8GN+ylLFfdUmVWXXPH1Oxf0kqfs/dd1vJe0+Uhb17Kzs591bnVP2/CyVNy3vP7+HgtZ8gefEyF2cs9FjzHe1eefNZnSctgS7CE8eZpWV72fXqX9r5VWp7N9aOSRV/KbVf/k1ZX/VNWrgIVAD4wr9/JSPn1LF88rKV14e+Vt2rZrVV2Upu/6nfJU9Xyur3D/zx/r46b4VqcrgWRvtU6NhYpxKiikukaBAjciWHf3DUgPP1VNq4Pn3iupDAm0lqh/J30rqQzXw/DJSoQuxZ2rGXHRRGWFQDTy/XvJq4bm0zEdKm1U+Us3EViGD1cBzpUlZbFMqeisRW1D6B1aevIjUwHNlyU82vOyb41Wrtxp4/nWpOniuSa84KXgOJPnBAdw26GPS/jM+qt2OnhYrcYjy4XGumrkVHT332uqZqnTmuQqlBp6rp9TA8+shNfD8+kgNPL9e8krh+RVLDTxXT6mB5+opNfD861IDz3+ilFcYTGrsSYKPTGbF+K506jEU4w078Ir1I7FiqfYz11TnVAPPr5/UwHP1kxp4fn2kBp6rXmrguXpKDTxXT6mB5+opNfD861IDz3+mVBBMVtpFosN24emwkl0HtuDgd5ZI9Q71886v5qkGnl8/qYHn6ic18Pz6SA08V73UwHP1lBp4rp5SA8/VU2rg+delBp7/bClXbY7mSVKiO9GPvYhPCdA2AvtX7yVX51QDz6+f1MBz9ZMaeH59pAaeq15q4Ll6Sg08V0+pgefqKTXw/OtSA89/wlSxNPvPCMxPpxp4fv2kBp6rn9TA8+sjNfBc9VIDz9VTauC5ekoNPFdPqYHnX5dKgef4+AAKCkO1lF9Qk/7tqVwXf3adFBRd0XbiDgk59iM83793v7yFvr7yWILLFdbLNXgOvXy5/Nc/h0RFRv4Iz9evXfvTOEkldyMiNEeiAjdfH58/zcCA2i339s2bHNi7l7Wr1whYuJKZkVl+9PUU1c/3793H+rXrcHRwICUlpfxI9RYVnDx69Igzp05jJfC8y9aW1Ne8bPHx8bg4O2vB8cEDB4iPiys/8npKWmoqF1xdWb1yFZs3biJC+vWfRZRNuiw+RcHz9m3bSE5OLj/y55DzTuc1eN68cSMJ0u7+LFJYWMilSx4SzC/W+tCDqChtUPPPILk5uZw/e46VK1awT3zM1StXtPL+GUT1Nz9fX7Zt2Sq+aK02MFBSUpUfkHp1kpeXx+1bt7R4x0bi1ZDgP1esqsqmwbP5vxGeY2J8yz9tVPZ5oZr070/aJ7jK0/OO/xmS+hRWero/gYFHf4TnO+F3tAC07PM4r19SeXv48CHWS5dp8BwUEPBa5/dFk8q/SgowK+D5Smio6Cn7uedXt6R0pIytcpBq9tnz0iUyMjK03593fnVJpaUl5IuTvB4Wxr7duzWgcHZyFmBL/VGnz7vu35VUftTIvurne3fv0WD/zOnTJCQkVH9dSCqQoDIyMpJTJ+1ZMG8ettu3k6jKVn78edf9u1KFLmJiYgRqnFi+bBn79+0jJjr6tdWFynNSYqIG+ytX2LBx/QZuSb+uOPbs+dUlVeRd2aQA8SkLBZ63btmiDWyoY9W5bCqp/BdLWzt39qwGz2oQ87G0u+peLpVUX8nNyeGimxuLray0PnTv7l3yBDqrc/kq2p0aiD3n4KCtTNkjPkbNzqryVnfdKb1lZmbg5enJlk2bxRetFh4K1NioOvuiCr1kZmVpEyAq3lku8Wqgf4Bm76u93sr/qrJp8Gwx51XDcwHht8Lx9nIlOPg0YWH2NakmvdJ07dopQkNPcPr0RkYM64fJJCPc3S5qHUFBXMSdO69VuiNJ5U0t87GcN58pxiY4SOCvljq/jvn9PUnlXyW19MzCzByzGTNxkkDn2rXrWrmfd011SmqmU81WLVuyBOulSzlud4yrV65qQc7zzq8u6e7dCG7euCnAfF5zkip4O7j/gDaCXqHT513370oqP+G3wyXQvCj5Xa85vz27dmtBi9LR866pLkmV7fbt23hKMKZmnM1nzWLNqlUEBwW9xrq4rc28qKWmC+bP16BG/VvZuedd8+9OKs8qeD904CCLBDDV6zMXXC9os8+vW/3+nlSRd2WTTp86jYX5bFba2BAoIK2OVeeyqaTyr16b2b93LxPHjdf05u/nV+3LpZLqKzeuX+fo4SPaEtJN6zdwyd2Dm9dvVOvyVbQ79frWvj17WGhpWb5SyFErb3XXndKbKtuJ48e1VTdq1YAayL1182a1jgsq9BIWFobL+fNavLNA4lW1GkrZ++qut7L8R+B83lkr16KFVkRFRZWT7YvLS8NzQUGBNJ77uDg7iEFbw7at6h0bSdtqUk16NWn7Niu2brFkufUMRg4byPgxY7X3TtSMlAqod+/c9dqlvbt3awHm1MlTmDB2nBjdFa91fl80qRFlVYZ1a9Yx2chYmx1YJcHbju072L3r+ddUp7R3z17tfWC1WmDmdFOWCbRt37pN093zzq8uSelt5w5bbcbZwtwc02lTWSzORC1DU/p83dqlyu8u252sXbNWAwSlj4WWC9iyebP2DvTzrqkuSdW1KpsaxFAgamJkxGwBaPU+3eusi40bNmAlbWaayRRNJ2o293XtF6oOVX0utlqE6dRp0pdnaKsXdr+G9ft7UkXelU1SSyzVwKzZzFls3rTpR9v87DXVKWltbedObTn62NFjmGU6g80bpGzVvFwqqb6ibLAaCFR6UwCt/Kit+M7q3iZVUm1S6W3alKnMNjPXYp7qXjaVlN7UqxHLBC5nzZghvmia1vd2iS6rc1xQoZft27azRuICFe9Mk3hVvfes7H1111tZ/ndre17MNDXVBqjVPkS/V/4wPLtfPIf9yW3YHV1dntbUpJr0StIxuzUcObJSG7QxmTSK8eJUVSCt3q1RI4GvY1J5W7RwoQaXCvbnz537Wuf3RVNFGZSTNJowkYnjx2M5d5623Ee93/3s+dUtqVmchfMtteBmqokJc2bP1kZkq7vuVP7VLI6CtelTpzLZ2BjzWWbaDPvzzv93J5VftfxPzWKYlufXbOZMLfBUgzXPu6Y6JdVXlH1Qwdik8RMk4JyizWg879x/d6rQhVqtoGbJlU2bLkCq/v069wtVn7OljU82MmKK9GXVlp53XnVMyiapV2aUDZ46ebK2AVV1t1EqlbW15ZjPnMXYUaNFb5OlnyySY3+SsokNVgNPRhMnYioQZrVggfZq1/POr25J2WblU9Rg4PSpU5gn7fPPUDalN+slyyQWsND6mpo0mG8xV9Pln6HPWS9ZqsUFykYq2z7PYs6fIparSJYSe6sYQnsF5CU2ufxD8HwnPILAQHdu3XIhKqom1aRXmx48cOHePSe8vPaLcTbSgE2NIqkR6p22ttpOta9bUnlT781OnzJVC3BU8Knl9znnVqeklpmqv+tWr9aMrXIkq8SBbN+6Bdtnzq2OaddOW61tzTI1xWyGmnlerL1TWN11p/SmRs9XrVypDQjMmD5dW8a0ZdOm17IPqfyq94DXrF4l+TXXRo6Vg9+8YYO2wuF511SnpMqmljYumG+p9SEVdG7atLHs+GumjwpdbJDgQwG/smlzBADUcvrXuV+ozabU6go1U2Q2Y4b065Vlx17D9v5709bNm7XgfarApRpUUpv9VNjm6pzK2toObam9GnRW/V6t0FAzts87vzol1Ve2b9uqDeooCJtrMVt7f3a7+Jdq3yYl/2qlhxoMUIOzanWTinm2b91a7cum9KZiADU4oF5TUzO0qu/tEH/6Z+hz26RsKi5QA7nKtquyKXv/Z2iT6q8a4FD2X61WffyqZ55v3bzN5cuexMbVfKqqJr36lJcfQmZ2EGHX7DGdNkYb2bQ/cYIAf3/tvTu1I/Lrlvwlb45nzmhLs9QsptpZU+X3eedWp1RR36fs7bWgTTmSo0cOa+9AP3tudUxKR+rdJitLSwngFrBHQE1t8KLeu3ve+dUlKb2pzc+O2dmVjcbOm8e2rdu097tfxz6k8uTt7Y39yZOS3xXaagAFCM5OTtW+H/lJ8vb01N4tU0ufZ5rOYNmSpTg7ny87/prpQ9OFlxdnHR21QEvZtFUrbLR/v679QtWxy3lnbcBIzTwsFug/Kf1a/f46tvffmy5ecNPePzebNUuDMbWR25+hXKoMPl7ebNu8lYnjJ2gQrfbU0PT2zLnVLSm7dcnDQwOu2WZmWlCv/Ogl5Turu+4k/8pPqkGdsplLaw4fPIinlLe6t0tl41TZ1DLgJVaLNF+k9gvxuuT5p+hz7lI2FReo1YTzLCykbPs1e1/ty1aef7sjR5g3Z462WufhgwflZPvi8gc2DMvn5vWbBAdeIjbWj7wC9d3d50NOTapJVZEqvvMcEnKcsaMGMm3yZK6GXiE7K4vMjAwy0tNfu5QleVO7Ni9ZtFh7506By+uc3xdNWZmZWhmuhYVpADZ39mzNyKrdXtXx6lw+lXelI7WJ1upVq1i7ajWuzi7a922VPp93TXVJSm/qO8Jq13dbAQoF0GrDoUcPH2nlft30pvKTlpambYykZqIUrB07elT7LqrS0fOuqS5JlU19lkptpqM5dgk21QoA9fm311EXWUoXqanaRk6nJdhXsKZmY9S/X9d+oepQ1afa2Ee9rqBmHUKkX7+O9ft7UkXeYx/HCohdYv48tXnbBm0zygrb/Ow11Smp/Kenpmm70KsVW+tWr+HunYhqrzeVlN1SO+o7nTunvXam+pDyo+q36ly2Ct2oNml//IT2KpB6j9ZHAEyVTbXL511XXZKyceqb9uqb8WoVxGobG22zR/Ud+epctoo2p76jrjYcVHu9LJV4VcWqyt5X9/6m5V9SYGCgtgJJvV54X+KH3yt/CJ4rPlUVG1sz81yTXn2qgOfgYLsfP1V1N+JueQt9fUVtTqACN7XZ0eWgoPJf/xyigrWKT1WpnSj/LN9CVqKgQDlJ9Y6MGoHNzs4uP1K9RX1P9KYA2/49ezRH6eLsQnpaevnR10/UZ0BUP1cbhK1bsxaHM2dISkoqP1q9pbi4mAcPHgiMnmKhAJBaXqYGN15XUbpQg0jO589rs0pq1lMFlK+zqOBWBbxqw5hNGzYSLv36zyLKJgWJT1GzRdu2biUxMbH8SPUX1daczjlp71+q1SYquP+ziIqn1Sot9Y666kNqMLBAfvszSHZWNk6OZ7WB2b3iY9QgtCrvn0FUf1NfT1FL09VAnNrJX33O6c8gOTk53LxxQ4t31JLt4MAgrQ/+WUSVTS25Vyum1M7pv1eqFp7zQ7Sltf8Kqn/t2KtKr0MeXjxV1Gd1yvNTqTzfec879hLpefB87+7v7wSvWtR3USvgOUSM7Z9JlNOvgGc1eq4+tP9nEfWZgwp4Vg5TOZc/g6jvp94SR/I0PGekZ5Qfff3kyZMnWj9/Gp6TBYj+DKK+P6m+A/80PCvYe11F6SIuLu5n8Py6Q42a3X8antWn9P4somxSsPiUCnj+swwqKVFt7Wl4jpd292cR9Rqkh8dP8KxWRxTKb38GycnO+Rk8XwkN1cr7ZxDV39QS4Ap4Drl8WRsA/TOImvhQn92qgOfLQcFaH/yziCrbawnPCpDyC6STFKqOUg585cc0iJLf1PH8Z4+9qvSLPFQe1FVVysuXvGr1+Zw6fc2Tltfyus6vpHzXzDy/flIz81z9pGbm+fWRmpnnqpeamefqKTUzz9VTamaeq6fUzDz/ulQNPMvfzAxf4mMuEHnvPJHRHsSlBZCeE0xObhA5Wb6kJrjx6IELUTGXiE3xJzNHXRfyC0CqkpQbTK7kIS3RjeiHLjyQ/MWmBZKh8vC88/+tSeosL4isDG+S4y7w8P5Z7kQ4cf+R1KnUW0buZTn+iurtJVNOjh8ZKe7ERbvy4KEbMUkBpGarfD///BdNLwTP2kjZE/lTTHFhLrmZaaSlpJKalklmdj75RaWUVgymyblPStV5eeTlZGnvtPw8ZZOdV0hhcancUbuA0pJCinLlWLrcU7tvBhnZcn1Ridz3+aN0LwbP5deq/BTkSn5yyM4voqhY8lh25LnypLREzs8hJzOd9Mwccgvl+h8vkHxLfgu1/Kp6SCnLb06B5PepehBRI4xPSosozlf3knNTU0hJVfeUOiyQe8rJz8vH74HnJ0+kjorztbLlSB5Uvf5kmsvurvRRInnIyyrLQ1l+5RqtfrVTfhRV9hKpq5wMdW4qKercrDytDtS5oi1KigooyM0WG5T5HP2Wp5xcaRdSj2UX/SgvDM/lba60uPxZUge5Ur8lP7+diJRX9FEg+sgUfaSmSkqXNpYrOpKTfyqf/IfSheg1W8qWrvQmukgTXeRpunj2vuVSUiT1IW1A6jcrr0i75/POe2F4Fn2VFOWRny31KvWr8qvykJP/Ux5+3uTleXJNcYHoQOoqt0DyoM57NhPqHNXnVJtV7SxF6iFD6kG1d9XOnrngxeFZrnsibb4oX9NDVq6088KSXz5fiWo7cl5eVnnZpPxlbV1+V3koP61MnjlX5Tdd2pOyDT/Tmzxb9FaUJ2Upb5Oq/ar7qnyo9vCsvDA8S7lKJQ+aLtLK8qB0ofpmiRRQ3foXt9euyaNQbFu21IVq4xV5fVJc3tezn9MfKvpKttK1nPdUO3opeFb5EFuco+ovQ/IibVO6x0/5Vcel7+TnZJCZptq6ql95foWNeLpg5ecW5og9r6gHOVfZ6SItn7+ohReE57Jrn4h9Um0nW2xObrnOfnnHMik7v0DTd06usjvPnq/+Ib+ptp5V0dZTSZO2nlNuU38mWtlExz+WTWyalC1T7EOB8kHPycjvg2fJb4k8V/SuylfRj38mWptR7eynPGi6UHkoeTYP8u9iqfc8qX9p75p9qDhXnJC69S+yrNWHPDv7eT7g5/Li8Czlknwr3RUq+5tTpotf+mPJk9jIH/2h9M806ceZ0nYKRHE/V4fyHeV6kzZZYaOypM7K2tnTour16X6v/FamxAXSlp5tv+Xy++BZ7i92pVB8XVaG2BLVJ+Wmz+ZBi03yJQ/iv1PLbU+m1HHBU75e+6PshYoLRG+qHtTKDM13lscxqg1rJ2r1p54t7eQpP6tsn3bff1G23w/PpZrPyJO2nCN2Suni2dL9JHJE9X/Nh0qeVWyg2tqPp6v8Kh9UFvulq/ymlpVN2T+tbBVSbksKnm7rojflNwqlrT+3bC8Cz6p+lR9QulB1puo3RfyAxCb/yg9oIjFrqfhvLfZTNlLVgzpX/q+0PI7R9sv5ma3+KWVW2KxftA25hWr3yq5kqHYpdaHKp35/6sTfDc+q/pRty1X5Levz2s/a/ytR9aDsjcQCUg+aLlQcLvnU+lv5WWVSfm6BtAEtZpc60+INsRO/iD/L7E5hrtxLi2tVP5Y6yC/rx8+WvUJeQ3iWjlEYSsx9B87vt2Lt4ums27MZlxsC0ukCgdk+ZMWd4OqF5ezbNI9Nh2w5G+zC47QgaUivCp4DyYk7RbjHcg5tm8e2A1twvObJ/bRQUfpzzv+3JoHnHF8SI48SctaKXTbjsZgzGettmzgbcp6ozCAy80Nf7xnolPPEhGzk/IH5bNmxiqP+F7gWH6wNVuQ/7/wXTC8Gz+r/VOfKJP3xLW74uODicIazLt74XI3iQaoEBhW9Vhz5k/w0suPvce9GiLaJkr9/gLYbZoD8d8Dlq4RGxPFYrlEQoILowuxEEiKCCHJz5OypM5w578mlK5FEJuVpHfd58nvg+Ul+OlnRN4i4eZ2Qu8kkZhY9Y2R+LiUFYjQfhnHd1wN33+vceiyGRDlL7ag4+ux4Eu8Ectn9HOdOneb0+Ut4hj0kKlWC1afy+0QZyYJU0uXZ131dcT5zilMOF7jgd5vbj8X5FD1r7MrkxeFZnlWSTUFGJHev3yDs+kOxAQKtFcfK5UmBOK/HN7ntL3pzdBC9eeEVFsU9qV/xCz+XwkyyY8O5Kfl1FaBycPLEI/geEfFZqEViTyiUthhDzO0rXAsWnYpu/ZVetVSu44AgQq7f4X5iNhn5Tzvh3wnP4vjyM6St3LrKrRvhhCfnky4+9ed1VkhJbhzRtyQfF85yzsGJs24hXI5IJClPdFV+lmqXFCST8SiMK17OuJw5zZmz7rj63+FOnDiJ4mfvq0ScRl4aOTE3CRcnERiRTIK0nWerTMkLw3OJONnk+0Re9eLSOQfOOLjg7CO6eyiOUCBTVdVT1SWigpEcUh/cJjz0MrceJhObI4HRs5ktljLERxAReBF3R2lnp50473mFsAepSLWJ8y8/r1x+FzyrQYfkSKLDQ7l8+xF343J+2W6USD7z5Lx7IZfwOHcGx3MXuRAYIf1HAhTp7D9lQd1TAjF1brAHnk7Szs444XhR7FCE9K0cNehSfqr0tyeFKSRHXSHU4xznRW+nz13CTe57N1GCgOfk44XhuVTsS2okUWHeeDmf03Th4nuTWzEZZEl//0kXP2nkSYmAXeJdEqS9XZG6iEyU/qb1edFJZqLo6To3rwSV9Qtl957uGxI4BV6VvhWVTFpO0Y93fSl4VnUdf4tbgd54Xgom+G4SiXlPBTlStvz0RzwM88Ln/CnOnD4n/UJs7O1Y4qWx/zQYKPJEAqS0aGKveePv6oij9CEn98uE3pM+lCt6K4s2y84tlxededYGflKieBxxlZCbD6QtqMHIsrr9uZT9ooCtOP0xKfdDuXYzgvDHWdqg2U/nS8MoFb2LDiIC3XA/+1Nbvx4tQZ8YqaddxpMnReSnPST6hg8+ruJbTjng6BaA7+04YtILfl4P5fK74FnlN1vALuo6odfvERYlYJhX3ni1e6v/E/+Y9ohHV73xc5a2fvosDhcCCAyP5XFWiTboUX6yiATqWQmk3pf69zzP2TPiYy6K3u4mEJstdfnjPZ+SEqkP6Uu3rpT5gNh0adfy8zNnafJi8KyulLYkMFiSGkV8RChXbkZyOzZH/PFPvbhMnlCcm0y8+MMg5Q/PnJV25od/eDwxUrbCn9FSkdbn7192F/twitPSJp28Qgl5kK61s5+7eml3eckkR17lqtSDyxmxlc6+4mcfES3lE7dSJmVZ1eT3wbOCqiQSxK4Ged/g9v1EaTtSv+VHy0T+nZtISpSU39uZs6fPiK/3wvdGDI9U/FL+XO2PspFZ0rcigqUenHCwt+e0+E6vKw+IShYYkpPKTxcpEUBKJ+3RDa6JLzrv4MC5C374ie4epRf+VLan5PfBs7pBPhmPJQa7GsKNuzFES9tRg6jPFZX3zGjiwgPx9/DCW2K6SHG04j7LRfxSYRYZMbcI93fF7ayDFhdcCr1PVEoeuWKDf7xziUCctPWHYT74ush5pxw54+KvtfW4nOLymO/n8lvwrN1b4P1JfjKpj65xVXThfNqeU44XNT8QHifxjcRSzytdqcQ+eTHXuHvjGlfuSTvNkDat8iCgmJ8Srfm00KBnbXX5v4Mkfr3xgDuxyn+V+eanpTgribhbUjZvH7wuRxCVIWWX3/8IPD8plrYi8df92xKr3pHYJ62w7Hft/5VIP1Ft50EYN7zOc+Gs9DlXX/yuPSA6S2ydnPGzcwvSyIy+yk0/iXkcT0v86YqL/y2ux4g+y+MNTdTEWGYsibd9Cbwo93QoszsB4gNUvCHV+1x57eBZLc8tLLnCzaC9LBnTkw6NG9Fh0FjmHz/KpQf+pKZfJP32es6s7MewHm3pOnoGCw4d5WZ8gDT40F+fjdTg/JfpZ+ColgQ/e1553ir+Ozfbj4w723DfMIAJfduhN3Yylo7OBMZeIStXLTcvP/c5SVt+/Lxn/Hj8+b//dvrpvk/fIy8viOxMV+56L+WgRVcGNK/Lpw2b0Wn0LNadP8GN1EAyCqsGnn8s63OOvVDSoD6Y3EdHuHFsIsvGtqeXviFGe49zThxWStZlcRAV5/5U/l/c51+kF1u2LZ0wXwKEB+IYzu1h16qFWM2xYN6ClazccZKTvhHckQhdGX01OliaEsHjYAnYdm9g9QobVqxYiY2NDStXrmL1pt1sdwgh4L5AWr4EolmPibnuxoVDa1ljNRvzGTOYabGYxZvssPO8TURSLjkSST/bd1982XYpBYlyH7f9nDh0BFvnO9yKy3tu0KSJBFt5Kfe447KL3UsXsnDNMU6FRPFQzShIoFSSE89jye/Fg2vZtGQOc8zMMZu/jGU7TmHvd597ylGqgF4FjRJUpN71I/CMLTtWzGeulG3GrPnMX7GbPecuE/RAAdMvDemLw7MEANkPiL/hgP2+w+yz8yVYYClDK5tShhjHAjG0USGEOu1h32opz9w5zLVawYrt9hyX+r0v+VVZ0GYZCgXoH4QQ5ryfPasXsXD2bObMs2bphqMcdrvGLYGV9PwMEu5IcHRyB/s2rNC+YWgjaaWWlI5tWG69kg07T3D2ShxR6RJcPlXXv2vZdnEaieECB4d3cfjIWRwjsniUozSqRG4qjrowLZKYK2Lo961j7aK5zLeYh4XVJjYcdsdTArg4gZQSFRzkSBAUfknyvYUty0QXM2cx09yKeSv3sc9FArSYTLEBz7YzcbACKPc9DmEn9nXL+bvciM19riP5bXiWi0oLyE2UvuJ1nJPblrNsnrQfiwVY2uxm5yk/6RMSLIoyVH39+IgnEiim3uPa+cPYbdvJMZ8IriQW/zRYJfKkSBxhdChhFw5ycM1CFpnPwNR0NhZLNrP1pC+XwlNIyFbt96eMvzg8SxArfT/l6lku2tmy9YQvLteSyf5ZJUjgUpxDdvxtKdsxjm9ZgfU8C2k7i7Fae4i9TgLxAqSZWv2qc7PJTRBI9TjKkfWLWTZnFmYzLTBbsJp1By/gfiOeeMlvkbTfEgleU+954XViC5uXin5nm2M+dxmL1x3i6CWBxwQBB6mwp3Pz2/AsZ5fmk5cUToSP6GKHtOEF87GYI/1j1R72St+8/DCNVNHFs/FmcXYCScH2eB9aw057XzxuSX9TUbQC0Mdh3HXfz1HbdayW/rBCs3nlfWPFcvn3SlZts2O/603uC3RX3Ppl4Lk0SwI/30McWSO2ctkOdly4Q3h6eT2UCNAn3+V+oNgFaWcr5pox20za2sJ1bDgowe+1x8TnFmuDQE+kHvJTBWiCHDlru0L6kOjNYi7zlmxks90lvMKTSJEoWs3EPy0vPPMs9iclzIlLx3ex/Zg3p0PEj8iz/6VI20i/48nlU9vZq/p8SDxpYlDLnv5EoENgOv4aNy4e5uDaRSyZY4aZ+Xwsl29nh0MQvvdSSZLztZamBqpS7nPXX3yRrTXL589kpvR7swWrWL7bibPBYtcFoFVA/3Tpfhc8q3b/6ApXz+9j+yFnDnkKJKeVB/5y0yeaLu5wT/Jgv2UZK+bMwHym5HmeDav3OnPusoCYgEpR+WBhcU4CcTek3o9uZOvy+dpu8fOWrGf9EXdcwmIFoFW/KLt9mUhZsx/yIOQsh22PaD7gcnQ6yqr+7LRyeTF4LpPSvFTSrjnhc9IWW7uLOIQmaX24QhRcF4s/jL91CbdD69m4bJ7kdy5zF61m1X4X0V20Vr/5aoarKJuC1LvcFttnt3EJS6VNmptLf7bZwsYT/njdTiJJ4KoMoKXfCzgniO33OrGdbdaWLLCwwFzqbNnWUzgECxQKvOapzqnOLy/o74Lnkmzy4iUOOXeUtSvssHe/RVRWoVj8clG6yBb/cfMSPmJ7ttksYK6Z5Hm+NSt3S7sMjCQqrUDznSpmKEwXqA89j+sB8UNWYstMTZlhsZSlm09w3Fv6ZpKCTNU/VdkSSb7vj7/DbmxXLGDBnDnMlzpbvUvgXO57P7Xsvk/r7/fBc4Ho7hERnqc5bbuTI84StyUUi50sP/ysFInvu+OG35HVrFxgjc1Bbzwe5msDUdIKpM9JXBB9hZBz+ziwxoolym9JPSzfcoyT4o/CxZZpZXsi+U4T8Ba7c2qH2D7L2WJ3LLCwFLu+X+BN7E60wOuzAP2b8FyqJiwSSQr3wtd+O1us5zFnhtSvufjO1fvZ5xxKyKN0aZtP15iIGjgTO/jAfQ8nDh5gr+sdgcbcsv5eoOyMNz72tmxfv0pi1KdstSSb5dasWL2BVfsucCJAwD+zsDzuUKKeU0DWo2B8D0rZFsv1ts54R4uPkyNPj+f+PnhWA7AxPPQ5hsPRg+x0lDp/+FTsVx5TJkcGSD3swNZ6PovFv823krh6p+g66AF3Uwu1+FMNWpbkpWjtLPD0FnavlL4mccEMs3nMXbmbbQ7BBEdJ/5ZAorRUdJIRU9Z+90rstlT68RyxPUvXs+bQRc5fjSVGyl/wnMGX1xCeL1NUGkqo906MdVtS77//Rq1v2tFt7mpsvS4Q89iJ1OAF7DFtTssvGlCv/VDGrd1B4CNf6SBX/vBS3t9Mkr+cLB+SQ1Zxem5r9H6oT9Nehozdc4aLkaFk5gRL2Z5z3b8lKZj0JyvFjoBjk5iv15Cv332bdz5vhe4MK3Z7OXIvLYisgtDnXPsaJIHh3NwgMu7uJmBLP6b3/JRv2nSh1/J9HArxJynjMoV/4PNmLzbznEt6pC9++61YPnUEo8dOxGTaNCaPH8PYMcZMtNzN7kv3eSC2vLBYwDTKg2tH5zF/nD56un3pN3AQ+oMGYWAwGMPxM5i87jynrqRKABZHYugJnDaKIRw9hMEjxjB8zEhGDtFHX38Uo+dsY5tHFHdSCn8BLL8Nz2XG/ElBAo8vS0C/3IRZppbM3BVMQFTOcwFIk0IJjm87cmrZOEZ21aX36FVsdLtJeK44SAUpt104t9GMGSOHMnLUeMZPNmbypJEMHz4JYytxLn7R3M+Q0K0og+woTzx2WrJw/BAMBw/HcKTU18jBGAwcwpDJNiw+FEDI42xttPtpc/qi8FxakErqnYt477FgtvFsZi4/xblb8aRUlK0wk7yH3gTaCahNGcOokZJf0a/JJKnbkcYYS/3u9HrI7Sw5tSCD/MeBBB6XwGe6nDt6EmNNRMcTJc8jxjHBYiM2Z8MFzqMlGD2Bvc0ULMboM2SwAYMMDES3Kg1kYL/e9Ojck/6j5rHc4Q4hcRUzK2XyYvAsuhPQzEu4wuWTq1kzzYgZC7az9XI6d8Q7ld1OoDjnEQ98DmK3cDwzJ4xjzMTJGJtMYtzQwQwda8YcWw/cJCjLEHBOj3Tn/IaZWAwfwFDDUQwdOZpRwwaj328QhtMkcLG/SpiaUdWeruSJBIaxRAcd4/SqqUw3XciUXSH4RWU9d/T8N+G5NA+y7ghc7WLb3EmYjB7NGKMpTJsykXHDpE8ZW7Fwny/u97LKIVNdI0F15iMeh9pzeNEUpo8zZ8nxENxjiiRwVCeos8RZJl0j+JgN60yHM3zQECmb0pkBQ1S/G2uJ+WYX3CIEWp5q9C8Gz+JYpR1nxVwm8MAClpkaMXHZSfZ6Py4Dxh9F+me6BIgXd7NrznhMxk5gvJTNxGgCo4dJXqatYL3DdW7E5VH4JJ8COfem0ya2zJByDxnKsBFSFyOHMVy/P/rDTTHfJE78bgpxeQJekRLg7JzDggnD5LyJjDc2wWT8CMYOG8nEubbsvHiHCOXYy3Oi5DfhWYCxNPsuER472T5XbNnosYyZMJlp0yYycewYRpuuYOnRy/hGZkkgUlFO1aczSYvyx3vnbKwnDWbyipMcDZD+ph4u+s2VADR43xysxEYaSr8os3llfUO/jy56Oj3RHTGLyRsvEhCZUd7OynTx4vCsrpLA7WEAHhtNMO3fA93BMzE7FMJljfHUTOgDoqRfHLU2kb4wgiGjjDRdTJQ6HjXeHLMNjrjdF9shZ+dnPJRg7QCHlk+T46MZN9GEyUZjmThiOCMnzGPhbnd8xEaliJF6WuO/Dc+q7WSSExdK8MGFrJghfmKJHVsuxhGf9dOs+89E2kZe8i2uOaxj6+wxYp8EIF2jtIGfMpHjKeHcOreeTbPEhg0bzcjxJkwxmcgk6U+DJ1ozf5cE2FoQ+0QC+UiiPXeye6G0xyEGDB4+ipHjRjLUQJ+++hOZsvwohwPjeCgm6On8vDA8i38pTI3gnudedi+azBiLbSw+cYs7iRUIJj4jM5IIN1v2LZjAWGkHAwaPZMyoodLW+6E/dBqTlhzleIhAsVxSkp9Mevh5XHYsxGzUcPGzEzCZPB6jcSMk37MxW3sax/A06RcV+ZU2WZhG2l0PuWYBU8fPZYb4AOe7YvO047+UF4VnNQOWFSvB+5FFrJklbUd829aLMaT8tMRMA/3Ua/a4bJH2N2GstJ3JGE0RfzhhFIOHiS1eepQTofE8EGDKTQgn5tJmds0fx3jRw6gJ4n+kbBPGjMJgpAULdrrjcT+bNGVXSlPIeHgJl+3zWWAyTupB7I6JCZNGGjJsyFjpd3Yc8n3Io2dWkL0IPCt81WA37T5R3nvYbjmDAUMElI4Gcl1A/0c7Ir417ZYT57dZMk/KM2bsJCZPncjkcaK7UeIPlh/hcMBjHmcLqRTEEi9xzLEV05g+VHyioeh4nJRxqNhfA7Et83Zh63aPR9liJ0uzSRV9ee6ax2ITFUtJ35w2FRN5xtixUzGyOsBB3yhipJ6fNrEvDM9StuKcx6RJDOOwdjYWE0yZu82V8w+LkOp6RsoeUJz1gNsOq9hirEe/HoMYtuwUx27lkqhVRj658de5enotNjMmiJ2ewCTjyUyRuGC8xAgTLPeyxz2CyOw8CgrjJdY6wdFlU5gkOh4udsfIRMo3Rmz76JmYrnPk7DUBUSnbU0X7TXiWjkxaxEWct85h3jiJEwcrmzaGMeLjBukPZej0Naw4FsK1+DwNXMtLpfnvx1cdOLNiPKZTBeR3B+Et/lUbmMhLIyHQjmMrp2Issae+foWtHsSgQfr07y12VW8AvUw2Mv9oOHcScn+C4ifSWQuVjbVlg5E+A3uMYKj5HuwjklDbUj49WfDi8Fwit02SeO4C5zfOYu7MOUzbcAH3OxKcaSI3Lckk5Z433vsXMnfiSAyHTZD6lf42frTWdkbPO8geicMf5UrbKcoh8774zgNWzBktMY7EBcOkr42S+HPQAPFHEhdY2wXj/0jOy4gj6ao9djbTMTIcxtgJorMpkiaMZsiI6Uy1OcGZa4nE5Gi952fyWsJzcekVAj1tGd65GW/+x3/wf9/+lI/1pmF+4Bg37p4mwduMzWMb8dn7H/CPL/UYtGg9Xg+8ySy9SnaOmmn1Jz0jgPQs+W+B2Vw1+5ot/06X3zMDyRJwUu9O52b7S+X5kya/ZWYHkSP/zkjzJTVNzlPXqlnPnAAy0v1ISS3/TcFztg+J/ks5OvVrOjd+j0879GfgxhOcvRFAYoqv9uyM7GByKiBa/ZXnZWX6kZbiTXKyDynp5ecoiNOeI/nKCiBN/S7PyZJyZGUGyG8qH5f/9XJwDTADycmUfKcK1KdIXtOlPOr964Ir5Bf4kpG4E9dtAxnzXS0++MuHfNiiH0abtuB80424LHm2ukf5/VS9ZGn1J0nyp9WV5CVH6i9T8peeKf+t1WnZ++fZWVJnUn9qCbWWx3LgVWVNlbImSX2kZqj6Lbu/NgutrpP7ZahnlNe9VlZJ2do72OqZ8rx0X9JEHwnXtnLJpgsT2r1DvSYtaT13Jzt95ff0yxK4l52bkS51miJJ6U7ynZ372zPevw3P0tGL44jykkDVuAcDO3Sgx3CBEDEEi1Tw27sLHXoIOG5yxzu5lMz8bPKvH8N79WCGdG3Nd2160FtfjJKhAKShIcMnmTFtozMOYcnEPbzKtSMWWA9vS+cOvdAdM5Mpc2YxY1w/+rdrQcuuEhxt8OJChARhz4ya/mt4lu79RAy5AFN8ZBi3A85weuN0pvVrQycdCbBsvLh0N+tfwPMTSlKvEeG8jKWDf+DLD7/iy65zWHQmlGs5BaKzx0SdX431yK60a61H75FmUg9WLJ0zgsGd2tKptwDO3mA8H+VTlB1NrPdW1ozrSY/m7ejYfzxj1ajf9BEM796CFu0M0J22lyOhcaTJk5/2a78Gz2pEsShHHHtMOHdDL3Bh/xJWjOlC57YD6TdD7nc1lgpMKM1+TKLvVg7O7o9eh650GjgF06VLWGg2khE9O9Otpzj2Lb6ceSB6S4siKXAX++cNZVDnbpqOpy4VwLcYz6Q+neiqM4qe8xw54HeTq74nOLVqOnPHGTBM9DpEpSGSBojD6fAtjeo15qv2k5h99CaBsSU/CwJ+FZ7VTHl+OjlJUdy/HYyv4xY2zRiIQftO6IyyZql3qgQ45SO7T7LJi/XFY5spU7o2p3c/KdPMxSywssBiaEd02kqeJ2xlg/Nt7sfe5L7nRqwGtaXt1y3oMcSY8bMkGDUWyO74DT+0FYiedwL7a/GklhZKP08i7t5Nbvic4tSG6czUb0s7nbH0t/Hl4p2Mn836VshvwbNaclZ0/zSu6wUoe3anu95oJsxfhvVSM0wNOtOrkx49TXaw1iWKR+mZEnTHkRh1jateJzm9Scqo04YO7YcxcYcvZ6OKyNHyoDpFEkk3j3PQXJ+hHVrRqqcA9LS5zJs5inF929GqeQ86DlvO+ov3uJ8lQKMuE/kteFbH0xMecz/UE2/79awx7o5uJ2lDJrtY7/KQtIKnlFqSTvZ9Z5w3TmFCt4700p/EJMtlLJw/BaO+7enZpT8jljjgeD2J9AIBhCjp/0uHMbLdD7SR/BqaCNDNFJgZ3I7OLdvTZdRKVrvd4WrsfSK8BXDHdaJ3uy50HzGbGQsWsXTmUCb1biX9WQLaTRdwi5aguzwrSn4TnovSKYpxxW2jBINdO9K1t0DVLImIvtoAALAtSURBVCusrc2ZNaw7Xbrq09vsMLu8o0kqKKC0JIO0uEjuXfHgkt1qVoztiG7zb+kxZTc7PGJIUjGsgucId4L3z2Xx9NEMH2rI4CGGms0zHNyfPp1+oHnjhtIvhjFwqZPYoJeFZ7EURXE8Djog/l/qq/4nNGw1jBFbffHWNk4uIC/OF6+dM5ndrwMtOg+lj/ESFlmZSeDZi/5detJtuDXrvSK5I2VLUoMT26Yzy6AnbXTGMWrmIpZYSZwxqgc67XXoM3kz2y4nEyEx3I/Bo8ivwXNJcRHpiXFEqmXKZzayzqQHfTp3oePE7Sw9G0NMxtPwLG2yJJuslGge3RQ/dH4nO+YMZliXFrQfbMnSU3eIVe9UKCkR4I90xXHJUEZ2bE1bvYmityUsW2yG2UgdWolP7yF9fu9luVdRAemRnvhuGsukXm1o0bYf/cbPwmzeDIwMutHpm6a0H2jOtH2hBDwu/FnZfh2eJfBXy8bTYokJDyHUdT+Hlo9nnF5HfjBYjMnuq1yPr4DnTLIeueOyeoL039Y07zCQnmPMMDebyFRDsU+tOtCylymzj4QSLA04J0lslZM1q4360751H/qNNcPK2oL5xgPp36k7OkMXsOjcPcKSCsnLUq8D3SZCfIDrQelro3rRppWh+IB9HL+V8LP+8LT8OjyXUFqcSUbSQyLD/PE5s4WNU3XQ79yeDqPXsNTxgTarXyZFAsTXuHlkJjbD29C95zAMpyzEctkCrKZLm2vdmna9pzLX7io+UanE3nAmYP0gjKUe2usI+JgvYvFS8fUje9GhaVt6G29kk3c89zOE2LJv8cBrAyvH69G/l/i1SXMxEyBeOLE3Q9p/R8eB85i105+A2LLBzgr5LXh+IrY9N+UxsXdDuXLxMEeWS/vp0ZXPmgv07vAkWM1ml59bkhbBHcelrJjQD53O/ek/zpzFKxdI3zZgQKeOdDMwZ+b+UK7G5QnrX+bqUQvMB3SkXfMu6IyYgtkC+ff4vvRp15IW3Y0Yv/Yi/nFq9c1j7rpvYev4zvTtIHZ/tOh32VIWThvC8F5dad9rKqa23gSkFCHm+kf5TXguLaAkO5HkRze44XcGV+n/FgZd6NpuAIZLT3PinvTJpytLE/UAacsxXjjZjGJCC7Elnzan48wD7LyaQ7yC5+IkEm+c4YTVcAbp6NF5sCnTLRexzGIME/pJHKQjIL3RDY+HicIHYYTaWWLevzNtuw2jv/FCFiyez2LjvlLWrnQcLPXpeI0wtdJCe36Z/Do8S0yWEUmk21qWjexGtxYdJI6ZxHjzecyZIrZVfH+LDsMYYH6EUzeSpMeVav47Pkrqwec0Z7bNZlbf72nfVSB71SVcbpX5b/VqYWLQcY6vFt86dpgAuYpjDCWOMWDwQB26tfqKpl8146v+i5m0L5wbcTk/2YjiLArjL+G/dxJj2nzJZ590ou3Idey/mUCCHH46tvxteC6gMC+FpEe3CQ9ywnW/xH1DO0lsZkifeac4d71iGEytInzEPa8d7DDREb32oM1g8VeW86W/GTKid3eatDfGaIM7/on5wmlxPPLYzs6pYheatad1r9FMNDNntukohnaWOmvaib5zDrHb/xFRkZe5dmw+s/S78X0biYmmWGK1dC4LpgymV8u2tO9vzkL7GwTHFjzzWsNrDs/DBJ7fEHj+j/98h/9q1JehyzZy4eoxIi+ZsWn0F9R/733+2qg3AxeuK4PnkitkpV4iOfockQ8uSODoQ6rAWW6uQGW8Kw/unudhzCUSsy4LoAo4x7sQ+8CJu488iE7wJiVBzok4w60IF+7FqWv9yExx4+E9R27ccub+Yy9ScgXMcsrg+ciUr+jU6F3qte9LvzVHOOHnwu1bjoTfv0hMkh8ZCtJUmQQ0szM8SYx25M41Oy5fPklYxAWikwU81WZd+QKjcjwpVp57/wKPYr1ITPYm4fFF4uM8SRYYzHwG/LQkoKoAMTvdk5RoByKuHSfk6hlu3HPXNjDLUsux831Ie7wZh7W6DP6qFm//vTEN+5iw6txxMX5+pKvnq3sJtKol3lmSj7hH54mSgPBBoj+J2SEC5j5kJl0gJvoCkTFSTwLQCp4z071JfOxKdIw70anBpOZIfgqkrFleJDySegg7xuUrp7h534PHyYEa0KqdstWy99REN2m4Ltx/6E5cstRn7EXiHruTJACdITCcluxGTMRp7txxItx3Ay7LOjG+7dvU+UbA0mIntgqe1cxzYSDpyVJnESe5flXqNVzuGe9HmuhYtaVf1NlT6bfhuZDSnCuEHBfw692Wnt3HYrLRBVf/ywSe38j22friTPrQf+Y+9t3K53G6OIigfThbD2HQwFEMt9jEgTNOOLm64CLB1gUPH7zCHvAwVeA5/BxnrAYzvls7eo5cjM0hMcKB3rif2iwBl54EnD3oPGUfe30fkaitj/pJ/jU8i4krfkTCHUdOrp7JzME96P7DZ3xR92PqthxKX2vPX4FnCbhunsV99SBGt/6Yd976ivodLbA6LfCsNsAQsA6wnSaBe3faDlrInO3n8Qz2IdBtB2smSqDZTZ9BixywC0kkPfY6YQfNJHDrStuek8TBCJwFXMbP9SBHFxoyVILYjgMsWXLuNjfET+Q+Vbxfg+fS4lxSb1/Ce6cFSyfpiVNqwreffswHn/ag2+RdHBJ4Lgv1SilIFqN/2IwlwzrRQUcCvBUncb0cgLerLVtm6DOspy6dTA+zyjOF6Dv+hB2YgeXI3nTrJ85/uyPnr1yTsh3ixGIBMb0+fNNrMZbHAgi+d4fwK+Lg3Z21ANrF1VUC/3M47BNIm9Gfrm10aTloFdsuPRBgUwvVfpJfheeSXIofBxF+dh3WM0ag30MCj8/r8Entr2k+RKDfMw3lS7SqyosjOXg/O2YY0qVlf0Zb7sDWTYDb9wLe20yYP6gznfvNw3zvJdwEetz3mGLQtj3fdjZizk4HTvn64e1oi93cPgzqKMH0sFWsvnibWzlx3L8uOlw8VZxJd3o2/5yG9WpRq+Vweln74ibw/ExT1OTX4fkJhWkPiHVayGbjnuj0HsfIBXs46n1ZnOlFXDdOxkKe1aHXLCZs8CDoXjjJIUc5s2EmxkN60OWHhnz2fi0+/VZfgySHBxK4qvb7RKKbnDDuOUvdDJa8dpV2tfgIe10Duex7jFMbjRnXQwLfTmMw3RVE8OOf3vH8LXguyM3B3/4oNhMkQOnyHT80eI9an7Xg27HS1p0fSSD2VAfKekCc+3p2SGCp03UEE5Yf4rBvKL6X7Dm9dDjTJcjqPX4dG9QscaIExr4CVKMlEBKgGWJ1kG1nBfy8TnHhwEzMDTrRRVege7sX5wI88Ds6H7MeEpzrTWbaDnccvPwJOb+BI1YDMOg+EAOLA+wKlfb745TRv4Lnnz5VVZodR3bQVvab6tGzk4HcYxtbXP0JDLrI+bUmjNftQbtBS1hwNITbEohlZUq7sluJ9YRBDOn0Pc0+eYdatRvRYrwt29xjSNZGU0ooTosm4bY/Qd5uWr9wdnGVviG28owA4YLRAoRd6DFQQO9QKGGJP4WPvwuei7N5In76it1MJnZuxBdvfkT97yV42uKLZ7wcL00j7eZR7BYMY3jXXvScvE0A9Ar+vk54HpAgSPq3jq4x0w5dxT0mhts+e9g7U2C13wgMrI6z87y0ncDTuO6didmg7ugazGWm/UP8H6v3V8uyoOTX4DknPY0Ah+OsNh7O0G7NtbZTu8H3NBmxlSWOZfD8k+RRlHOT62JDN00dwZhebWn7pfT5umKz9eaz8MQd7b1gKZicGsnjoJ1sGC0g2WEAg62OssM5WNr6Gc5vncqw9h3ppGvGYkcJ9JITiQw8wL7J3dDrKgA0aQObTnoSGHyJszsXsKDf9/SUALWvpT3215JRFraiRf86PBdQWniXO1772DVngviC9nRsWp8Gnzakto4lE20FnhPKy5cvfihoB1uN+zCgsx66ptuxPhWIj48jFw/PZe7QbnRp3Y/Bi89hfyeb6FtuuK8by5QhA2lruJxFe1zxv+qNx4lVLBnVk369hzF0zSWcbiQQfd0dz91zWDBeF932Tfn60/q8+6ke3afs4fjtxJeE52zyM65w2WEjq8cPZkQ3iTM+e586n37Dl4NXsfjMA5K1JS+qplJJjjjLSXNdxnRoTf8pm1l/3BvfEB98zm7FZmRnenfUFXCz55DvNUIv7uLgxOYMkDY5cNYe9p33lZjDiVNbxMaJD+sxaBbmR24R/CCZAok1A3dMYEL/QQwyXs7yk964BUmMYreI7ZO6oKszgeGLT2IfkfKzcj4fnn8yDMV5qdy/dIDDi8dipN+Bjt99Tt1aX/HPL42Zsl3gOa1Ae2dU6ThT4jXnlSOZONgA3XErWX7QjeCbYgccNmM9thf9+o3EcNlZ3MKTSLslkLZY7EhXXYHLuSw57IzHZTn3xGrWG4l+Ovan99TdHL71mAcC2n4HZ2Pesw09dCcxY7s77v6B+Dus0gaK9eTcQXOPcuR2LvFPsfFvwnNuLNnXT+G+w5wZo3Tp3aYhjWvX5pMvdei3+DTHngPPaiCenLsk+G9i7aROtK79PrU++J6OpvvYcTWP+LwinmSFccd1NStG90FviDkTN7hw2jOAUPddHFgyHP3OfRk0Yzc7PG9y56YDLmvGMLx7HynvFpYc88fL7yKBxy1ZOEz8WJcJTN52CecH+T+Ld54PzxWYVkJuTDB+O6Ywuns3OvSewsxtZ3AIlHp02s3+ufoYdO5FlyFLWekh/bIojcjrZzi5cgZmg8XXtpJY/+N3qfXdIPpbu+Ms8Kwt9y+RPCTc5Z7EMZ4XJX4pj2NcnM9w9vAKlk3qT7+Ovek9fRer/NKIemrAT72qkOC7lUOmrenUsA5vftSR5sPWsu+G/C7HXxye1d8EUqIu4LRtvtgDXfq0/ZqvP/mIOs360cXcnrM/wnMexRniw49JHN6vAx36zmLMJk/OengQ4LiGzbMG0bFJd/pN283Rm0nCKFcJOjAbi4Gd+LbHDMYuPYGjpy9+HsfYO9eQUe2a0nHYIqzsLuLtK9y2dBj6OgPpaLSLDSe8Cbzsieep9Sw17IBOp34MtT7H6bAkcp4qm5LXe+ZZApd/Knj+j//mf771HZ2N57Hz4gFCXc3ZOKYh9d//gL811kPfqnzmuSiA+PADBJ+15vixTZz0OMWtx5dISzjNDa912B9eyckLR/CP8iZaQPW+dBy34+Kw7TZyXAyD6+llHLSdy+YdK9hnvx13751ccl7JAdv5bNqylP2O+/C6405MssCtmnme9g2dG71Dne/bSyBuxaKN1mzfNJ+te+RZXvZci/YhJcOX1BgHbvttwemIJdvWmbJixSzW2a7k6AU7CRal/CkCpA/sCLu4luNH1nPa2Ra3S9s5e3I1Dk77CLrvTZyAogZ8FUAof9Wu4ymPznBT7n3u0Dx2rJ3BytVz2LBnrZT9OFei3HgsZb/uKb9NaUGnuu/w9799ToNuo7DcvxsveXaCtmu1gnBJWQL49w7h77Ray4ed11lCov1JjnEUZyz1c2YDJ5yPcvWRF8mZl4gJPySdWJ4lAZLDZTfuxcr1Mae5HSD5kbJulfysWGnBxr3rOeEuYH/fU+A4iOwkJ+7KOY7H1nDkxBZcLtly/sxqTp/ZhsdVB67dOkaox1pO7JzL1q2L2Ll+ihi47+n/3VvU+rolrdSSRR8vHsddJOHeYQKcbTgshnPDGnPWbl3GvtN78brmyqPkgLLVA08B89Ppt+E5n9IM6Ui7TZjUuSM6gxaz8kI8jzPyyY+9gJetMUbdu9JrzHpW+edwLyGVJJ+d4kyGM2zSYjGgV3mUqXbILJagtohiMYoquH3yJJH464fZPb0/w3oMZMyyc7jdSiWnKJ+MRwF4bTbCWK8TLYesZJ3zbR7kV7z3Via/Cs9FAio3j3No0SQm6HWh/bdf8EW9OtRvM4z+y6Usz4VnMY75MUQ4b8V2QkcGfF+Hj+u35Ivu81mkwXMK6SnBeO4wY+qoiYxY4ohdUByZ+elkx/vhtHwYo3V06GW6H1uBxoTIILw2GTG09yB6GW1ht98D4qXc+Um3iDxliaW+Dl27mzD1cAieOcIfTw3p/RY8J1934YIA15zhXeje6iuaNajNR5/r0F0c9E/wXExO/FV8N41nZv+OdBy6hKWn75BUmE16fCDum43l9258P3wjZifucSvwDC7Wg5k4oB89jLayL+ARycUlFCTdJPLMYqxH6vLlNyMYv8FNgvR8sTNKl4UUCjQWFkrQkRHDI58DHF86keGjZjNs+UXc76aS/sxQ5a/DczbF0b7cOLmMeeMl4O3wHc0a1uOTOk1pabgMK69UbpTDc2laBPcdlmI5rB9Nu81h4dFgrqYVSl2lknftGC4b52IxZxMbTvvg6ncW+1XjNFDqOGEXx67EECd5zo0N5uGJGVj07UZHvdnMsQ/BLy2G8NBj7DMfzaReUm/NGtJI2k7dViPovdznd848Vzg+0UWcBJCbRzBnQDtt5s/S7ip3s6Te8lJI9d3C/hn96N5uCH1nHcQh5ArRvruxUzMjfdvT5rsvaPBhHRp8O4hR23xxjCqHZ7UUPPESNw5NZ/qA/ugNW8xSl/tcT1O6ieSR3yZWjxJwbdOH0TYSmN/N/RH8fxOes7O4dHgvC4f2pU+bb/m2wYfU+aIl342zZa3Lz+G5OPEaNw/MwGqYLu0HWGHtGMbtXClz6j1izlqxdVJPeg8UR24n4HDHnxvy20IDHbr1M8dKvQqQILrIeUjanYPsn92PPt1HYrDYgUNOjngdtMR80BBGm+9mT0g6j9KzKXzsyjW7qUzR601f6Vs2HgnazGiF/BY8l6TLs1wXs0kAvpOO3GfnJTwS1G7JyTx2WskSQx3adp8uAbUHQRnxpGX4cWnfQuYb9kavdTO+qfcedes1ptXEnWxX8FyxQVSpmrkrksDvp35RWJhJRqQ7rlvNmT7CmElz93Aw6DGxT8H+i8Oz2nMhlpRAW04v7UNfgaYGH3xBkxYjmLDFBy8tcksi5aoAwiIjJg6bjunuIJyjS8RPPiQ1dAcH5gxmUHexzZsCOH4lDJ9ji1gybAADhy7A8vxDQhILKS6MIfXOKc5smIfl/E3YOMUQElv8s9cvfg2es9NS8D5+kEUj9enT4Qe+rf8Bdb+Qv6MFnstnnn+SHIqyrxJ6dh0rxvSXQLgVzRvVpX69z/my33ys7CvgWVL2HWL8trFmoiFDRy4UEL9LULzUcfodoi+tYV7vdnTvOJaZ+4NwexjFdfdNrBEb2UfAzHhLIAEPc6RtZBEfepIz5l0ZptuHLkbb2eXzSIOwiuL9Kjw/yedJwW1uum1l05ShEp+1puU3Ek/Ub0w93QUY7Qr7CZ4zJL+uy1k2UvpQ/6lMOxjKxcRicgviSL93giOWBgxp1xmdqQfYGRDNDe/9HDDVY5j+GHQXuHEiVKC+JI/UCFccFg9hnJ4uXacdYp/3PcIvO+GyeSozh3Smc/Nv+KZ+A95r0JceU/dy4tbLwnMW+WmB+B0TcB8skNvuB76Xfl+vQVO+GSrw7KBmnlUtSSqO4lHQTlYNao3ODzpM2iSAeydT/Lfaf8GPi8vFl3Rri47RelafccPNaTs7JnRjzKhZLDgsdRSXSWH+IyLcN7NOvyl6fcYzcWsgHtcfkOizhTMWPRjQfzJGa8+LLsVnSZ8qjnLn+hErlllYY7XDmfORab8Lnoukf0e47GDnbANG9GpJ26afUa/ON7z5tckz8JxMXMhhbCf3xnDIZEauvoTT7QyJEErIjruK194lrFi4GEtbN3zvSizkt5e9M/oIUE/A0Moe54hkMpTvjLyIz4bxTOjZi24jbFgXdI8bMW64bJnE+PYd0R1mw0bxaQmZ2eQ8EBDfNJGxXbqjO2kbGwKyefSUTftNeM6OISv0KOfXmzBxUBe6tm5Ew7qfUP8rXQYuOcPx58FzcQ559y8QsteIGUNa83X9L6hftw29Zu5j57V84gX8imJdCT5oytS+/Rk4YxdrfZKISs+lOE387WlLZvWW/jXSmgVHfAkUCFODjxNHmTFrTyDn7uVqM6C5wiMHLQbQp70BI5efw+5mLlqXLpdfhecnhWTc88LZZgyDdA3pM20nBy/HkCg2viD+CrePmjO7n8RSuqaYnQrDLzeF8BA7Di2YgHHvTnT6/ksa1n6fus0HMXC5Oy630sv2pJFoUvuyiLLXmq2WVCT6z4wmJmAPexcaM2GEGXN2enIx4Qnl+3ZJ088lV9pA0G4LFvf9kvZNPuODhjq0GbWBfdd/LzyrjMSTdO8sp9ZMlzoWvbX4hi8//Zh6P/Snm8UpzqmAR5NMMe0X8NxlgnF3ifvGb2fppWyiklLIe3gO9y1GDGrSnJ4jVrEl4CHX717CbbMJk/v2pfOUI6xzeUy82qk+I5LrdpbYDBKW7DOF6Rt3ccJ+BWtM9NCRfw/bfoOLEh/nFWaQdt+D81b9GN2lPd2Nd7Dd4z4JUrin3MDrDM87foTn//Ef/4v/8X8/4qt+45izbxtuJ2b+Ap69Hwok57lx03ku26d2Z+zQoRgtk8DoigMPr6/nzKqBTBiqyyjLJWx0P8fla/u4uHUUC4Z3pn9/PQYN7c34wa3o1bkZrTp2oteg/kw2HciUCV3Q6fgtbdq2RnfCFOYdPkLA3YvEByzj6PQmdG74T9775FM+79iFDt3b07FlU9r36MXQBcvY6XGWqEfnuHdpMfsWSBCn9z3tJeBv0aIJbbp2Qc9kFsuOHSHwjhNR/tYcW9SPcYZ9mTB1CDPM9Rlu0J1hU2ay2cWJ27GBAnzKaAj4afUUTGa8A+EXFrJnQV8Mu39L+5bl9+7WHf1pZqw7tQOfsHUcWtmPUa0+5NO//l/+93++wT8EjHoYWbDdzZ5bqUFkquXd6hvQKWe57z6H7RZ9GD50MAZLNrHfz5W7odu4uHk48ycMYNzsBewPdCIi7iQhZ2exdnpfho4zwmTbftwv23HtghUHJD9je39Hu1Zf07xFU9pKfgaZmmFzyo6rMb6k3t0rDX4Us0b1wXC4PtMtxDkO68zg0SOZu22dGMg5bLPQwaDbt7Ru05LuXZrTq1VtvvnkDd77siWt5+0UeL7I3ev7CDhswhIBvl4dpNzyrFbtxGkNG4XZtu1cuCltQi0xV3X2svCc7sGlnUZM6NSZ3oYrWK8MvtqUJcWLgP3TmNJT4HnkGmx8c6ROkom5uJlj84cwctpK1pyNIDGv+GcdrkziiL9xmL0WYzAZbsrC/eqd0zKLWpx8g7D9syRo7kor/SXYOF7nrgTjT9/jX8OznFWaRqZA6jWvczid3M/WpVOZpNuCzj2HYWBziUsSaT89caZJcSpFjy9yccd8zPS6M0T6XZtO3Wiit4BFp0IEnlPJSL9ByOktbFy1hbX21wl8qN6DUTv2hnBxzShtxqrnlN1sc7tHXGQwl7bPYsI4U8Yvd+BCRFrZUqXch8I7q1g5UoxVt/EYiZNxFfuY+YLwrDZky024T2SwK+6n9rF/9WwJzqTPtRuArqkE5lce/wTPcaF4rR/LjP6d6DzKBptzD8hUS9dSr+FrO405Bt34buhaZhy9TojHfo6Y6TKi7yD6Wpzg7O30svzmR5MqELbNpA/NPuvB4IX2Am+FZP6s/lRbuELosRXYmIxn3DxbVnjEcidVHNIz9fzry7YLKc18RFK4Dx5nj3F091KWTetPvzad6DF8GYs9U7WZZ/XmTWH8VUJ2m2Ks35cmQzazyVkC1VzJh5SvJOU+0dcCCAi8Tti9h9wMdcFx7VQGDZvF8OUX8H2YiRZSZd4mxX0RS4f0pJvOdGYdCcYzJVsCyttcu+iI05FdbF08lcl9Wos9G0HfFT64hb8MPOeR8cgPt0V6GPdsh462PFsNTqhjEojcsePsEgHnNjp0H7uRPX73iL5/lVt+53A8upkdK40Y16MNbVoaMmGbjwbP2ghwqQRP0mZvHBLwHzeZsXP2cOBmCo+1/CWTfOMgO010GNS+F8OXnsc1XILj8rz/FjwXS3ke3riK55mjHN5hw8Ix3ejVvgOdjCTvzj9ftp3zKADv9aOZOqAH7UZLfr0lyFaHC+PJCtqE3Zx+9Os9CaNt7jgE+UjQtRzr8WMxnLKFPVfikeYkkkJ+rBOnlhpioGNI/3kn2Xv2AsFOO9m6ZCVrD3ji9biYDAmiSfEk3GEWM/vq0mfCBqwvxCNq+VF+E57THpByfiHrR3Wnc+9ZzNjvi19akQRQGSRfXI/NiN606zYF420X8cvIIKsghofXPLnkcISDW5Yyb2h79CQo6zGlHJ6fnkb5mYg9e5LE44D92izl+Mk2LNjrT1B0trb7boW8ODznk5MYxuV9Fqwe245+A3vQvEkbOrQbw+Qt3uXwLHYqXMBqz3rW2Oxij4+0/xzJRnE82bf3c2zhUIZ0N2TIOj8OXZKgdNN0pvc3oP+kDWwLS+ae2h2/NEeANIqo64EEBohteJBNYnbpzzZP+zV4LszL4+Ht63g5HuPI7jVYje1On47t6DBxM4t/MfNcRKm0k7iIAPzOHefEPtHn1EEM6fAdHQbPEdsbocGztn4lW8Dq6kmOrpb2s+449tdSeKjW2eZFSSyymUV929Gz/Sim7fbD+f5drnlsYf3EwUyYtokVDo+4qy0EEbsoMOpt3YcJ/frSSfrbFo8okqVsFVr8dXgu5klJMolRlwl2PcWpA5tZO38CI6Vf/6C/AJNdV7lWAc9p4cQ4r2alyURGT17NWq8H3NQekk1B4kXO2YjP6NKBnsa2bPG8RqDTataN7MqggVMZuuUmF6PKBowL44Lx3zQeU+lfbYatZ4PLLe48iuBuyAXc7A+wd/U85g7tTvOWQ9Cdvk/g5GWXbRdQnPeY6Ft+eJ06zNEdK1k8rgf9O7aiw2j5b4cogWeVIzFcude5574Six4t6NDcEPMjEsfGlwXWRSm3ubFrInP0WtF5iCXzDzlyzuMEx1eas3bNfuz8Rd9qi+bSBB767GTb0G/p22cM4zf54Bp6h7unF7NjXAt0h0q59gdyPUUtF5V7Zz6WuCmYEP8Qgm8+5GGmwM5TbfL58PwTYJYW5Wq7uIe6n+bMfmnvc0cxXECk9g9i47d5EiT+SqId6bb3uO+5Fush3Rk8bD6mB8K1lRdq1/minBRi1XL94MsE3YomNjWNaN/97Jur9q1YjPnuANG/dhdICuTqPlNM9XTpaSjA7X2Hq1GuOG2awNj2ndEbtY5tgdmk5hdSFK8mIkyY1LWbxNhbWeuXzcPfA8+F4tPibnIv8DznT2zn0JapTBWI7tSivwD9qefAs4BjfhwP3HdwyKw3E4Z1p23nbjT/SuLmGXvZfb2Q+EzxdbePcWntKEb0HIzhkpMcvJtHkipc4X3uX1qPtUFHeuubM2WzK55eZ/E/toG1q/eyV3zAtXSpL7FHRQ+OcXyBwGv7Adqkw6FrOWQ8Fe/8Fjyn3vXl/LopjB1vhvGa83hGZakWKBfelf61lCWGvdHRMWHa0Stckjbx+PFNrns5cd5uF9tWmDG5l3BBl0EYrnTH+WYFPD9PJF5Ju8GVIwtZOlV87uyd7PZ4QLx05x/jmPwYkq6d4MDciYyXfjFA2n/T9gPpNH4Te6/F/U54VifmkJN6l/AAV1xP7Gf3hgWY6rejW3d99MQHOv4485xBUYIzHrbGTOreXWKIvazyL+JxptRFghveu8RmNP0BnaE2bJL4IezORdx2mDF7jAlj1/hxPCwfMeHSxRN5dH4lO8e2orveREysV7F3tznzhuvSw2AB0x0StL0zlL0tiLtK6OaRTNdpRfsh1lg7hBEhAcTT1vv1hueu32vw/L/+x//gP//zr9Rq3YchC5dyZOdk1o5p9Aw8u5OS7YjfgVGYd6jD9180p/3o2WzzPMpN73nsmCRg+WUDvh4oDe3wMS56r+eweXsGNXyXOh/W4ZPGjWj+bR0+r/UG//zHW7xdqx5ftfiK1q0/o2GdN3j7H//gvSbd6G6xhhOB53io4Nm0KZ0+/wdvvPMO7372OV80qkvdt/+bN96uw6c9RmO63ZarV3fhtW0wkzvVpdFH7/Jx/bp89qWcV7sWtZp0pe+c5RzyOsplh+msH/oFzT+X5zatz7ff1+Xjjz7isy5DMT96misPAwT4noZnbxLCt+OydgBGHetR5603+bBuLT79RJ7x4Yd80qwLgywt2H3BmvWWuhh8+y51/+t/8z//13/z37W/lUBvJhvUbttpgWQWlsNz4klunxqDpX5jvm78LXUHWrDg5FECXBey2/gH9L75jO96Dmeuw3H8bu7CdVNfxnf6nM+a69LJYgPHzqySQH0gxp0+4fMPJR+f1KJxww+o/VEt6n0vQcRcG+yvuPLg6gbszNrSu+kn1K//Cd+2qM8nH79F7aZt6TNrJrNNBzKpvVzz5t/4x/sf06DRJ3z56T+p9fZfeLtROTx7nCbkwkL2zmhHj69q8dHHdWjYqA6f1fuQOp8JRI+cyXpnB6IzgshSdfZS8FxAaVYwgYdnY6ZGGfUtsDoZzq3HicTfsufs2vGM7t6HAVNssQ3LI0oCjSindRyY1ZthEyWo33wKlwtueHhKcBd4g2v3k0jOKZTOmULqw0u4HdjKzk2HsPdTOzGqTvuEgoQwQtWyQf3utB6ygjVOt4gSAH/KJv3GhmFqRLGAvJwMKWMid30OsmNKLwwHDBMDegmPX8BzKSXpEcR7r2PXAhNG9hvDlBH9GDVYj5YDFmrwHJaZSU5+LNFh3nhf8sPnlgTFinhL0sl8cIGTCwwYptOH/nPs2OcbQ0rcXa677GObrQDMuTDCE8oBOCuSOLcVrBjZB52eRkw5EISHOMmnR2J/DZ5VDZUKQBTl55GdlkhCqAM+qw0ZrmdI3xkCTz/Cc6m05ZtSj9OxEsfYbfA85uwL5k5iHNG3XbVNNKYO0KXj5N38f+29B0CWV7avf+//lnPOnDlzZibd9JgyKaZoNBqNBaT3DoIKSFFAsYu9994r9l7ACqKIHcECKiAIoiK99ybo81/7AxSNsWTMRHNZM1sjvN/77b3X3mv9nrfsPVHA8/zhFfj76OFg1g3rsfs4nFBS199VaRRfWMHqAea0bf6jjM2NbIkpI69RIr57u4CcqE1snigJx7EfAxcf4mDmHc0xDy3S+wR4loPV9iia/WsLKUo/wWkBwyGWplj3aAzPIoBvhhM21w0XG2va9FnLwh0niI46y6UL54g4d5mYpHRJ/tWUVVXKOBPQ3rOS2Ys3s+TAFZLzlLiRkZYfQ/ahMUxwEGg1kTm37QKnRWCXCjhWlhdTWniLhOPrWD3QDBvLnlhN/7XwLALpuoCjnx6uOp0wHriOJWEZmm231GJ8d28EcmhWd2w7dEFLxvv8YxkCGJVUVZRQlhdPyrmVLPa2xKxjdwG6RvCsFi7JieZm2Ho2LF3Lsu0nCc8spe5hcRkbF+VnXkbYdDbFedohQhNFtNfX/UnwrPaFvl1VIX4QUEg5x+H5nvSz0MG478/huTAxjP0T7ehlaoi2zzo2R6RTrL6nNpvyK2vZM6Ub9kY9cZkVzOZTl7hyYhcBy5Yzf90RTqYKsMqx6kmU8lt72TlB4NnICdtxe9kQdomkS+GcPqS2fLlOSvldqmtKqLy+h3B/DzxNLLHpv0LEQg7JAogN9sTHtktSKTo1j1X9zDAy6k3vuXvYE59GZmYicdvGMdzeDC2rUQzdEE50idpFoEbmWxkVFXlkJJ3kwLQeDOjaAssBKzTwrLbZeaTdLqI25zSnVg9nUA9neo3fzPKT6ZotfBrb08Gz9LdAZlbMbtYLrPWxMsJ9oCtWhqaYdJW5vFD6KFOOUneTMmO4EnGcsDABjVvFmv6lXOLO6QWsGCQi1sgdz1XnCThykN1TPXAzc5L4PY+1kec5FRPF2ciznL0QQ0xyJpmFlXX74j80jx8Hz2qLvmqZd+WlueSmX+TIAi8GWutg5P0oeJYTq/6tKqeivIj8rDhObZCYa98Bs+7DmKCBZxX75bjKPEpuRXNOAOnwicvE5lRK3JRYXxjD1SDJBYba6On5MHLLeU5I/12/HMTeJfNYse4w+6KLyNK80FpF8ZVgjk4ww93SEh3PpSw7nkK+nL7Bi4+HZ1UTqW91hcSIIgpzr3IxeAkz3Y3Q7T4Wn8bwXHKL3HOBBKyQ+bsmSIA+F/VkvbqLVJkRwp6pzrh11ca43yqWnYjgxC6JRTZdsZYc23tjCidlCKhur82+xGWJ46O7GdDOYoKI2EsklMjcVHs7F+eRGX2A/VNcsTBwxnzAWrb8aniWtt2pEd9JbinJI/vmOY4u9sbPRgtj9+kPwnPxeRKCxuOr1ZYO7UQvBSRyQcKHGtm3866RtNGXCZZt6WI2gIH++zlwSTTEkf0S86O4nCr1ljl6pyyJ2H2zmGzeClNrH/pLfgq7KDlr/VCm2n6Hkes4xvgfJvzceeKiz3EmIoqouBuk5JRQIoFMs5afKvX2JHiWxlEj41LtoVustgPaP4uZHtZ83n5AI3gW31VdIPbAGPzM9HHoOQ6/jWcJiogjKlJtXxRNdHwKN6UOpbdrqamtJCc2jMMbF4qPA9l6Ill0Qd0jvnczwzm/uj/9zSTXO01ldvg1aXs4R1cPZoCBNmYOY5i67xpX0zNJu7iFgOmu9NCzwHbwelZfLCe9Udp/8jvPAvdqf+XyEsoLEilIXMeGsT1w6GJHzzE7fw7Paiu77HOErRzDiG6mePbtIXqtB8aKLwbUw3NhPqVnVxM8zgYbfYnf8w6wO71Cs9AgNWmknPFnoYu0w9Ib1xlBHIk4x03RR0ePnedCShHZIrJqK1LJj1rByv4WmGr3kFgbQuBVGV+NQuDj4fm2+OoKZ/esYvGKzawJjiEpt/5pguIEbu4fz3ipv6GJL4O2X+KU9FlxpfixopQSyd9JkTtZ208XO1Nbesx6HDyLx6rSybksYDzSFQ+XAfRbHEpoUmmdLzXHyNzIPEfcnkmM8fDA3rQnA12NMRbNpN/n18CzMhnHNdXit2LKy7JIvXKYLaPsRdfYYzN6B3vuwXMZNfmS3zf6MdRCD32XmfgF3iQ6OZn0S1sJmOmGeSttLHovZV3ULRJTo7kYImNgyRpWHbxBZNodVMq+W57Bjf3TWObSHn1zL/pNnsrqJb4MtjfCwHEyIw4XEJWnaiXHZ8Zxxd+T4cZt+clsOCO2neVCmejK+hope3Hh+ehynHTb8Lf/73/xH3/6E3//rz/x5hft6dTTi9nTejLZ5Qs++hk8B3DM35F+bZrR4r3vaNttIHOPbCQqdCgLnT/h208Fao3d8Vi9kYNhM1jT/0dM3v0zb/z1Td5v8yM6Fp3Rby3A+up/8Oe/vcGbX7els3FnTLSa83mzv/DK+61p2X0ESw/vJD58MpsFnrsIPP/X6+/x5rcd0JWO1mn1Bs3+/jqvf6WP88jRnDoylg0C6frN3xBg/oL21qY49RHB2up9Pmz2BW3tvZiwayVBW/oy0+p9vn5bQP21v/H626/yytvN+c7Kk4m79xKT1nDnWT1iHSkliKTTY1js+QNdP3yDV9/8jNam+thYt0Hri9do/u7HtHboxcidS1izti9jHL/hx2Z/5U//+T7vdbDBe8Eigi4fIk09ti0Bs0Jz5zmA+H3ujLX7gi8/+pxXOopoXLmQ/Tt8mWz9Oe0FiD9ua4yL/wb2HpnH9jGdsG7zHu/8YIrOiHlsWjWQRd5t6PTZW7z2fgs6mevi5fEjXb5+TwD6a74z68OskB2cOy9ixbc1ev94lb//VdrbTP5+9Q0+7qiNzbDe9FHvDH3yKq/9+Q0+atceHfP2aH/7Op/8/f/WwfMIgdWDqzmy0Y1RFl/wufTTBz90xcFdT4TqV3z/2Wd80cWRYes2EJcXQYF6z/oRAP1keK4VjX6Dq4fns9DdEFtTJ9wmb2VnaBiHNk9hprc1ZoauuE3bR0j6bTLzM4kPkMnp2RErGxts3X0Z6OVOn97eeA2bxfT1RzmRlEthjSSxUgHw64lcS7jJLbXFk4qXdysovn6cw7NFHJsa0Nl9KSuOJpNZ9WDEezw8y2mUyBEhoO76ZUTvZN1gU3rY/gI83ymnKPkYp5f0YZxPH3r2ncqMUT6MdjGjs/VYEXDniS5WWzpJnQtzNJCRW1ROSWkxJZmXiQ9dwIxexpibuuG5MIwDCSKOKksoUosMJd3gWroAtoa4JHlnx5Cw1U8EianmsdWRuy9zQfL1077zrAnk9Ur2To1apOgwUYt64mrpiIXAs7rzXIdAkriKU0g9PIsVAwW8jHvSfeRqNh05zIFtM5na2woH0+44zgxhg4itmKP+rPaRJGNij8Xo3YTEq/VqxQSeC88uEdDQp9UHLdHru06Ccxk5956Gq+V28TUubR/HZC8BQM/pzNobR4ok6sZrSjXYY+FZY/Ih5bu7IgZKoogWQTnK1gI7geeJxxvguZKia9LPU7vTw9Kcdr0XMXr6QvznTGD6uNH4jZvP/M0yzhJFWJbdlnFWSEHaNeITb5KUXiyiU77jjiSslHCubvRmkJkBunbjmHQgjkuSGTRbrqn0UVtI2oXtbBkufWXt/E/Ccxh7huniot0RQ981LAxNQ7Ojzd0y7ibv4OA0Oyzbyry2ljYcyuRWseoD+SLNI7QbBeDVlfvueGvgubp+wTD5o7KAsqzrXE+6TtItGZeVIuzV+Ki+yvVjs5jSXQ/jLt3wXnya0ylV9xL7k+BZmRpnd+4KBBVcIXyFD4NsdDHp9zA815InMLJzpCU9TYzQH7yNXecFhFX97uZReWMbB+e60N2gG06T9gmgZZKankq6jPGE61maBYjUJiB3KpLJvbySVYPMMTdxx3XeCXZfyiW/IF+AKpucvCLKKmTO5Vwl8dA81g8zk1jkgvs0gZOrxeQ0Cg9Pgme133fVtQD2KbFqaIVd35lM2ypAdXQHmye60t3UGiMfgfuQRG6pbZrUZ5QvpKYlmVEcndeLYXpfYTVguQaesx8JzzL/ilIoOruUDSN74Og4BL81xwlNKX/gKRNlTwXPauX1zAvE7Z3BKA9PbHoOYNL8YfTvYYO1njt9Fwg8Z8hhMm9qKosozsshOyuP/JJySisEShPDOO0/iJHdzTG1H83k4KucOrOPXRN64iRz3rTXaOZtWMyihZMYP2oUoyYuZMG2E5xMzKXkEXucPg6e66awGr+VVJUkcWalL352upgKPI8XeL71ADwrU8eqb5BYUp7CxZ1TmN79Jyx7CDyrx7brYQS1x3Z5AfkCs1k5BRRJXCwrzSIz5gBB872x1TJDX915OSJjq0zAujCDtMSrJF3PJL2gpm6V3ZpC0s9uZqtvV7qZ22MyeDObz2eJNNVUW2OPhWfNUffrW1OZzrUTq1ngZYpBj3F18NywYNjtMqrybpGadI3EZLXPrYIz+VxtOoXxG1nnZ4ddZ2NsRmxj87lIjm8TgWqug5X4Z8CuDCI0d4Ck5F8hSXLG5B7GtDUeyZhdF4iRuKYJwepJoqRjHJnlgY2RSx08x/xaeFZW17Y7d9UTSglE+g9grIMAksDz+N0PwfMBBc8/8OMPPRmxI0Fzx0rNlZq8RBLW92WsUUt+0vXCZ0UIIalZZORkkpeTT4FafLMki+z4YA4s8MW1U3ssek1mxqFEzifGEL68L6OMvpT+HILvhMX4z5/Ggomj8BsxjalLA9l37ibXJXg+JAmeDM/K6h+fUBfQssIWsdDHli873IfnKrUEWekponcOxddAtKSDQNQciekL5zN15FCGjRRt4B/EvrM3uFmsnqwSmCiUMXhD4tL1VAH7svoV+u9QkXhQ/OJKLyNLjD0XsuqyjBX12OyB2cx11sNK4KvPjF3sljoHq51MeltjauxJn3khhKZX111crbcnwrOab/I/DZjdzqAmYzs7J0ss07bD+RHwfEdtlxW9lVWjfelm782wqcOZOMkLJx0LgefV+MdUk5GfQ+HJJewebo6FkWibpYcJkcSvtmOiNo/081tY5dUVc0t3HKcGcyQmjYriXLKVj0vKBBxlrl4P5/wmPwF0Y/Qt/Riz5Sxnsh/cHeHR8NzQ+LvclviVJ/n7apL4PUPlbxVv70g8PM+ldQMYaCnz3nYUEw4mcFmGZt2+09IXMtczYw+wbbABTuYKnsN+GZ5lvNdkyZgOHMcol+44ec1kVlAc8cUNB6t5W0hWtMobok09huA2aCbzhzriYuuIscDz6kvP+ti2OrDOb+oRcvUUWuGtU+ye6ISHvQO2D8DzbZGpiVwJWcACDxP0THtjN34Xm/bs4eD68UzzsqFjB2dcJ+3l0M0icsoLKRT9eUN0QXJmOXkV6psk1xYkEL3Bj4mWbdCzH8qI+QvZtnIAfmptIIeJDAvO47ykSgXP1ZkxxKxwZ6hOS9rpDWDQpnDCy2o1sbLBXnB4bsvf/8+f+fsbzfji/b/S/NOv+FbbnP4DzRng+A/ee/NNDTzb1sNzfskujq3sRt/WAs/vfktbh/7MDt3IucNDmN/zY77+9D0+NHbD3X8dwWHTWO37I0YCxW+9+jHfWDjQZ3wfhnb7hi4f/4m/vf4OzTqKcBzUm1F9O2Lwxeu8/dbXfGnmy6wDW7kUPoWN/b+lyz/+xl8//JrPTJzxHdmd/vZf8M0br/H6O+1w8PQkLNCbua4tafVqM97/vAv2owcza0VffIw+46vX3+YrHQe8/RexeY0P0y3l32/9F395/V3e/64NXSys6TdjOtsiDnM9Ry3SVQfP5RURIop3cSnYm9Gmn/PN39/mtU+1sR05kKmT7PDRbsY3AqTNu9ritnYdOw5PYdVILcwEav/2t29oYT2AecG7uJxVt2CZ2h9Z7alcWbSPa2H9meHyHa0//IS/fmOP66xxIopd6K/zAV//1595p0UnjKctx3/jRFb1/R7DllLXziJ+Jy9m4/xejLVuzmfvvc3fvzPEZewA1vt3p7f+Z/zj7+/zcWsrBm9bR0jkPPlsS3Q/+2/+8tfXeO2TFrTpaoDzMA/GzO+Nb7d2dHzzNV7525d06OnCwLE98Db+mHZv/xtvfPljHTwfWErQCju8O31Is79+THMt6aspXowdYoyT3g90MevJqPXrNfCcL23UwPIzw7NM8DsyGS/vZv/UnnhZGmDi4M0AEVhD+4ggNjfDsPt4xm2LIl5EZGHRLaK3jGWWY0sM9fUwcvTAQ21VYCsBWN357StwtTuKCxkiyh8Skeq7akpvcu2YPyv6W4sYsMN63G4CorMoahyRxJ4Ez3WmglQVWZcC2DDE7BfgWYJsRTo3T29gVX8HfPoMY9DcLWxbNpaZHuZo29TdeY4uqW70uEol1WW3uB59hMMb5rJ4pDNOpuZYigCYvi+O6JwH75LXmXxPVR65l/axf0pPXExtMHKTz564QYr8tjFoPv7OcyMT4VSZdISLi53pJX2rVtu+/9i2WFU+pVcCOTjPGw8zIwyt3PEYPpzBPg44mJhh1m24CLFYwiWyXosQETnQkG6G5hj4rmN7dHadoCy5prlTPs/lRz5/9ws6eUliPVtKdkPevltE6a2j7Jvmibej9MOYrWy7kKvpq5/3wdPAcyMru8ilwLGMrofnSfXwrGC0ICmEgHF2OOh04BvLfjh5DmCIlzu9ezpia+VIDx/xxZZwTiWLyJZx9mBd1LujGaRHbGHPaEucDCwx67uCVWdSuCVD5t6wvFNMRtROto2wwtHGGesZvxaeyzWPbR8ab0pvnR/p6jqPKXsSSRNKv1tbTPnF1ewcrofet9/Q0mIsk4IySNEoFLEaEdqJm1k7SOZC54fh+VGmGiDnvBHCMYmxXmaG6JsPYeLOGGJz60FQHfUU8FxnInQKE4hYWbeAmqlvHTzn3xuw1eTG7mOrwKyTsQlGwwPZHZVbv5VWAVVpgRxe5IaLvi3dxu5m1XkZO42Vk7LaEkpTTnBh2xBGOxkK3I1gxLbLnEqvqZund2skBN0iK+44R3ctZ9EIF3ysdLFQ772KGDufK2K87kwaezQ8N2pbbZnooCjObx3HaBF1FuZqxW/57tHSXw7GGFr2wW1OCLsv51PyQNyp0Tw2fXy+G376X2H9WHgW+Eg7T/yGvkx0NsdWxNWiQ/EkirJ7GB2fDM8yTqoLyLu4m5C5/SSeDsFprD/rt09lUh877PXd8Zl/jGMZEmPqP6Gx6lJuZ8WSGLGXXcsmMMlTxrGlIw5D17DtciZXowLZNcYGm646tDfsic9QX4mn7rg52Ymg7knP/tOYtSOCcxnlmnf+GvfEY+H5ngnwlyULgPXXvCLyy/B832orb3E5YCozu3fUwPPEgDp4/plV5lN26wLRYVvZME/GSy8rdI296D4ugL2xOeRJR/zcK1VU5MVxfsdkxtv8hIV1H1zmHuFQUskDPnk8PDc25ZdMrp9aw0Jvs0bw/PAAb2S1FVRnRxKzZzQTXM0x1HPDa2Go5KRznNw8lKEmOlh2G8ewfdmcz6vvcxG8N3aOYoazCT/oD2PE9nNEl9XU3wGqpTL5BGGzPbExfh7w3GBy3sKrnFszkHHdumLmMY0JjeG5/BJJodPx02tNh5aWmm38TtxSMCk5KSuKyIXO9Gv/Oa1/kpi8LJQjefUrWd8ppCD9MtGHt7Fjvh8j3W3Q1XKg1/gt7IrL5FrqZU4s6s3gzh/Q2cAOK1cR7T598HVzws5axnrPgYxYtJ89F9JIlz5o7OOngucGK80g59gSFvnY3YdnGeSVCusKj3Jhs8yzLh3R0bbC2mcwfQb2k9xii4PabtNjFCMW72PPxUyyG9Y7aGx3ZTRVZHAzdCnL+1lgJX5xHLuTAzcLyb5dKDllB7snOOFuboCZUz8GjhrJEHdbHEVDGDtPZWrgZRJKpf8bTbgnwnNjq83iTtZOAqa40aOr/SPguYqq3FhiZZ6N8/bBpt8C5m5YyLol/fE0EHjuXwfP6XlZ5B1dwA7Rk2YC9V4rwjiSX43maXIByUzJjet8dbCwdMF+cjChV+uTlibuxJEUsY9A/2lM8bLCztQOmwH+rD5xjRsSLxv32uPh+VEmn6/KIevCDnaNFQ1q4oBZn8WsOitjQn57T9uJNsm+EiT1r4PnnjN/GZ7VRbWCmN0cnuFEL3sPXMduZ6f4V8WROquktvgKl/fNZ45Pd1wGzWWiv2iDqR54OzhhqoHnX3PnubFVUZIWzt5JTngKPNs9AM9y0pp8MiUH7JnqioOhsbCRFz4DBzLUw1baZ0lH+ymM3RpNjGYcP2yqz7LJjgti10SBbO2fMO87h/k7tnNo6ygmOOqgbTYEj03XOZUqWlddNL91hpMz7fFs8w9adfLGd/0pTsq4bKzYXmB4XoaTiK2//8ebvP/Ztxj/9AHtv/2IL79pjYV9J2zNPuGt1xrgef6vhOd2GL7zGu++3w69gSNZvHsG68Z0wa7V33jnw8/50nEII9fNZ+MiO9x/fI/PmrXgS2Nvpu3fTFT4ZDb4foPWF6/y1ndadBw8lUXbxrNkaAd033uD9177DjsnRw5tdmWq49d89XeBzG8EKCePYcWGIfhZf0HLt97gH52tcF04n7UrBJ4t3qLFe6/w+rfa6PqMYPGuNZyJDSYx87S0rX7hKwW65QLPBVs4t8uFATqf8Okrn9CstSO+S+awc2NfZjp+TPuP/sq7P5njsGQ9gSfnsm26wMHX7/Paa21p7Vz33nKyWrxLcydbwfN5qspDSDk/lmX92qPVvDl/b24og9iXOfNt6PFjMz75P/9HQPd72g+ZzbQ5Q5nV4yu6fvM+n5u40mvpGjbN6ckQw3f58P0PaNa1J35rBBKO+DHZ8Tvavv42H39tgOfaVew6NZ9lPt+i+4//5pUPvuRra0/GrVpG2NlVhAYNEMHVmnavN+OVZp2wGD2eldtGs9S3DZZf/ZfAez08B63g4GonBnT9kPf+/CbNWuniOHowk6f7MGlYD4aMH4P/4d2kFEXWrWj+EDir8mR4FrtTIYAUztnNIxnXUxe9Du3p2KUT7X/swE9dbbEeuopVJ1LIqK6htCiZ85vHMc2xPaam3XAds5Sl69eyao4kyl4WWBraYOW3Cf9TWSI6G0UZScjqSqGa3EHzfehnYYChnYyRrReJSKt4IJEoe27wfEcSSeZ5IjdPYpBjLzyHLGH5/mOcCZzGHIFnLZsxjN/VGJ7VB0W4ZUogXjqcoWbaGLb7gR90etJ97Ga2nk0lRQLMQ9WVfFpKSWok57ZOYFwPA4ws+tBzyn4OJhSqdP1AMnlu8FxTRmXGWc5tm8TEHrrotm9Lm5868dOP7fhRyxYr3yX4n07hemUNmbFBBE+yxd1Yly4OE5l5IIYrRSVkJYdzbnV/hhl+zrtvfsqPffxZEdEAz5KF1GqdkUuZ7+2AU7dBDFotwJrW6BL3Q/Z84LmYgsQgto+0xPLbD3j/6850sOqDx6DRjPTzpa+9LkZaRpJQF7AwOI5EIc3GqfhuVSGFycc5sWYkwyw6oWfmRZ8FIgyuFT2w6u4/D891D1AriCjLvETUEheGm7Wls/kg+i0J40xqPtk5ySTtncz8Ht/xw6ef8pW5jLcD6dz8tfAsPq/KjSN273Tm9DHFVL87liKGNp1LI6PRJHp+8FxBTkwgGweb0s3IDOMRe0RU5tX3kcBzpgiSpW646ltjPyqQFZFlZDVmizuVVOcnkHB4KSv7m2CnJ/F6iD9rI1O5Ls7QnEZtw3JDxO2GUQx3MUW7XTvadZBj/Vax5ngyN0tq7l/wEHsiPIvAry2XcX9speapDLuuP9G+XQe6dJG4+pMeus7jGb/9PGduldffRWqwp4Vn+XdtHtmx+9jtZ4ynhSWuUw5Iv2RTWPNwZKjzxePhWdpXFE+sCLdFvi70GjCPcbvCCT28iHki/h303fB+FDyXpFFxYR2BM9xxNJI50vYntK188V0cyqmUYlKjdhEwQh+zH77gg6+10bL1wnvYKMYM60M/R0NMdc2kjUtYeDqLuAKZQ42q/rvDswBlxpEFLBvuhJnWT3Ror4u2gMfIDec4+9A75XUmYFd2i5Sz21g/ujs2nUX09xZhfyCR2AJ17+e+/WbwLOPudvFNrp9czfrhoidMrDDoOVPmUyzXsmW8bR7EQIFnC6cJ+AVlcyG/fvwLxKYGjGG2wHNbncEM2xrJ+dKaOhj9l8OzqpGUmmRSIlcwy74tuhJ/7ccGsi3yFhn5qaTJuN/hZ4TVJx/Qoo0L7ksPczivXtDXXCdR2r9sgCPOWu3o9JMuP1oLjK45SWRGHpkC3kcXeNDv+1do+VVLWuk7081b5v1IPwa7mGm2zTLoNpLh/sc5nVbywEWz5wPPcnxuKOc39Ma53Td8I1qvjdqGq/9wRo8biF8fS6wMDDHsrnZyED+INnmQxWSuyrmLrh4gaK4XXuZyrOMY/DacJzZfdMydcopvHCd87TBGOnalq2ipn5SWkvjTUbcbDiPXsz48lQzp58aj/rnAc8MJa7LJk/rtndmPvh7D6bc0hF3HtrNv1UC89SX+1sNzWm4WOUfmsmWAxAKBZ59VRzkq8KzJ2JIbM6MDRf/rYW7eA9sJda96aawsnfILG9g9ywtnUy1+/F78bO6Nz4LDHIzLIa/h3aF6e1Z4vlNdTMnNU5xeP5IR3URLWfviMTuEo9frLoLdO/tTw3OtpM3rXA1ZwGJ3Xex6im9XnyNC4v+9WlTlUpYQSPCiYfTtIfp01h52nwzj0EJv+mngecFvDM9itaUU3TjJmQ0jGWTdhQ6t2vBTB7UWSt3YMRddvfLELW5JbGicDzVxqqaE4pQznBX9OcbRAO3OAsVzdrM3OpKoI/NZ6KGHtlZPjCeEsuNsCln5N0kR7bNxgA4mH8k8bidzct1xjr9M8Oyo4PlP7/FFm854ubTBRudjvvzkI77/8Uvatnufv/3tjTp4Hv9r4bkthu+9xYef6mA9YRY7zixn/xwB3B9f5cPPv6V136nMDtlE8KZeDOzyES2afcWXhl5M2SfwfGYy6zX7PL/O++1NMJ6+ii3HFrN1kh6WH73FR6+0wNbOloNruzPR7is+/+vrvP5hK7S62dKnnxkW7QQy//YaH3eyxGXBPNYsFyg3f4uvP2rGR3o9cFu8kTPXwykXwCstb7xidD0852wgYosT3l2a89HrX/BuJw9GbVzJ0b3DWOn5OV0++yvN2plgNXctgafns2uOKd2/+5A33mhPW7eJbIkSUNbsBa3gue68VVVHSb8yl80jdbD68kNea/YTRl49GDneEOPv3uKd//2/+esH0ge9xjDIz4ORZp/QqcUnfO/Yl6E7NrF1XneB+Wa8/0Fz3jf1YlLAGi6dm8wC9zZ0afYWn3ypg/OK5Ww5Po8lXt+g+/nfaNbiJ7oOm8OuCycpKj1AYvgQZvdqRZvX3uWV9w3oPms+e47OJmBSF5x/+BvvfyMib7jA8+EtnAocwOye39Lmrb/zyjtf8IOVHW5D+zJp9hhW7FrNifgj5JWd/cU9sp/qse2qTNKj97B37kCGONvRrZvAWm9P3F264eTYg+79ZjBj5wWicirIL0on6dgmdszyY9LkhazYd45zCQlcOrWTndM88TLuwo+24xmx+TIJBSKKNd9RQ21FFrlXjxC2ejRjXc2xNHfGZdwmtlzIlGDwkCgUe17wfPd2LjkXA9g+tS/de45moNqzMPoSyYdmMtez7s7zhIALXCy9XR+Q1AcLRUSf4fimmZqtfHqa6qNn3A37gQuYv/8y0RmNgq7Y3WoB51vSP3vmMH+gPfbmdtgNXMisfXFczft5kvhn4bkOE+4IIGRJ2/cStGQYw1zssbPvQQ9PT9ycJUnbCez7TGHyjvOcSi0j98ZZojcOYWx3gWdtWxxHSFu2BbBpzSzmCGBYt/mQ9978jE7eq+vgWelDEYPVqSeI3dyPQfa22LjPkFiRKLCqqcAj7fnAcxEFV/ezzc8co0/f5a3PuqLvPY2p63ezc9c6Nk/qSW/DH+mg5yXCIJTQtEqKGvwtvihIOk3E9unM6OeAub4NdoOWsvRIMtdEPDUW0c8Pnu9SXXiD9IOTZc7roq9lhkmvsUxZvZUtW1exYrwLbtr/oMUHn/Kd5Vgm/qo7z1LzmlLNe+7xoatYPrS7jEuZR25TGK2AIq30gc/8JvBsKPA8UuLExfwH4DlU4NlF4NlO4Hm5jJ2sBs2nAeerJB1fz8ZJfXAz1sfUfghj1p0mPLWEogaRUyNxIjWCi7tnM3OoK47mBhgbmGLnM42ZO89L28ofWK3+SY9t360uoTJNYt52GTN9nejRTeJCT3d6e7ri4uiAvctQhixUsJspoC/zqP5zKk49FTzfVVu8JJAYupgp1j9hbuTCkI3RnEmpeEBYNdgT4blWBHdSMEGLhzLI1Yv+M3cTcOU6FyNWstjHnm7qzvMCETbqnef6jyi7W5ZJRWwAIctHMMDVGktDtee+B70nbWb7+Qyij29nyyBtTFo1593vTNDru4CZ6wPZG7CStVPd8RTg7mzeH7e1MRxJrqh/mqDOfnd4LkomK3wdm2YOwN3eXPrYBAOHwfjO3cv+S1kCH9Kv9zqjhuqSFG5dCGDv/AH072aBgbqIMH8/++MLyX3o9L8JPN+t4k5pCqkXdrNtRl+8LY2wdBiEz9wQQhKyKCk+R6TA8wDjOngeHpTzi/A89HeF54bZoLaqOkDASHNcO7RER+17PHMN67atZ9OS0YwSqG7/4cd81qYXHstCBZ7r7zzXpHL93A6J0f0Z4mCKpbEpXS196DtbfHP5Okk3Ijgs88v7m7/R4rPW/Gjvx6DFO9m0O4CARf0Z69CerlqSy/zWS64TuGs0758bPGcf4tw6N5zafMFnzdvzg6Xkz4Wb2asWiFsxiiF2WujqOmA5bCu7L+dq7sTWDTUBXvUaweWDHFkxhJHOMi4tPXCdqB7LzyKvvFrGdxpp53exa5YvA3vY4uAosb+3B249HURLOdNz4Bzm7r5IdLZAaqO2PQ94rlukq5bbuZcFFOV7BkrMG7SIxWFxnIsL5siawfioi5cD1rAm9rbmznNOqMBz/6eF53rQE91RHruHw6tGM8TNDnMDXQwtXHEbJz47fo2kfNFSjQLVs8Dz3apiAUiJ3TtFc/qI5jBzpNvQ5Sw4eJXkxquQKXtaeL5bTlX6KU6sGoKvgTa2EgfnHErhWmFDwJP4URDPtQPTWT7cA+feM5i2K4YriWc0rxj4duuuufO85nKm5sbFbwPPNdwpTyUtKpDdosO9He2wsOmBS69euGvGjovkw1nMED13QYJf2b02yndJ+4rTojkfOJeFAyW/mdpi4j6LBcExxOakkxqzm8Dx3bDpoktr85EMmbmaDVvXsH6hjHvr72nz7if8o11vfF9KeP7PD2mpbcqEyRb49vxGs8/ke+++ybvvv8qf/vwaf/7K7J+D5/cFVj/Xx27KXHafW0nwfCNc27/KR1+2pO3AmcwP20bIVjcGCzx//Uh4foOPOllgOW8Du8JXEjDdENtP3qL5K19ha23FQf9ujLP5nM///B/86d//m1fefpsPmzfj7Vf/m7/819t8odcNr+UL2bBSwXMzvlVXLG18GLx1P1dyomS+R2n65D701cNz9nrObHSgd+eP+OCNFryn7cW4Las5HTyctd5fov2Pv/JWG0PMZ60m4NTP4XnbxRBuPQTPldXhZCevZv90c9zavM+br3xDJ1sjevfrTIcvm/Hmv/87f/vwU96TgN/D1UbA/QPaf9mCzl5+zAzbSsASR/p1fZP3JXF8ZNmXqXs3Ehs1nSW929L1bQXPWnRfuoyNYXNZ3Ocb9L54jY9+0MdqxhqOXIsSnXiQGwqeXVvR+vX3eOUjE1zmLuag1P/ATB3cO7zKB9/+yI8jVrLiRDBxEXPZP80QxzZv8Ppf/sKr737Gt4Z2eEyfzbYzB7iWe4aS8sZ992B5IjzfraQ2/6xmj8VRjlbYOg5m1GoBzHMXOHdEJtgUCfzW3ejutxb/8/mkFJZRkn2D1ISLxF1J5kZ2KaVVVZTlJBG3Zxbz3HRpr+uJ69xQwjPL6hLqnRKKRRyf2ziciT0EhLqYYuIzn3khVwUuqx65r+4/B8+l9XBbQ42I3Nj9c5nW2xFrX7UnajxxV+NID57MDDdTuliOZPS2CM4XVKi0Wm8C+9VF5N2K58rpfQStnchoFyNMjOX8Y0UYRGZQci+A3hFASCRJhPSygeaYddZCx2kcYzaGc1oIqewRd6KeDzzL73IuE7VxJNPcrbDuPozBiw8QeuE8Z8I2sXa8JMNu3TAZsI5Zh9LIzL5G1vnVbBxli2W77/i2nS5aZtbY2BlhZNyR1l98xhdvfYmR7xpWnRN4VjeXxW/5F7YRPNoQB1MHbIeuZ0tU40edfm7PD573sFXgWe+zFrzTxpv+K0M5djOHjKwksmSurB6gj35HS+xHb2XNpVLS62+GV+clErNnJvN8xBddjdHqPo3x26KIyiyn/IG7jGLPDZ5V0s+n+sZeQhe64azdmtYt29PR0BJrO1MRWNr82Eri6gctJNaMZ2pw5rPDswBbTfEN0s5uEh9Kguwi4GMqAm1JKCFJJeRIpRt/5DeD5xF18FwHWgLPGQLPSxQ824gYCNRceKmD5zvcrcggK3oHOyaLwBZoaKct8Dp5F/tic8gWhXMv/6v9SCsLKM5MJOGcwMa68czuZ4qtsS2OI9ezIjyLG42G0ZPgubYkldxTS1jrZ4+9XW+8Jq9nXehZEaTHCF0l4qG7CL4eExi/JZLowtsPzPunguc75cIIRzm7big9f+xIZ7PhkhtSiBcx9vPZXueLn8Pzfai5I2Mn5chClg3tiYPzSMZuiCA29yYJkcuY72WLnY4LvWeHEnpLRF7jqtQqYBNIuB7NhcMb2TLTmwHdTDCz6Uf/defYGrAZf5+umH/fghaG/em7+RJHk3IFjONJPLWcxX1N0BfxrT3qEFvPCSQ0UoW/OzzXiOAtvMWt+AhO71uF/3g37LW6YmAzjHE7LnEm8259X8gftUXkJh7m8GIfhlh1QsewJ90m7GDdaYFZEYMPSe7fAJ7luIpsSq4dInTZALxNtemo3QPncZs0UJVWVs0d0SHntwxi4C/Ac8qu0cxS8Kw7hGHbIrnwuz223TAra4SRYojfOoyZjt/TqfWPMn9NMbK0xs6kKxZdWvDN59/xWfve9FkRSlh+PTyrx0GLMki9EknkAX/8J3jirLa0chrOqM0nCbtwjOB5vej97Vt828pK/LSVnTFp3FSPEMds5cgcAQUdfQydpzPl4A2uNbpQ+9zgOStE2u2MU7sWfPWDE2Yjd7MzMoW8wjwyYw8TMNYBF0MjtLvPZPGJ66TKtNCMoZoyigXswjeOZqjFj2h3lNjefxmLRMckypi/XVtBTc5pTm8YzTB7S2x7+DFhwzFOCAhHHlyuGcOuksd7jtnM+otFZDTaVPe5wLNynfR/UdwBji5wE5ZwxXNyIMFXrpN8PUhgtz+ekhNt1eKv0eWkZGWSeXheHTwbiV5YqeC5qg6eauvgeb0GnnsKPO+/D89q0c/STIk7F7kg7LBjvi8DbMVnpn3oJ/noQEJJI7h7GnhW/SBF8kBlTjwJQXOZ722C4U9d0XOeysRtZ4lMK30EFD8lPFfnUHJpA9vGOGLS1hjHsVvZHFNEVsMDdHfLBNiPcmiWJ349negxSvJxeDY5SaeIWOqFj103jNznsuL8LdQlz6pG2xI8N3i+W0p11ikiRYeP7mGDea/xDF17nEOnT3L20ArWTPSQPGCB49BVrD+fR1qDZFT6vSKFxLAVLO1viU1XbdGfMv42nif8ptKft6nIusjFzSMZZt5Wc8GqnZYJJpai9U20MO/8FV992op//NSPARtOcurleee5Dp5f+fOHtDZxYPY6X6aM1MJA3a3887/xn3/+d/7Xv7/Cn54HPH+h4HkOgWdXEDTPEJd6eG4n8DzvyFYObunFoCfAs/X8jQScWaWBZ7tP3+JjBc9Wlhxc5aCB53/8+c/8+S9v8sFXX9Feux1dDbQwtLLFZ+IEVgWv5eAGb6YLPH/3yYd8J/UeviuYhJwL3Ln98CPH9fCctY4zG+zp3elhePa7B89vCjybzfQn4OS8n8Hz1uifw3NF9VnyU7ZxcpkjQ7p+xLt//4RWXX7E0uFHSQYfy/cIvH7VnLckKBkYaWPX+j1af9MWE78JrLmwnaCVCp7f4P2PPqa5VV+m7N1ETNSMh+B5KRvuwfPrfNLeCPu5Gzh2PYrb5UGSjAczy0XB8/u80rwOnkMECIJn6eH5UyN4Pn2cWzd3kxQ2hpV+MtBbyff+7b957SPxu6MXozev57Qk1kLVxgf67355IjzXlFKVuJPdU5yx6WKGqddi1l4sEHwRK75I9PaxjLSRIGY/gsE7rnFZIs790NHIqgvICV/H9mFmaHV2wm5CIIfSiuU81VRkX+bintnMcDfASlcfYxcB9U2ShFIrKH8EXCp7LvB8p4iKlIOa/fDcDHTRdR5H/4UBbNu2nsBpksAN2/PNTz3pOX49myMSSRZi+dkDybfzyRdhdmCKE8562nRynCaCL4YUEZrq4Zk7pTc171NvHNuDHoY6AqR98Z0fTJAAQu6jbkOJPRd4vqv2lw1m91h7PAwMMfFeyeKT+ZrFPmqKrhCzZSRTexrS0nAEzgvPckXAqSQ3mov7FjB/UA+6WVhiamFPDw8X3Hy7Y23QiY4ftBRgWMvaqPK6ulenkhQ8h0XdWmNs1hs3EfBhycU/76NG9twe2766j20jrdD7rgMfGcxgVtBV0jQKRkJ79h6OzO2GfUc9LHz9mXOqmGS18EfZDW6eXMPyYd1wMjZC334oA5cd4/DVovt3ORvbc4Rn9eixqFxSTq9n9VgPettZCDTb061nT9wHudLNTh/tr3/EyH4isw5ncqv+Cbing2cB4/I0ETO72TvHm94izrUNXXGduJVt59LJEIc8DAjPD56ryYnby+ahpjgaiqDxC2DPA+88B3BooYJnaevYPaw6qxabk8/eySM/PqRuqyQbAwyNumPnt4YVR69zXXz1C1NDhFkhJddDOLnGl36mWuh0G8PgzbGcV/uJ1Nvj4blW4k0scev7MdKuM10dJjBh+0XiNMuDl1J03p8l3uYYaHXHdVIAe5PLKbrX108Hz3erCymM2sy+yU5of29MF9clbInNvXcB52F7PDyL6C6Ol/7vz1ArbbqIAPWatoHAkG1sWT6Qvuad6fK9Pub9FrDoSDJxWbdFENV/tLGVX+dW+Er8h9lgq2uK/sgAJi+WmNBbD+t2HejQU+bQhSKuabpRve8Wyr6pTljpmNCy91ZWHbtFYSMy/1fCc+qj4Pme3aYmP464oNmMNmuLbgcznKYHsS2mTAS6GmellNwU0bdhDKO762GkY4rtwEUsOJTI5Zzqn80LZc8XnqUO6n3KpOOcWjOCcT0NMNaXuTxgMYuC44gvUnlC+rX8PFHbBjPYWMDTYRxDG7/znB/PjR0jNe88t1XvPO84r3nnue5bfi94liPK8ymJD+LYqmH4udqK1rPF0s4Z554uDHHVx0anM610+tPXXwCxUMZC/efqTOZ4YSJX9ksucPoBfV077CdsYX2o5Kx5bnj98AGtu/ow0P80F2UCavpBNF/yvkEMNNXB0GYkQ7deJaZRQ58bPKvHtte64vxTS9oYDsZ9RRwRDd0kdb60qi9+VgZ0Nh/BxJArXBH33b5TQVX6Bc3TMbN8rNHtqI9+j/FM2qqe+qm/8H67kPK4TWwf1x2LzhZY9F/JlngZp/Kru/mRnN04nCHmXdF1Gs/I3TdIyLuvpZ4HPBer+VCTxY0jS/Dv3RkLAWWrAYtYvnMHgdtnMHuIDSYt29HFcjB+Wy9w+EICcXvnsW2gMeYCz+qd51CBZ01qkjicfmGXZiVrCwv1zvNBjiQ+nMtlfpTdIvPCetYMkXwn+dhs0GoWHRWN0ugVoifDs5h6dafoGteOrWb18G446ImWshzAoKWhHIqXXPKoifyU8Hyn+DopwVOY627Ijx164bP4CMcypJ0NVZQ5nh65RjS8MdZd9DHxmsHUDSEc3LyQZQPMsOiiTVsjXwavDCH0eq6A6/3Hpp8bPAvgl8ZuFh3ugoOuJRYjt7A6oZrcGhkjhec4t2kEfTt/h57NEM3K92p9E82uANK29MgNbJ7gjIuxLnpW6vH5IPZfLSa33gd3K0SLXt7H3rn96Wdnio2VDVYOvXBR89hFfKbVhZZ6gxmy6TQRLxU8d22ngefvrVyZs28GKxd1o/dPb/Dpn/8H/+v/+5/8j//zd/5N4NnmifA8mHk9BJ4/+Y3guaM5lnPXs/P0CnZOM8C2AZ6tBZ79FTx/wad/bcab/+gkE7YfczdMZsWa8Sz1n8nWkM2cubSDs1v7MENz5/lDvrX3xW9nEPHZT4DnjfXw/PpXvKvlxViB55NBfqz2/uIePJvPegZ4lv8uytjN5S0eTBXgb/7a23za4gvad/2BT79szbctPqFDx+a8006LVq2/odOX79KitQ7dJs9m/5VdHF3tiK/A83sfNtfceZ6ydwMxF6axxPNBeL5/5/l1Pv7RELs56zma/EvwvIhgqf+BGTq4i18++LYdP6rHtk8eJSX9EGnxazmxQ/zbvwvm379N8zde4a3Pvqe9+zAWhOzlVvHZX79VVWUBJeHLWDfIFv2uEiTH7yQ4rUQCy13uVAo8HVku7VDv8Pam58IzhF/Lo6y8lPISOaasiqp6+L1bmUdexCZ2j5TE0tkRm7G7CErNE+GZys3wDayVgGihLSLaeSzjN5/hRHIRBZW11EqcuR9m79s/Bc8S5DWh+XY2pTEb2C0i16ZTZzobOWDt4YuPjwfeNh3p8s0nvPtJR36y8WPU6mCO3MwhtaSMwqJSyirVXR7pg1qB/9xrJGwfwwRHA4HjIQxac5KLFbcpqc6jMDaA4Hm98TTXR8eiL97zJHBFC9CUqMVVVCV+bv8cPKfXwfOdHHKkbct9TCXY2uM0IZidV25TIX6rLU0jI3QB6wbb8MNPbpiO2svx9HzyywvIS7lEzIm9BKxfxcqVG9gauJP9++ZJYnXA6LMOdFNbVcVWUSDJ7W7Rec6sH8xAre8w6jaWEQIxFwVifqFZGns+8FxGUVIIgePsMe6gzae2i1l8KKkOylRqLwrh2HIRP110sfRewYywfBIycym9vFnmkCQRM1Op71AGLz1EWLwkjgpJMo+q9POE57tq1XqZE5lXuRoRrNnTce2q9azdIuMjdBWrZ3nSs4vAvuNUFp7IJq0hQz0NPNfIeZOPcHz1SPzsDNE36oVaEX9b5A2uF9U9ufFw854fPN8hL+EgO0aa093IED3NattZdfW7m0fF9W0EzXGhh4EjPScHse5SufR3BbU5Zzm7ZRyjHI0wMZHfj/Bn3elkEgurKLstYlnqd+d2JVVlJRQWSvsqqkSgqnrL32VJJIevYq6nMYZWfSU+nuTYtfvj6PHwXE3xrbMcm+lIHxMtjPutZEVoMllqqf+75VTc3M+uCd1x1DLDYeBqVp0vbrTA2dPBs5pf14LnsszHhDY/9cJ89D5O3Cqq277rEfZ4eC6hMu80B2a501u3HT+pC5g9+jJgUB/6OEtMafkPvvigBa0N3fBcHMrOqEJSc4opk/hbXFpOudpOR60MfUf6MO0ER1YMZIC1keSGFQyaMI9FXsbYd9JD22M+S+MLuK4RltWUppwmZHYvzcI03/Rax/Ij139XeBYZLm2Q82m2oCmmqFSApEZtVyQ5QoRl5pX9bB6gTw+drpgP3cjS41kUVZVTLQAYu2ca8/qYYqJniZnXbBYeuExMupxH2vOoaf9c4VmgqjpX4tje2Ux1NsBc2wzHwUtZekjFyjJKpSuUyKVKjgnwY7ipNha2oxiwM/P+atu5cSRtGVa32rbJaMYGRBNbrlapV/Z7wbO0vUbmZ1EaaXHhnBI9uGXNavzX72Tr9kCOrRjANBcDtC2GMWj1EU5m5JJXVCwQWEGFjMk7d9UCRsXkXdzHsYnmuJhYYNZf4GnvXrYv7E3/Th/T3mwow9efJUGzLYF8b/UFroeNZoSVjCVLPwZtuMKl+w+UPCd4ll4tOk7Ulj54aLUVkBxFvw3JnK3bYwwKrpKwYTBj7UzoYjKMMUGxXBYdUFYkABa2VKNjHEys0HebwTjRMRHXCyiScaaZOeXZFB6fx8p+Nuh0FbCdtpcjWRWUq5ws8yT+4ELm9NJDz9IXj2VRRKeV131O7J+H5xpKamWcVScSs3c602zaov9De3RsPPEQzde/jy32Bq357oOP+aKVocDZWuYHRnJi23x2DTXDSnKK+5JDBOdU1d04qc0l9dxmVnmpBcM86D41hCOxWVTJ/LwXd2Ss3a2RWCSx/tiK/vQ11sLQbRYTdsZrnvhosCfCs8zxmrIM8qK3smeGO67GEvesJY4tOcyh2EyyyiQuPGoiPxGeNbOLioxoIlf0Y6i1Dm3MRH9uj+KKxJx71zpLk7lxeBaTuxug20Z0oVkPevQbwsDeTvTUa0nLz7+g+TeSi9xnMG9/FFF5lZTW1+e5wXNpKnnH5otms8NY3w2PpUcILaql8I70TfkN4kNk7Ni2xNSsF97LJbfeKqO2Jo+c2AOETOtBP0tdDO1E287dy96LGWSrPpNxq/53p0b8lX+LW5eOcnL3OrasXYP/xkC2bd9B2BJvxjrq00nmwahtkUQJPNe9LlJnLzw8q8e2W1n3Yd7h1ezdOYAZ3T6hzRsCzv/jfwg8/+0x8Pwd7RwGMufIJs4dGsS87s1/I3h+nQ86mGI6ay3bTy1j51R9rD9+k+avfI2trTUH1zoy3u5LPv37B7zf2gqfRQKCZ/0JFOE9dWw/piyTCXpyIye2eGnuPN+H52CB56hfhuec9URs7oaXeuf5tS95t3Mfxmz258SB4fh7fY6Weue5rTGWc9ay+/R8Ap4Iz9L3EqDLcoK4GTSQZe7f8sXrf+f1N96QydFSoFWbrlo/SHD8lI9afMl7773NJx++xycdrfBcsJzIawGcXe/EQN23NPD8gbkPk/esIzZ6qmY7La1mzQSeu9JzxXI2q3eeH4DnDQLP0SIOBJ7DBzO71/e0ee09XvnQGGeB5wMn57J3mhZu7f7O+9/Uw3PoHi5FLuPI9rEsX+gngacfE326YNnmbT54413ea2tD3xVrOJcXQY5mNXFp3wP9+DTwnEdR2BxWelug1dUTp5lBHL+3cmY+KWcEfH2NMBIBbDvtIGHRUcRHn+T04eOcvpgqwqfufeW7lfnkntlIwAhLunZywnb8bg4m3yTl2iEZr0MZ5GiFSY/hDFwuATEhn8b7CD/Kngs8V+dSHh9A6LLB+HZ3wrGHKy69vejt3hNX03Z0+Ko5zT7qwI9mA/BbvJE9F05wKOwAgXuOcTQuXxJAffgtzyErZAZzXQ3RMugrifgIkZIQsnIucWHTaKa6mWGuVnadsI2tkamkFN9f9fhR9nzgOYus6BXMdzPASrs7rrNOEHRTyX+xqlyKwleyc6QDbds4oTtwC8E3MkjNFai/mUjilVhiL4mYi0mQulwi+ewa1o7qid4/9Og5die7b9RQLCB4O+UAB2Y6Y9Oqjeadnzmh6SSLvx9nzwOe70paK7l+nOBp3aVtunxmv5Qlh6+Rq7kaIfBccpjjK3rhoqWPlc8KZgrgXE6I4uxKX8Y76gqgDsR7ZiAB59PIfhQJN9hzhGe1B2d1YSY5KYkkxcdpjr18+Qpx8YlkJARycElfXLuaY9VrHqsu5HJPf99+HDzX9XVNkQivoDksGdQNW5XY/Vay+mgSVwsbCYCH7PnBMxQmhbF3gi2uJnpo+axlU0Qamh0+anKoiFsjYsARe0MX3OYdZkdSGdmFGWSekjr6OWBv1p0egxaxcP8lrqjtZ+pOKeKsnMrUiyQc38eO7YcIuXCDlIr6Jz/uZpMVt4tVvqYYmnpgP1liRsPWamKPhGeBvTqrovDGaQ6Ot8RFvwumQzex8bTUV6O+qqTKRwia5YJzZ8lhXktZeLqIzHtq4WnguYaq/MtErh/OWHsdWhqNpNfSKGJzBeTqj3jYHg/PpQIx5ziyagzjXG1xcuhBd3dvfLxkzttr0/nrT/js3c9ppduTXgsOs/nUTS6Hh3HqwH52B53hXFphPUiJWCq+xNktoxhhr08rx/n0HTOX5f0t6a5tgq7HQpZdLeSGJjDd1iwQeXiOG92MTPjWbQMrjtygsNH7M/86eFb7PCt4vk1tYQqZUYcJ3rGXgNDLxOWV190Fo4zi1BMcGG2Kh24nDPutZt6hW+QXpJIfs4Mt42TsmVtg1XsK47acJSKl5NF35+vt+cGzQFFFJpmRG9g+2R1HQ4H3nhOYE6DeSyxvdDFFKlMrsSBoHGOttbC0Gorn+pucTJWxIb+tzZZYodnn2ZAfbaYwfX8syUIAdTnk94Jn8W1lEfnp17kRH0t8rNTx0mVirkgsir1E4jbRI5J7DBxHMdJ/h+iXYPZv2sLe4AsChVX1+/zWUHHtODEL7eljaoKh51ymBRxgx3JfRuh/RifrYYzceI5EzUpX8oGaKG4cHctIaz3MrIYzeGM8l/PUeersn4Pno/VbVcl3iba8vHsg/XTbo289mgEbr3OuAZ4LJa5uGspYBzO0zGSOCzzH1ZSScTWE4Dk+DLaXGO4ymlFrTnIksYD8xlfIBQDzD05loac5HXV8cF0QSoRAmhotd29ncf2EP8u9dNEzERidc5pzN0vu6YTnA8/StupkEsJWstTXAQ9ryWuuonf6eNKnlymW2t8JM3zIZ990xWToChmnEZwMWMq+0TbYGfSg59z9BKRV1u3zXJtGSsQqFrpqi7bpR6+pewk+GEK0aNLAgxGcSy2o279fzduKRKK2jsTPvCO63SczfONlbjbar++J8FxbSmlaBGdWD2OCszmmNj64Tw0gMCqTDIG5hj76mT0RntXsqqBQNOie8d0kH+jRvtdKFodeJ6Oy0aKvJTdJPSl9NtwTVxsHHHoIP3n3xdvZBnutb/jm08/58CsB656TmBkYybncShruWv/z8Fz//lbxDXIOTmOljyW6+l74rA8nQrpQ89RCTbZmEcKVPb7DzNgRt/mnCL+WS6WwU/TOqYyx1cHawoXe07axMTyFlJLGPabmcQEFGTe4kSgxSDOPRf8lXCf+0jmubBjA5J76dHWaypTdF0l8aCG7Fx+e//whLa36Mj90B+HHJ7NjZDuMPv8T//tR8Fwq8LyqDp6/fudr2tj6MHW/P0cDfJhi8z5fNn/3ucLzBt+v0fryNd75QQbP2MWsOziHDeO0MfnwTT549VtsuzkQssmZyd1a8LnA80dt7Ri0ehmHzy7Gf6Qk1B++o7O9OyM3LyNwgw/TzOoe234aeC7P28TZ7T3op/0xH7/6Oe+078WwtUs5GDCYRb0k+H78N/mZGbaLNrI3YiEBcwWev308PJdXXaCy4BA5p0azZWg7Wr71n/zp//wb//VeC2mjOQ72hgx1/Iqvmr/Jn//0H/yl2Qd8oO/C4DUbuXYzkLgtPRlm8Dbvvf8R7xh6MG7bcs6fGcds1+/56c23+biFHm5rVrHj1HyWeH37EDxHyUAO5nrEUOa6f0/b197hlXd1cZg2my0h09g4ugOOrf7Ce1/XLRi2XPx6eH1vJvXSxsy+F94yQbeuEz+7tuSHZm/w+jsdsJk4h30Z4aSUn6fs18Lzsbn4+1igre2Gw9R9HMmuqIPn2hxunl7Lqr6GGJr0wnHmPg6d3sPBtVOZMXgsU/1PciqlRjPZ7lZmk3psJev6G9OpiwtOMw5yJP4icYdmsXKABRYWnvReeIjAK4WSoO+g2WtS3dmVvxuln3v2XB7bri2hKv0cMUc2snbRHGbNmMH0GTOZPmEEY90MMW3bguYtJKn3mszMzZsIOrGSJRO98XAfx6jN8Zy6Vb+YUEUW6UFTmOWsTxdDX/otP8q5oixuXAlgzSBrHHXNsR68hiXH0kQIVmuu+Km2qTaqtj3cvucGzxdXstDDEButbjhPC2NfskamiU9zyD+5jG1+dvzwQ3fN3cLghKskxJ0kMiyUkBOXuZJZpLl6erfsBnlnlrKivyM/fmWHx+xgwiQrlss5yqLXsHGICIGvtLAevol1lwQ2G910eZQ9H3iW7791lhMLRWTo6/CZxSxm748nVfMYksjp7L0cmtcDJ20z7KXfFx67QmT4dha76mDR3oDu47exVoApo7Ra/HenzheN/HHPniM811QWU5IUzqWjQRwMO0/k1SzyqmqpqS7m9tVtHJjmip2WPdb9V7NdRFdug7Z4LDyrP9SFhKMETetFP0tjDF1nM+fAFRGc1SISVLvq5pL8/wF7nvBceuOMiPeeeJvr8pPzfJYfSyZLTYzKdErPzGfbMCssTLzp53+cgxmFItijOLPUm4Hm2hg6T2PKThHUmQLLmlPW3w2szKfo3GaCpnvTw34QA5Ye5lhO/SODdzPJuryV5X1NMDDtTbepYYQmlNzz3ZPhOZxDE61w1e+M8aB1rD15S7MVk/rd7cxD7J3ek+6dDLDxXs6iM8XPCM/ldSvxz3XHy1CbNk4LGRaQzi0BgIdccM8eD8+VGgCNO7aLnUtmM3/GNE2MmjV9NGMH2mLZ/ltaftqGznaD8dtygZCIGCI2TmGOrxcuPnME/pNJlC/WPMJXFM2ZjcMZZqPP906LGDRtORtGd8fdwBhdl1nMuZBHokaPl8mYCmXftJ7YGVvS1lfi2Ml0zR20BvuXwrOQ1l21uNzNcGI2jmawkwc9hq9jyxXJKZpOFXi+dYy9I4zppdMZo/7rmH8ohayb57m6y49hdtI+i4EMWnOao2nVFIkwVn1eNy9+7pXnB88Sn3MucXb1YMY7GdHFYhh9FkuMTS2m+LbEnYZ5eVcm+90bJIbNlHZrY2XhQ7cFlzkkwKN6vCrtLKcXuDFA/PaT8yIR90kSZ+vniUSw3weeKygvEFA+uZ/QfUGcuJRKSr74SACtPCueuNXejHHQwdhjElPWrmLbmjEMNTfF3Xcpq8MLSNfMqdsCz2FEz7PB08QUw94LmbXnCMEyRmfYfIm2xQAGq8e28wTAVKYtO0Pi/iEMtjDEvNtYRu1KJK7Rwz3PA54rNRcyYog/NJ4Rph0xshiK18pYTt+qa/fdvCtc1Ixnc7RtxzM99ArXKq4Re3g201wEQA2d6TMniLDEfEo0T0bcj7135TvzRMct7m1BJ+0+9JwTwun6C4Z3qzO4dnQ5iz110DH1pMe8M5xPeZ7wfFvGnJytJpuMuKOErlvI8hlTmDljNjNnTmbqOHf62Ham/adf0rKjHT1mBLAuLIbLYRs4MqM7PQzssBu/nbVXy8iWXKnuYCcdncNkO4FnhxH4zt7JPv8prB3mRq/+81h0MokYCeiS4SQkJmj2eh5i2gm9HlM0T6il3Ns/+SnguUogOWojy/qaY68nID9iI/7hmRJ3JaY9Tks9EZ7Vf2SReWk9K/oaY97ZFL3hB9h6Lo+Sxhc9KnLJTzjKke0rWDp7JjOmzWCG5PgZo/rJnPyJDt99z5ftuuEwbDlrTsjYl2TSsJHMc4PnkhvkHpqOf19L9PR602e1aGsZOBr1dDuTa6Ktlzp+h4mRxPNFZwiPTyH/4jYCJnZHt620zWcRq06lkFQkfVYrsUPTZ1KPu2WU5SVyNeIwhw6d4tDlbG4VVFFTKxojLZqLy3ox1EYXvT6LWXToKpmS9xv38UsBz99Z+jA/LICouGUc87fGs+ObvP4/BZ7/99/4v182hudATqzuzoB2b/L1W+/zj46muEwewrSRxvRo81fee/stPjB5XvA8hQ39v0HrH3/n1U+/52s7H/ymeDKy5ze0bvY6b77TFjsPd0IDvJjj0pLvXnmL97/oQrexQ5m3bhADrb7mm2Yf8rWB1Hf9EnY8CzyrfZ5LdnLxQB9GGP+DFq++x+tfyiQZP5x5M50YZPAeLd95jeba9ritl/pHL9bAs9OT4LnyAlUlRyiMmcHeqTpovfdn/vw//gf/t1kLPtDpgc+AHszp+wPtmv+N//if/5N/f+sTPrPxZcKOQPHhfq7v6814a4H5d97ltdZmuE/xY8t6EbbGn/PVq+/z8fdWDNyynoNn5rHcuw6emzfA8zWB56rDpFwYx1KfdnR56zX+/uo3dPaUNs7wYKjt53T58N9566u6raqW713K/qX2+BoIzLfSQ6//SBYv92KSRxs6vPcWb77bHtuJswnKOMMtgedfdee5uoCKqNVsG26LUUcrTPr7szm2QLPlSm1xHJf3CNQ4atNVEl2f1eGcOH+AA4sGyISzpufgVayPyKWwtobKgjgu7pBE6qRDB+NB+K4+xenoUI4u82aUgwirnmOZsEU+nyBCM0PEcaYEzIwcsvIEOipFhNUHxwb75+C5YV/P29SohS1uxhFz/iwR4RJ0zpzhdMhODsztja9ZJ1p19sRjhgSh86e4GLOZNaMdsZbxajt2P1skyBbVCAwXJXBRxvMQKx062wjsbY7kSnYiMSGzGOloioGhCOnZgQRGp3AjPZNMTdukjbkFFJSJgJAYrvJRgz0XeNashrqddYMscNIyEVG1Af/IQkokYFYXSrAMmMhcdxO+7eSDzeTDnI47T+yhpaybMY4RUzaw9YKAvtSpQuZf/PZRjOtpw3edhjJcLVYk1akqFWgInc2CXnq0/NqKHtP3svdmOfm/lBfq7Z+D5zwNPKuvqM29QtzWEQyy1Obzn3wYLOMpQuCqrDyLkvNLxN8mmOr2xHXKDjacDOfYrqn4GHflJy03hi4LZn/0DY0vsrIyxBdZ4otCCsulPxv74nnCs4yzwjNr2DdvBCPHL2PhvotcKb0tOUDqcGQWy/tZYWDgjcvUAxxLK6G04TseC88iTGpSSDuzkkV9rHAwtKfbmE2sP3mVq2kyxmScZco4y8zOI6+4kir1OHR9254nPN/Ouszl9QMZ4yji3mwYY7dHcbmkVpJyAtd3jmBuL31MHEYzIfACF9RigjE72DjEBnsdUxxGrmX5Yfn8zQwys8QPqs55JRTkirg9t4lgATirTqaYDljJ6qg8UsVHd0tiSD6qHqPTR99mKH2WXyA85f593cfDs9Qr7SKRi1zxNe2AjvMMpu2OJaFYQOVOCUWXRJgNsMDkJ0schm9kQ1wp9xfEfwp4vpMv/trGljF2OGrr07nfVmaeLCf7nkN/bo+HZ6nX7ULybl0lISqS82fCOSMxKuL0Pvav92OwtTY6bUywHSz9E5FN8o1ErgRMYqa7JUYmXpqYHJolIFRTRNnNYILnSTwzNqJj381M3hzE/mWDGW5jgI7lYPrvSCA8o4rbArCZ51azSvrB1MQV0+mnCbgkn2+4oCP2r73zrERuFbXpEVzZ6oevsT5aNqMYuy+e8/m3JQxmk6MupnhoyRwxlNgcyOozEmuj93Jwsh09zawwcp/D7N0XiL6VTVq6jLUMmfdZeeQWyFyrfnBrl38enuvHYk0uBfG72T66B+4mZph4L2DCnhguJEts1cxNNeZzyS4spaw6h9Sza1nb3xgHMxG8Q/ey8Vw2ZXeLyb2yh+2jbHA2tcBw6C62nM2i6N5zqr8XPJdRlHqW48tGMGPwQKasO8XJ5CLKbxdRdP0I+8dZ42YkumbkGlYE7eXAhtEM1f4OY5P+jNgkWiBb8mZtIdlRO9g7pCv2+pZYDN3EmrALxByazaa+HTBUdzsnB7InsZi86gqqrwVwcoEjrkaWWHktYP7xW9xsxI//PDxXCTyrfk0nVWLqfGcdzAxdsB0XxK5L+RIJBYpuHOXAZPGnhZXA/mIZZ9dJu3WMsOU+9LEwx9DOj/EbjxORlEpGtoCZyvWZMj4LyigtzCL/zDLN61J6P9liMWwDAYmllAjM3C6I5sL2cZLrOqNlNYS+60RbZVZqcp2y57JgmOa9FwVLKaTEnCc64jQRZ0T3nAnj+IH5LB7pgGUbiYl2Ixm96zKnkjLIunqQyDX96WtmirHXYqYeEcgvKpP8e5rzm4fR18gAS0+B6K2HOblrGmt8zTG16IuP/ymCblZQdruMmqxjhMxzw1Wnq5xjCdMP3CSz0Yuzj4dn0St5V4gNnMAQW2P0TfrQb5FozMu3uJUp80eKJn/nqfwt+bRx/n4SPKv9uKuvcuP4TKb16IpeF0fsZkdyIL6iEWDLYTXlVOTLWEu4SFRkBGc0OjGCU3tWsc7PGhsdfTpYDGPUpmOcSi8kUz7cEE+e22PbFemURCxl6wg7zLTtRNcHslV0QG61xMWCS0TtnMBwvRbomHozeKPktysxJOyfwRxPE9rpeeM8aSd7ziVzLV2Nybo+y84poKhUNHbySY6uncL4UdPxW32eUzKPq27nU5AQRICfKT0MjbEes4vNZzPqV2y/by80PHcXeH71vz6ipVU/Fh7bTVz6di4d6s8U+y/4Vr33/H//zr+1MMdu4kJOpRwVMb6fs1s8GKP3Dq2avcJbn3xNW3MDbEy+o8MH/85rr73FR6YeeK7ZQEjYDAnW7TD6sBnNWxhgP20uewWeD843xrWDgOdXrfhx0CzmH91OyFZ3hmh9xDfvtOArY4FcgeeLAs+bBrVE+x9/47/fas67bXUwte6ESbtmvPfqG7zxhR49h/tx8vBo1gzsiM77r/P+O//gR0tDHPoY0rXVR3zY7Ava2nkxbucq9m3uywyLt2n5afN7C4bF5zwKnhUERlJZfoCrJ0Yxz7U1Xd5/i9fe/or2tmZ0d/wJwxZv8Om7zWlp24cxwQGcTljG7nnyu5Yf8uZbHWjnPpnt0YceDc/lxym+sZTDy22w+8dfeV3B8zvf8IVdX8bMHMj68ToYff5X/iI//9O7LWjlPpp5ISHk5hwi4+QIFvb5nh8+fpvXP2qFjr2pAF5n9L5/nw+afcW3Rp5MO7CDiHPzWN33O/S+fIOP20vCnLeBY8kXqK4+SnrsbDaO7IrFp6+I79/ik05dMLLXwqhNM7587d94/av2dBy9UpLSSg7692CwgPlnH7bgSz1Leg+0wM3yW9o0/5CPvzPCc8FSTuWckQld14fPDM+1EihFdB1Z0Ac3fQMM7IdrIDciRgLama3smOmBh4k+hq4zmBxyjYuJZzi5xo+xtpJwbQcx0v8op2IvE31aBOX0PniaGaLnPpc5IVESiLazZbglPTq1RdfBj5HzN7J51x727N0tYn4ve/bU3wVNV7Be/95Qvf2z8Fx3YVHET60IvKpKKgRQy6QoUC1Ni+WGQNtUF2M6mY9g1JbTROaKSM44zqH5XrgYmqDTfQoT1oVxOiaay5EBbBzjhJOxCKS+y1l8KIGUFBH0q/rirK9FWx1XPCYsYdWu3QTs2c1uAZXdu/dz8Kj0e3I+6QKjjW7q/JPw3LDadhnFaZK05rjT30wPg26jGLH6GGfiRbicCWT71N70s5bAajeNgesvk5B4nqt7JjOvrwMWNv0YuDKIfeLjyCMb2TLBFXc7Jzr18mdxaDKZkliqC5NI2jGa8dad+aqVK32WHeFYbuUD2xg8yp4HPGvymlqI5MRSFvQx4yeBB6dR/qw8eknm1XFO+w9grKMeRnaj8FtzhIPhBwla6IlZh4581Vn6Y/oK/HcqX8hYk7J7dxAHTwjY3SwgS7pahlqdiXB9XvBcWyLJ7/RCtoywx87aA5dxa9h0JprzFw4TNNebId0EdnpOY/SmaOILRCjWf+7R8HxbRLX87m4VFEeSEDicoZY6aHW0xn74QuZsCGTXbmmbGmciuPYdPsWpmFQyi0SM1QuL5wnPd0tukhY6h+UDbDDUdcJt6ha2RMQQeVL6drIz/a2NsOm/DP+TSaRkXeR62HQmO2jT8QdjbIfMZerqHWwL3MNejT9k3oee5URUAlfP7+PkqgF46WujK5A8bM1xQs5e5Er4FoKXeOFlaYpF77lM2n+DuLz79Xn8O8/SorxrJAeMYZqLDvoW3njN2sEOqe+VuLOEbxrHCAcjdPX74LXgIIfSKyi55+/G8Pzlo+G5SkH/Epb7GmHW2QSjMQdZFXOX/Ht3r39uj4bnhq2qpF3qnb/qSsl3ZZSXqRgl4q5E2hC+SMSRFdbaPfCcGcKhlFqqygTKwpezZpgDtvpWmA5axZygGKIunebCgdkslHFka9od+xlHWB8Rx7nghSzta4WVUXesR+9kzaEoYi4c4KiA+QgnU8wcRzFoR5JoC0GHRoLyXw/PotoK40g5Moep3fXR0elBjym7WBd2ibiLIlq3T2KIeRcBrl70W35CBPB1rhxbwVLXThhpmaDrOpkJS7YSqMbX7kCZ8/L3geOERSSQlFOimU8NI+ifh+f69pUnix6Yx6xeRhh1MMDQayojV++uy3GSB1Ts2XfwKIdF1CZlK6F/iMOz3fCxs6ajg9R3fShn405wIkByay9zbK1647EkgiNJav/xuq9Q0fD3gedyCm+cInRGDwaZa2HXbz7zd50g4uIJwg8sYIqzAVYmzvguF5COvqgZZ4uc2mHR1Zoeozex+VgUl+JOc3TLNIkFHTA1d8djrsTqyzfIi93OiTmO9DSxwNxL2h4YyVHJg1G7prDcRx9rc09cBQZ2Xskj//60fw7wrFkuTKxMwCGYQLWqtqklBq7TmbrtGNHXLnDu4BJm9bHE1lrAdPIeQuJlvkVtkRxhirm2QJTlQPwWrGWjxLPdmtwicW1fCKGRV4hLFWC5spv9an0LHRkPThKDdp3lbKyA8skNbJ7aCxeBUSOPuUw/lEFygVr0qc6eBzwXakRPLXdqZC5XSBwRsCsrV3Elh/zrewle2hc3LSOsvZaxOKKAm8WV3C68SHzILKa4mosGHUbveYfYf/IsMUf92TTBGXtD8dPYzWwIv0jC2fUEThAANbTDYvBKZu05x7lL54gNk34eaIWlrh09xsucPZsvdamrqrJHw3MDpdVonmw6KjHXoas2bfXd8Z4q8U36N7BeS+3Zc4CQY/JdNwRcpUvu5+8nwLPoJ4rOEr/bDz+LjnTW8cRjTTzHUgTYH8jxoj2lz6oqG/pM/pb+K048RvhCD/pY22PQaxZLI29ws/buA1v6PTd4rsmnMnE3h+d7425khL7bdMbsjOJkVBSxJ0WjTXfHocOPGDpPZm7oVS7Gn+L4yv4MMP6JlgY+OI5YzorNu0RbqzGpdMEBgiTPRiUmkRAXwv4F3rhaOaDjsYSFu45zLlp0e+AsxouOMpe56bvyjMSdsp9pnxcQns/LAIjmbNhSXLTb8OZfPqKV7UCWndxHUuFhbl6cwza/jph+9L/4t//4O//+nQ3dpi0nIvUkxRWhJBwcxjKXz+j8wX/yn//5N1754GNaft+cL9//M6+oBbDM++C9YRuHjs9hw8B2mHzcjI++NRawmM/BC6s4usQU95/eoPmXrflp2FwWnwogdHtvhut8xLcffMNX5r7MPLCN+LPT2D6sDV0//zuvvPEW77T4khYt3ue9v/5f/vSXt3ivixN9Fy3lwoXlHFlog2f7t2n+yn/z+jvyu0/f4c0336bZNzpYjJzKxhNbOBvYj7k27/Pdp5/Q0mkgo/YGczX3l+D5HJUVx8m4soR9M8zp1eFd3vqvv/D6e+/w4fuv8farr/Hu110wGz6VrZeCSLi1kgOLLHBu/QFvvNeRtn2msevSIQGXOoC8D5UCz5XhlORsJny7J/3bvsrHAsn/+VEb2vqMZd6Wmexdaofzd3/nTfn5fzdvQ5dhM1kdeYKiohPkX13C3llmOLd/l49ee4W333+bLz9/g2ZvSv98o43x4MlsO3+Q5Oj5bB7wvcBzM5q3N8Vp0QZO3DhPVXU4edfXcHiRLd7igzf/4//yH6+8zcdffcy3/3iND17/L4Hnn9CasIbVx3dyZt8wFnq2pn3zN3j1rff4/KsP+Mcn0geffEM7h77M2LOTxIJICu+178HyRHi+KwG8+CoJwQuY72mClbY2BjbuePbrT183G+yNdTQr+7rPkCSRWEx6fgrJR5ezwc8Kez0RvVauuPbrh5ebLfamAs7mvek9P5iQxDhiTy9lbve2dHjjFT74+HtadxLIMxShIQnE0EAChFkvnAYsY90JETgS8RpLrmeB58yLO1k3wJBuFnbYTD2i2cy/8VM5P7OiG+QETxLRY8xP5qMYu+sC0RIEy8uuk3RAEpubMXodddG3dMbF25u+nvZY63VFx6of/ZYdlYSaRcbVE+wba4LhV814453P+aJtF3SMjaR9hhgYqGJJtz7jmLInhhOizUobrXjxTPCcGEr0Aid6mtpj0s+fdRdEzGtOpR7TTCRJLVw0wFJEiy465gLZ/XzxdrfHxkAHPWNnuk3Zz4YLBeTmiTA6t57NY0RYa3Wik4kTdl598XC2wdbIBLMew/HxP8eR5FLNI/tVWZc5u9yHvl1/oHlbge11Is6LpT7qqx9jzwbP0VzcOYrhFsZYdpvAuKN5XBIe1eS+2iLKbojwXOyLj3476VcrzF288ejjJoJHC0M9axzHbGHtsTgunBYAHqbLj+pVize/5NsOWujIODMwEj9o/GGDU/8ZzAyK56z44l5yleSbcWEbm4eZYWvuhNkUgbcrhb8KntU7/zXX93FkUR/cDbXo0tUMy14CaH160M1YD2MLD5lD+9gWlUeuVKBuNMift9MovLoRf19LzH50wHPRcXYn18PzHRkXt/YTtdSBbu0+odkbzWn+fWc66hlhKO0yMtDHwFhEXS8/hq44zplrhfdEwTPBc0E8Z5Z5McCiCwbeSyT233gAnqkpoiQphMNLB9LXtIuMK1ts3fvg6eaEvYEuRpJ8+8u8OJqUT/GtkyRs9sK788e89cr7fNyqE+11DNFX895QrbotwOkyQvKGEmnhxByWpN/PBMsuXegq47dHb5lvbiLA5Xv0zTzwmrOfPVcK6rZOq7cnwfOdilyKYnexe3ovnI100TWxx9bNm/6+4gMbATMR+Kbei5kffIXEksZ3JRU8R3N0jjODtT/DrO8SFoemktXwjJ6yErWf90Smd+9Ml/YWWM46zrYUCSmPeZ3h8fD8S5ZJ9qUVLOxjhY2WM73nHuOYei/zbjllKcc4vmoYI+x16NjZFF0HL/p4udG7mwHmBsaYOE9g6v54zmcXkpZwRPL9AAZZ6dFB2xYrZy98ejvhaqOHkbETzmM3se1yPjdL1WPGdd+s7Onh+RoRK3wYailjx3Meo3ffIuWx8JzCpZ2TmOYguqTbIMbuTCBVfCCYKkMxm/yEIPYKZLjpd6Kznh2Wqr7ebrjbG9G5owWmngtYdjSeKzmxRB+YwHDtTzRP4L37+Y+07WKAibHMC0OZF9IPhjb96D1uEzujbpEp86Jh2j8bPAvknPBnnqcBXbuNovfyKM2iiRrLu8SNXYMYYtSCT5u9L/qoPW30TOrGuoGMdfnbtJsXvabuYfvZLHLS40g8OJv5vtbod5A8a9WD3j7OuDnKnDCw0+w/u+j4La4W3Gm0T24NldeOcWRGLyz0umPUV6Dmclbde6mPsGeD5wTO+vdjtE0nDF0nMyYgWbOFXJ3VUJ4dy5UdI5jl0hE9LWOM7cUvfXrh3sMCva6Sc7wk9xy7Rlx2LhmxBzk+15l+Zp3Q0rXGykXGZF83XO2M0O7QFXPvOcwJTpJji4UTLpF8eA7T3M0w1TdBz8ETFy8vPG31MdPqikXvWUzdeZGLOZrlve7Zs8FzOjlhC5nf25JPfuhL70VhRNyDZ4Gn3Dhidsk8cTfFsIvoEltXvPu749XTDBN9K6z6zGCa5O64nAJuHVnEQsevaPPx27z20Xe06qSDrvhWxWADfUOMzXvgPmYVK8NTib8Zq9lZZLabIeZaOgKkood8++HtKkAusUjb1JM+84IJulZGXuNXY54VnjO3sXNiT7p1ssJpxHa2JlY/AKwPmkByziGO+vvi0UXg2cefFVHlmkd01WPe2bH7NCDuJO3RMuiOk5uH1NcaexPJoZptN89wNi2LgsyznN88VuKOHlra5hjYe+Dp05u+zqaY6uqjL8dO2HaO8PRKGqePx8Lz3UpyY0LYPkT65vO3Rd9/QYv2WuhqtJSBRksZGtrQvd9UpgclEpEH5Q0B+24h2XH72Tawq+hUCxynhXIgtuA+3NZK/6UdJnqlGx7a7Wit60v/gOtEShq8P78eY+kRRC8XlrIReHabh//lTLLkx40/+6zwXJx6it3j7OllZY3liG0EKsGjTG05lS/z7cB85vaWMaltQBcrD3p59cHH1Qpb0RDttUWHT9/NwWvXSU7aQ8AkWyw+e0d451s+aa2Ntp4BxkrzSOwxkBxt7TaVmdtOcCr2DKdlrA+z70rr1nqY2LuKjnLFzclc5rENNr6LWXnypnDEz98vfyHhubo2itjINYx3t6CrBBcHv8nsig4htSycnJsCmuvdGGP7lTS2Fa3tfRmxbjOxmeGUVZ4iU8Ds0GxTvE2+4rsvP6PF999jYi0gadyajp06YuY7imnB+zgjoHxglhX9TH5Ez8YDvzVriEzYTNROD8b1FEFqbonL/FVsvxRMZMgoFvbuhI0EBfMBE1h3cg8pAq6H5lvhYdKaLlptJRnJoO76ncDvB3zVuj3GA0Yz76AA/419XD00kmUDtbHo8CktPnufTz77mK/adKCr+0AmbJf2XN1PyolxbBraBWsJIrYjJrL4xGFuFF6gpvrn8KwBv8qzFGcGEhfkx2I5t/73H/GVnPvTzz7ii+9/pKuLLxO3bCY64yiZuZs5tbU3Yxw70llfxOaUpRxJCCP3Z/AsQakqktLiA8Qdm8Ay9x+w/PYD2spgc1uwlJ3hmwg/MIxpjq3R/fJT2pvY4bXMn6DEM5SURVCSu5tLQcNZ4tsFq/afSFvf47PPPuTL79uh16svYzdv4lzKKYFsf/GRJZ7mP2HQ3YMR23ZwIUPBs8Bs1h5i5TsW+0r/tPqQT//xBe27tMPUrK0M5jZ0trDHY9U29sSEkXhxGaFLnBhg+S2tv/yQz6Xtn3/7He3N7PGZt4gDl8LIKz37QL81Lk+EZyUQakspSBRBtmIoo9VWG1216aojwUxLJqRBN+z6L2TJoXiSRGBV3BbxdvMUUTsmMsVTkp+eDl109eiq3RU9sx44DVvBquNJ3Ci9yY2LG1g1SIC25df88M13tGzVWsZzGynf833rH2gl4tPAZRZLDscRX1b37nSDPQs85yUcZt+svowYKBCxOpKIm2W/vBWO2N2SNPJOrWTduH64DljE0lD5fonI1bVllCYKfC8ZxEA7EZfaWnSSBKjTVQtto+70HL2GteEpJBWWk5ccKf4VwWrUktbffcvXLb+ndRvVNinft+H77zuhZz8Qvy1RhGZQv2BRnT09PN+mKiWChC2jGNPfD9+Zgey7IgJTcyr5o6qQ8uSjnFbbtDgbY6TVhS7aOmh30UJL3x4737nMP5QkQHqX6poS0aYXOLdjuka0GGtpifAWP2vroqfeR5+ylS0XRUSXac5MVXY8FzZPYIK7E6Zu81kYHEey+Og+aDzangmeKxK4emQxCwf5Mli9pnCukKslDSJXvqvsFtdPrWPzqG64W+qhK2Osq66utNEMczcBmMBLRN7I4abEzQNTJelrix++/pbvWokvlB+UPzS+6IxhT3WR5DKnBEDK78FzKblqO6X5Axg6cCQD/C9w5rr00yNy35PgmTuSqCuTST6+iiUDu+GkL76Q/tWRuaSl3w3HQYtknCcSm3+HqnudKD0t4qXkZhC7ZwxmgPNwJm+9wNHUGiqUE2or4OZhYtf1Y4BdF76Xef/1t61k7rShjbStzffy3z/8SAcLAdk5hzmeUHAP/J8enm9TXXxdgGYqswa54zNtO+tPZVD8wNUnmZsl17l2Yh1rhneju7HMCW2BXR11YU3m/OClrD5xk+uFt6lJO0vyrpGM696F1t+IL1q2olXr+/O+zQ9taWvaB8fpweyKTCZd4uq5jaMY72yISdfOaOl0lbijhY6uJd0GLmH54XiuFgng19dE2ZPgWfVbbbEA1iEBZF87HAwkjsk5dXVkHneVeeIyhhFrTnE0sfCBi1pq5FXmJ3B+4xjmelowYMZ2tkVmkddo2xVKUskMW8SKIb1wcRmK37aLHBOSKftlXvx18Hw3l9yrO9k6eTBDPMYwaeM5zksTFWTWlqVy68xWdk71wMVYxlmnzmhLrOrSRRdD2770m72bw0l55NfeFUC6KXl3HevHuuBooPK3zCFV9C2x7jONWYHRxKsV0Bt3g9jTwnNNxS1iAqYxb7CMnUmbWHI0k8zSX44StdWZXA1dyerhzviOmMOy0OtkyfF1X19FZcE1kg4tZflg5bcuGr9pd9WVeW+Kfvdx+K04SfjNbAorr3Dl2HymOkmclvj73bctafm9jLOGeSH5pY1Wd2wHrGR9xA3SZF401OqZ4Pl2LmkXAtk02Yc+wxczeZeMx7z6ACIAlrpvEtMFrDv/0JIWUodW9XGnjWiyNm1+4Ec9B8yHb2HNyUwKinMovh5K6Eo/hth21eSXrhKzVdtMnAVK/I9zKq2MQqnofXfUUJV6nsj14xnkNYp+0wNFi+RptiR8lD0LPFeX3CQ2cAZLhrrRd5w/S8PSyG905bC2PJvSK2of9754W+uJNtGms8Ctqq9B9zH4+Yswv1lMgYBQVV4imeGSU0d3x9GoK1pdpIh+6Koj8Gw3iGErpN3XisnTPFpcQNHN4xxcPJjB3YzRl7iu3VVHPqOPnlVfhiwJISg2T+bdg4H4meC5IpsC0TxbZP6Y95jOZIG6y2pngvpfU51HwZX9BC0cqMn1BlIHHe3OEiP0MXLyY9iSgxxMzJc6lHHr5HrW9NfHpvPXEn+/41vJL3UxWP5u1Ya2HYyx6jeXuSfSic0uIivuMMeWDmS4o5xL+kxbV9qm+sLIiW5DlrPyaBLXy2ofBMxnguc87uQdknEkccxtMKMWHSIkpZqSX4xBVdLccM4FzmSiu/TvtEB2xZeTo+mMas3eyrH75jGjjwCdiusSH7R1DNAXePOU8bbzXDrZldXU1uRqtkvcOdUTd1MddLtI7BG/aYtG0rX0wnvmHvZeTCdD/NY4nDwRnhOOs3dyD1z1WvK9zOVvREup/m0teeN7lb/baGHYfTijdsVxQlLYvVh7t4T85JOiw3ozvN8giekRnJQxdm/Y1EoD004St2kko3s5063vPOZLbotXGuOhePcou5N9mfgdU5g6xA/vCZsIvCoxWX7+6+G5mrKsaI4u92P8kCEMWhSieUqyzuSk1YXkC7OErRjGYBmTOh07SVxXuUvGjnF3rCSWLTmUIGMng9z0gwQv6kdv4bK2oq3r+qw+z0rsafWDNp0sRzBqzTHCb1znRuwetk91x1lfXQiTXCE+66pngbHzJMasO0NkWgmN1ni7Zy8kPFdWXyBdoDN050z8l01hc8h2LqWeJK88kuL8w6RGLyNkgx/z5gxn/uZVBF8IIb0wkvLKCM1WS0nhc9i9xo+5MwYxY/4Y1m2ZxoZ1Y1m8aByrd68TcDzG9Vv7uRI2g8DVo1m2fin7IoNIyTrIrctLCdo8hhWrZrDt5D4uZp7k5pUNnNoxlnWrpuC/ZwuRSUfJz9xN/InZbF0pn18+nnXbprF61QhmTenP1HkTWHtgM+FJx8nOP0FO8hbOh0xjswSN6RN6M3psX6bMn4T/3g2cuHKEtJzjMtA3cn7/BNYsn8z6A5s4JQM/p1SAUvrkUeCn3uEtKz5G9rXNnJNzr1/Un2kTPBkl0DNx7kRWBaznROxhMorPUFhyiOQLSzi4Sfpg1TzWH9lHQsZpihU8q5WoG51XQXlZ2Qky5bxnA0axdnZ/5q6cw47Te7l8S4A+fh3Ht4xgmfTtPDlXwJkDJOScpbRcSulx+dxWzh2Uti4ZwLTxUp8x3kyeNx7/3Ws5FnOYtAKB86z9xB+fxTb/8azYuISg6MOkFAnEC8yqNmUmbuTMvgmsnCP9NHUIC5ZPYP3GCaxeMYYlq2ez82wIlzPPkJMZRPL5pQRvGsGCaX0YP9aH8TNHsmjTEg5EHiApM1xTr8bta1yeDM9idwUcizNIjznGiUABxEWzNYtrzZi9kIX+O9l+OFr6pVCzwm7t3Tua9ztzE08TcWA965bO1cDE7LmLWbI2gF3HLhOTod6fK6Y4J5aLR/bIOPVnnf8q/KWsWtVQ/Fm5ejub94h4Ts4hT8R645DzdPCsopiARv4Nrp0N5UTYcen/DDKKbj82OKothSrSLhF7KpTgsCiib+ZKUleLlwmwFaWSdimUsJ3+rFk8V/phlqYfFknbAk/FEZdVJiAs31mUzo2zwYTsXCNAVdee+21TZR0bAyTBxWYgPKbZTqjBnhqe1TYtxenkx4tIkbYdOZvItbzy+3d/ayWhlaaTdeUkJ/es0/httvht5qwFLFglwv/QeaJSlbiRU6knDCpzyEmKIGL/RtZL2+bMmMmcectYtnE/+8KvcjX/dv0qqdKr5XlkXjlN+MH9BIbIeW7kad6peky3auxZ4Pmu2kM7JZqoo0c4euKixKFK8qvrvKr+vFtTRmmmiNVTgezbIPWcN5s5s+czb8lGNuyTdlzLJ7u0kpJs8f+Z/ezfuprVaoz5P+yL9WzZHcbxK1nckurc46W7t6nIu871C2EcCztJ2OUs0oulTx/RyCfCs/hKwXhJRgwXQ3ewc5X4YJbMCxk7C1btYEdoNBeVL6R9D5z/TjnVRckkRR4lLPgEZ+KljiV36uqo3tkqukGuxJQjezYLCNe1y/9eu1ZKW1ezZnsQByKSScmruJfYnx6eZYxVFZJzNYLIoyEcjkwgLq2UqgcqqXxRSnGGjP9jOwlYvYhFc2fJ2JG/Vwew80gMsemllMocvluSSeHV45zcX1dff5kX9+srReq7emsQgaevcSW9mLKiLBFPAkR71rJ+yWzmzZ7JTNVnK7ax4/DFurijFl+qr4myR8Nz47bVSn2LKLx1kQuHtrF9pczf2RLPZC7PWbSWtXtOciwuU3wt8PeAr+9SU5kv4veU5LJAws4mSA4po6LxQRI7ylIucOloMEFBxzmekEOqTEjFBL9kvw6eyynPv0r8maMcO3SKcKlvVsOj4bXlIsISSYqQMb9hMcvmTmemjMmZ81eycutBQs4lk1osglkOvXO7lLKMK8Sf2s3utYtYKnNotppDyzex6UAE567lyrz++R2Hp4PnWjl/MTmJkZxXYyf8CtG3yih71NWnertbW0b+zUtcPhHMkRPnuHijUHN8XQ/fkZAmeSNVfn9kB7tWL2DRHPHbrDnMWbyWNQGnOR4j/VBawW0BiLyUc5JDt7NDxtlqzdhqGGcyL1Q8Xi9CPyRKdJVaC0J5t86eHp7lMzI/i6Wvr5wJ5dDxKM5clZilubIlVp5LcVI4EQclj61brfnuB8a61GH1pl1sC5M8KP1SebuS26W3SL0UxtEdK1m9SGKwtG2etG3t7hOSu9I171Mqv903ybcypzJiTxN2+CShEYkk55c/cDGpsT09PN+Vvi6SPB5J9LGDhJ6+THRK6QNj/W5tJbWFyaRdDCF4y3KWzVeLT83T+GJ1QN0cyii9rXnK605VEZVZscSfDCRg7WKZbzIeZyi/Sb/sOsrRmDTNEwZ1wFgt/ZBOSnQoR3asxn/hHOZKP8yev0rG72FCL97iRoHagu9+XZQ9HTzXf6ZG8qTkDjV/Ag9ESlzNFFhsNM7VlniFN7gpuuzwDolR4gsV12ctWIn/zqMcuZRCisyhqjs1Mh5juRy6nd2bxZ8P55aVq1i9ZjM7Dko+Sikhp0K0QUEa6Zckp4mG8F8k51Raao70yZpd7AxT26gVa/Js41nyTPB8t0L+f5Obl05x4uBRTkTd4IaIs1+edjXUVohOSDxLeEgoxyITSZRcX3cRWcZBpUDb9fOcDdrI5mUCmHPmMGu+5NsNEl8ir5GUI32pAcJqTb68FnGAoI3LWDFffDxztrRtOcs3BXPwbDLXRZ9UiN8ae+6x8KzRbynCM/sJ3v5LWkrlb+nPKzmklDWKtXcF/AtTuSla+USo5HeZP6mFVfdjuvhOXezMjTvByeAg9oWe50K6xJ97GuPxdlfmd37CGSKOHpP5ESf6SGKy/LxxNz8bPNdSU5bNrYvHOX1M5kTUdVJUZRpM3SxRW8NdFi2wQ2LJfNFnM2fWjR3Js9slz15KLZKxI7Gk9LrwTighW9azQWnrh/LsSv8NrN1+hLCLN0krLqYkP5lrkfvYt36RRkfNmiU5YOkG1u0J52R8Ntnltx+4edVgLxw8a6BGgK648BRZtw5y4/pBbmadJrdE4ExBT1mEAHQYqcl7uRIjAHszjLR8+ZmAYHmFAr9wivKPaH4ff2U3cUkh3Ew/wq2bQVy9so8kOT6jKJLC4tPkpx/gZpIcl3xEvuOMgJR8tuAwN5MFLhOCuJl9ilyBr6J8gdQbe0XYH+BqynGyCiIoKxWYF9i+lrCfq0lSxwz5jhQB8thALsYHcz39BHnFAoplUu+S0xTkCPQnBxIbLfB9bgeXEuQzAuZ1x0RQWnyU7FSpY7wAYcpRsoojKFF9UQ96jy7y2UbnjpFzR1zYSXS89Ft6/bkV1JZHUJgt4Kr6TPojMeMM+dKfZY88pyqRlBQeIy91L0lxAcQkhHAj5zR5pZHSP6ovAkmIlZ9flb7NPk1hmYC8fK6sXL6vVPo1J5TUa/L7C5uJOLudiwnSHxknyJV+L1V+Kj1V13dXBbyTpF650vfq5xr/yzHFJ8hJC+Za3HZiYveScEPgOk3qcG0/CYnBpOSGk6f6VY0FqWdW6n4SY7dy4cIOouKCSEwV+BdIL5ZjHt2+uvJ08CzBTu0nVymwkpdO+rU4Yi9Gc+lKknxProzLCqpq1MqSdUFHHVtbVUZ5oQB38hWuXL5ETLxMTjk2r7SKSrXan9rnUeCuqkLOKZO3+JFFBHdZpYgKOd9D0ezp4FmZ1L22htuVFVRWSFEJ8lH009hU3dTWQvKZ8gq1V3VDUpXPSQCrrRKBnC/9kBwvbbvMpbhrJKfniWhSbVOQrfpLQFu9I1P6qHapUkKJen+xWuomsbRhISdlTw3Pqm3yPbXqfciKSokZEuCkb++FZlUPgeLaqlIR2soXUt9LAhxxSSTdElAuUnulqvrWHauBcfXkQGEWGeK3BAmMcQk3uZFZQH6Z+Eo64V49lY+r5fPlde9NKf8/pGUeac9051nVR/xQJX6rUH6Qvn3QdTKO7lRTXS7JPeM6NxJiJR4K0FzPkrFfoRHdtVKpOxr/Sz1LHuUHVep8UaEWDlK+qD+7pv9qBaCq1NiR/lVj5xca+UR4rpsZUhc5T0kuObfEB3GxxIgvrqXmkK32P633xYPfIG1U7+XLWKxQ76fJXLhfR/lT2qb8UFFW8oh21ZdSmYuV0rZGnff08KwqpMaFGmMyXiulv6UCD9ZRWV3bKkvzyE2VtsULSCckkZwm/y4VUVU/PjSx4faT61smY7lajWVNLFGgmEHm9XiJuWo7HIk7t9QiaHVx5+G6PBmelUl9a6S+xdniCwHNOIGDi3FcuSbzWkRQqfK18n/90Q1WF9vkc+UCEtIXmpVLGx/UEDs07xSKr6vFX6rdD5+okf0qeJZxoeKnilEVMjYr5Xvuu1f5QvqvvIDibBFgidJnMbHEJt4iJVuEUoW6eFjfNvW3qm9ZHoWZIm4TYoiNSyD+hppDIorlvD9bhV7s6eBZPvfQ2KmLE4/pDGmXZs5L7KwQfVQl4/3+lFPnq+vfqhKJt2kyvuJjuBwjfktOJyNPxrn4TfWn5nuVf8skhzxqjKlSIrmnXNou8b2xnH0WeNbUV/V1gx8a56qGtstYKXnU96siUFRSrvpF9bFqn7pbLz7KTRX9IPFa+eKaCOY8iVFVMtcf4QtxtmZMqvjQkAN+qYefHp7V0Kirf5X4To31n8V45Udpe21FIUXZkieuypyPTaifQ+oiiYpVdfVVfqsbZ/kSqyVfxl+u26pP2pZeoPbcrtVcEKw7veoHidkV0uacVNKuXSFe+TgxlVu5ZRSpffnrz9vYng6e661efyi/ad771cyfxmeU86t9xSvFR7kC9uKLGKnv5au3uJUjsUt8UbeIqYoj0jfi48flF42Okf7T+E/8VVMpbVbnTZJ5GS05+UoySZpYKcepuHevL+rsmeBZfVLpD02cUppHxX756cMdds/Ul0n7NesqyDjWjCFpV8NvZczcUbm+MJPsm1dJvHJFs5XR9Qy14GlVo/Gm4k6NxJ0iiTs3uZUobbss81M0xM2sIok71TIe5FyaY+/bo+H5PqrV6TfRJU/UUvW58V47pa/ls0qHqfijye/Srka/1vSTJn+KxiqT+VslbWmUJh9vat5ptJfqMxlLym/1v2qwZ4Nn+WI1NpTf1DmrJBY8UBnpX6nvbdFzpXmpGh1+RfXvlWskibbOl7GjyYdqrmnGrujXXxyTUtR+3CqmKJ8onVNRIPNY/Jog+j7uqjBhJhkyj+v6tVG/NbIXEp5VKStTIKaAVgBJ4EwDXZrfKSASMCoOpyBfwE1+ryDzQRAU+JPfFxYKWApAFgtAlpScEUEnx9dDaZmAVZkAdHHRKQqKIihSMCnHlZXLcUXyuYJw+V6pg9RJUxc5rkiOLyiRc6uFtjSgKN8hx6lzKlDT/FugP7fwDEUPPC6sHo1WUCifzztOdq6AtXynalcdMKrzSb2kjup7i1QdpS73P/+Yoj6v6qIuBqhz55yU73/o3FLKpC9LNG2V7yht3J+PLmUCpuUCwkXSnrwCaY/qA83PIyVQnqSgUOBc2lks7dSAc8Nn79VHvitXQDtHQfPD9VHgK/UoFB/KOUrqz/Hw9xcVnCBf9a9Au3osXPm8UD5Tos7fcGyl6nepnxybk3uSHFVXaV+Zps8fPOfD5anguZHVTco6QVJSJpOzkVh4cHKpQCATUo4tK1HBrU5IPnVgeoI9PTz/FlbXtmrVD6ptKuEJAdcB9j9vTw/PT2uqvioB1QFkSakE5sf4QgkXdaGkXBJ2qSRHBUuacP8cfPdM8PzUpgSMCGoRMKUiiMs0wqb+V/8iezI8NzaVdMUHpWrsiChRyelfXN+nh+dnNEncdXCsxo607XnNCxVLqtT4reuz8moZk7+gQZ4OnutNc3FJhJX4QnOxTgnHX9I2v5H9Onh+ClNCXQFLuYh36bdSgbTqXxpoCiZuyxwqk+PUxYt6wf1L9nTw/FuauqtdoalviYpT4rcHheavt2eD59/ClOivFngUuBeBW1pRBzPPo3XPAs9PbyLWa+vjrxo7qr4yhx5dX4kHNRIXNH6T9glQPbyTxn2Tn6p+0OQtKeXqgpqc4Rc64png+amtzhd1ub5MdJeqw/PwhTqv9FOFnFejpUQfKS1177cP2rPB829kCsirBbhkfqiLAb98wby+zzT5WPxcLmNDc3Ho0fYkeH6Z7dng+RlMo63r86HkWTV2fmlePL2pJ7JUDiiVHFuuuYCtoPlx9sLC829SngCM/5KiAF1zAeARv/tniwb+H/Hze+X5fu/DwPuz8sT6PN+ivuuJdWpUnhWe60wCoUp4Mq+ePF+f5dint98Xnhvsftuepz1/eG6whvo+TYWVw55/234beG6w+vbV/+tfac8Gz8oafFH/z3+x/WbwrLHfZuw8bZ89EzxrrKG+Uup/8q+03wye79nT9ZvGnrIffn94Vvbb+O33h+cGq/PZ82zbbwPPDfYMvngmv9X3wxMO/m3gucGepb7PYvXnfcKJXwh4brCnqG+dPV2fNcHzr7enGTvPbPXnfJrTvtTwrPnMI37eUNTj341//8jj1TEPf++jfvYL2x2pu6kPfsejPttQ1O8ayqN+X1fHR/38yeXJ525o1+P67Gflked7wvdoSsMxv3ycpi6PO8cj6vuLxz/hux5Vfh08//72YsDzb2O/HTz//vbbwvPvZ88Oz7+v/bbw/Pvas8Pz72u/PTw/f3sx4Pm3sRcHnp+//bbw/PvabwvPv6+9UPD8nK0Jnl9e+3/rznNTaSqNShM8v3jWBM8vnzXB84tjTfD821sTPL+c1gTPL6c1wfPLaU3w/Hhrguem8tKWJnh+8awJnl8+a4LnF8ea4Pm3tyZ4fjmtCZ5fTmuC55fTmuD58dYEz03lpS1N8PziWRM8v3zWBM8vjjXB829vTfD8cloTPL+c1gTPL6c1wfPj7bnAc0ZGOJUCMqrcf0+2qTSV37ao/cRLSiM5d+4+PCclPvsk+FdbamrqPXg+f/aPBc8q6TfA86WLF6moaNjA9eW3qwkJD8CzSi5/BKuRZB8niaQxPBcVFtX/9sUztdCImueN4TlXgOiPYLW1tdy8efMBeFaw96Ka8kVGRsYD8PyiQ01+Xt4D8Jwg8/qPYiomRUpOaYDnP8pFJWVqrDWG50wZd38Uq6qqegCerycnUy0/+yNYWWnZA/AcdeG8pr1/BFPzrTE8nz93TnMB9I9g6sZHXGzsA/Cs5uAfxVTbXgB4PtMEz03lX17uw/O2lxiez9b/9I9h/6/As0qYf1R4DjkY8lLA87o1azXwvHfPnj8cPO8OCHyp4PlgcLAGnjesfzng+VBIyB8Wns9KTvmjwnPQgaA/LDwfDQvTwLOaQ380eA7at78RPF/4Q8HzqZMn/5+A53ORZ5vguZH9E/BcRczlWM6cDuVa8lFyctU+vVJymkpT+deU3LyTZGQe5fiJdXTvZkpfb+86YKus0AS1Us1+rS9WUTCpIEwlyf59+3Hi2PEXur5PW1SgVW2IuXSZ0SNGMnzoMCLOnBE/5cjvX+62qXYpH0VFRTFr5kzmzJol4vsQWZlZVJRXPPIzL0tRfivIL9BcxFGgNn3qNPYE7iYtLU3T7hdtXJaVl1FcXCzz/JLUd4UGgHZs28bNGzfER5WP/MzLUlRfFxUVEXflCtu2bGWk33ARZYtIEZh+EX2hxo7yRVJiIrsDA0WITMB/5UrNv9V8edRnfu+i+jAlJUVzwUVdwJwjglfN6xexf5+lNNQ9KyuL45JTRo8cxQIBzBvXr9+LzQ9/5mUqqv5qrAXsCqC3uwdzZ80mWQTvy+43VdRcycvLIygoiLGjx2jmUMzly5qLPC9z2xp8o8ZkwI6dTJ44kRXLlnPq1ClNe/8IflNtO3zoEPPnzpNcNJ0TJ45TWFiomXOP+szLUBr8kp2dpXkMXemdSeMnaLSqmoMvu9/qxmWppm0Txo5jlN+Ifz08J8QncDhkL3t2ryBw13wCA5pKU/nXld0BC9i5c54IzNHYWBrSs3t3zaOc6s5Z8IEggg4ceOGKeiR204aN9PPxwaWnM0sXLX6h6/u0Rd15Um1QdwPVnQFPd3dJlMs0ovpRx79MRbVL+Wi1vz+DBg5kyMBBmmSphJzy56M+87IU5bd9e/ayasUKEdwjGeDbn1kzZrJLxE5wUJ1PH/W536sES30P7NuvmecKEAYNGKiBoO1btxESEvLIz7wsRfX1/n372LB+PVMmTdJAwgg/P83FAfW7F80XauwoX2zeuElzEcPXpy9jRo3S/FvNl0d95vcuakzv2L5dcxFsQD9fhgwapJnXL2L/PktpqLuKSeoumIrBfkOGai7CNMTmhz/zMhXlNzXWZkydjpNDN43ftmza9NL7TRU1V/bs3sO82XPw7uPFGIlr6yWP7pWfvexjUhU1JtVFWXWzYNSIkSxbslTTXuXTR33uZSkHxW/q9Rp1Z3bYkCEM6t9fo+f27d2nmXOP+szLUBrGXGBAgOiClRq94yt6VcUVNQdfdr/VjcsDGs2jnv4cP3Ys169fryfbp7dfDc/V1dWk3EwhaP9uZs8cx8jhXoxSZYR3U2kq/7Iy0s9LBLSbJFQbnLv30ASx8WPGah4dfhGLqpt6TMS9Vy9cevRksIj/F7m+T13q26AEWy8XV9ycnRkqAkcBzrjRox889iUsykfDBg/B082d3m4eEnR9NXfYG9r90hap/5hRozW+8updd9Gjv0CFEjkvZNukTmNlPPnJPPfq3Ufq64Fv376Sf0b8IebRWPHF8KFDNRfXejm70MfTU9O2Rx37uxflC1VfiWdKGHu49sJbfKLi2wvrC6mX6k81xuvmsrtmXj/y2JewqJikLiipGNzHQ118Gf5izuNnLZo2jKa/Tz96OjnR28NdM+4eeexLVtRcGTNytEbIu7m6CkD30eRRdSHqUce/bEVdlPVV8aGXmyZmqwsfqr0v/biU+o8eMUrjNzXXPN3cNHpO5dM/wpxT2m3ooMEavaP0qoorKt7/IeKJFDUO1dOqC+bPIy392Re5/NXwrJ7rz8vNI/zUKVauWMy0KeM0Zfq08U2lqfzrytRxTJ08jonjx2keG1Tv1cyYPkNzJ+RFLTOmTmPypElMnjBR5syLX9+nKQ1tUFeYJ02sa9t01Tb5t3qc6eHjX8aixtYUaZsq6v3OGdOmv/S+U/VX7VC+mjJ5suaOp7qTO33atBeybXV1kvoqX9TXV/li+h/AF6pofCFtmyptU/NoyqTJGl886tjfu9wbOzLHVX2nTKir74wXdOyoouqlxspUNd4b5rL096OOfRmL8ofKKZMmTtTMjRfZF89S6tqg/DZFk+dV/lTjbsYfILdo5pFqm8Rd9Wjz1MmqbZI7X9B5/6xFtUP5TflsirRNzTfV3pd9XDb4TeUfFffqcpHy2x8lF03T+GqyxMg6rfrH0DwNRbVNPZKuFhzNz8+vJ9unt18Nz2rJcvX+ptpW49SpkxwMDtKUkIPBTaWp/EvLQSnBmvGn/n1Q8/jmi14OSj1VfdXfj/r9y1o07WpUXhZ/PE15oE1/oHZpSuN2vQzte6Cu6t8P/f5lLvXtUq8E3Gvjo457UUqj+h4MVv9+6Pcvamno2xe9f5+lSN9r4lRDLvwjtU2V+rb90XKLKvf99gfzXUNb6ovGd4867mUtD7Xvkce8jEXaohmTqvwBtapqX1hYmGbLKvWO+rPar4ZnZWpl0JKSEs1qm2qF0KbSVJpKU2kqTaWpNJWm0lSaSlNpKk3lRSxqIU6184266/xrVkj/p+BZmVq6XEF0TU1TaSq/X9GMQc04rHl5ystW36bSVJrKv67UPuJnL3JR9X3Z6vxHLX/k3PKHb1uTLmgqL1j5A865WlWkXeop6l9j/zQ8N1mTNVmTNVmTNVmTNVmTNVmTNVmT/dGtCZ6brMmarMmarMmarMmarMmarMmarMmeYE3w3GRN1mRN1mRN1mRN1mRN1mRN1mRN9gRrgucma7Ima7Ima7Ima7Ima7Ima7Ima7InWBM8N1mTNVmTNVmTNVmTNVmTNVmTNVmTPdbg/weV6oDZwhFM3AAAAABJRU5ErkJggg==)
a) Sketch a scatter plot using ‘Number of photos’ on the horizontal axis and ‘Number of words’ on the vertical axis.
b) From your scatter plot, describe the general relationship between the number of photos and the number of words per page. Use the words positive, negative, strong correlation or weak correlation.
Maths-General
Maths-
Consider the variables x and y and the corresponding bivariate data .
a)Draw a scatter plot for the data.
b)Is there positive, negative or no correlation between x and y?
c)Fit a line of best fit by eye to the data on the scatter plot.
d)Use your line of best fit to estimate:
i)y when x=3.5
ii) y when x=0
iii)x when y=2
iv) x when y=5.5
![](data:image/png;base64,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)
Consider the variables x and y and the corresponding bivariate data .
a)Draw a scatter plot for the data.
b)Is there positive, negative or no correlation between x and y?
c)Fit a line of best fit by eye to the data on the scatter plot.
d)Use your line of best fit to estimate:
i)y when x=3.5
ii) y when x=0
iii)x when y=2
iv) x when y=5.5
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)
Maths-General
Maths-
Find the solution of the system of equations.
![y equals 0.75 x squared plus 4 x minus 5](data:image/png;base64,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)
y = 4x - 5
Find the solution of the system of equations.
![y equals 0.75 x squared plus 4 x minus 5](data:image/png;base64,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)
y = 4x - 5
Maths-General
Maths-
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Maths-General
General
Choose the correct definition of "Mech anise"
Choose the correct definition of "Mech anise"
GeneralGeneral
Maths-
A tomato grower experiments with a new organic fertilizer and sets up five separate garden beds: A, B, C, D and E. The grower applies different amounts of fertilizer to each bed and records the diameter of each tomato picked. The average diameter of a tomato from each garden bed and the corresponding amount of fertilizer are recorded below.
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)
A )Draw a scatter plot for the data with ‘Diameter’ on the vertical axis and ‘Fertilizer’ on the horizontal axis. Label the points A, B, C, D and E.
b)Which garden bed appears to go against the trend?
c)According to the given results, would you be confident saying that the amount of fertilizer fed to tomato plants does affect the size of the tomato produced?
A tomato grower experiments with a new organic fertilizer and sets up five separate garden beds: A, B, C, D and E. The grower applies different amounts of fertilizer to each bed and records the diameter of each tomato picked. The average diameter of a tomato from each garden bed and the corresponding amount of fertilizer are recorded below.
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)
A )Draw a scatter plot for the data with ‘Diameter’ on the vertical axis and ‘Fertilizer’ on the horizontal axis. Label the points A, B, C, D and E.
b)Which garden bed appears to go against the trend?
c)According to the given results, would you be confident saying that the amount of fertilizer fed to tomato plants does affect the size of the tomato produced?
Maths-General
Maths-
Find the solution of the system of equations.
![y equals negative 5 x squared plus 6 x minus 3](data:image/png;base64,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)
Y = - 4x - 3
Find the solution of the system of equations.
![y equals negative 5 x squared plus 6 x minus 3](data:image/png;base64,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)
Y = - 4x - 3
Maths-General
Maths-
Consider the variables x and y and the corresponding data
a) Draw a scatter plot for the data.
b) Is there a positive, negative or no correlation between x and y?
![](data:image/png;base64,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)
Consider the variables x and y and the corresponding data
a) Draw a scatter plot for the data.
b) Is there a positive, negative or no correlation between x and y?
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aVetAnfJyJ3+l/dtxDweOpjgVq3PgnxDCpb4/t2/L5ZGqfhwoVg/0x9KWZJu3bDOU/iz867PZtvBFPmbKRalsxYfnPSJ8k69nnE2eyxm8nTVc9QZqKHlLisOYngUzfu61qUQnXKcmL0Wki2WPqP6P/mfvuKdSWGW7kIalTAFbXlIblP5NSh4IemcgtQyc94Nnuf6bDgPFhrFNZ+Nb47eTQb8lsZtnbDUYgW+3bzg+Hilybrm+QH+3x28+HjLJEcqhCee3Z71chej9WWV+ayZ6fxL2PULDoeXiLgfb2+DA6sH2GeHnl0VMl30bDZevSBzBp36YDPae4g8oN4wIVuIxrwPORxL/yn5OwfKzLI3EnftbVdXGQtGjm+1XO3sl36BY7UtVDkAOw369KMrykxjAULQXTPlM+wewCx7QObpD3Lf8ZY3LLrCkHzijCsPqfEX+oe0zFqez3q/Im2oZtWG0glb4nBrt9e++HRf1AuRsitXE/7L715D1LCDj1n/22qCNmuk91PpTpGLvevm35z23Z98WWM0m47Yu+30pamsn4sLaJQcZNf7Kw3q86VikJAmzlG50n/c+oVZESN7cYuWK9/4y3uKK0vEkteOo/UzWgUN2K4jJN+p/3WbGp4phyiYiltGD7z0/01OiLKlSdcKtqExcB9xDPx8R/TnblpuirMKHHlcqGfVrci2jSHgo24spL0Td4EgMX71cpyA/zsOf3NCEulmWfkTmUXCjXwrD6n6kOEu7QfToSSmLiPzvuaqfaZOVlsvqfKfp8F2IWlBsINZk/TIe0/vZtSMqUYZ34zzpghACZ/PEb47f5CMEk+Ca4aN8GeL5DDsnB9J+tuOUf+5Z9hlAszQ1kIv/ZeL+Ko1fGRZxp6j8rgXRAFrZ9RvxIoVswwT6fUv9EgLN5IUFrjt9mAgYcsXPsIkRUdK+P39ahmyMz27dviP3P7bM4zPclbwuyzzp0a9jzb98SudlfdVv0//FJQtnzb98U1+f33CTJPk+S5Cmnk9pOO+4L4SkpvWGf7IktSdyRSRHhlhT2T/u275mIgMk2QaClEZSH8JS4TdTqC4IWhw/CIKG6Uoc5ucAwsnHyCWH/lJfvJ5kU03mThdt6GbQI8fInptIS5VI5grMbbU9pv9K3kPlGFrWfL/Dzjx317iZknyk0Ep037OOHr2eCEurq+1Wxt9lutm9bOsRvtMXxG4WwY9aozfZv+Gbmgc9VWvfEQ1y0I27GBnRqo5/NPIAM0b17COOK5GASJU0MeuzX/vjPDxR5Wm84oC9JX0p7I7vQAdF2EcXMlyTFGzhwpku+wf/BtT/9owMii6Ou2GqBRnHiGF+AHfd/+ud/eIg3Xcr/Oq4VD5+3mxi8Vhb66GFUkOcZQoGJSDhTUFB/WFilzL+9/f6RDvov6RRvi/qBogD332KlOs54CDGd2vET+uMPH6AxKrmXDqQbYzm8zuv+6XXrjs6PHV/SRmH6vOvrDx8oAh1HjcNahYmGPmt1iRORv+MLPvBP/jSkY6ZDTSeOmjbaH/mm2tYQ9PTDOQcVPWmPqThe/Y3xM97MGx85sCieEur0BZ95wz8iIpaSg9Ppn90au/qOv+btvaMfqBtn/X/0QCfIpELjmQ60jyTMaPzJHx9GkVSe+KdHQvEVf0354nSlNo8Tcc3CKRF/daQdaiIWRE7XTETfcq7nTWV1/ikKF064DRqO4Y8PY9z19oofvtk8nysFee4nz37u0znP82ff9/mmyIHq2wGf+dJ/JiKmog0hhJlc/eYjm+bJ2z7Nk+fxLnhYHGAkYt7xBx/ccGiiHRFQxMRHUSdKHrqjGBTRqIAPb/j71qvOicEJBJnARAJBKgRnysR//Vx5uwTi8MY8mo42zh0cMnPNR7f2sRmDtCu1EaXKfZpPS/zxTZ36tOU04gtOHpaFko7vjNuHpMIfnSIfvFLfH+9yVmdFsvbUSf1E/3cfPBRX2rcTe3zYLdF4Nxhnfw35J64v+Sg/Jvw6/O6z2lm+fN76kub4sNvi89aXfP80mX6yPoYOAFTeKX9SrRxDhffC/TvW+G3ErXbjSmjarcn4bR05iaQC4MBHAlb7to4bPRMnDjqIdE5M2rd1/JxE6vxDXQigrM2mYBXnDz5qLr3Ph2+1b59SinZOLDq7UkLZ60ty1Epn0gjNdEJGIIq9HmrEQToL2YBr7dvT95/RIec80X/xRDqV6ZEbYa4XSzGD4Ml1E5IucX6o2QcJ+gdzYK2PQZE/sTr34HPcH3StRJSAPX6bInaxohRF77o/OMj39NezsDLXl6RInxC1Egn5g2WioACs/meKmNLH5eWraFeyYZeANX4b2YClYBLKfzgz9A9mwRwfppmUJPqeGKbzkzALShWDpcKl/sEcXO1qds3xYaDSO0Mmf4ywx4eNTOBiPn1Lfz8HV+YP46MCs/AuAOv9qjFyHVAhOog8ju33qzSThnGtfzAHF+O3edPgAG5KCOXjTYgRKu4xfhw1sf5+Huz5PZlsZJHFdHwYc/BnFAd3RGivzx92xX9mdnFMxm9T3QAZVAlIZ/g3MoJO5w+DMGTPTsrE3VzkFVQnM9Z/VgTMAOi7UvCN10lGJh51xDJxeuW5RLJdmZ9EHRUTrjCTtP5+FibrSyJuNWsdy/NEOQI3Raj6/h+neDjKPTKAUOQmLu0zqVRpDmGq7ZBsIqzX7bM5qPs5KAlNiHckfIRF582ZzO8ZVn0fZ2oSFHc/lFXFKwsKiGrNH8aqbJtSzZxAoHw/NE0g8wrqZH0MJ1llZQiBsBBZBW2WLNZ8WOO3SYy9n1U85ybD2e+aMghFagIX47d9vJepmCCjm8UDgvPhW+vdgGkoseojwsdykxZ/8cISEpjMT0LaqrDkKJhkMVlfkgpwWKq1TelihQU0pVay/Mn8YUYhT8Kqrr3Gh0rzIe3eqGTLwZrfc39Iu3VXe6Wa9CUryiGIcaG/nwNz/jAo8hjEnZoZmBUZVtvmvpWRbGKf/cPbO6YMoWDS6Jfj6sKokn8c5vvPJMjzUHUev5eJ3VmVcRmSTALq+zGxz3lYrUcmPg5RnUkQQSazPON13agulf+8q4r4AROM40IA9vtVQ1wehioVym8WJuO3k12W1lt+LGFmvk0wlMWA+QXm4+r47cn7VX5c1wP+D8c5bgrZFwyt9u3j23bYDXHdNSqLYA2yJhKZwcn2n0mNfltiWmfkE5Lrvu8PeK6J6DTwTP/ZyYlpjSmAyL70xZcsy4ISq50IgOzz+T8GU+N1mAWIhTrGSnUiTLb/7CTtweO5p5BQyBfbGqvUIjgX1vtVFH8bRPV3foE2aZpVMipTAlb79mpTUBUk33oy+c3CdH0MvGm9hUUmocroQEIX/Yru61/MwfXx24b/TNl8eODlLInuq/SLqFZ5DkpkmraoUZD9mJf02UUyUzhZ7dvwMZ3wcZy5f79LeXpsGY065nqxIHLCiO2zk9zTwx8YUrNP5uNYGe8/I3M4q977quXwY85ElFgCQln+MzMlG7KjYOJMGRSRupyPi/er8g1a/SjQsuvQPlBNQCahrPbtQJW5gOej5FtysN9/hpoazDwIoYY1CuA+s1cW/DCu+s/7jTkI1HWevnk1L23SVkITNpxgtW/zFEquE9RYrDOMyA3dU76pRR6Ydvs2ZAijVM/0nb91JaqlfHs+gruzr0l5nUUZOPZW5Z+k6mVWB7X9Z9KWr9axJCQlpoZCSESmi/nD8nhkgiqrZvMqNFWkHxm2DExJDCmJZ8+zC9BzCsrU38+C6T8Ty4GzeHqD6csv15fMPJ4dlR6UNc/GGt49iHhgP2nfNgo5EmzV83ypmPcb/4QgrPef4RdR9MNjRCU5q1M0TSRbXsNzNlbm/CTIiFTKoEKSJsk8VfESEq0x/GeOk+zzPYsGMtraVGhymdWr9dwn49V7B1CSEiPMQDjen4up/0wV01jV7LEf42ZFDxLocj4m9pmZ2IowUH3jicv0L2bBtM/HVK14cCywBrQwpu3bzp7n3ya6XcrOJdU6OsOwfRy/4T+Df3jEY+S+QJuHjC41pvNvI/LB21CuL+sC6eaSmyvgstvvPzMNlTI8neiJX9RlGw6h1MKMF+s/75R9Zt2BIFtT8kowWfYZ/zyKFbPQY7DYtQNmL5Uguux/ZvusBErKrU/Vb6z4JMDlP1rt28zE9pl3LMUvtj642f/s81TbJMyGfUtZTPqfqfIbdG94sjvh2uPpPf1ephr6k/Zte3wYWZWyXh/8rar36C9EMOl/Ruxugx6LPK7poUKb0FTq9vrP4Anv1MzA+6DuyqZKUyyXIYHAO69JCHkM+0xXlGW2qOjrH8yCNb8nxaztM227h3qTVX0UyyxDOu1/Jn3q+jbFjuUdVv27kH1eWfN7UpSWfc4PGzieMhbUnJ8k39QxmlX8W5TnyfxhtI/2mXzLA85UAzYfzR/Gr/ufWY2wYf0WSzHxlRym48No87eYmxVL+/FTuelEGsT83lj/GTTO7o7bt/GsuiuHMIvq2PQRPw6zPYwI9mSfeTV34mLt7XqpGqPdvk1MsM/cdkQVqu3X8L6oUxlPvXk13TuKcaxvU3qVWYLiTXW3S9Pw57Dm90T88J9V64bj+t+juttiykP9g1noX84JnvzVqfbXFGtAC+NyfclG+89UnrkdkcqXDO1P5ifRIYJSJFUia3Js8L/g3xGDPX8YR58VyPwQELxU2kTs82R9DCK6jyL2n6mqw+5s4KHhVADm+G3WnW7fZlZS3uGBLJCIEs35PTnuk/9c1i+obdxHMq0P0/Zt0lrMK+DS3sBg+rDPIkKtTP8ZBKZ9bpv/iWqyZDJZ0Fi/iniL+iFow8qrZVqaTVz4z1SeMf82ZfaaVzPZUybcitjnn/jP5yetUqTzHLMfqy7kYPVXcdxhzE9j1LchsVNya/dsTPqfSb6d8p+dY4FVf7mGL7KY4MX4MCrPpn3eVwXXc/QP5mAyPgyZkmvB0FoP25NXNTkVApiuX0Xagv9MXMMmSJKEiJtE5I2MiX0mpjf2n1l9dAuTZAu5K2b7NuWH7UMaVxuPlzmXxbT/2XX+6mCfYUTosUjXVJ5F6tu/4T/zRk5fvTmyTkVUOcL2n4loheXP6Ux2OQZZUtUbiZZ8c/w250Pyn/sVJPPTGgtbgxEjCubDHh9GDLZ9PhYkocxoIHt9SYq97R+5+kZaU6veNPWDhLdir/8MP/NZ+89+EWEIa/VYF+UgIdRF/zOa2kb7DJEOHps0ARjt23jLyd+FrV/x4AdhXPQ/u2Sf2X8ePIjL3WSNhExX16+69J+5XGFoGIf1NxKw1sdA4pVo5qNHjJt1KfpPn4Ss5sQ+s1dLhp8oqT6HNQyR92UGv5njwyjp9s7/Ro/3yPu0k+4wmISv5oPssw4BFOOqeMUc8PQ/dGR7SI2HDmv8zkdp9D/TP0/Pd+U/OysyaN7a817rzmps/zDs8WG0EdPJf0a6+T20KQFrfJgya7uHWsoZMjDxn6k+n+mVLNvU48GQbSTTX0X2+fKfv/CfiTHfwnqxTvUXIrDsM9WtsgYqdqnqFkZr4kNtOLusQfw5rPWruFzd3/X/Bc6k6TY+3n3lNYUE8JflPxPD2T5De3LVbXt9SUSv7bPrDnhYkXTBu8hI8Yv3qzBqi8tzEt4PwxAGaVcOIq+zrCbvV6Fmb9hntKxEMu/NWP3PHDvVQnldZn1PDFf853ceH4aKVAmpwkd7boWP4mr7ttX/rNQI4pvYZ7N928m/lDtMcNoefJhNyjBkRUUMjL1+FeeLXYSRffSsaF/uQshUmj2fM2CODwMRlWc1PgzaI/Mit5DbVf+ZZzDIY1V/k3pGTfxnWE1V30ZtgIj8ooNdExDq0n/eYlH1s8LCFArUF7Ngrl9F0bvOPltzFU0kdgNT/xn5/o1zgROuUb/fN/zM0r+Yg2vjw6b+M3h9bg/TL6LKwWrfzss0hi+2eYBzMURU0U6aR0MVM2D2P0Mg17nHMDQE4MyQR9sWpGIJZMZ8QxT9k3PP7WGK1T1gPCOn6XzY/jNVGdueHoJME3DO9GORzgGMJzFkAhcKsCplLAtVo9hxnw+z/5lFISaUZ7rIk4Qc9pLrN/oXszCxz05yeEDcQq3nBu7tcXxE9U29EUG1jyoi7+FYYFVVASTxb/U/P/mHvo6aI8/IIimuaZ+Txqu7167ravRlUh2vb9oD3peUaDzKH+z+58RvXqPmmbMk6bTZ7aqtiKdJ9pmeEyeQBfMbb12uKCsi/dTYbUD/YA7IPpvzk1AqvdTVCjKRMtdV2JabYfQM56E0+58pdv8+7aqWR9QRyKnV1e/5sO0zv4vUxWFOLPfpQxUE5ZZyjIj2JvOT5G0QlyQl0knfk8J0fpK8fav7Qc0AsYrjMCz7gd8Rmo9fri8J6dx9e8ia7CtepiXobyRg+s/516bJGny+4tnlJEPZlAeht9en85Pk7aFphpZfpXX9rCobzNMgkfWt8duceEOTDTtVvaI6yDc0bMro0K+/nSJipvusCUIeBk/aLEkmXi1R/2IGLvzn4wAmyMS7k3zNuPNvPqbrSyomjFtty34Tfw9WmH1LRH/m+LBkFQQZXuBCFVTfE8PUf/bDoAnufS7C+1VTfvuOdJLgda+1h13pf8bkb/BsCaLiWv7z035P9d49ZptzWa25n5P9EUk8e/0qitxNXJII4tBnT0w8AYz+fhbs/meKFLpjowkq/5nPIlT+qz1/2J6Egkygom99n/KnjExT/xl5gdU3gmqpOM6HNb8nRYl8pzIe1al8Sia+KyKUZZ8TzgEct0zsBqbjwzjv5TxJAzSn00mE9TfWl9S0KijFq2H5z/oMjJQwmTLDFMz1JXXkY8HSTBzk0Dz8ZfnPzDCGFBW3QuDeXKw6e3wYx6oCmuAcmgXr/SqOkiLFgclwh++r7+fhaLRvg0nLoTkAWGcRKmN82EiDqE9EYrDt80iG80k+hDk0D7/V/4zPGTK61Mgu3q8a6ZiYayESjHb7NsdqAUxMJYDMbt8+cyFAFR8966z+wRyQ/3xRkdJ0fMRBJrnM/mcCIjdxJp+N6frPOuKRQ4kkQUTl2RwfNhLwWd+TwsR/NmGQirCaRXfEdH5P+xeiwn6xxnuaJ4NGgnFanifgGxI8BOt9DMIpWhUQYgF8Y/y2AkVusJwPM2G//3wZpQSHRmu9X6XPwCksRma2bxPGeAWF0bDssw1psuLKMjDupm/99vjT7V9997sb4vDb57IOfL/1VysV54o+fEKAL1bY5xJS9GH0AiLj5nRjvvmb739fD2cmfVLSqCPLNd6es/lhVxGRJdQ5SJobWeduflu9D6Q+lWw/22j/V1//3uaHXvkvmJAzVitIRXnmQ0AsPv7cz1+ikEJjxOZ5vhxqQ+LQFnhVosO4q788bzpHzGddrYqr47fr6HPwUtceznd8NcXa+MzFYz2RaRrp+kEHZuP1V9qTkIdxNxXqZvglkZhMkcoRJ9gR89WYW3D+yIePtNf14wtf3hpe3aU6qAAxLMHE1IdZAy4QZk3z/Zvey4vt9NWHd4pE7VmWgYFu6YO58W/4c/7LD+10aJqRiPbyC+6ciL7gqG9/QQBff/CDE2kP8SE4UmCj6++8q7uKa86naf5C/x6Hyi8jzXTDPzX5wz/6UOyUBIGKaLy2NtbfKNT0z//w05RgQnxjYnG846aucMD/QfsXJO7vn9VF2agPaU9Hw9EqQdSmbs/cRymgPUUxao/vKiatPRwkaIUGUSxYsGDBggULFixYsGDBggULFixYsGDBggULFixYsGDBggULFixYsGDBggULFixYsGDBggULFvzbwXH+D/CLj7UQfISMAAAAAElFTkSuQmCC)
Maths-General
General
Choose the negative adjective starting with ' r '
Choose the negative adjective starting with ' r '
GeneralGeneral