1. Network-level Measures
setwd("D:/R_Labs")
data<- "sample_adjmatrix.csv"
el<-read.table(data, header=T, row.names=1, sep=",")
m=as.matrix(el)
gplot(m, displaylabels=TRUE)
![](data:image/png;base64,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)
Network-level Measures: Connectivity, Dyad census, Triad census, and path/cycle census
# Network Connectivity
component.dist(m)
## $membership
## [1] 1 1 1 1 1 1 1
##
## $csize
## [1] 7
##
## $cdist
## [1] 0 0 0 0 0 0 1
component.largest(m)
## [1] TRUE TRUE TRUE TRUE TRUE TRUE TRUE
# Network-level measure
sna::dyad.census(m)
## Mut Asym Null
## [1,] 10 0 11
sna::triad.census(m)
## 003 012 102 021D 021U 021C 111D 111U 030T 030C 201 120D 120U 120C 210
## [1,] 6 0 13 0 0 0 0 0 0 0 11 0 0 0 0
## 300
## [1,] 5
sna::kpath.census(m)
## $path.count
## Agg 23732 23778 23824 23871 58009 58098 58256
## 1 20 6 8 2 8 4 10 2
## 2 52 26 30 6 32 16 38 8
## 3 90 60 70 18 74 40 80 18
sna::kcycle.census(m)
## $cycle.count
## Agg 23732 23778 23824 23871 58009 58098 58256
## 2 10 3 4 1 4 2 5 1
## 3 10 6 6 0 8 2 8 0
cc<-kcycle.census(m,maxlen=5,tabulate.by.vertex=FALSE, cycle.comembership="bylength")
cc$cycle.count #Examine cycle counts
## 2 3 4 5
## 10 10 10 4
cc$cycle.comemb[1,,] #Co-membership for 2-cycles
## 23732 23778 23824 23871 58009 58098 58256
## 23732 3 1 0 1 0 1 0
## 23778 1 4 1 1 0 1 0
## 23824 0 1 1 0 0 0 0
## 23871 1 1 0 4 1 1 0
## 58009 0 0 0 1 2 1 0
## 58098 1 1 0 1 1 5 1
## 58256 0 0 0 0 0 1 1
cc$cycle.comemb[2,,] #Co-membership for 3-cycles
## 23732 23778 23824 23871 58009 58098 58256
## 23732 6 4 0 4 0 4 0
## 23778 4 6 0 4 0 4 0
## 23824 0 0 0 0 0 0 0
## 23871 4 4 0 8 2 6 0
## 58009 0 0 0 2 2 2 0
## 58098 4 4 0 6 2 8 0
## 58256 0 0 0 0 0 0 0
cc$cycle.comemb[3,,] #Co-membership for 4-cycles
## 23732 23778 23824 23871 58009 58098 58256
## 23732 8 6 0 8 2 8 0
## 23778 6 8 0 8 2 8 0
## 23824 0 0 0 0 0 0 0
## 23871 8 8 0 10 4 10 0
## 58009 2 2 0 4 4 4 0
## 58098 8 8 0 10 4 10 0
## 58256 0 0 0 0 0 0 0
Network-level Measures: Centralization, Density, Reciprocity, and Transitivity
g1=graph.adjacency(m,mode="undirected",weighted=NULL)
igraph::graph.density(g1) # Density
## [1] 0.4761905
igraph::reciprocity(g1) # Reciprocity
## [1] 1
igraph::transitivity(g1) # Transitivity
## [1] 0.5769231
centr_degree(g1)$centralization # Centralization according to degree centrality
## [1] 0.3571429
centr_eigen(g1)$centralization # Centralization according to eigenvector centrality
## [1] 0.4580906
Network-level Measures: Network diameter, Average path length (APL)
diameter(g1) # Network diameter
## [1] 3
shortest.paths(g1, mode="out") # Shortest paths between vertices
## X23732 X23778 X23824 X23871 X58009 X58098 X58256
## X23732 0 1 2 1 2 1 2
## X23778 1 0 1 1 2 1 2
## X23824 2 1 0 2 3 2 3
## X23871 1 1 2 0 1 1 2
## X58009 2 2 3 1 0 1 2
## X58098 1 1 2 1 1 0 1
## X58256 2 2 3 2 2 1 0
average.path.length(g1)
## [1] 1.619048
2. Two-mode networks
setwd("D:/R_Labs")
data<- "mag_act96.csv"
magact96<-read.table(data, header=T, row.names=1, sep=",")
magact96<-magact96[1:100, 1:23]
data<- "mag_act97.csv"
magact97<-read.table(data,header=T, row.names=1, sep=",")
magact97<-magact97[1:100, 1:23]
data<- "mag_act98.csv"
magact98<-read.table(data,header=T, row.names=1, sep=",")
magact98<-magact98[1:100, 1:23]
# (2) Create the attribute data.
magattrib = magact96[,1:3]
# (3) Drop columns so we have a square incidence matrix for each year
g96 = as.matrix(magact96[,-(1:3)]) # 100x 20 matrix
# Now load in these two-mode graphs into igraph.
i96 <- graph.incidence(g96, mode=c("all"))
V(i96);vcount(i96)
## + 120/120 vertices, named:
## [1] 101498 104452 104456 104462 104471 105215 106517 106569 106572 106587
## [11] 106592 106604 106606 106609 106621 106709 106732 109492 109493 113047
## [21] 113050 113053 113060 113105 113107 113122 113123 113127 113137 113140
## [31] 113168 113204 113211 113214 113243 113429 113433 113479 113694 113719
## [41] 113939 113958 114002 114010 114015 114025 114037 114071 114073 114076
## [51] 114078 114085 114097 114111 114126 114134 114144 114148 114187 114189
## [61] 114227 114233 114235 114239 114240 114242 114248 114493 114671 114679
## [71] 114684 114746 114841 114843 114844 114849 114850 114875 114885 114920
## [81] 114934 114945 114977 114988 114992 115075 115094 115101 115166 115180
## [91] 115182 115212 115229 115383 115433 115460 115477 115782 115805 115830
## + ... omitted several vertices
## [1] 120
V(i96)$color[1:100] = rgb(red = 1, green = 0, blue = 0, alpha = .5) # students
V(i96)$color[101:120] = rgb(red = 0, green = 1, blue = 0, alpha = .5) # clubs
V(i96)$label = V(i96)$name
V(i96)$label.color = rgb(0,0,.2,.5)
V(i96)$label.cex = .4
V(i96)$size = 6
V(i96)$frame.color = V(i96)$color
E(i96)$color = "black"
plot(i96, layout=layout.fruchterman.reingold)
![](data:image/png;base64,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)
# removing isolates
i96 = delete.vertices(i96, V(i96)[degree(i96)==0 ])
V(i96);vcount(i96)
## + 63/63 vertices, named:
## [1] 101498 104452 104456 104462 106604 106609 106709 109493 113047 113053
## [11] 113122 113127 113137 113140 113168 113211 113214 113429 113694 113719
## [21] 113939 114037 114071 114073 114076 114078 114085 114097 114126 114134
## [31] 114187 114189 114671 114679 114849 114850 114920 114934 114977 114992
## [41] 115101 115180 115229 115460 115477 115805 C1 C2 C3 C4
## [51] C5 C6 C7 C8 C9 C10 C11 C12 C16 C17
## [61] C18 C19 C20
## [1] 63
E(i96)$width = .5
E(i96)$color = "black"
plot(i96, layout=layout.kamada.kawai)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdXWxcZ37g6T/dEjV0JMupstQrRoQktFlRRtCs2zQsxg6sk2z3mH3BDbwCthHwZgMGylV4GWCudIS92bkaLPdOG6Fzwx34QjAQLhB2Jzspa8YJ3WsqQrSaUVfJI3GppjZSV61kcsw1HZt7cfhR/NA3P+qQz4NGQ3x5qnTKAsj61XvO+7bMzc0FAAAA0Nxe2uoTAAAAAJ5MwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMiBXVt9AgBATqRpRES5vDSSJEvjAMAGa5mbm9vqcwAAmtvqdG8k4wFgU5iBBwCeQlbvWauvGC+X1xgHANabGXgA4LHS9MmJnh1gEh4ANpJF7ACAR8vq/WmUywIeADaUGXgAIOqjlwbvv5X2Hln4+urFwZ9PRLFn5lr3p+VIkvqd8cGbX0VE18lSb3HpgdVK5Uax1FuMKJfrrx8bPPzbEdHVd7a3c+FpR2oRxZ6BM92FTX9VALC9mIEHgJ1uIbMXjQ8Pfn5i4Gw68L3rH/51NSJm6h/d2zeQlNJTr927dre6eOBM/fLkwp+//uajf39zID2bDrx9b6hcjYj61U/iB2l6dqAnRj4Z37zXAwDblIAHgJ2u0H1moKdxVv3WWNdb3YWIwrETe769MRP12lQc3FuIiLbCe+1Tl+/Mzh9YixPt8w+qz3wbv/ZSISIKb7zXVbk8+jAKb/R274+IQrHYceDVzX1NALANCXgAYJl6bXE2fn+xNe59PRcRE1/OrjyudvdGW6Gh+2Pi6zXvy3s4WjvW371//U8UAHYYAQ8ArLRiwrzQ1hqTU9Vlh8yOzuxrvBm+sLslpr5dfkxEjA+nH46M/PTi6MMNOlUA2DnsAw8APNrJo3Hjl1E81NdeGSpPRUTEnp5TrVGrR3H5qnRtu/reaR9KL0RERLFnIJtyP9Kbnn139NLgyN9Xu5POzT13ANhmBDwAsEyhWJy48SBif8TD2nQc3N0S5XJnkqSliNrdtLavuy2qE78aufarkewBk5V7X/yy/5WWzlIpTc9GtZzeONa45nyh+62ukVtb82IAYBtxCT0AsFznsa6xz0brEfVb13//T9/9UTI/XrubXou+0t6I6CyV0qSUJqW+9ug6Wep/pSWSJNI0quV0KPoWt6PLVG+NdR0z/Q4AL8g+8ACw41XL6VAlIqLr/fmt4Bf3gc/2b/+TP06Hr8We7wz8wX+zYjf36qWf3Xi5tfdHSfQl6VAlOt4e6H8jO2Zpd7rFpwUAXoCABwCeJE0jIsrltb+bJEvHNI/V59yc5wkAT03AAwBPZ60kPn/+/Llmey+Rx48bAOApCHgA4IW0tDTZ24k0na/3rNUbLY4LeAByqMl+4wIAedNcAZ/V++p0b5QdoOEByJtm+o0LAE0jjTQiylFeHEkiWRxnhWZp+MfMvTcyDw9APjXHr1sAaBqr072RjF/TJgd8ffTS4P23Gle2nx8Z+0nj9Hu1UrlRLPUWIyLqd8YHb34VEV0nS73FiPLfjL7yGyNvJrG40n6sWnsfAJqMfeABYKWs3pNIVvwvHh32O9zc3FxLS8vm/F1Lu9OtHmlcuG6mfnly6c8f3ds3kJTSU6/du3a3GlH/4puoTabp2b6u2shHV+sREePDg5+fGDibDnzv+mC5uimvBQCeiYAHgCVppOUoL+b6Ctl4Ocpm4LdQofvMQE/x8SMRUa3Fifb5P9drU3FwbyEi2grvtU9dvjNbeGVX9+6IiM533+6YeFCLiOqtsa63ugsRhWMnOio3FDwAzUfAA8C8rN6f5kgNv9pmTsI/We3ujbZCY9NPfDn7yIM7Xi1G1GuLs/r7iwfjXu3hRp4fADyPXVt9AgDQXJJIZkbHPx35KiKiqz05PlWJQ6XO7Juzdy7ejon2Wt9kdG7lSTanrOGbYHmd2dGZfb2Ho7qQ5IW21rg5VS3tXeMfrfYgTny/EFGP6Djw6qaeJgA8IwEPAPOy6ffacOXa2L6T6ZFiRFTvloem2vsORUTEdCWdnOxqT/r3lmPSzfDNKEmiXI7adBSXr0FXPNTXXhkqT0VExJ6eU61xM1upfnz48qsf9O/fglMFgGcn4AGgQf2b8bE9rw8cmr/6uvNQ0heViIjZOxcnp3uOJt2tW3l6Ta8ZJuGr5c9GikdHsi8mK/deP9p/uLWzVEpLEbW7aW1f96fl+SOHbx3vT7LWLxSLEzceROyPeFi7FwePq3oAmo574AFgydeVb7+I1rbG6dvOQ6XOiPr0vYl9e+/fLqeV8vD0lp0fj5emkSSdxdY0KaVJqa89uk6W+g8vfOZSu5tei77S3oiIJKn3nLxxPOmMiPrV4dGH0Xmsa+yz0XpE/db1ePtdt0gA0HzMwAPAkn+6P7e7Y8/Lq8ZnKlNfdLUeOV4qvVu/Mjh563gUO6NxzbbNm3NO04jl+6Vl255n401gwyfhq+XBkVrET9N4f34r+IaR8+fPz507N//fp31hGfra3fTaVLzy2kD8Q6H8i0iSalf70Egt4sJYRESxZ+CNiP29A//vxcELI1HsGThjG3gAmlAzrDQDAE0hjfSvRv9q9/WuU/2FtuXfmhkd/09x6M3u1oioDVd+duCXf9D9u40L0a9YgH1Dfr2uTvdGzZTxW3IVffZPMDc3l6P/UADwTMzAA8CS3cWW2xNjr9d/eHhxBrZer1T2dkR8cX82ojUifh63I3aveOCKXt2oyfksSrMEXTFeLq8xvkU2+U74pXTPZHHe9JcqAMCzMgMPAEvSSP9y+GdtYydPptk6dtOVi7Md/YW2ev3K4NTBgSOHC9OX0r87NfDDPyukT/mcj9od/dl+BafpkxM9O6A5AnVzAn5lugPAtibgAWCZrOH/cSyOxtGIfQslH1G9++dD1yLinb5/+b91pi/+Fy2G/ZN/F2f1HmvNvTdaPGZnNPyWL3cPAJvMbz4AWCa7s/1R27wnkSwes14apugPRkzPzf2XxW/VRy8N3n8rHftJ4/R7tVK5USz1FhePmh29cnvki+g6Weq99u+G4/DYwpFdfWd7OxueJ1vybbNsaGCrdwB2IPfAA8AyWZyvzviNSPdMFqL10UuDI7Xoen95z++KePC78eXp06fnx2bqlyfj4FK9Tw+XJ8fa29M390ZEzMTxtsne9GxEVIfLsVjvI7XoWvcTf4KNuxNevQOwMwl4AFjDRoT64xW6zwzEpcH7y66oz2bO4789ujhSrcWJ9rg//9Xs6JXJe68fTRe3Om97aWH/8oe1eLW0/Jk337o3vJveAdjJXtrqEwAAnmBp+r1290ZbYWn2fWb6+hf7Dn55Oy1X0sr0ssfUb90/cGw7bWbe0tKSfRag3gHYsQQ8AOTF7OjMvoZb36Nem5poj+PFUnrqtY7JyeFaw7cqDw6U9m/+Ka6WTcK/4JNIdwAIl9ADQA4kSZTLUZuO4so59Y6Xi53FiCi81/6ryzOz2cEtLXsi2iIeboPidc08ACwS8ACQD9XyZyPFoyPZF5OVe68f/SBi4svZiIUb4K98Eq9kuVsZHo7e3iMr1rdPG9a330zPfSe8xeoAoJGAB4Cml6aRpp3lcpqUonEbuZl9HTdrox17u9umb0zuOdHWMr8JfLUcx5NomLjOFsNbcSn7prZxGmmkz7Sqv3oHgBX8agSA5lAtp0OViIiu9+c3bF8xkqZRLkdEtb19aR/42t302lTcvt313dbeHyWRppFtINebdD7mmSNi2f7zy6zve4Ms0c9/fH5pKb4Gj8p49Q4Aq/ntCAA5kaYRkTX8GpJk6ZgX0xj2L/4+YXHiPWv1RovjjQHvpncAeBQBDwC5sjrj1y/dV1uM+ed7w5DV++p0b5QdkEYq3QHg8dwDDwC5sjGh/iiLOf0c98+vuOn9McpRbjlvUgEAnkDAAwBPtqKuV98//6j8TiKZGR3/dOSriIiu9uT4VCUOlTojYrqSTk5GRPzmTPqLc+fObcBZA8C2IuABgGe2OtdX3zmfTb/XhivXxvadTI8UI6J6tzw01d53KCJmRqdeHiglhYiIcvziKefqAWAne2mrTwAA2A7mGrS0tLS0tHz88cdR/2Z8bM/rA4eyJfOj81DSty8iIqYnRqZuDlaujM5u4TkDQL6YgQcA1lk2A59E8vXo119E65FCw/c6D5UiIvaW0lKpXr8yePtKHI3urTlPAMgXM/AAwEb5p/tz0bHn5Ud9u1B4M23fO1Kb2cxzAoDcEvAAwIZIItl1YOVad6vsLXbNH9yyYONPDQByScADABtld7Hl9sRYrd4wVK9Xlt33PvvJvevZn1bcQi/mAWAFAQ8AbIg00qTzB9/tmrs5eLc2PzZd+Sg6uluXDqrW/suJ7/wokjTSxbHV6+HpeQCIiJZH7doKAPDi0kj/cvhn/zgWR+NoxL6T6aHF/eRux+3o2vU/9P5eY70/3urN6jZEmkZElMtLI0myNA4AW8Qq9ADAxvr5lb87nZ6OmIyIa/GLiIjOiDSORmsSSUS0tDztjELjYRsS86vTPZONZN+V8QBsETPwAMAGyuI8m2MvR3lxPEv3bPzpA/4xf0v2hxd9Y5Om862eTbk3WhwX8ABsEQEPAGyUpy/zF2/4xedZc/ypnjyr99Xp3ig7QMMDsBUsYgcAbIhnavJsvboX/0vnHuHJK+Etzr0/Ubks4AHYEu6BBwDW33PMqGeZvUHXBi4+bX30UkvLr0V82TgyeP+tNPsiSep3xgdvfhWxp+fUke62iJgeLk+OLTxP18mk91p56VG9R5aeZKQWEV19Z3s7N+IVAICABwCaxoY2fCxk9rm/+I9p75GFqfiDEbsiHvxufHn69OmYqX8Sh9KktX5nfHBiuru0N2pxPCn1RkREtXI3ihER9b/4q8Foj67F57360fXvDaRnCvWrFwfL1TSR8ABsBJfQAwDr7EUifL2upV9TofvMQE9x8S+am5ubm/vH2t8NnvuL/3j69OmPP/442gq9h1sjotDW2vFya0REce9Cjc/WYk/24MIruxefJyLqlc/jxLFCRBTeeK+rcnn04QadPwA7nIAHANbThk6hb6jTp08v/HF2dGZf/+HWZd+emb7/8t7CIx47cf/BRp4aAEQIeABgHa1LvW/oJPxTmB4u3x65OXnxzmzjaL321YFi65oPKBSLMXaruiknB8BO5h54AGB9rOPc+0bfDL+GJFlYhX5vb1J698744M1a9fChxevnK1/uKR1uOLhRZ9LXdWEorURERLFnYP9mnDAAO48ZeABgHax7b2/NPPzCTnKFw8WuZd+YvR+thYYDVujsPZumZ9O+UnS91f2o6+wB4MUIeADgReX3vvclabpsXr02Nda+r7Phyyjunf9zkqy9D3y1nA5F38LGcgCw7vL/6xYA2FIbWu/r/OTVcjpUiYjoen9+C/flI/U/+sPBv/5FRMQ776SlvUuPq9yNyV90xkK9r3ie7MuOtwf63zD7DsDGEfAAwPPbhLn37EL6TXrHkk2tP+I6+fkp+jWn3wFg4wl4AOA5beaV85t6lf7qjJfuADQBAQ8API9Nvu99O9xmDwAvxu9CAOCZbUlOb+q19ADQfAQ8ALDcky4g39rJcFPxAOxYfgUCAAuebgm3LU/oLT8BANgSfv8BAAvSdL7eG3dEz5TLEXH+44/TJriIXcADsDPt2uoTAACaQ1bvq9M9kyQRcS7i3KMO2ERzc3MaHoAd6KWtPgEAoAkszr0/UbncDLupZQ2/1WcBAJvKDDwA7CD10UuD999Ke4+sHMm+SJL6nfHBm19F7Ok5daS7LSJiYSS6TpZ6kyTK5fqd8cH0QkSxZ+BMd2HhSUZqEdHVd7a3c5Nei3l4AHYaM/AAsFMsZvYaI9n0+0z9kziUJqWB12NkYjob+ejevoGklJ567d61u9WI+PqbT6785zQ9O9ATI5+MR0TUr350/XsD6dl04O17Q+XqJr4i8/AA7CgCHgB2ikL3mYGe4uNG2gq9h1sjotDW2vFya0TUa1NxcG8hItoK77VPXb4zG7u/0/tKS0QUisWOA69GRL3yeZw4VoiIwhvvdVUujz7cvJek4QHYSQQ8ALDC7OjMvv7DrdkXE1/OrnXMw9Hasf7u/fPH3H+wWee2Bg0PwA7hHngAoNH0cHlyLOJ6HO0/3Fpoa42bU9XS3uU3tn87nH44FnE9ftzfvb9QLMbIrWrvkc26+f2xVm9lv7B9/eafCwCsLwEPAEQkyUL07u1NSu/eGR+8WasePtRZPNTXXhkqT0VExJ6eU61xMyL5vd707LujlwZH/r7anXR2Jn1dF4bSSkREFHsG9m/+6c/NzZ1vaTl37twaa+lnI1nAy3gA8kzAAwALFvaBLxwudt3Moj06S6W0FFG7m9b2dX9aXjy20P1W18it+WN6z6a9EdVyeuNYti795jt37tzH58+fPn16ja3sy+XHbXEPADnhHngAICJNl/VtbWqsfd/SJfG1u+m16CvtjYhIkvl57Oqtsa5jS8dUy+lQ9DVsULep0jTK5dPnzq1d6Ukyf4mBGXgA8szuqQCwY1TL6VAlIqLr/fmt4JeP1P/oDwf/+hcREe+8k2a5XrubXpuKV14b+OIfChGRJPWek/M7z614ko63B/rf2JrZ9zSdv07+8XPsi8fIeADyScADAAtWrwDXaKtXg6uPXhq8/1baMMk/PzL2k8Yr5KuVyo1iqTfbHW+mfvHTX03Enp5TR7rbIsrl+uvHBg//dkR09Z3t7YyI8eH0p2MLT7gwCADNyD3wAMCCxpXemmwh9/ropcGRWnStNdJ4qjP1y5NxcH5v++nhT6dOnCr1R/3ip3eLyaHOr7/56N/fHPjFTwr1qxcHy9U06azG8fRsb0REVIfLod4BaGICHgBYrimvMC90nxmIS4P3HzcSEdVanGiP+bHa1Fh7MW2LiL0nXvnVjdqh4sy38Wu7ChFReOO9rguXR7/f2b24+93DWrxa2oyXAgDPySJ2AMB2Ubt7o61QXPiqPjO78MfW4t64NzMbERNfP+Lmwfqt+weObdEK+gDwVAQ8ALA9zI7O7OstLhvqeLm18cvC7paY+ra61oPrlQcHSluwgz0APD2X0AMAOZdtEVebjuKTZtDbdvW90z6UXoiIiGLPwGKxP6zcf7XUvZEnCQAvTMADANtBtfzZSPHoSPbFZOXe60f721onarMRrRGztek4+PnfRlt0lkppejaq5fTGse6l3n9wP35dvwPQ5FxCDwDkXJpGknQWW9OklCalvvboOlnqP9waxX1dk7XRmYiZ6evx2rttC5vAV8vpUPQ1bEcX1Vtx/Mij/wIAaAr2gQcA8qBaTocqERFd789vBb9iJE2z/eSq7e0r94G/Pd7zG7u7f5hEX5IOVaLj7YH+Nxqvtq8Ol6M3sYUcAE1OwAMA28Lq7esbNcFW9gDwggQ8ALCNrM546Q7AdiHgAQAAIAcsYgcAAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAckDAAwAAQA4IeAAAAMgBAQ8AAAA5IOABAAAgBwQ8AAAA5ICABwAAgBwQ8AAAAJADAh4AAAByQMADAABADgh4AAAAyAEBDwAAADkg4AEAACAHBDwAAADkgIAHAACAHBDwAAAAkAMCHgAAAHJAwAMAAEAOCHgAAADIAQEPAAAAOSDgAQAAIAcEPAAAAOSAgAcAAIAcEPAAAACQAwIeAAAAcmDXVp8AAE8hTSMiyuWlkSRZGgcAYAdomZub2+pzAODRVqd7IxkP8EQ+AwW2CzPwAE0ve9OZvd1cMV4urzEOQOZRn4FmI9l3ZTyQHwIeoIml6eMSPRsvlyNNvQEFWJvPQIFtxCJ2AM0qq/enkTU8AI0WPwNds9KzcT8/gVz5TupnFsCWqo9e+td//2vJb766cuTu1bh9O5Kkfmf8X1+5V749/c++++rh3UsPrFYqfxvF3/znR+P2rdH613/2i1q5fPuf/Yt/frht4Un+7D+Uy2NTv9H1m8VNf1UAW2vxM9CjRx932O3b8/8zFQ/kgRl4gK1UH700OFJbeyR76zlT/yQOpUlp4PUYmZheOm6mfnly4SFffBO1yTQ929dVG/noaj0i6lc/uv69gfRsOvD2vaFydVNeC8Dmq49eSofHHzmSJBHTw+VKWq6k5buNPwyrlcpwrfHS+oejFy+k6YXh7KD61YvphTS9NFrf4BcA8CwEPMBWKnSfGegpPm6krdB7uDUiCm2tHS+3Lg5Xa3GifeEhr+zq3h0R0fnu2x0TD2oR9crnceJYISIKb7zXVbk8+nCjXwjA5nvyZ6AR9TtTB06V0qSUJoc6F49r+Aw0IqL874bTD0cOvp+mZ3s7I2J8ePDzEwNn04HvXR/0GSjQRAQ8QC7Mjs7s6z+8EPC1uzfaCmtfF9/xajY+cf/BJp0awBZ58megMf3JzamRTysX78w2Htb4GWjE3Ojdf7rX8+O098jCt2+Ndb3VXYgoHDvRUbmh4IGmIeABmt/0cPn2yM3JhTegs6Mz+3rXzPfag2zivVAsxtgt7zmBHW9vb1JKT70WN28vNfyKz0C//vb6Vy8dvP9hml7Irr2v1xZn9fcXD8a9mouYgGYh4AGa1dKdmXt7k9LA63smbtaqEVGbjuLetQ4eH7786gfd+yMiOpO+rspQeiFNLwyNFU+U9m/aWQM0nbZCf9J+MPsRuuoz0PrMtxP74vjxs+nA2x1jP83uge848OraTwWwpewDD9DcFrYpLhwudt2ciohq7Vcj1341kn13snLvi1/2v9ISEdXhW8f7k8LC4zp7z6a9EdVyeuNYd2GtZwbYxrIt4pbsPd4+FZF9BrryZ2LHqfc6OyPijfe6fn7ZfDvQxAQ8QLNK02Vbwdemxilo4hgAACAASURBVNr39UZEqZSWIiKqlcqNYqn32mQkSb3n5I1i0hsR9avDlWO92Tx8tZwORV96ZO3nB9j2Fj4DjZitTUdxrc9AP4iY+HLZHfKFYnHixoOI/REPa/fi4HEXMQHNQsADbKlqeXCkFvHTNN6fXz+pcSRN63/0h4N//rOIiHfeSUvLr5y/djtenowfJdWu9qGRWsSFsYiIYs/AG1Etp0OV6Hh7IH3D7DuwE638DLR2/WCxP9b6DPRUV0fbb4/Wo7swfmOseGJgfxSOdQ19Nvruke64dT3e/qDzkX8JwCZrmZub2+pzAODR0jQill8I2iBJIqLl/PmI8PMc2HGyDysjomvpM9BlI3/yx+nwtYg1PgOtXvrZjZdbe3+URJouPqqrL9tGLqJ+9eLgzyei2DNwxl1IQPMQ8AB5sDrjs4tCs/GIiGhp8SMdYLmn+Ay08QcpQJPzbg9gmxDwAGt7xGegLefP+7EJ5It3ewDbh4YHeHp+ZgK5Yx94gO1jbm6upaVlq88CIB/8zARyR8ADbCvZ+1FvSQEAth8XDgFsTy4NBXgafloCOWIGHmB7cmkoAMA24xNHgO0sa3g/6gEewyQ8kBdm4AG2s7m5OVPxAADbg4AH2P40PMBj+CEJ5IWAB9gRvD0FAMg7AQ+wU2h4gEfxExLIBQEPsIN4hwoAkF+W3ATYcSxND7Amy9EDTc4MPMCOY2l6AIA8EvAAO5SGBwDIFwEPsHNpeIBGfioCTU7AA+xo3q0CNPJTEWhmAh5gp/NuFQAgFwQ8ABoeYIkfiUDTEvAARHjDCgDQ9AQ8APM0PABAM2uZm5vb6nMAoIlkDd/42yGNNCLKUV4cSSJZHAfYllpavE8Gmo4fTACsIXvnujrdG8l4YBsT8EAT2rXVJwBAM8oupz83dy6r96zVG5WjXI7y6nGA7SH7MajhgabipxIAa0sjPf/x+XOnzz3mmKzhTcID25KAB5qNn0oArCGN9FFz740Wj9HwwLbUcr7l3LlzFgEBmoRL6AFYw8zo+O2R2aNxtNw1nRyfqsShUufsnYu3b05ExJ7XB44cLkREJPV/8W8HPyvH+OhAdBe2+JwB1tF8oicr1wHJvsy+K+OBTSbgAVipOnzhw7Hqd9PWJEpRvVsemmrvOzQzWosPSkkhasOVax/Vi/2FtpiuDE792kBrxM3rg+VimnRu9ZkDrKNylE+fPm0REKB52AcegOXqVy+PFQsDu9qyLzsPJX37IqKt+1A2615897VXJr76MiKqU5NdxVcKEYWXTnRUblS37pwB1lV2G1ESyZqVno2Xo2wGHthkAh6AZeqVzyeiuLvxevjOQ6UVc+sde16OmKnNLnzdUjwY92oPN+kUATbS4iIgT6ThgU0m4AFYpna/Fh2vPu4Oq9pXcWJvNj//yoHWzTkrgE0zMzp+O52NtL08PB3Vu5Xq0nh5eHrhqNnXL7bfTmfL6fhofYtOFNh5BDwAyxQPFCPidx55b+d05fKe3+pe1u1uBAW2jerwhQ9Hqt9NW5O0lByfKg9NZeMzo+Ofjny1eFi2LMjRtHWm6xcjH12V8MDmEPAALFMoFmPi81o9YmGx5ajXK6PzV8vXhqeK/YVs+r2t2PoP9/9DRETM1u7FweL+LThdgHX0iEVAIqKt+8ipnj2LBy4uC9L27nc6Jh7UNv1MgZ1JwAOwXGfS11U7PJicnJ9Xn658FB3drRExMzpeO36oGAtJ37lv39g3r9eTtP7fX4+337UGPZBzT7UIyGodrxY38KQAlthGDoCVOnvP9sWFobQ9ov3PY/S76a5SJLXhyrWxiKhMRkTs+WLgHyYjzgx0dQy2p/F5z8AZ28ADeVe7X4uO7z3b++PaXJw45gcgsDkEPABr6Ow9m/ZGGpMRpWzH4+iN6F064JXs1vdC9Kdnt+wsAdZV8UAx7sXvRPLp061CH/Ft++U3P+h3AxGwSQQ8AI+UbY+U/X/jpkrZqnVppC0tLelcugVnBrABlhYBKUS2D3zU65XK3lL3GjtulKM8M/xtsb9g+h3YNAIegCewyzGwU3QmfV0XhgaTtjSuRXl+EZD+tffL/Hr06+8d/+H/EmnUrw5XjvV2m4cHNlzL3NzcVp8DADnW0tISEX6bANtGdfjC0FiUo3w7/u/vprt+lK3oWb07v6VcV3v0fjYzPNs2dnRhE81iz8CZbhPxwMYT8ACsg5YWv1CAbWX13UONFu8k2rTzAQgBD8B60fDA9vOYRUC25HyAHc6bLQDWh4AHANhQL231CQCwTczNzWX3wwMAsBEEPAAAAOSAgAdg3ZiEBwDYOAIegPWk4QEANoiABwAAgBwQ8ACsM5PwAAAbQcADsP40PADAuhPwAGwIDQ8AsL5a5ubmtvocANi2Wlp2xC+aNNKIKEd5cSSJZHEcAGBd7Ij3VQBsoe3d8KvTvZGMBwDW0a6tPgEAtrnsWvpt3PBZvWetvmK8HOXV4wAAz2c7v6MCoEls14BPI31iomcHmIQHAF6cRewA2HDbckG7rN6f5shylAU8APDiXEIPwGbYrhfSJ5HMjI5/OvJVRERXe3J8qhKHSp2zdy7evjkREXteH0huFspbe5IAwPawDd9LAdCctlnAZ1fOnxxuvza272R6qBgR1bvloan2vlJH7W6tdOhwIWrDlWv3Xvu6/x92P3qhOwCAp+QSegA2yTa8kL7+zfjYntcHDhWzLzsPJX37IqKt+9DhQkRE8d3XXpn46p+28AwBgG3EJfQAbJ5tdiH915Vvv4jWI4WGoc5DpRUHdezxuxYAWBdm4AHYVNtpHv6f7s9Fx56XH3NE7as4sXf3pp0QALCtCXgANtv2aPgkkl0HHv8qpiuX9/xWd2ustUs8AMCzEvAAbIFcN3xLS0tLS8v58+d3F1tuT4zV6g3fq9cro7PZH2vDU8X+wqfWrgMA1omAB4Cn0rJgLnNuLun8wXe75m4O3q3NHzJd+Sg6ulsjYmZ0vHb8UDEi6t+0j75jH3gA4MVtn5WEAMidvCxol10ssOapppH+5fDP/nEsjsbRiPn95GrDlWtjcTtuR8TR+M3/aeAn3YXVDwUAeDb5eOcEwHbVzA2/eJH/Y84wm1p/1B7v2a3v51vON+1rBABypHnfNgGwQzRhwz9myn1NqzM+S/fFK+eb8DUCALnj/QQAW6xJ4rZxUb11P58meY0AQK55PwHA1tvCvn2a6+TX6y/yOxcAeBG7tvoEAGBrPOt18i8o2zlPwwMAz807CQCawmbG7Sane5P81QBA3gl4AJrFhjb8ht7i/qxMxQMAz8El9AA0nzSNiCiXl0aSZGn8WWzaLe7PxOX0AMBz8O4BgCZyvqUlIs6dPr32t58l45v/YnUNDwA8EzPwADSRc+fOzU+8Z63eqFyOcnmN8eWac8p9TebhAYBn4n0DAE0jTZ+c6NkBa03CN/+U+5o0PADwlF7a6hMAgIhYqPenUS4vBnxLg7m5uTyWcDYPv9VnAQDkgEvoAdhU9dFLg/ffSnuPrBzJvkiSiOnh8uRYRMS+vuRQZ8yOXrk98kVE7Ok5daQ7SaL8N6NXKr/d8hsR//R3tbnuwvyTpOmFiOjqO9vbucmv6UW5lh4AeBpm4AHYPPXRS4MjtbVHFqbf63emDpwqpUkpTQ51RtTv1OK3SmlS6mv/auQ/1esR9S++idrk3NwvK3/xP458dLUeEfWrH13/3kB6Nh14+95QubrZL2sdmIcHAJ5IwAOweQrdZwZ6io8dmf7k5tTIp5WLd2bnDzh8qLstIqKz47WOL76qRRRe2dW9OyKi8923OyYe1CLqlc/jxLFCRBTeeK+rcnn04ea8nPWl4QGAxxPwADSVvb1JKT31Wty8vdjwS17ZU1wx0vFqNjJx/8FmnN0G0/AAwGMIeACaT1uhP2k/eLO27GL4L7+Kg3sLjSO1B9nEe6FYjLFbebxyfjUNDwA8ikXsAGgOSbJ8Ffq9x9unGr6cHh7f88GbrUsHx/jw5Vc/6N8fEdGZ9HVdGEorERFR7BnYvxknvGGsaQcArEnAA9BMlvaBn61Nx+IF89XK1PE3DxViaa276vCt4/3J4oR8Z+/ZtDeiWk5vHOteNk2fSxoeAFjNJfQANIc0XUj3iIio1a4fLGb7wdXvjN8oHuqMiJn68BdzkST1npM3jiedEVG/Ory4ZF21nA5FX8MGdbnmWnoAYAWf7gOwiarldKgSEdH1/vxW8CtG/uSP0+FrERHvvJOW9kZEtVIZmoyIiNu3I1p6fvzD4u+0D40tPmOxZ+BMd62cDlWi4+2B/jfyP/u+jHl4AGCRtwUAPLs0jYhlt6xnk+fZ+Po+c6P1+ltyRcMDABnvCQB4FpsT2Bv3AUE+aXgAICxiB8Azy7q68X71xfGlJeheTJqGam1gTTsAIMzAA/AM0vTJiZ4dsB5T5ZJ1Bf9BAGCHswo9AE8nq/enUS7v2GvdN5R16QFgh3MJPQDL1EcvDd5/K13cjK1+9eLgzyei2DMT3bF45fzs6JXbI19E18lSb3F6uDy5uCp818mk91o5ZuoX0wsT2RLxhYWnHalFRFff2d7OTX5N24dr6QFgJxPwACyZz+yuxYHx4cHPTwyc7Y+rF9/8N8WjuzojIqaHy5Nj7e3pm3sjImpxPCn1RkREtXI3ihHx7fCHYyeuDPbH1YuD5WKadNavfnT9ewPpmUL96sXBcjVNJPxz0/AAsGMJeACWFLrPDMSlwfsLX1dvjXW9lRYi4tiJPd/emInOmB29Mnnv9aPp4db5Y4p7F2p8thZ7ShEx8+3Yvu/MP6rjwxvVpFj7PE78oBARhTfe67pwefT7nd37N/eVbSsrG96i/QCwMwh4gJ3huRqvXqtFHIuIiP3F1rj+9VzMTF//Yt/BvbfTckR7e1rau3T0zPT9l/d2R9S/Xpwc3l88GNdrDyNi4v6DiGeIdpPMjzff8OfORay1q182kv3jyngA2C4EPMB296id25+u8ToOvNr4Zb02NdHe+l6x1NtRv/jp5HCx1Ftc/NZXB4qF+UftXrbWWqFYjJFb1d4jG3vl/A6biJ6bmzvf0pJEnD59emN39QMAmoOAB9gB1mXn9pNH48YvI6Lj5WJnMSIK77X/6vLMbER2Lf1s5cs9pcMLB7/57rLHdiZ9XReG0kpERBR7Btb7+vkX+5Air9L03JrpnsnGsx0Btt9rB4AdScADbGuP37n9SY1XKBYnbmSXvj+sTcfB3S1xpTJxvLgQ7Y1m70drd0SUy4XdLRNfzkZExMPavTh4fH9EdPaeTXsjquX0xrHuwhPO+nmun1+XDyly5Fl39dPwAJB/9oEH2L5efOf2zmNdY5+N1iPqt67//p+++6Ok0PZSx2RtdCYipm9M7jlRXCj52lQUF+6H/1F3V+m35x8Vb7+7eN18tZwORd/iBnXrZfFDijUrPRvP7db09dFL6fD4I0cWXnK1UhmuNR41O3qlkpYrwyeTiG+Hy5U0vZD9b7i68CQNXwIAuWAGHiD3Vu7cvjiSfdHQeDcab1m/Mz74ZTEt7c36tn5nfDC9EPXbV778r948XEvj/YEDnw2O1GLm/6mfq40Uiz0DZwqFNyKi/y//Ov3wFyNHj3adLHW3zT9btRbHJ8vzf12a9tavXhy8MBLFnoEzhcjSvRIdbw+kbzxp9v0ZbeuJ6FW7+jWMNL7qmfrlyThYXPx6+T5/M3G8bbI3PRsR1eFydEbY1Q8A8knAA+Tb8zVe/c744M2von3x299+8teVnis/6Y6rFwc/PzFwpjuuXvxosfEevNfYeD/6QVouR0zGtcnFsfnvLs6BF97oT99Y+ts7kzRNYrVHLTu35st81g8pZuoXP/3VROzpOXWku/FDioiOnh/3z+9jNz6c/nQsIqLU13wdu3JXv7VGIqJaixPtsTC2ap+/tpcWXtfDWrxaiqhX7OoHALkk4AHy7bkaLwqHjwzE+OCXC19/PXcvWo4XIuLXD0bEYxqvcUG4F1nv/dHLzn388cdz5841zpY/14cU08OfTp04VeqP+sVP7xaTQ53LPqT469HSme5C1EdvHRg4m67zVQGbq3b3Rtuh41/+av4f9zH7/NVv3T9wrDui/uy7+gEAzUDAA+wAKxpvtd0vndjz9dDweHr81r2eH/QWntR4q0J9PZed+/jjFcvOPc+HFLWpsfZi2hYRe0+88qsbtUOdqz6kiBj/ZKQyNlK5vjQhnzuzozP7eg9HdeEG+DX2+Vs4tF55cKC0PzZtVz8AYL1ZxA5g25sdndnXW3z8MS3dh3Z1jf00vXEsS9lCsRhjt55+gbO5ubmWlpYnH5d57LJz5YjnWXaudvdGW2HxVdZnZhf+2FrcG/dmZmP3Syf2fDs0PB7VW/d6ftBdiIgjvenZdODtGPnw4ujDZ/i7mkH2n642vbR24IL5ff7aCu+1x73sv0OSRDys3H+1lF1r0Jn0dVWG0gtpemForHiilNMPLwBgxxHwANvXoxtvtfrrv3Vg4Mc9936aXrxaj41svBdfG38Na3xI0fHyir3uVn5IMa/wRn/6/sGRv8/jcuzV8mcjn1bScmVoMsauVS7emY2IhT38IiLiyicLf3pwP3598V6Bzt6zaXo27StF11tP3NUPAGgSAh5gm1uz8ZYpl+Prbz66t6dU2N/d/+Oe+Pkn1Yhnb7wVk/Ar9z+rX72YXkjTS6MzEbF45fzCbmdLW6DN3on2hf3PImbq2aP+zy+Wv6jhCyMTDc/zfB9SLDlyvOsRj2laaRpJ0llsTZNSmpT62qPrZKn/cGuhuG/ZPn9tLdm+AFG9FceXb+C3Qbv6AQAbxj3wANtXmkaadpbLaVKKVdvILfM734+2/64WUYgH9ycaxrPGS5+58VYtOzc+PPj5iYGz/XH14pv/pnh0V2fEyt3OFkZuxoP/NSlFRMS3wx+Onbgy2B9X/+c//cv677+18OxXL49F24nG0/xspHh0JPtisnLv9aP9ba0TtdmI1ojZ2nQc/PxvY9c3H93b80Fhf6H/x3Hxw0+qb/Qu3QL+sHYvnnCTwZaolgdHahE/TeP9+RX4G0eydf6yyxnaF3YUaCv0n/wq/bQycvt213dbu3+UZFcxVG/E8d6lp92oXf0AgI0k4AFy7jkaLyJqdwdvfhW3/za9tis983uRph+MXlraYq3zRRtv5SJz1VtjXW+lhYg4dmLPtzdmonP1bmcxO3pl8s8+vvQ35/7V/MDMt2P7vpM96vh3//HThU3rqpU40RX/+f+LiMd8SLGv61pttGNvd0xfj9c+aJuMU4/4kCIiqn9//cT3+5/9ZW641dvvrR5JkiiXOycnOyeXdvVLI+Joa+MSA529DY961K5+AEBze/ZFgwHIl0dt2JZJkvPnz6cR6/XrYHE5+sad2xv/XD35zuXdu/t/+F9f/PSrg+1TY5MLu53N1C9++tX/8fH/Xjp9Ohup/8VfDX79nfTa5aiWB8792/GXT3z/938/PX5rOJLjf/Ovzv1fx0qFiK73094jix9SVNvbV+4Df3u85zd2d/8wiTSdvy5gcR/47EOKWHiS/HrxXf0AgDwwAw+w3T1p5/ZzaXru+faBexYdB15t/HL1bmfvzkxNtLceiMn01GvzIxEdu1siIjqTP/mDyuUDP+7vjtHRY73dUb1x7A9+92xv4zZoa01E90fE0d2LE9GF7jNpd8NDts1EdJou/vNt9L8jALCFBDzAzvB8k7HPPrWbLWX3uIY8eTRu/DIWdzuLwnvtv7o8M5uNtES2/9n8SLz57rLHVm9F6Y01z7OlpWXu3LlnPVsAgBwR8AC5smEXS68M70ddeJ+NNM7qP4VCsThx40HE/oiHtek4uLslrlQmjhcjlu30NvHl7NIq9lc+KexuWdgR7WHtXhw8vr964+cjYz+fX6xu7MK97Er4RY85HxeZAwD5J+ABcmJdi3pNKxs+e+aGhdCWxsvlNcYfo/NY19Bno+8e6Y5b13//Tz/4/9m7++A20vtO8F/MSGAgk5LcPeIcaXJJrgWEMa1EI8yOoJFr0HE8Fqd8GEfR1U05rNrYSy+nLuXBVSo5Z3NVW3hQqbpks3blDk5lK7RZnrpb2qU76+QIlTVm7LWbSjQD6YQZ7fBkc9BSSIYyeCHVHUmkhRU1I9wfD14arwRJkATF76dSDvHg6WazKWnw7eflN/d95Yf/uTtlxrtbfa7lqVTLwHGngrbuG2YcKNQ/e9HnxYm4BR+mr+O5024o7hERAAAjOjrVX5hCX2vMf/Pv27bjtHkiIqJdggGeiGjnaGCiriKb4UOhWieU7boud4Cv3Kd0b/yeQPCfxiKjMaiDwTOKchTA8A9+JM6+H+vt9R7x+FwAlOEjD/7jRKd4/a18/bOAda1w1Lp/qs2/b0RERERbgM/siYh2ArnLeu2oKTtsfDBZiIlw2O/3r/7tgGrfcfUx4UoD4xMTE36/P3ta1Dswvsrw+5bdt+1jvwPbORrPdQpERESbjCPwRERNL1/IfVW1R8WL2Uu7AYB1bSxyZQ7qYBp+vz88MRHSNGAl/s5M7B68R3K12QotWmBSR9oaE6NzUAeDZ3xK7rQxE+iMGijaJb78h0IDIt/q6b0ea7lvzaYp5s/vgnUKREREzaAJ/qtPREQAyhN1viXxbfswspFMFkqdA9at2ch9VXhaAUDXrcN9ka4TyJc6x2xUvJHIndA7lF03no3Zhfrns1Fx9VDwjA/Xxo595YXePW5NC4f//TH/5xOySHvWclRPFVr0H0dnPjz0ziUfro1F7rwgNLd1bew8Tg8fVR0HvxX6/gtCqxHhy601i8r+q94369Zs5MYDoGXweI/PVfG+/SS+/2OxYxoKTyLuxsfOxuZga2lSJTdte/J8/llJxXUKqDpTg4iIiNbkie2+ACIiAgoD15Va7AObaetiytYnG03zHl36UXIwOCKCzyH2o7gFGOgXI0KMCDEy5PX05/K04jsTHFQLxxnTCe+zPgVQ+gZaHk2lAaycCnz+WxPnbOl9Jf5OauFwb6El/SjR9mT2qO7klAEreRMDfQoA3H3Bm7wYv1vnj+9wOFbvVMnq9y1tXUKH0DzBw4jNLWf7FN83696HMFNCjAx5zdj5axZgxd/F6RF7S3NqluF3+YCp4lIF2S7nOBAREdHGMMATETWF0kRdqQWAYWKg09anqyd4uKXw+mFmAQ5VAZSPtssWd08us981cbD0dDmWmc/AB1QnFh5mkF6+fq/ty1848+vhb4rkMgDZ0n5/RuhJ2WI9zBSOaseCeRfA3OIdAJlMxvNyeC03YM1kdl39vrmUQJcTgOJydu/LVq0ruW/K/j2+vQDgPvlc99wdE1B8mhx1z7dQZWtdp0BEREQbwDXwREQ7hzk/5erov397sVqHvU8MtDwcj86K/umFwc8E7BO/renFQ32+6ufuPnTQ/tIyl+Y6nS+onp989anP/9l3o1/51yfT2ZZAtzV2ORVVPSeB7r1FI+eKqiI2bQR61jRzfh3WPvK8Ek+3DXc5V+/YXfaYo7ylOWzl8HvVdQryhaZll1cAQNuQ1pH/A5Bd8aFp0H8c1ZMJMSrbvUMjAXfl9R1EjyFu8UhEDcIAT0S0U6zE022BLhi1hoMdvo49iwlZvO2A/Q0reeeQ50C1w4oc6cXUzwF071PdKgDla1/w/8Ff/MnJ4d/Ot7zQeftiegUAjp0sOtatDXlHx0USAPDBQJ3fcY3WHlyz2fI6elfJ8OYdDDyj1G7ZfXI7JlRqyQUS69bSoeMe4So+Mm1dTKFdPv9Io9+VCogRAEZUhzu7viMAFFqIHj/c4pGIGopT6ImImp4cqDGXobau0hOwDv/KoeArgwtviDH7yu27ycWDnuoxVFFVOfUduGsuo32vA+8k5+6v5Du8PPz7fzb2n+wteOeSsteRa7lrLqBdPQDAHRgRYkQMeUIXrpxQ17CyvfHjyYUl2a0BzRM83DJ3wzRqdZ6NXjx42md/6FDe0iy2cvi9jvUdy5duLMUuJ8durdi7Fa34cD1RupqjvvUdRDtefivHkv9DpWBPRFQTAzwR0c5g6Fdjl5NCT46nkJgsTUoAoOt4+OH5hZYT6kHf8CuDuHKpkFbvLOKjtYaR3X3exNW4BVjT1z//1ZMvaYrrie6UGU8DWJ5KtQyozj/96ivvfvf/KLS4HHjJ5/WcyB6F504Wpk3rYhxDtunWta0pi645uOY+HytdqrdmByM63T981H6Xylua3Pbtadca0Dzi+FO4MVP4k2nOT7mUCrHcml481KfUbiF6PHCLRyJqNAZ4IqKmJwQ0za06heYRmmeoE94jnspTwT/1DI79FgCHo3NxztZuTKO/OE4beiRmIvGGiM4CAHoCwY9fj4yKyM2B00cVIfDibwynjdjZN4WewpEenwtwKX/9ld/8oz/7pnj9LaSnfS9qEF8rOgqAoQsxKi4eDK6xgFyd1hZQhSj60GwuJTrbKl+VplmDR6b6NTcA61o0fheAFT9X0kKrcCnDWmd7dprDSjzdFqg0ql6+mmMN6zuIdhBu8UhEm4Br4ImImoNM1JDL13tKW4QofBbstG1Db85HbjzAzFtico8482kIcTp+bg5/BeDl8GsIvwogk8kYU+gPFH87tyaEVtSiHB0WR4taXvqM0HUghclC5bqf+N0TExP+L4YqH1V82kwms+ljwqvdt3/jePqXZlYA4PnnCwXwiu+b4e0cj5nAaAIA1MHgUSM6Op6AvWUTf4S1a4rqcZIcPyxo7e9cAuSKj7IxdU3LruYo2k2xvIVoJ1l1i8dc3cqWweM9PrlPRNoau3x7TrbY/hIZ0dGpfrmbI7d4JKLKmuYTABER1VZtJySp+obGssT6Ov+1r7JzsiOcLRG36mnriZqyz6o915FaHQ5HJhQC1nPfmlm1W7F5wb5qREl8u7C+FwBW4u+Y6rEOJJPjhcc+6L738+H9DmgaxJeiUQSKllfMlrUQ7Ri5DR1P5f92FFq+qIKJLwAAIABJREFU/jsAcPxXo2ZroMtp3ZqN3FeFpxVYjurmoeM9Plhjlx+8oHW45V+i//t/HYtcaZdZ3Zg1cptEGFEdgU2Z00REOxFH4ImIdgj7ZsU1ahGVdZAJdp0xvlqyDYdl5F7b2apreHov/XlZw2mT2OeGADDN6+3qMACPR3iAfBm5yRQ0DULA0NGvFZ3BmC5tIdo5FN+ZIM5FFqu3uJRAFwAoLmc3nIBczqMKF4DWgf23p8xs2UUjiQEvsscVb/Ho2YKfhIh2CAZ4IqIdpUbgrFmsKB/jGzJCm0/vq56wIbPo15HeS/s/RkF9G+bPr7q+47VXxetvAnKdQvHuDJMz2JfCS5r8FZSv5qiwvoPoMbQST7fJvUusdH4LUqfaiuvyZfqDKfVo/+KVxZLjrOnFQ31cYkJEeQzwRESPkaLJzMXtug5NywfvjSdAeQaHw7HBPJmfP7/B68mfDY346ahI+Y4JthaHwyEAEQpB15G6ilRxR9Xptv2BdAeKz1OpheixsxzVUwngOnplhu/eV7ILaSb+8ImAG8ZU6ZHc4pGISjDAExE9FvLFiirKFxwWIh+80aAYv2qG3+AgfP3HNtHWbrtG0T3nOgUiu8LudK0BzXPy1mzkhml0dVQozpB+hBd/o9IpuMUjEZVigCci2vnWWqxoc2L8ZoRnpvcSTfVjll4MgzpRudyjVaVL9d5YAqC4nHPmCuAEVsxltN98y7j/YexyMiZGASAxujD4yrBPjrrfWcRHmd+JyI514ImIdgwrfi5Xtr1Si6ZZt2aFnhT6bDwtm1bi7yQLLbnx+fxRmUwmN4T+dMmZ65dP7+ueBr/xSfhNFWt3Cd5zolUIUTQrylxKdLa5Aaht3pQZTwPp5et46qQL7jOfFfp3hBgZ8sI7NJJL73KLRxZoIKIiDPBERDtDtjRRxRY5/J62LqFDaJ7gYcTmlgFYt0z8ikdonqHOB7GfWZY86sIPS85jvv29UOiPwy9/QibhdVzbqhl+ffG+/hJ0TJJbiU9MiArkho6JNwrPQO0tQliH+8Trb4rX3xRmm/C0AgBaA8fbrl9OirOJAfM9RdOqzV4xptDP8nFEVIz/ASYi2jGq1uKW1YbzQz3m/FhalVslZaWLqg1bf/pa5fMEerCBefW1D6xRurzaUZtRGX5Ha4YbstvuOdFGVasPInGfCCJaI66BJyJ6zBSKFRXZ31Jh56RK1r08vp4N7epX+zzcbX5bML0TrZkM59zikYgahAGeiOhxUlqsKOv+A7SrylpOtL4Y36gMv2p6Z4zcerztROtXHNQdDkemzp1HiYiKcQ08EdHOV9gnqTWgeYKHW+ZumEbh7eXobMvpfJ7XNPXE79Z5Ytsud/WuYLcn/5L28sZ1ZMJdGyO39wfftbediIioqTDAExE9LnLjOUqX6rU1G8ml/mOKYutgvv2Xcsu6Ok+81hhfLcNXVJ4Ma2RFxshtwdtORETUJBjgiYh2vmrFigDr1uyU2uEGkLai9zLIbXccuvDTfCZ3OBzqid8Nv/yJ2t9kHTG+pGc9e9EzvVe0jT/7br7tREREzYZr4ImIdghZmghvCJzKbiBvbxHC+vKXIq+/CQDPPy+LFRnJ5HgKQDIxMwM4Bl95EULYj8oGM0MX40kADsdHgPvyu1XLbHWujbcXltuCPe1ok/C2ExERNRX+h5mI6HHR0GJF9qHyGkPiNd6t2KEkEJZ0qBgXueE86g7Sjc3bTO9Em4R/uYho3fjPBxHR42UTihWtWuB9Te/aP7mW5/n618PvHvXfhAbeLt55os3Dv19EtG6cQk9E9HjZhKrCJZvSlXzurD2pvqSwnICAgAYt+7YOASHbaw/O05ZZz51njWsiIqItwed/RES0NtWSfI23HA4HBEKhkA694jknwhOhUEiGeUZ3uzWN1G18WG/NZ2jowg2iXYIj8ES0bhyBJyKitbFPgC9pLHkr/zKTyTjCDpneC8PvOTp0f8ifP5Cfa9dnG9K7JNO7vQ5Cvl3XK7QTERHRevFzEhERNUDFTe/yMV5A6NDLo7udDn0iPJEJ8b9KBTtg+H3ViC47cBCeyIZPKolo3TgCT0REDVBx+Xp2eXzYkR9gr80f8gsIOZF+t5E/tX2JgQZtK+/EOtN7PXQdQjDDExERbRwDPBERNVjJpncyhWrQ0vHZy7EHAODt1PqXkujwuJFv7BzSUm59Wy54e5VHd0muLMhv8rd5F1B70wErfi6y+KwI9OReXxuLXJmDOpiGD9mZ89at2ch9VXha7QcayeSU6gloGnTdujUbEaMAvEMjAXfutDETQPfgK8O+A5v1sxERET1eGOCJiGhT5AOhnDlvRpOTibYjokcFYMzr40udQx2wrJ9dbzsuelyW9U5kPi0q5NjdoMbuAKsuPdig2gPv2ZjtzTfMRiM3B4Ijw7g2duzP1d49bpnebzxAZ/GRaetiCu0qAODhh+f/9kbw/W8r1rWxiG4IzY3ZSzEMBkd8uDYW+VHcc8anbM6PR0RE9Hh5YrsvgIiIdgHrw9lEy+Fghwx0cHdoQ20A0sklDLS6AChKj3fpTnzXLQrN7w5QMaXLdh36Jo3ArzptXvGdCQ6qhdfGdML7rE8BlL6BlkdTaQBQunqCh1tKDjRMDOQivZV+hI88oQBQjr7gTV6M34X1TwtQVQVQPtreyB+IiIjoMccAT0REm+5h8tE9OF32UVZ3h8cNAPcWV7bporafTO/19Gx4hnc4HOvYRssyzdyXB24mZxceVjncnJ9yKbbcj7mSnkrfQHdyPDoLY3ph8DMcficiIqoTAzwREW26DxYz6G7ZV9buUp1ILJkVjtgV0vHZGbEC0alHl2HMJ41Cux5dznfToD2MP7S3bJCM7iX7Dlajnvjd8MufsH3tkV8/98meKqdfiafbArb4rux1YOmRUdTngG/4lDfxhpjq4wJ42oUymYy9cgcRUf0Y4ImIqPHsCXAiPLHnUJWPqu6OI96lSZHURXIy0fIRj2MiPLG1V7ptjOjo2ZjxtHBqwqP1L+njS7K9sNVfTjo++/NYZgZX6j95jUAuY0NJS6Y68+2/DF34af7rb729kA3/R3rffzde4Xuby1CLdrODa8/Q8/9sXIwKMTqeUAc8BwBY8elDwVcGF94QY9estd05IiKi3Yub2BERUQOUjCbZR3cFhG78aGYucdh6sSs/WdqykslWj8+pBjxaADDmX5/6Wa/yRCgUqlhS/nFjXbuYUJXgHpd86e7QhpAEALh8Pccxe3mx0Nfl6/kYkj9fBMruc4n8u9Xu2warTyuqOjd1x+E4CDi/jKdefu5EeR14w7wdm7wdky9SyYV7Px/e73B7PEKMwNDFVJ9PAaxr568fPO07oAy/grGzl4yjcmt6IiIiqo0BnoiI1qNGYi8hIBzfCT/nPXEjMu8Sch+75eR5dA87sz2MeX0cT4snNGhhR7hiSfmGX//2spI356DuLdkUoI4Da9yKVcP5RtJ77te9D2h928z4cG3sPE7Ofb+8FLzb4xEeIF9GbjIFTYMQMHQxjiGRm3g/d8cEFNxZnFvfFREREe1GDPBERFSX+hN7+VGZTEZA/ABvRsVkL3qBtiOiw4VsPbmZ7rmPiSdfyqV3e2gvKSn/2CR5c9FE98e38r/B60jvDocDUIEWAKELM9lS8Na1schoDOpg8IyiHIUQ+MGPIv/4CL29Ap1FpeAnZ7AvhZc0DGlCjKL7uaA4mn1koRw9PXhOVobvHnxlmMPvRERE9WGAJyKiqjYym7188PylwGf1gA6kAEzifQBwAwK9eNJeRM0e2u0xvuI5dyj1kIoFfAra5brr3vfiufJGuTV9dit7HflydCVb1q8pva/yuEQ5OiyOFrW89Bmh60AKqRRShWa36nTL2fVuTQit9DS+M8JX5xURERFR1obWwhER0dYRAkDRjGWZjmR7g6xvmL3iScqPdTgcoUwI+cAJAJgIT4RCofzM+ZKoWfFUj8OAvKGLcfNWcPKGogPQoOU3BYDcx25R1QLZ0Wwd+sP4w72LJ/TA1/InKIruZfIxvv5HHhu6q1vyh5PocbLBDSmIaNfiCDwRUdMrT0eSbJHvbiApNXDTuBpxseqn1VD2rfxe6Pae5aPxKBuQ3/hlbwO3NuQdHY9oLoFJ6KWbApT5FDwuvFbSKNO7ffJCvl2HrkGrJyE05h4yqBMREW0JBngiop1AZvXi7b6z7WXbgNep4em3Rlxc01hTSYZHlRiPHT613h0YGcKox/FNaJjxf/C02OORUdyYvxx7AKR0dCJwFYBm/DJiXuANgVNyIbqAkBG94plluw69eB59wa7Y55+IiOhxxNk7RETNTYjVI7rsUN8o6GaMWtfOz3WOA5fk9hrz8Kt9rx0X4+XPW+dk+HyLTO+oNPZul++TP3YHT1ggeuxwCj0Rrc8T230BRERUnUzv9dD1agHeUSyT06hrzJ+zUSeU8tPpq7XXfqt2vfRmkP/4LiAExER4oiSQyx3p5Lv29nR8dkasQHTq0WUY80mj0K5HlwuHW786L1Z0MRu3sEm/eiIiItpinEJPRLT9rPi5yOKz2TJd9hb5Ijf8ni2srQKAdWs2cuMBAO8RT0DToOvWrdmIGAXUweCZE2ohviYv/NVU/0hgEyp11TPivfHJ8xXPUG1SPXbCCvnyy67/LhnR0bMJ42nh1OCRRfg6hzog972LPYA333E5GVn6SNA5cen8CTWazGRYqY2IiOgxwABPRLTNrPi5SMy0RS9bi334PW1dTKFdzX59fqEtqPUoaWvs8ryhdbgffnjpnb8Pj70OtIfD/7KQBq1rY5Er7f0NvuaGT1avtokdqmd42GJ8jXfRZEl+Q/NmrWsXE6oS3OOSL90d2hCSAACXr+c4Zi8v5noaSymvul+Z9gd+7U+/NTRlwM0ET9QECktm9OwqmIqlH4mIqmGAJyLaZorvTBDnIou1WgAYJgY6IdsscwntHQoAl/JCZ/LiLdW998nAXmQyGRj6mPlM4agkBrwoPtNG1R9BG7XIs0aGX/VdNE2Sr7Gqv87rsZI356DuVWxN7g5PpZ5pcyV/erUd1827cB9Y8xUTUeOU7Hbh9/vlF7JFvssYT0SrYoAnItoJzPkpV0f//dv5KD53fwUorzp2N272DftyUc3Qp1Stf/FKowL8pu4SV2MQHvVl+FWvbRt3rW/Iswxz0UT3x+v8L/f+Q857G/x+RNRQq5Z+3PIrIqKdhwGeiKj5rcTTbYEuGGb2teJy4saS4Wktnhb9KCrOJoDreGXYd0CG+YAPxlQDrmAdiXcjkXV9Gb7+67R3rqd/BXLLQPsaB7lVQaWtBBtVYM/z8r8FHuDWXX/IX+chGjTPy2HgteHMgzoPIaKGq7P0Y/mmlUREJbgLPRFRE5OZ0FyG2lrUrnYMdS6N60mhJ8dTLQOqEwC0TwfESHBQnYu9awAwpuHpKTvjemzSPvO1VduCvvb28jX2qK/Wec0b1wuRrQ5QUiBAtsh3bTY49l5UQSB5NhQaG34thPxEXMtKxlfKj3KpzvcW/w4AsPL2t0IXkg/s51n3xRDROuRLP65KZvjNvRoi2uE4Ak9E1OwM/WpM7Y3JF6nkwuHe4S6n2+MRHsCcF2ab77Ke76z4nvXGpgEYU1diiSvZoxKjC4OvDMf+HKh30Fha91TzzStxvOqKd6xpNF4IAJncYtQJh0MHAIRqHyXvYa46QFG7rufbV72Aaj+IPWOXdBjyjo5HNJfAJHRgOXke3cPlKykAd1vb+IeHT35a4DfHgNPu0k3va18YETWcBi1bLQKAt1PrX0qiw+MGZBWJRVULaHXmfCLazTbrAxYREdWvahm5QE92sFfTUFxGDgDMeTGJIa3DLTvIHG7oYqrPfiojOjr1ZiqgompJ+Soxft0hfCPpveTYGhG3/o30UDGsls+BtwlPTKBijLf9OqrSdWiaIxyus8BexYkGNQ40oqPjCejQZ/APT4s9L8lJuca8Pr4EAN5OBK4C0Kxf7Y58cg7qYPCMT6lwnhqPCYiogeQM+SPRzslE2xHRoQK5GpAejztfA7JTC7TKAM8YT0Q1cASeiGi7GXokZgJvCJzKBm97S37CNoDOzuwh5ryYXML+p4J4T9Hfh6ZZg0ciYhQAvKfs6b2gvkHjvG1J7/WrZxw+3xPVYnz1exLy+6FppYvk87+IVel6JhQqby7J6usbCXcHRsIvOyAQCoXk3lcA4EZu4m0KMjAoGBYjNc5TPiZf3k5EjWF9OJtoORzsyD6ArVEDkoioJo7AExE1PSHC4XAoN8271GrT4OsfNJYn2cj86o2n9/Iz1N4BDmu51EL/mvfEujUbua+K1FXbPXkaWBa4L4O97GafEGHdmo3ceADAe8QTUAH9x1F0JXI9w+FXgX3AwVAu1YfDrzZkkkJJYSo0oqY0wzxRY2nQHsYf7o19Mjv8XiY3hZ4j8ES0Oo7AExE1PSFEOBySaXAtK9iz79Y9aBx2OERTZrZqGT4/ul7nNctuYYdDsxVhLpGN4nKug65DCGvwSCj0x/CeCn39dwr90tbFFNrV7NfnF9qCWo+StsYuzxtahzuNflfq5fCrAAA1mcm4jVnD3ePO/jhPJRu0xGAz9rva9JH5tWzgT/R4+GAxs7e7Zd92XwYRPQYY4ImIml09AbXqKnr5QtNyQ8Qtg8d7fK5cHznU7GmFpkH/yanAFzLHNCHO5VZNz0bFG4ncCb1DI4HisnXruM5Vlc+Nr2fn+YrfuvSeWNfGIlfmoA5+NeS7rFccSAegdPV87h+u/Pm9TmiaDJmK7zMnoqE/+e6daBoBVyb+TjJ2D+a9D37tn2f/G2qZS2jvUAC4lBc6kxdvqW7XE+5s4r0bj06rAHLpHbgLfFBxFG5VW7M8wa5imF//NVTbd0C2yHcZ4+mxo0H74aEfYqHezpt7NUS0wzHAExHteFb8XCRmwlupRUajtHUJHUJzWrdmI3PLPk8rSoaaAeveh3iYEmLEiI6On7/mGT6qGOgXIwEAgBHVUTO9b6r6V7znld2T2Wjk5kBwZBjXxo79udq7J/vT2AfScy1v3Ub+tkD/cVR0/t1HBzTfZwNf/0/WvQ9x3CPuz//VzNJ/mUs/35HtNXd/Bai0G7w1vXioz2drcDh6Lrw9W2lTuVVsfXovkf/uJc9T1nZVa9yLgejxsFd1zMwlDlsvduX/8ltWMtnq8RX+3eDMeSKqB+vAExE1tXpim+I7ExxUa7W4lECXE4Dicnbvy35eVLp6godbCofs3+PbCwDuk891z90xUTRobOJg7UHjBsbLVYfc6zmk9A4Y0wnvsz4FUPoGWh5NpXPNJgY67cfBMNH/VOHE8fkPFgZf+cNPZT90K/v3+Fwr8XTbq594quP+B/dko8uJ1JJR6cKs5J1DngP5lw6Hw3z7+/aWnShTrN4K8/l9ByqmdNmu6xyBp8ePgNDcn3nam7kRmTezbcvJ8+j2lT7106CxDjwR1cYReCKi5tXoQdeVeLptuKvSQHGJ7uK4XjaMXGILBodXHYSv3cEyTaAPAHBAdeL6wwwAmPNTro7++7cL2z+b81Oujv8m//Lho+sPnmhfPPvv/vqnlzs6sgnTXIaqABb27dkvu6kdQ53JcX0JANAyeNyJG3KQ+W5y8aAnd+McDkcmcycenfbUuJVVbPvwew11VZhfy14MkJUXiB4jAgIB/ABvRsVkL3qBtiOiI7uYyZg/G3sfQC+eFwGxjRdJRDsCAzwRUZNqdGZbjuqpBHAdvatkePMOBp6xz/EuGUYusRnZch1z5mEbh694YPehg8UNK/F0W6ALhlna8v/kXlvpR3Ntjhf6R062/G9fev3voioCgKFfjam9sfTSuw/3rUwmxw73Dnc53R6P8ADmvDDbfJf13AnuLOKjxWm9vGV1zZzeS5hvfy+y+GzxUHw7sJwJ/U+AfKiR/XMItA1pHW7bBv7dh3uH5SOStDUmRosr2Oe3Y/AMCW37FnMQbchLgc/qAV3WepzE+9lWN3qFk0vfiahODPBERM2oYZkttxMb0BrQPCdvzUZumEZXR+UIpGnAbPTiwdPD9rheNIy8jepJ9XXtS3+kF1M/zw2k25S3AN3HX3C7YZldPR+/ufC530MMbl0XWmf0nZX/tvX2vG33O5jzYhJDWitSyNafM3T0a/LN7CXZWuq0g9J7ft+B/AXnWk5NvNwrt/23bi0dOu4RrvxBy5duYPC4xwdr7PJ8XO3x4VH0bGLgncgwro1FdFVobsCKTx8Kjoh17BxA1DTk3PjNKP1IRLsKAzwRUdNpfGbLbQ+mdKneG0uVOwAAjOh0/7BWHJRqDRpvcbysc2RedjPf/l6+RVHVuak7wAHgrrmM9r2O7EC6fDuVXDjc+8L927HJ27H0sv6PHwKTn//Z/W8fwNz9FRh6JGbi5s0Lfzc3LASEMM79qF/dg9bOeXm4OS8ml7D/qSDeU/T389XjjSn0BwDbXcq31GOtVe63neI7E8S5yGKFllzRvuVLN5YSN5auH85NA0mvLMDZ7wLgbJfHpB8l2p4UCoC+ge6zU4bmds9eiiUTseT1wVeGfTt7+wCifFDfQc/miKipMMATEdVnq4pXN/hTnRBhhyOUr3luLiU62ypHSE2zBo9MqVoAgHUtmuwLyLBkTFcbNN7UD6Drm0VffPjToQtXsq/dfd7xq/GTPT5MX//8V0/PfV/RdaF5UFRGziM8KLRM6jj+TLfrRFzVhOiLCvXQv/okAOvW7JT2mcCkjtm5qamfY78DgABwLwUU7a/uDhS+rtZSzWP64b41oHkCaWvs8syYXMrhah3Yf3s82SbUpYXDHQEXrIf5n/qA2o7r5l24ewJiJGBdG4ucHQMzPBER7WoM8EREq9nC4tXrjG1yiBhvCJzKlj3PtThe/r1MJmN9+UuR198EgOefF57W7FHmfOTGA8y8JSb3iDOfNryd4zETGE0AgDoYPJo9d5VB4+1KmPUGe0MPhf44/PLzuPCWCPQAPYHgP41FRmNQB4NnFOVoYVu1zs7SYydnsC+FlzQIMWzoIjIaA7xDIz4FRnR0vOsEgAQ6sbdlENOFo6o80FnHjXpM03uOSxnWnFFdLuVw+o51LuopgU7hyW7N0L230m72ytFh8dGoeNfwcQ08ERHtXo/1RwQioobIJ72KxauB/JTpjWtgciuagF3tGYS0rqkEWxAyq32LNX3r0s75WzEzAwB37uDgQQDo7S06bI33pMYlrfVG7ej0bsXPRRafzT5Fsrckvl1S5t1IzsMjN7GbT6oqfjYTw1PBYwou/PD8Mf/wt/4XAEZ09OKhoiF3I6ojwABPj4Md/TediLYRR+CJiGrKF6+uSLY3qPBVoz7PVVg7bZ8m0IhVANv70XNNs+sLW9OHQoDtx5eJPR/j5Re9vY1dGbGr0vvqCn+VVsxlqADS1vmFltNdTuVYL96ZufSD9wJ7HXP3VwAAd80FtPcX7adoLkAtOysREdHuwQBPRFTdFhavbkhyW2Xbs0bM7l73UetQI6ivNcMDKOwFsNpMCofDkdmOOuSPc3qXfzvyf5tM83q7Oiy/vvfABBSsLN4DALzk8+JE3IIP09fx3Gn7aLvx7vWBZ4a38rKJiIiazOP7WYGIqG51zvu17XYGpK2xy7fn0DJ4vMfnAvQfR9GVyPX0Do0E3JXPXNEGk1u+7PYWrLXe4pDZsKnpQkyEw345CF+N/F0L0ajbsqGp/juRoYvxJAB4C3sxFLW89qqITgJFezFk68DPzHQre4df/nUIAevaWORKoQ58+WmJdrjH4e87EW0T/vNBRLtdvlR1PhsUWr7+O0BuwDZtjV2+3X5EBvjlqG4eOt7jgzV2+cELWof7Bz82XE+4dR22ZbrlZ65oI5/kNlhpbEcH+Oy7JRPjUWldQI1dDOxs4/ANmfpe/0l2y6f5TdiLgWgn2i1/5YloEzyx3RdARLTNFN+Z4KBauwWAYWIgv1u5uZToVH0uwNU6sH9pygRcT+Sm+t41cVCtfp4Gkh8BmydOb4b8CvYKhMiEQhPhcD4QWvceCvMRdD2/osGKnxPR2Wx/20yKqFk4jXVrViSX8x2sW7NCjALtcavouxnR0aixhitneq9ATqTXtNInKbKlERtJEBERPd64Bp6IqA7m/JSro//+7UUAgJVeyb3hVFtxvfASsKYXD/X56j7xulehYwMD73lrWknejDlT1/1+fz54R248QGcnPK0yw1uH+yKxTniLh3zT1sUU2nPPVXJH5d59+OGld/5efOvbwUFVVT+Syfwi1+/axQTa++u9rp19VzcbUzoREdF6cQSeiGhVK/F0W6B4KL17n7NiVyt555DnQMW3yq1vBvvWD7xvr8qD8PnqALmxXKWrJ3i4JfuupkHTlBvTwVtvlxxXNJOi5CgAe58M7HcAUFQV+KBwVBID3novmOmdiIiINglH4ImIqtM06DrMZahKXZ1xN7l40FP/+PsabXreq15nrrmiZv3VAd5J4v43Ci+LZ1JUdzdu9mUyD7I/taFPqVr/4pXVjlqb5rqlREREtBMwwBMRrcLQr8bU3ph8kUouHO4ddjnnzBXAKctZt998Cy759p1FfLTO/L7WLcrRiDnzVVXbXUy2iO2Z9Fy1OoB8UbE6wMrdMT2VrQ6gabjwZnJyWiytAID+s9ZD3X8wgKvv3/nuzWTChe7DvcNd5TMpHkXF2QRwHa8AkGE+4IMxVdc11/lrZXonIiKideAUeiKi6oSAprlVp9A8QvMMdcJ7xDPc5YTa5k2Z8TSQXr6Op066AE1zhMMOhxf9dZW5WkeBsU3Ke4UJ6vk92Ev+D4Cuh2oXYNsE2T38bRdZaClb057zX5Pv/2LguEccb7t+ed4A8ABPYVF88bOi1znU9mTPP28Flt+Zx7Ff84jjT+HGfDxd9o21TwfESHBQnYu9m8xkHI4eeBpZuiy/CKKB5yQiIqJdggGeiHY9Q4/ETCTeKGxXbm+GCcFZAAAgAElEQVSRm2bLjc0LWgPH265fToqziQHzPUXTIEQmk0le+N7LHkdhwXb5mQGscY30FoQ9AZSsJy8i2+W+7ltoPdUB7j5IKQeLqgO0OHKLHzLX3vv7q5eT4kc3/2bpyX9IJsdMR3vJuWy/YsX3bG7N+0dikVEhRscTSIyPjsXv1rjmVX9Zu23/AiIiImosTqEnol3PrQmhrdKiadB1dyrlThVGe4cB9O61h153QJPZLBvkys9Tt02fM59X/yXmarNt4sVUJwfhzbe/V9RavKb9nx7kt50rrg4gBP7Q+qV7/+XfaR5g5f/6QeJ8W+ewa2nscEfAhaJqcbKYGQBjOuHtCwBASogRAEZ0dKp/JOBGNXWm97p/YiIiIqJSDPBERKuRia76Bm/lR+TnpZcHtnpiXsUDN2jV9eTZgmpy9bgr1+fWbOS+Kjyt2UF4ACVR1ro2FrkyB3UweMZXx05/DbUST7cFumDIifbm/OitDw7AFMl9wtMKAPf+MWJlgA9EdDZ4+rcOQZE/wtGPP/XezZRo6xQeJ8z5yI0HmHlLTO4RZz5tDR6JiFEA8J6S92pNlfZqYHonIiKijWOAJyKqjy2orxrGBEQoE9KhOyYcAPx+vwYNQNgRrnHg5o26Z1ePeyu1yFieti6hQ2hO69ZsZG7Z52lFeY10ALpeXBF9Nhq5ORAcGca1sYiuCq36+HRDVawOoHb84bGV8+go7Eu3/2nRexOahsDBePSgx5U9UJ36/z7nehKJGZF4MtjxpADQ65SPYxTfGVFlE0J3YGSLfjoiIiKiKhjgiYgaScgV5dDlS7/fD2BiYmICEwBCmZCAkH3sNnvCvOI7E8S5yGLlFr/fH/6zb8ht6hSXsxvZAKx09QQxG7lfdCpZET17JmM64X1WKAD6BrrPThmaewsz7pqrA8hHMH8YPP8znL73ntKxF/MPL6WfDLykAXCEaz1bqU0+0KlQrL64w/pOTkRERJTHTeyIiBpMpnf7Tu4hf0gm+vBEuLx/M21sthJPt1WqrJaT/mBKPZrfR84yzdyXB9R2LJi1NnjbuEwmo574XWBt1QEgBIzpQnWAP/xXOPZbpq5D/98Xv/BF/Mfswv4aCbx2OK+Ne84TUQn+m0BEG8EReCKihhEQOnQ5W94uHA7ny7CFJ8JhPZwJZfe6w9bsVCe/9cufCMM+nt4OLP867stpAsByVE8lgOuoWB0dQCb+8ImAu6gievehg5t1uXIPf7whkF2Ojtde1bAHr31B/M97hPoEZmbw+usA8PzzuWNaA8dXxi4nYzOzgx/bq7yoOcLhjBDGFPoDuS7K0dOD5+RC9+7BV4ZtUwbWt9y9xiH8mE5ERESNxQBPRNQYMr2Xt9vTO+Skej8cYQdE46N7zYHi9tCFn5ZvYudPfFuWeZfXefLWbOSGaXR1VJgLn36EF3+jsRdci30Pfzn7ffJ9gZS/t/jS7txxv/WWG2+ht1c2VKwOYD+ixkL3BmJ6JyIiooZjgCciaox0fHYmttKLXt27rPUvJdHhkUnzVrseXdYCrbKbBk3HT4a7vtAV0tY6Ar/qRO4ap7LiRWvgS+V2mFe6VO+NpYodjPsfxi4nY3KT9sTowuArw6o6N3UHOADcNRfQ3n9gtZ9gA3QdgN/2KCRLDsLb2aoDZIRYU5Be6yB8tc5M70RERLQZGOCJiBrAiI6eTRhPC6cGD4x5fXypc6gDQPhf/wf/x0pGrZdN8XDGe2tmeEQWGLfH+NoRfVMyoSztni+PZy4lOtsClTq6z3xWCIGiMnJ93vGr8ZM9Pkxfx3OnN2kHO3l5thH1Il/8IoBsh+ol/TZ469Z0EqZ3IiIi2iTcxI6IaMOsaxcTqhLck93y3N2hDbVBTp7/5v9wfLDF1nXl1lhqZXBvb+AJR458I7/bWQ3rv0K5njzxhojOVmgRwjrcN4NO8fqbwmzLFlEHsjXS33pLnPtxlXjcEwh+/HpkVERuDpw+uill4O0PF2rT9YoBHmvcha7+zhWDOtM7ERERbR6OwBMRbZSVvDkHda89v7o7vlu89D3XdXlhrs3Z/nBGIHRhxr4iHZu6Y7l9PXmlFqWrpxepUK8bqatIFXoJFGqkFw61V0RXjg6Loxu/QLkgv3yJvpAvchdgJJNTqiegAvky9YD3iCegadB169as3J3OOyQnCNyNj52NzQFQ3zY3Og5fzyA80zsRERFtKo7AExFtlLloovug/YFouGJ6B9LJpXte7Ot39gaf7E68ETWK3pXD7PZh+a0jRCiTCU9MlM5Ul4Xw5DT7TWPFz0ViZuUW+/B72rqYKnx9fqEtqHnE8acWJucNAA8/PP+3N4JiRASfWxjXDcCKv4vTI0KMDHnN2PlrZt1D6/UMwlfM6kzvREREtKkY4ImINko9pAL4VFn1uIr2H1JdbmjKb7zgrVw4PR/jG3uR9RDITVnXdei6Y2LCEQ5vanSXFN+Z4KBauwWAYWKgM/u1ZS6hvVUB4FJe6Fy6eGvFSj/CR55QAChHX/AmL8bvKj7NpwCA++Rz3XN3zI1VdEfNw7fl90VERES7DQM8EdFGKaqKuZumBQA69HA4HHrttWR8pWLn9xb/rp5zbttQfNMy56dcij3Tz90vvcNzD6sPgHcflMfWmeFrdysZfufMeSIiItoaDPBERBvm1oa8ZldEOwJtYmIiFPr95Hl0+5zlHV2etpbEh4ctTeBLUwl1wFOr7tp2zqhvOivxdFvAFt8VlxOpJfsSBGWvA0uPjLIjAcC8g4G+/B4FG8zw1dL7ds2bIKJmJ1chyRVJmqbnW4iI1o6b2BERNYA7MDKEUY/jm/7QF17/SfxpsccjZ9Qb85djD4CUjk4ErkLBF4Y+iUinwBveoRFfHfu228vLbfYwb0MqrjWYpkHXYS5DLb5ZasdQZ3JclyXrWwaPO+HaM/R857gsUw91MJh/ODIbvXjw9HDRs5J82K79w5bfkJKU3nS3i4iaikzpxaU0/H5/tkW+yyRPRGvBAE9E1BjuwAjwqiY8gEcuIgcAt1xZDiAFQIMGN2T59zXZyhjfhAz9akztjckXqeTC4d7hLqfb4xEewJwXZpvvsg7A7fEIMQJDF1N9+YcjRnS6f1grf1SSv6WV72fuY7eO3B74mgbAEQ7nuzC9E9HqZFYv2R9Utut6hXYiopoY4ImI6iUgAOjQoUODBmT/V7bb41yhZ46957rtxhgvBIRw67rQPCguIwcA5ryYxJDWihSgaY5wODOkiXEMiWw5Oit+bqr/TACAdS2a7Av4StcsVJh0UDxi5vf7JyYm8iNmIteL6Z2IViH3BK0W0WW7rnM6PRGtCT9/EBGtrjyQ22nQwuFwJlThn1N7zGts8N6kGL95F1yLoYvxJAB4T2VLwZe0yM/BgNHZmQ3w5ryYXML+p4L33lMAaBqGNDGeDIe/ambuyPF2Izo6nsh/D3UweKbamoWiNJ77XvmP3YWigLoOIDwxIarcFqZ6Isoq+5eksnwfZngiqg8/ahARrU5AyPSuldWKk+0T4YktDvCbes6mG+qvtI60QH4+zn38Xd9lZ3/qKiNmhQwPQNfDExMhBngiAqz4ucjis9knj/aWxLflPybWrdnIjQdAy+DxHp8r32sl/s5M7B68RzyBSd063BfpOgHAOzQScBdObkRHp/qLWoiIOIWeiGgVMr2XR3cp2x6CgFh1hnzDd4nb7KTdLNva2bd6ssf44ugure+eZDKZsMMR8vvr6Rzy+8MOR8UMT0S7hxU/F4mZ8FZqkf9Spa1L6BCa07o1G5lb9nlaAQDLUT2V6OwUx1oB4OGH5//2RvD9byvWtbGIbggtG9itaxcTaO/f2h+JiJoeAzwRUS35sfdV6dBLMnztDcwbqOkGzDfJWqaY1rgn1UbMsr+b3PC7fb196KuvfT78zWf8nx083uPTNOh6Gu1CjNpm5s9GxRtApxCjKBtGI6LHkuI7E8S5yGL1FpcS6AIAxeXshqwtuhJ/J7VwuFd0ZUuNWulH+MgeBYBy9AXv6MX4M27fAQBGEgNe2M5NRASwDjwRUW3p+OyMWIHo1KPLMOaTRqFdjy7nei13is4ZsaKLpBCj0cq1yDddvm789nz7ppS/J/nbkh0fs8m3hPz+iYmJbGvaupjKd1mOXl5qR0ocb7t+ed4A8PDDk8/0h8OvBgcRuzQLAAb6xQiQEmJkyOvpZ3onooKVeLptWCb29PL1e23t92eEnhTJ7H9E5h6WPXg19Cn1qFraSkTEAE9EVJ0RHT0bM54WTk14tP4lfVxWHUc6Pns59sDWD6rw9AonRGrV8LbZGbskr677DA28pG1nf7Sh+M4EB4s+Fdtb/H5/OBwOh8OGiYHOXA9zKdGpfjMUCv/ZXw3sX5oygb1PBvY7ACiq2n3oIAC4e3K/9rsmDvJjNxHlLEf1mdiN1NitFQCWuTTXiX7VI44/1Z1KRU0oex1YelT84Pdu3OzjLB4iqogBnoioCuvaxYSqBPdkdx1yd2hDbfJLl6/n+GBLoae7NRfYMrXD29Zk4/JhZ0LdjzZCoVDoKyOhsW/kf49WeiX31h99NzqxkHuZydxxeD43XFKazppePNRXZbd7Ito1CnthtgY0T/Bwy9wNU6b07n2qWwVcygudWEivwLVn6Pl/Ni5GhRgdT6gDngMwpuHpqXZiItrluAaeiKgyK3lzDupeexRzd3hWOebR4qE+36ZeVt3si8DxeK+Nr1vunjwNLIdx3/ZOO7As/P8CgJzs+p1Q6H8Mf/MzX8n+wrv3OctO9igqzgIHx+J37RneSt455CmtNk9Eu1SuqoXSpXpvZOdwzd1fAXL/pLxzCfsdbo9HiBEYupjq8ykwLl2JJa7EZIfE6MLgK6UPColoF+MIPBFRZeaiie6Da3rM+TCZqSe8beUc9UzOugfkd/qMekcZ8+2/lG/lb4759l+GLvw0O2JmLkNtBfCVL/i/+xfhkrN95Qv+C2NfBwDt0wExAnwwF3vXNvfVmVw86OH4OxEJUVSQ0lxKdLa5AUVt606Z8TSA5alUy4DLkS0Cb+hiHEOBHgDuwIgQI0KMDHnhHRpheiciOwZ4IqLK1EMqgE9VqR5XSeZXFo+tGt62Kw/XH+MFRCgTckw4oEODpkGDwKoV8ppBeVaXhQBKAAhd+Gm1u2HoV2OXk0JPjqfg8X/h8+E/UVzOufty2vyKuYwvP3civ9ddJnMlHP7vbEfvWcRHmd+JdgtDj8RMJN4Q0dkKLUJYh/vE62+K198UZpuQNeRcyvARZ+xyUrz+FtLTvhc1DGlCjIqLB4P5AnJERNU1QXVfIqLmZOhi3LwVnLyh6JD13i0rmWz1+JyQ+9gtqlpAFvWFDh141Bl97juBr8mWGuXTt73eW7ULkCm9vGzexMSE3++XFe+3N8nXfvpQ5y0tKSPncDiA9tCFKyLQAyHyU17zZeTC4X9/zP/fHzre44M19jOcvvfeNyYmskXgDd3h+Vwm84vcqZ66kLzNraeIKEsWv5Q14cvJIfq1FMgkIuIaeCKiKtzakHd0PKK5BCahA8vJ8+geLl8LnaUZv+Lt/1qd55bDv9uV4WvUSJfpXSuedzChT8APHbq2hvkIG1UxqzfgjsnxMbwhcEpm+EzyJ2I8GX75+TDuZDK/yGZ4AJ35bejvB463jV1OxmZmBz+2V3lRe+1PX3M4PhYKheA9Bdta+uSF73k8fDJORDkynJfHeEZ3Ilovfs4gIqrFiI6OJ6BDn8E/PC32vCQTrDGfLSnn7UTgKgANWtjxF4CZ/0e19gj89gb4kosBkMlkBES1iB4Oh0OhEJDN8I0ahG/IcHpjORyOTCgElI6YyTkIAKBp4XA4lHsCkin+AjV/702BQYKIiGgna+7PGUREzaHa3HJJgxYOhzOhqqGuXFNleACOsAMa8vPky8kMnx+fX0eGL4/rTfKzl8g+0SiL8eGJiVAoBCHKf8U7I8BzKi8REdHOxyn0RESrk3m1PMbLuBt2hAE4RHYou3kjXHVfPfXFs7H38ZNO3bus9S8l0eFxA2VL/Y/H+87G3teRHBu8W2Nj5M2a/b4lqj1/CclGIfK/4p33u5bp3b4zdr49t/KfiIiImhkDPBFRvcqHnWV+E5nSUdk695lvkgRoREfPJoynhVODR64O6BzqgEzvsQfw5jsuz8WgBJ3AHCI/invO+BRg5wytr0n+l2j/WeyNzfCLWwPb5nwVyHZdhxAchCciImpmLCNHRNQAOzjaWdcuJlQluMclX7o7tKE2+aXL13N8sMXWc2UZzr0KoDi+HP7dE2qtOm2PgYqF9+wD7yX/u42Xuor8tnyrkhmeiIiImhVH4ImIGqNkZjVqlotrnmnYVvLmHNS99trl7g5Pxa5Ka3v37feij3r7H33r7WSNKfSPk4oz6pszt5eUx4N1bSxyZQ7qYBo+FGbO58vj5WVbNA26DixHxWgCADxDQnPjbnzsbGwOgDoYzM65ICIiou3CAE9EtCnsu5qhiWeVm4smuj++6n8MQqFQOBwOhX6/TczMYM9wYFek97zy5yz2DO9wOEKZkCPs8If8/kx2I0D5v43asX9VVvxcJGba1jvMRiM3B4Ijw7g2duzP1d492eL0aetiCu229F7SYl2IH/rR14SSP+27OD0iFBjR0fHz1zzDRxnhiYiIthGn0BMRrV/JGKz9Zf4L+5h8xWO3dyDX8/K/DX9Zeys8UU/ndHxpb3DvZxa6xNg1a7OvrMlUnE7vcDggAAEduj/kt/fXoevQBcTWZHjFdyY4aB9Vn054n/UpgNI30PJoKp1rNjHQWXRgccujS9ajWGR0LH43d1pNjrq7Tz7XPXfH3NSfgYiIiFbDAE9E1EjVYnlTTbd22AAfhkJjw69ly7wDgGUl4ysVDksf+P71n7oUR9dw7yCuXDK29JqbQfmqeDkmL6O7Bq3k/1C99OBms8x81j6gOrHwMAMA5vyUS7GPvpe1PBHodYrgc4idzWf4gu6DamkTERERbSkGeCKiDSlP5vmJ1hUzfMVUnwmFwg5HUfpr9H7gxaE9+90zmUwmc3vIa3ZFtCPZCvDLyfPo9jkrn2UucwyawKuLcw28tB3GHuPltPl8XC8h2+U4/FZfJRB+2SOv8cr/OwsAWImn2wJFEby8BQCgHB0Wp9pj7xY9ojHvYKCP8+eJiIi2F9fAExFtopK10+U7oglkNwnXSo6U24bLDL/eJF/ysKBaN3dgZAijHsc3/SH/64g/LfZ4ZBw15i/HHgApHZ0IXMVLd3+zxe0SnQJvdA++Muxe30U9JjKZjICoc4C9sXPpq0/laAeWw7gvv/7W2wtyo0Hjt3/74tTPYS5DLQ7g5S3I73XX0++dtrXORi8ePD28uzY+ICIiakIM8EREmyKf0mvsf5Z9resA/KFQ6Sl0vVbt7tW+e/571dPf8/KrMpECHrl4GwDcyEXOFADocIV6hG9kHdfzGNOgpeOzl2MPAMDbqfUvJdHhcSPX2HI4qN1Q9DWds/Zqi2q/06Jd6A1dTN0BDgB3zWW073UY+tWY2huTXVPJhcO9L9y/HZu8XWi59/Ph/fnve9dcQH5s3ohO9w9rHH4nIiLadjuqWDERUbMqiej2CuEVO8gWAWgVo7udzPB1DMLXOd6++sWHHaFQyD62LOeHhx1h/ifDTt6WI9HOyUTbEdGhAjDm9fGlziGPR7WSyVaPz5mOz15eVBG4irL18DVS+vruc3EZudmouHooeMaHa2PncXru+0ruYVDVMnKTtj9phj5mPiMH8K34uUvqmYAbsK5Fk32B3VE+kIiIqDkxwBMRNUC1rF4rwwsBXZ+YmNCBUI0ML+fSV8rw1dber/vKK1xkzc67nAYN1of7I4fbgz1d+eFpY16OwOdfvmOq93xvAZhwFG313+A7aehiPAkA3lPZDJ+vAy/rtwsh/ywZnZ2lAf7cm1P7nIGXNAxpJScxoqPjiXxHloInIiLaZvwoRkTUADVCu/n29/LjovKt7Ehp4ttydP3fhP/DL/l/A2gZPN7jc2VPaN2ajdxXhacVAHTdOtwX6TohE9QJ1QHsAw4il/y9QyOBda1IX1N6r6fDrqJBexh/uDf2yezwewUrt+IrXb5WOfa+XTvSZ8kHQHqVa5ArNRq6byIRERE1HNfAExFtmBCZUGjC4fD7/QB0FDafM9/+nnoiGLrwluyYyWQcjqdDoT+GNxel0tY/4M53NI91azYyt+zztEKm9xsPkK/O/fDDS+/8fXjsdaA9HP6XmUwGxqzh7pGZ3YjqaER6p3X4YDGzt7tlX+U3l5MilQIW0Avf1l5WRfYNEe0xntGdiIho52CAJyLagEqjmn6/P7+HvAKYb0fUE58QmV/IdzOZf3Q4ng5dOJXt7VJ+GSsAFJezG9nibUpXTxCzkfsAEA6HNWC/PDZ5dsx8BgBy6R24a+KgZ41Xna9UX9LIPL8mGrQfHvohFqq93+oRnu747OWYmfbhSngCNfc62CIM6kRERDsZAzwR0cbk1qj7S7aLr76HvPn2X6onPiH8/0K+DIVC4fCfnBp+bbgrG+DD4XAa7ZexHMb9UCgkv0VG/+t4/M5wyRZi1vTiob41je8yqDfQXtUxM5c4bL1YWANvZbevk69cPtWMxfdhD6o8NyEiIiKqHwM8EdF6yV3BqpV5k+26jluzoQs/rRmbl9/HU5kbqT8ZO3cMKwBCoZBcAx+Sa+AB4FFUnE0A1/GKPcNbyTuHPGvYFbzaZTDVr4OAEG78wPvmjci8K7sMfjl5Ht3DzkInY2nJ+8QZaJdDuhyBZ4wnIiKidWOAJyJal9ye3qt7J4n735BV5ZBLbqELPw2/3KsB+sQEgF8G0hP/+Rn/F39b66i8nl37dECMnIyfi8TeNXxafv58cvGgp77xd+bGzSAgEMAP8GZUTPaiF2g7IjpcyBaBn8EMvHu+GPh02BEWGSEPkb+CfAUB/kaIiIiofgzwRES1FNfWtrXIF7nh96La2mlr7PLtObmrvKbhwpvJyRkhRkOhv0I2ubUDTg2dM/jg1ed/xfeiBiAc/vfHKl6B7TGB4nvWG5u2vXdnER+tJ7+zONzmCYfDoVBID+hACsAk3gcAH+BDL5yyVnw5e50CMMYTERFRfRjgiYiqsuLnIjET3kot9uH3tHUxhfZsJbHl6OWlgeOeYVhjl+dVrUP9r1CfXAiHXwUAqADM2B99ZfIz3/mDT1pf/tLvj/2fMsADrkRnW6DideSLwBvTCW9foY8xjX5t1Z+C+Xzz5O+tgEBxobiJ8EQoFJLtIiOqBXUOyBMREVH9+KmOiKiWqiPwX/8dIDsCb9yyzPu3F+UIvDkvzDbhaQVW4u/MLB5oS/ztJAB847sicDAenfb031E9Q6FQCN5Ton868vtj70Z/3NPTg+efd3z367KuO8x5MbmEmRm07RFnPm0NHonETADwnrJfiRHVEdBql5BreGl3Pg7Iq3gr8o21361xTjDGExERURUcgSci2hhzfsrV0X//9iIAwEqv5N5wqq243qKKXicABHpgXVs81OdzH8hkfu5wODKZO/F4X/DYx3Hs4xPhsL/XOYHCwL4A0OuUDwgU3xlRaaK8O6DVvjSG7c2zvnsrt0KocSAH5ImIiKgGBngioo1YiafbAl0wzEJT9z5nxa7FO8bvy+4qP/h7w74D/ly99wK5un4DVbvrSZhM+OtTz32rltVXzfAoWyFf0khERES7FgM8EdG6aBp0HeYyVKWuzsU7xmcyv3A4HObb38vuKi9ESAiHw5Gpc2f7mjgNe1Nt/KlHPRk+39P+fcsbiYiIaFdhgCciWj9DvxpTe2PyRSq5cLh32OWcM1cAJ7BiLqP95ltwybdLd4zPZDIOx0cuhP6muGWj4bD+M3D4veHqv6Xr+F1z43oiIiJ6YrsvgIhoZxICmuZWnULzCM0z1AnvEc9wlxNqmzdlxtNAevk6njrpyu0hb0yjv6fkHJnk37wc/lzJLnT2WdNr4nA4mN43WwPvm8zw6ztQHis15GKIiIhoR+AIPBFRdYYeiZnAGwK57d/tLUJAiOy2c52duWNaA8dXxi4nYzOzgx/bq7yYrQBnTKE/V/8tW4sOgPcUcL/ke65vHH7LAnlDpgnsUOsYM191y7p1D6dzQJ6IiGgX2qUfwoiIGkNuMldt4Xp9G9HZM17tImT1nGHzDmnIsTvX+jYFrPNeNWTphPxizecp/zO84Q0UiYiIaJPsxg9hREQNtuEItO4Mv77R1w3GxV0Y4Nedw7d+UcMa/kg04vETERERbSVOoSci2rANh5yKc61XnYC9C4P0ttia+9yotQlrqyQv07vM6iXtul6hnYiIiLYVN7EjImomQmRCoQmHA5oGTcv4/WGHo+IDgnWHPcb+Ndng7VrTTnXr3tau4qnse91V6CG3b9C0yildtus6R+CJiIiaCgM8EVFTyIRCYYcjO/JpE/L7J8JhyA3zcrY3hDcwZza5rb/PDb+3lbesz2++uCpmeCIiombCKfRERM1Cy/4/zV88KOoHJsJhfygkX3L/ua2x1ntVrf9a58Y3cJ9/K34usvisCPTYdlh4GlgWuB/y+6Fp1q3ZyI0HQMvg8R6fK3fUrdnIfVV4WrOD8ABwNz52NjYH79BIwF0oo9A9+Mqw78DGr5OIiIjqxBF4IqImIAR03R8KVZvPrCM7Fsr0vjUegzkOhWqFtpZQ6I9DF34a8vsBIG1dQofQPMHDiM0tZ/tkI72N/uOoOBtrPyXESMANYPZSDIPBERF8DrEfxa0NXiYRERGtAQM8EdF2q2M+cygUmpiYgK5ncuPwtHma4UnHxjO84jsTHFRrtbiUQJcTgOJydu9zZvt09QQPt9gvJD7/wcLgKyLQk22w/mkBqqoAykfbN3J9REREtHacQk9EtEXy85lLW+SL3Ni7kUxOqZ6ACtiGQ7sP9w6HQhPhsF97NipGEwDgGRKaG4B1bSxyZQ7qYPCMT6n63RsbSnOHh18AACAASURBVBs4zbvZNM/PVeEmb0rN9pV4um24y1n5zYePrj94on3xrBCA95QI9EDpG+g+Ox7tE/3TC4OfCVT/I0dEREQNxwBPRLQVsvOZvZVa7HksbV1MoT07Srp86QYGj3t8sMYuz8fVHr/fHw2/fsi8LQqpaTYauTkQHBnGtbGIrspIv5kEBAAdOnRo0IDs/8p2qmjdzzsKB1ar2S5b5LvrifHLUT2VAK6jt2KGt9KP5tocL/SPBE5eG4u8Ee0fCbgP+IZPLYo3BE6JABfA///t3W9sXed92PEfXYsCDcly7o1UkBEnGRFvlAkaZNOwabuwbrcmYV4wg6cBRitsa8DABQaUwDCgfakjDBi2IXvD7pUWocUKdTAww0OIIrQTtNfGnFKG6RhRhSr3ypA4KRQq+d5aIidCVGLuxeF/kfpn8c9Dfj4wAvDh4eXhFQPpe55zngcAVpVb6AFWw73vZ46IiFo9DrTNfDAxeTWaiy0RLc0z9yp/HntKLxa/0tQ0c5Nz7cJw53NdhYjC0wfaq+dqS3/3RzKrnEWWRVaJSiUqEXE4f446Ih/JP/sFv8WaWz/T77Pm7qWf3bN90X+xVNjf3dxSC9t6yqW+fVsvna8v87sT7S+80tERUTj0SmdcrV+PiMbQhZ19r3VffTs7+bFH4AFgNQl4gHWjfuVcS2Gu6Vu2HXhy7FR1POpjV/e1drVExGM9e5un6n/5g2N/kjd8oz67StmO4q7pvlrkEUZpnu53FGR59lNJW4f1nps6dmxF9myfyf7C7mLn8gdcujm5YLDx8VtnnyoVdnT1vtYdH7y/XPcDACtAwAOsE5NDE9t7FkzJN3c929Y5OprVFzyi3FR85nvH/13E9nxitn3nU6twcvnc+2yuL5KP5/Pwq3AyK2Gl6/3hF6VbiT3bs2zBtYD62HDb9iUfvih8o/P4//zzoUZEjJwbLh4o7YiIuPRZPSLis2uX7uu7AQCPioAHWGt5StXHo7ht0Wcal8d2vrC3e3w0+6jRmDl4ampqaur/VX/4vyKi+OK//d6Lu5qamo43Nf237xz/xYu73m1qerepKcrlyLIvuO3crLze7+fIRBv+i79LX/wVGkNvZgMjy46UyxHjA5VqVqlmlSuz096NyyNZdXzmgIiJxsnsRJa9OdSIqFX6B+sx/PYff/+/T7/OzEg2MBJZ1tj3dPZn72R/9k5W356VZn736lf6z9+Kn/40e/OvolyO/9w/VX3jxeJXsuztOHqkqxBROPRqd/1UdiLL3r7a/VrPSi+6AADMYxE7gHWhVvlwsLh3MP9gtHp1397e4vhbV7e+uru58Oze+Oji+z/6eU/L7OHX61ejOjVVavrysd/9w6y0LSp/PXTl9rWnOg63RES8++678e67EZFFHG9qyuZ9o4fuzHKUJ4ZGTg/eiojobCvvH6tGa6ljvJqNjk4f0lY/OhqpFd16uHP+ftY4bFwe2/lCKWuZd0y+ScHsognx+cAbwwc+6p9d0TDLygt2g+8oZ1l59ujC7j3Z7++JSiVGP4zRuZfNImJv89wUfUd5auqXTU1NcfwP8jeq0HUk63pUPzoA8AAEPMBay7LIso5KJSuXYv42chMRN27VIwoxee1GRMT0vHpE1H529sAzvRFTU8O/1/T80Etf74rPz37tuVefnV6e/vDM2maHI6JcPjbvzurlbuS+S8Tm0+/1geqZ4e0Hsz3FiKhdqZwaazvaGrUoZqVSRETUB6580JHYw/CrWe93WYu+0HWkL97sv3aXkfH3z48Nnx87u29uufjC7j19MdJ/c+aQic+Ht/9GVoiIpw+0v3GuVu7oWOKV58xfu/5eW9Plp70eLnYAwGYm4AFWRX73cuSbb+1ZPJJlc486t83MqLYUXt030l+pxsWL7YUtvd/57ThazrITEfmO3DsiIrI//YuXSie3tA3G1u6vFxbvyT27RHn++hGxfKjf7QntShw++Fsjw1v39bVOP6Tf0Vo+GtWI6Ng289j+5ERsTesvlaRydFtPudQz0Th5+uLJ5bZ8uz37s+wo7oqz9evRcR/bvD3I0nezT/Kn874BwIaS1r+1AJK18O7lO0eOHz9+7NixqFQ6Rkc7Zu5JLyy6n3nRi+TNv+U3esule3z3hQ2/pLskWTnKt4du34jmPfOvEHS0LviujfGbO7dtucd5rCNJ1fuMlkJvuXmgUq/tbl3ySYX2LQ+1Tt6DmJ2KDxkPAKtOwAOsvbmYXOp+5sblkf7O707P20dE/oD0teey+QecvxWxtfuFPV35M9ITjZOnP72Uj+R7jMX4QHZiOCKidDQrd8w+ZR3F7r4jXYvn7hdOyFfi+Rsvbmnf+sTyP8JE9dYTpTteZb1Kqd6n//hmbdvfNrbswc++vOLnExHuqAeANSLgAdbYggq6Y5K8MfRm/2DbHSPzljebaLwfrVm5uXF5pP/SeFdpW8T4wOmxAy+UeqNx8vSVYrm1I6Lxw6GdP/l+NpvYjY+LL/5exGTEruPH/3XEzUXfd36YZZH9eOjHcfUuP8Rk/drWYlecjyhHWdct5y6Pwd9Dvg98RMRkfTyKSx1Q2NI0s2f79frV2LX/Pu6f/2LcUQ8Aq8w2cgBr6Z45V+g60tddvNtIS6Fnd3NEFFqa259ojsi39S52tUS0bDvw5Ni5ekR8/n7j8xeLX2lq2tqUKz4zNXVrampqqvrGD/5mdOoOi05jS7Hp4qXhemPeUKNRHZqc+WDyZjSfnlm+Lu+63IO/JSsusesLi/dsr5/dVVx6pf9vd3WWXhxqRDQunI3nX16V7QDy35Z1+2cNABuMgAdYG3nzPLqSnBya2J6vbdaYmO3q5uK2uDoxGfFYz97mqfpf/uDYn/zgbz6bl+jXh+pP93bdY6o2i6zc8Tu/2Tl1vv/KzI5k49W3or1rZim12ljs3xYR5Sjn+8DPXghoWugR/bAPb53W+/wd2u8cybI4+LXZPdvnVrBbtGd79v2evq+e7T+R9X9y4NVDheVeeQXIeABYHW6hB1gDjzojxwcqo8MRZ2fWJ5+eil+kcKg3+9JA9rNaV7kjImJkIHt7OOJsvHY/DR898aN4ZyA7szf2Rmw/mLXObkn+o3Nno+cX356p9/kW/ZjzA+8Rh/S9tkNbuZu9H8Gf5r3WOIxia/b7rffes71wqDc7dI9XXjEejAeAlSbgAVbbIyucueXNtvWUSy9fHuk/X6/tbl3iAemYqdnYs7/zwszQnp7s9ZeH3uwfnE36e/h2zzcrPZWI0Yg4E7+YHW/pebwc5fs55fk/+COL+TvTPZePZFlENB0/vk6q8iEfg3+QPdvXlgfjAWDlCHiAVfXo5ydnljcr7C52nh+LiEJL86X6ZERzvuDZrk9+GrNz5XG9fnXBEmiFruc6By/Efchn1/P/rcw87h4RebrfOfd+T48y5vOmnf+s+Oz43PJv6VtPoX4XtpoDgBUi4AFWzyOu93xr99n52PrYcNv2nogobu88Ux9q39YV42fjy6+2jEa5PN1+tZ+dPfBM7/wXqV0Y7ny65/6/Z2SxApchloz5+/oW+TuwXKLn45XK1LFjX/AMeVDuqAeAR85fqwCr5CFLplbJTlUjIjq/Nb0V/MKRxve+2/+TX0REvPRSVto2/VX5PvAXR7q/sqXrG+U4Wl70IjObwM972VX4WR78u8z/cInvOHv94u5z7LPHrMwM9kO8G5sqa03FA8Cjson+AQGwhlYw2JZ7Ajy3Ms9Ir3J/Nobe7L/23PHv7J0Z2PGDY//lUhS7J850nZ6bfq9Vq+eKpZ55TwjMjVQqUX5uIErDERGlo9nsM//Xh06+MXgpOo++3vOw+64J+Psh4wHgi3MLPcCKW9laW/Xlzdag3gfr0TnbfiMD2YffOf4vI3bcjMc/ifrR/CedaLw3GrvmP9+/cKTxw6GdP/l+Vpj/2iMD2dvDnd/Keh/wHoSF73YlFv4psBR31APAFyfgAVbWKhXLxk3HQteRvniz/9rMx7ULw53PTU1NRVwf+tq3rz01vWFerR4H2uLavC9cOPL5+43Ph/tPnO2e3TPv+tDJt692v5bdawu9BZa63+Hw4cPzV7y/nz+Lh1yLPn0bc436FHYHAGBjEPAAK2hzRtqKatTrEU9HRMSOYnOcvT0VEVG/cq6ldf/NT+cCfvHIYz17m3v6nj/Z/8bJfN/7xoWzl0q7dr2RZQ+4EMAmWfF+xWyoqfj72MJQxgPwCAl4gJWyQRJl/Wnf+dTCgcmhie09u6NWv8tIREQUDvVmXxrIflbrKhern1zqLL6y//Welz8+2f/2wP77eAb+/la8n94dgLu651T8I9ywcGW5oAPAKhLwAI/eBrxJeMb6uipxcG+c+2XUx6O44NH2JUZiNrH27O+c3ve+feczHR0RceiVzg/eq1+PjrveSz9/x767u7+G37R30c9abrv4O9M9l4/kn10XGe+CDgCrTsADPGKbvMpWWqFYvHTus4gdEdfr47FrS1Ot8uFgce9g/unR6tV9e1+5+engmU/nRm78svfJ2R3prtevRr6w3aVr+esskK94P/+O+umR/IMlV7zPN+2Lrd0v7Okql6PyVwOV6nB2Ij9y3vr2j2DF+41nyTvq81bPp9znq0SlEpU7x9fAo76gAwD3Q8ADPErqfcV1PN156sOhl/d0xYWz//yPXr30vwuVSlYuxYKoLmWlmBs5Mzq3CXztZ2cPPNMbEaWvtg9+OPTynq7CyLnh4oG+HTFvxftZcyPza23B+vbjA6fHDrxQ6o3GydNXiuXWjonY3zLak70eEbWBSky3+sIV77Ms8uXrZ+dvN/eyZ7N31B+bOnaXRM/HK1HJIludSfiHuaAT0bg80n+zmJW2Rbkclb8e+qg6mJ2IKHb3HemauzXEBR0AHpiAB3hk1PuKqFX6B+sRb2eRLzW3p6fvH072nxiMYnffkULh0NxcaFvb4q89czGeGI1vl+NoOcunxDu/lfXsiIgoHOo9+lnWf2IwovPo63lWLV7xfqmRWLS+fX1suK2YtUTEtgNPfnqu3trR8tjsJvP1eKoUsWDF+3nLnh0+fHjuRTf9smdTU1NZZMffPb7gbVnG6jT8Q13Qicblkf7zt2Lml7Fx49dxezTLXq8NnDj11sel3kOFiIffwhCAzU3AAzwa6n2ldJSzrLxgpHCoNzu0YKRcjkqlY3S0Y3R0wZcWmzvyOdI7X2S5wXtauL59Y2Jy5hPNxW1xdu7DiMaFazuf7opYsOJ9dTwb/XD6nBex7FnE4cOHy1GeGBo5PXgrIqKzrbx/rBqtpZmLIvWBatv+8mhHZRVO5mEu6EQUdu/pi5H+mzMfPvl4V0REdLz8fHv/Z/WIwsNtYQgAAh7gi9vAS9Ytsk4vUsyftV7xvbiXWN++/YnmJQ9tVD/bWdoREY3ZFe//T9/Jn3440PPN2XutF9j0y57lj77XB6pnhrcfzPYUI6J2pXJqrO1o6/QRjcbIcGzbP3fwo5L/v3gpuyLGj8fNRSO/HTen7xS4cwvDu2h/qhjx8FsYArDpCXiAL2SdNu0mtNLFWy5HpbL0+vZLHhzXq9eeKnVND7TvfKbjVBanf/7K9nhvYjJi6eaftokbPhq/Hhneuq+vdfoSR0dr+WhUZz5Zr8auzrmYXr66H9hy/y9e7hn4w//130TEshsWLqn+WRx4pjD/gs79b2EIABER8dhanwBAwtT7ZlOrfDh4uppVqqdGY/hM9eTlyUJL86Wb+W3zk/Xx2HXmp40bt7PqeMRn1+JLeev/w99+9Od/eXb6JQ7unX6panVgpvoal0eySjWrVE9enpx/C31t4MRAbeaYoTez7ESWzY1sSLern9+I5pb5F0k6Zu6fr12pFwst8z4z9eg88Inmf0z18Shuu7+DRwbee+rVmXvmp7cwLBx6pTOu1q8/8HcHYLMS8AAPSb1vLlkW5XJHsTkrl7Jy6WhbdB4s9e5ujuL2ztH60ETExPjZ+PI/vn27/8k98bt/GLULsX9PRDSG3vzz2tYdn/zt0I8rEZ+fG916oNicL3s2Y/z989H9Qil74ctx/srQREREVCrR+Pi94ZlDGh+/dfarfdnrWd/zV09VNnDC/+raVLRvfWKJz0xerm8vrbOZ6jsv6Cw+YuaZjtrAhf3Ty9dFTG9hCAAPTMADPIxNWO+b4kfOV7wffjsbGFliJMumb6RfsAH4tp4Xtp89Xc3eGD5Q//lXv/ONvv90JCJq52J/R0S+7NmrB545/NTgLyezi7+Kg3u6WqaXPZs2MXk1mostES3Nu+afSzUOzKx/3qh+EgeeLkQ+Z1t9b2hjztmWo/z4zmXuiq+NR2nbooNX4ZSWtdwFnTuVy43ug+f2lzsiovHxwND1Qumr7cMfDjUiYuTccPFAyVJ2ANwvz8ADzMl3pZq/OFYeCauz4zRr78516e8cWWrF+96I2Ltl/t3vHT0Lv6rthWxvc0RE8Y5lz1q2HXjy01PV7Vlx7Oq+1p78HvGJX50rHtp/7YPZpdEuXfssYuOX3pZi08VLw/sa39g9O1vdaFSr24rXPj0//On5iIi4OPzO1u4t0bXsizwyi7cwXDiSr1Nw5xaG9Sv952/FxZ9mZx7PjvzTWmfbqcF6xInhiIhid9+hJbcwBID7IeABIpZK91w+kn82/9/Ns+Y8S7ifFe+H3rzrS9y57Flz17Nt1yqjWbRlpXwKd2ro9mM9HVE7N31EoViMwQu1nj3r7BbyRyyLLOuIH3W+c77/SkuWr2M3Xn0r2nubW6JU7omIqA9U6/ubj3SUV+Oy2sNe0MkiYm9z/lvR0fN61nMfrwwA90HAA0zLW/3O+3IrUalEpRxl6c60h1sffvl17BuXx3a+sLf77y5mH32579lCYeLz+MY/W3BER/lo54lTWb4ce7G7b8NOxWeRRU/8KN4ZyM7sjb0R2w9mrbML11WiMhGTB+Ob6+WmmFXdwhAABDxARBZZnuhLfjYfr0Qlspg6tknrfVM8AL8qapUPB4t7B/MPRqtX9+3tLY6/dXXrq7ubC8/ujY8uvv+jn++/+evB09XB7ERExPCJq92v9XbtmJ7IrVWyc09v+Juuv93zzUpPJWI0Is7ELxZ9am3O6S6EOgCrRcADm11e7/dz5OFjh7PI1svUH8nJssiyjkolK5ciolatniuWeooRExE3btUjCjF57UZERMeRb2ZZFhG1gRPn5m8SXqtkp+JotmeZb7BBzH9iZdGCFMePH68cqyz5VQCwGQh4gIiIcpQnhkZOD96KiOhsK+8fq0ZrqSNmB5/sfulG10/X+CxZ/x5i2bOWwqv7Rvor1bh4sb2wpfc7v73EjG6tkp2qRvvzfdmhjT77Pm3JK2XHs+NxbNVPBQDWDbdEAptdfof8wYG2M8PbD+brZtWuVE6NtR0tlTrGq1n9ib49u6PxUf/Y5b4LTxaWWOhuM3AL/SNz5/PS83l2+l78KgKwmZmBB4ho/HpkeOu+vnzV64iO1vLRqEZEY3I8mouFiGjedrevh/tm2TMA4GEJeIC4Xf38RjTvmX9rckdrKSJi2672T88MbC/vHxvvbn2ycGGNTpAN545Qn97jQMDfy9TUlEl4ADatx9b6BADW3q+uTUX71ieW+Ezz7t62tuHRyrntz3Y1r/p5sYkoUgDgngQ8sNmVo/z4zqblPjsxNPZE3959V0crJxu3l9olfjMw4cm6kk/Cr/VZAMAaEPAAsaXYdPHScL0xb6jRqA5NRqPxd2e3FgvNu3v33ogPb9TW7AzZDHTp/fNeAbA5CXhgs8siK3f8zm92Tp3vv1KfHhuvvhXt+T3zl27djIiYvH0pDkbZJvAAAKwVd0UCRERkkf1o4J2/H469sTdiZj+5iImhkTcGfxER/6S7/MOu/7im57hm3EK/arzVD8TbBcBm428+gIiIfGp9uT3e80ffN+30u0xaNd7qB+LtAmCz8TcfwJw7M36Tp3topFXnDX8g3i4ANhV/7QFwNwJplXnDH4i3C4BNxSJ2AECqLEcPwKYi4AEAACABAh4ASJhJeAA2DwEPwLI8YLz65CgAsBwBDwCkzVUPADYJAQ8AAAAJEPAAQPJMwgOwGQh4AJbmAfi1okUBgCUJeABgI3DhA4AN7/G1PgEA1ocsi4ioVOYG8sF8nNWVt6g7IACA+fzjAGDTuyPdFyiX545hFQn4h+N9A2ADMwMPwEy9562+aLxSWWIcAIBV5yo1wOaWZfdO9PwAk/Cry0zyQ/PWAbBRWcQOYBPL6/1+VCoCHgBgbQl4gI2vMfRmNjCy7Ei53Lg8klWqWWVkaCIfmhz6qDo3MjM/f+frRERt4MRAbUVPHx6M5egB2KgEPMAG1xh6s3+wvvRIPv0+0Xg/WrNyqW9fDF4aj4jG5Xp8vZSVS0fbbg3+XaORf9UPf7zodSIiGh+/N7ziP8LmpEIBgEUEPMAGV+g60tddvNtIS6Fnd3NEFFqa259ojojC7tauloiIjvYvt9+4lVd74ckti14nImrVONC5kmcPD8XlDwA2JAEPQG5yaGJ77+7mxcNPbl1c7bNqlXPFQ8t+FgCAR0rAAxAR4wOVi4PnR09enlwwfPNW7NpWWPpLrg/Vn+7pWIVz27xMI38R3j0ANh4BD7CJze0et62nXOrbt/XS+fq8BenGB0a2vjo7J79oq7nahSjtWflTBABg2uNrfQIArLWZfeALu4ud58dmh2vVsf3PthYiltxqrnbug8HhDwbzD4ZPXO1+rbdrxyqc7GaTTyPb1fzhTE1NHW9qOnbs2ILf4fxSlG0RAUiQgAfYxLJswVbw9bHhtu09ERHRuDxyrrinJyImGgM3pnq+89uRZTH05uyXdvS8nvVERNQGTpzb/7p76Vl3siwiynHHFaj8wzzgZTwASRHwABtdrdI/WI94O4tvZT17Fo9kWeN73+3/s3ciIl56KStti4hatXpqNCKqwxcvRjR1v/aNyLIlXgfWuUrl8OHDi5/+iIhKZfbGEwBIiLvyADa9fBJyqfvkI9xvvPbcQv8w8ltL7p7o+QF+twFIh38TABARS2W8dF83NPyDmX0w5J4Bnx/jlxyARPgHAQCsdwJ+SY2hN/uvPTf/gY7pkeE/nZl+Hx+ojA5HRGw/Wm7NF2poXB7pv1nMnxaJSqWx7+n+3S9GRPvsQoyNj0/2f3Apit19R7qW2UQRANaEZ+ABgPQ0ht7sH6xH51IjMzeSNC6P7XyhlLXMO+bySP/5W9E2O/D5+z+pdn/0p13x8cn+nwyVjnQVRgb6PznQ93pvfHyyv1LMytZnBGD9sA88AJCeQteRvu7iXUfG3z8/Nni6evLy5Nwxu/f07ds6d8jtqavRVCxEFL60Kx+pXRjufK6rEFF4+kB79VxtJX8GAHhAAh4A1rUssmNTx5rebSpHOf8viyyLbK3Pa/3b1lMuZS98Oc5fnN/wC2x57MDWz08NjETtwtXu3+kqRKNen/ncjuKuuFq/vlpnCwD35hZ6AFin8kqvRCUiDh8+PDuej+SfVfL30FLoLTcPVOq13a1L3Qzf1NX6+LXhfHPEHflQ+86nVvUMAeC+mYEHgPUrb/XZuffZ/2Y/xRIWLz6/bX/bksdFRDT2fX1n32vdV9/OTn7cWNnTAoAvSsADwHqURVaJymyuL5KPV6JiBn5Zc3siTtbHlzng9q/furq1VNjR1ftad3zwfi0KxeKla59FRMT1+tXYVdyxOicLAPdDwAPAupPX+/0cqeGXkGULJuHr9bO7iksvJv9bz8Sz/6IeEfHZtUsREdHxdOfwh0ONiMaFs/H8y9agB2A9sa8sAKw7fzz03TcGf7E39kZnW3n/WDVaSx0RERNDI6evFcs92/LDJoZG8sP+/dG/6NlsqVmrZKeqERGd35reCn7RyB/+QTZwJiLipZemd32PiPqV7MxYXLwY2x/PjvzTyLLpzefsAw9ACgQ8AKwvtYET3xj+H7+ZPf7tKEftSuXUWNvRUqkjJoZGTg/eis626YBvND56K+q9P9/S+PW/6v8Pr9ixfJEsi5h/I/1C+RR9fgwAJMIq9ACwnjQ+fm+4WOh7vCX/sKO1fDSqERHR0rXnhRg5fW36wInqWBxo3RIRhd94pbP63tAzHV0e2J4nj/M7M166A5AsAQ8A60ij+smlKG6Zf+d2R2tpmYNvXFtme3NmCXUANhCL2AHAOlK/Vo/2p+7n+npLsTmGxyZW/IwAgPVCwAPAOlLcWYyI31pq67jFOloPdo79fTYZWdup4eKBkvvnAWCDE/AAsI4UisW49Em9ERExvZNco1EdWvpW+TM9o3uz5vLR7dH5nPXSAWDDE/AAsJ50lI921nf3lw9OT8KPV9+K9q7m5Q4v174Wp373aL6PGgCwodlGDgDWndrAiVPDUYnKxfi/0/vJReRbykVEdLZFz4dR+1Wc+kfl9j/q6z1k9h0ANgMBDwDrVBZZzN5If4dylGePAQA2AwEPAOvanRkv3QFgcxLwAAAAkACL2AEAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAgTu7sgAABCdJREFUAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAkQMADAABAAgQ8AAAAJEDAAwAAQAIEPAAAACRAwAMAAEACBDwAAAAk4P8DxEC5uzJcxWUAAAAASUVORK5CYII=)
# co-event matrices
(g96e = t(g96) %*% g96)
## C1 C2 C3 C4 C5 C6 C7 C8 C9 C10 C11 C12 C13 C14 C15 C16 C17 C18 C19 C20
## C1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## C2 0 2 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 1
## C3 0 0 12 1 0 0 1 0 5 2 2 0 0 0 0 0 0 1 1 0
## C4 0 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## C5 0 0 0 0 6 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## C6 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## C7 0 0 1 0 0 0 5 1 1 0 0 0 0 0 0 2 2 3 0 0
## C8 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 0
## C9 0 1 5 0 0 0 1 0 17 1 1 0 0 0 0 2 1 2 0 1
## C10 0 1 2 0 0 0 0 0 1 6 4 0 0 0 0 0 0 1 0 0
## C11 0 1 2 0 0 0 0 0 1 4 4 0 0 0 0 0 0 1 0 0
## C12 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
## C13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## C14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## C15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## C16 0 0 0 0 0 0 2 1 2 0 0 0 0 0 0 5 3 5 0 0
## C17 0 0 0 0 0 0 2 1 1 0 0 0 0 0 0 3 6 5 0 0
## C18 0 0 1 0 0 0 3 1 2 1 1 0 0 0 0 5 5 8 0 0
## C19 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
## C20 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2
i96e = graph.adjacency(g96e, mode = "undirected")
E(i96e)$weight <- count.multiple(i96e)
i96e <- simplify(i96e)
plot(i96e)
![](data:image/png;base64,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)
# Set vertex attributes
V(i96e)$label = V(i96e)$name
V(i96e)$label.color = "blue"
V(i96e)$label.cex = .8
V(i96e)$size = 12
V(i96e)$color ="grey"
V(i96e)$frame.color = V(i96e)$color
# Set edge attributes
egalpha = log(E(i96e)$weight)
E(i96e)$color = "black"
E(i96e)$width = egalpha
i96e_layout <- layout.fruchterman.reingold(i96e)
plot(i96e, main = "Co-event Network", layout=i96e_layout)
![](data:image/png;base64,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)
write.graph(i96e, file='i96e.txt', format="edgelist")
ol96 = g96e/diag(g96e) # Group Overlap Networks: 20 x 20 matrix
diag(ol96)<-0
round(ol96, 2)
## C1 C2 C3 C4 C5 C6 C7 C8 C9 C10 C11 C12 C13 C14 C15
## C1 0 0.00 0.00 0.00 0 0.00 0.00 0.00 0.00 0.00 0.00 0 0 0 0
## C2 0 0.00 0.00 0.00 0 0.00 0.00 0.00 0.50 0.50 0.50 0 0 0 0
## C3 0 0.00 0.00 0.08 0 0.00 0.08 0.00 0.42 0.17 0.17 0 0 0 0
## C4 0 0.00 0.33 0.00 0 0.00 0.00 0.00 0.00 0.00 0.00 0 0 0 0
## C5 0 0.00 0.00 0.00 0 0.17 0.00 0.00 0.00 0.00 0.00 0 0 0 0
## C6 0 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00 0.00 0.00 0 0 0 0
## C7 0 0.00 0.20 0.00 0 0.00 0.00 0.20 0.20 0.00 0.00 0 0 0 0
## C8 0 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00 0.00 0.00 0 0 0 0
## C9 0 0.06 0.29 0.00 0 0.00 0.06 0.00 0.00 0.06 0.06 0 0 0 0
## C10 0 0.17 0.33 0.00 0 0.00 0.00 0.00 0.17 0.00 0.67 0 0 0 0
## C11 0 0.25 0.50 0.00 0 0.00 0.00 0.00 0.25 1.00 0.00 0 0 0 0
## C12 0 0.00 0.00 0.00 0 0.00 0.00 0.00 0.00 0.00 0.00 0 0 0 0
## C13 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN NaN
## C14 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN
## C15 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0
## C16 0 0.00 0.00 0.00 0 0.00 0.40 0.20 0.40 0.00 0.00 0 0 0 0
## C17 0 0.00 0.00 0.00 0 0.00 0.33 0.17 0.17 0.00 0.00 0 0 0 0
## C18 0 0.00 0.12 0.00 0 0.00 0.38 0.12 0.25 0.12 0.12 0 0 0 0
## C19 0 0.00 1.00 0.00 0 0.00 0.00 0.00 0.00 0.00 0.00 0 0 0 0
## C20 0 0.50 0.00 0.00 0 0.00 0.00 0.00 0.50 0.00 0.00 0 0 0 0
## C16 C17 C18 C19 C20
## C1 0.00 0.00 0.00 0.00 0.00
## C2 0.00 0.00 0.00 0.00 0.50
## C3 0.00 0.00 0.08 0.08 0.00
## C4 0.00 0.00 0.00 0.00 0.00
## C5 0.00 0.00 0.00 0.00 0.00
## C6 0.00 0.00 0.00 0.00 0.00
## C7 0.40 0.40 0.60 0.00 0.00
## C8 1.00 1.00 1.00 0.00 0.00
## C9 0.12 0.06 0.12 0.00 0.06
## C10 0.00 0.00 0.17 0.00 0.00
## C11 0.00 0.00 0.25 0.00 0.00
## C12 0.00 0.00 0.00 0.00 0.00
## C13 NaN NaN NaN NaN NaN
## C14 NaN NaN NaN NaN NaN
## C15 NaN NaN NaN NaN NaN
## C16 0.00 0.60 1.00 0.00 0.00
## C17 0.50 0.00 0.83 0.00 0.00
## C18 0.62 0.62 0.00 0.00 0.00
## C19 0.00 0.00 0.00 0.00 0.00
## C20 0.00 0.00 0.00 0.00 0.00
iol96 = graph.adjacency(ol96, mode = "undirected", weighted=TRUE)
plot(iol96, edge.width=E(iol96)$weight*5 ,edge.color="black",vertex.color = "grey", main = "Group Overlap Network", layout=i96e_layout)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABFFBMVEUAAAAAACAAADgAADoAAE4AAGMAAGYAAHcAAIsAAJMAAJ0AAJ8AALMAK6UAOjoAOmYAOpAAOscATK0AZmYAZrYAZtorAIsrAJMrAJ0rTK0ra7Y6AAA6AIs6AJ86Ojo6kJA6kNs6kO1MAItMa6VMa7ZMh75mAABmAItmOgBmZgBmZjpmZmZmkO1mtttmtv9rK4trK51rTKVro76HTIuHTJOHTJ2Ha6WHo6WHvr6QOgCQOouQtpCQ2/+ja5Ojo7ajvr62ZgC2Zou2tma228e2/7a2/9u2//++h52+o6W+o7a+vq2+vra+vr7bkDrbkJ/btmbb/7bb/9vb////tmb/trP/25D/28f//7b//9r//9v//+3///+PoY0JAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO29aYPdtrZYyaonXVHydfpasXVfFOX1dcWK0hlUtsov8XN8IqkHV6WqrHTbasXx+f//I4czAAIguDmDa32wzkCCOChweWMgkBwBAEBEsnQGAAC2CgIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgC3SP/498kBX/6ef6L/1Ze++9+GiW5/LeMlNbx//+XWc7+1i/x3/7m/74Hv2SX/8uvo6UHU4NA98cvicp4d38ItbqTsVQxgUCb1AISP52CQPcLAt0bhSMU5oxCfzGunbwenOQEAk2+DE78f/7TqP8PQqBbA4HujN9Mhc1p0JY/R5DPFAKtvd6Z+Ltxg3gEujUQ6L74TfPWu/Fa0iH8onZ+Vq4aap9JBFqVCAIFPwh0V5RdkH8z3g9vSIdQ2qm++G+KTuVMItAqkwgU/CDQXfHODPoKY8xyy+bdhZqsfxsj/p1GoGW3BgIFPwh0TxR++FL96JcmCvylkMEvqhNK6yndpOo9Xnz7uv74ddVMt4W0lou/qy7+ThNHERe/Vt8okjKyaTiu6mb9m/aBN2OtPDb5NBI38qL2J79+1ySvnpWnWP0yR2k2P0Yp3Hdj/N8FpgaB7gnFlhWnG/xL9du/vUsa0ygj9vVZXoHWSrEMTNkvXogjf1F/91uTgjLtyZFNzXHqKNXflI+8GWtlqMmolngrL5pAf2uu+VtTgur/jpyl2fyYpnB/wZ+bAIHuiMJ3zpsyv2f/QfGMdcKoT6D/vjm61e61Xbz+rHhRRXbv6jfanKvyXCObquNsGe7MmEp+vT/9H/XVWrGklhdNoPmhRRaLbHxZ/0IlwLeWZvNj6sL9rfkrwJpBoDuiCKG+dH1thm/mjCdFSA6Bqpg3v/Xi76ojf1NSbaylT7svTzayqTjOmOJa5KAzYyqFQP/vugtBSdySF02gjSrLhnpj4JZtjdJsPqkKt/gl+HP9INAdYT6oaKDczJkIlA4/dbzcL1DjxK6L/6Kfo7R68yu8S6pPm1fWbBZZe1dZp0hNC/zcGWtl8k8//6IlpCRu5kUdRKo6W6vL5Kf9VsnWV5pNDsufruYfVg0C3RG6w1r9heUHVZD4TrmJlfDRK9Di8+JjI37yC7S42pd6oq3WeZOBJptGvKrGomEZa2XyTz/XPQrWxJW8qALNz1UD01q29QtHaRr9u3/5//4Jf24FBLojggSqzSHXB5zzW9or0NfqhfQR7w6BlurSXtXhW5UdpWdWH7IvZXPKjzJ6HpixViZPV6l+bpO4PS+qQPPCyD6tCvZL5TNvaTY/Jn/7v/3bxJ9LWA8IdEcECbS6b5Wh8ONRGeXxCbQ6XB8Tsl1czYPScfj6qMZ3ip2U0RhjPpJ1qqYpUF/GWpnMDn5XZKJJ3J4X7eNfik/zb/8hafoy66jUVZrNj1H+Js6ualgTCHRHhAjUOl3pqDSxfQKtD1e9Yr24ehGlN/BL1U7lYIzK66OZTatA3zVHd2eslcnMc2WoWifuyIuWXn7O3/IM/d1/+Zf5eXW/qLc027NY2z8J1gkC3RG2gXDFa1qspnb0aW99Aq0Pf9e+kH8UvmkXN+PxFmnVQVvTj+mYSB+esVZpNB0Ff/l/PQL9W52e+tznX37NfsCf/p9/yq//TkvOVZrNj1FzTwi6BRDonnin364ZpkD17rgRBWobwCmkWiZWuqhRkk+gTTCnCtSYKjREoEXW/vc+Ai11+Ut+hez1l3kizWBRR2kedYHSCboFEOiesDzO6BdoRxPe7Gr0tpTftS/+W6IcVwzTKAM0jg5Lt0Dfleap5gENaMKrMm4E2j5RSy8/5T8WK4Rmr//y3x1lay/NYy3QL9/pH8NqQaB7Qov4CpwCtQ17mL15vcZq2uuW/E9tuk4xYv1/KqGa3XZOgTZj28MHkdSYszWIpKB9nF/1n/+bevz+7/5dnaGQ0qze6v8DgFWDQHfFL4npAeUT/WZ2TbxRVaA89N2eLWSOgpRGUi5um8PzD0oyhl2O1k+tA+XeaUye4RlFoM1zTa3ZWwq6V9+VZ5xSqP1bnBMyKUx9a/SNwlpBoLuifB6m7oyrbnNnM7M99VuRprpA3S9Jc8s7nrk31wP9JVGu0GSuOVMduP/N+jD+URGoGl3+0itjRhYrb1U6bOaptvJiCLRq9teN8+ZLR2m6BKoLF1YLAt0X2jrwzePdNoEqvlMfPmz2XatONx/lbIeaJZVTXrdyUlAZy4jomqd7mnWKnAJVHrYMz5hePJVAq9+ndrAaebGuw1dc+Df1ZGdpugRKCLoREOjOsOyJlFiHW4wh4eogy3i0fTERW5z3zjxIt5nhnPYGeLZsNk34VhbUB1T9GdMuqM/kcqxUoj63X1+rLBt1IRS9g8J+vk2gRVJMZVo7CHRvtHbl1NeJU/Wi3/OWZYTzURJFa+VDiI11TFo208ZJSv8o1tB1314O6uhau+mfVY8ABWZMLRxjrMc+R0qdPG/kTZvFaiwEbZ7vFKg6JAbrBYHuDyMI1fskLUP0pnd+az6rn7TRlsFI3I1PPX41g8H2NCtVivahJetydq+NR+e7M6b84OYQfdcmS16aoPpLpcDUZfdeG4kbpekWaGd/LawBBLpL3pk3coZtoLm9CUV9er38mtaw7hrnbjxiOcjwV466OJwtm9qTSM3E0nfVi/CMWTLwTr90Ky9HtU/4qD1ZYMxcUr52bZBivFXXtYe1gkBhFBzTfJZntRmDGECgMAqr9dRqMwYxgEBhFFbrqdVmDGIAgcIorNZTq80YxAAChVFYradWmzGIAQQKo7BaT602YxADCBRGYbWeWm3GIAYQKIzCaj212oxBDCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAYXmSmqVzAtALaiwsTGKydIYAgqG2wqIUzryvQaGwJairsCS6PWuFLp0tgDCoqrAcFn2iUNgSVFRYDIc/MShsBuopLIZDn4VCl84cQADUU1gKjz8xKGwDqikshKv9Xrfil84gQCfUUlgIrz8JQWETUEthCT6kOc/v7779oVLm9eltw21xRPr10lkFcINAYXb++DFN8wb89UmQj98UvrzIfdpwKPz555+Xzi2AGwQKc/PpRfpV1YC/KgV68yzVBZoL9cRXS+cWwAMChZnJ/Vn3gF6lL+sWvCrQw+dv6QWF1UMdhXn5/VXeLK8EentRCfQUhDYCzT5GoLB6qKMwLx9SNQA9hZpWgR6yzlEMCmuHKgqzcgpA09eqQG++sQi07AGldsLKoYrCrHxMtRa8girQcgieISRYOQgUZuV9mn7xa6dA/2sVhGJQWDUIFOYkmwJ6EqjtKSStDzQnM+jrpXMM4AGBwpxkAs2iyo4ItCB5VISrAGsFgcKc9BNo8j797KelswzgBoHCrIT1gVYCPX9FGx7WDAKFWfkQNApfCTRhKhOsGqonzMrHtGiVtw3aEmiSHJP0EZsdw4qhXsKsZJ2gZ4ltNySbQI/vv2DHeFgx1EmYkZMEH6bpQ1Wgd9+9dQv091dfN2ciUVgd1EeYi9KAj8qH4UuDfv/GEYGejvjjR20WU0I0CiuDegjz0GjvvbKcyN1ltZZIJtCn5cvbiyc/nAT6+6v2cspIFNYEdRBmQPfdx/wZzcygh8dv6ojzkKZPyu09rstH4T2z6CeUKIKGYKgjMC1WG316Ue2JVPWEXpbOfNkYtHM3jyli0cRktJQhRqgfMB1+DY2yL/y4skuM+QEoFPxQO2Aiuq3mMWhPbY2kUd2etULlCULsUDlgCoJcZvHVIGsNtKgjOygU3FA1YHSCHTaJsqQOHVvnsAeoGTAq/eyVWKw1Ymdmr3TG61CA/UDNgPHoHftVJ+j6HKdS9mzOjzKkBXuDigHjIGk450cnJuPnKSBhV/u91vp4uYKIoF7ACMjcV58wjT7NzHmT9/qTEBQcUC9gKGLzqedka9clxmcj45boh2pa/923P1TKvDafzD9+etE5tR/2BgKFQQyIG7WzZhBocZlWhrMF9vIGfPb4U/loab4lqCHQsx+7n42CvYFAQc6gVndiFejUBj2aEv30onwu/8RVKdCbZ6kp0HyHOwQKBggUhAzts9RPnVGgxVVKHihLQ2UGrRaHujYF+iDk6XzYGwgU+jPGiI9x8swCLa6UJOf68s63F5VAzdVJ79Lz9wgUTBAo9GSc8XLz/FqgMxr0mA8fnTf+vL8/uAR6eJIQgUILBAp9GGuuUdufiwj091dptm9yI9Cbb+wCvXn2EoFCGwQKoYw5U9NMJU927jZ8vrRz0CbLd5fP7xEotEGgu2D4PPVx57m30lEEOqdB3xer3ncK9PD5WwQKFhBo/CQm0gTGzJHtk3kFerrkWZqmD9QuUIdAb/765h6BggUEGjtJohuirwpHt+fRpkhVoNMaVP0/SSbQ88RqUFWgWQMegYINBBo5Fjv00OEE8jxaBTmtQFsxePmrsoeQvjp2NuGzBjwCBRsINGrszdNAhU5jz+MsArUrs/V7gvpA8wY8AgUbCDRmHP4MMehk9rT7URNoqEE9lvRIU+VDwCh80YBHoGADgcaMdJH1Ce1pG0E69hDoUGXqfEzTz3462gqqEWi1SX3nVvWwQxBoxMgWWZ/UnkeHHa0CHcmSHrJO0K+PCBSkINB4SQSLrE9tT1d0GdwYHzlr5kz6u+/emgKty4tn4aEFAo2XvousT6Oodq5s15xDllY+lKsxlWX1/ZtWBFr//waBQgsEGimdi6zna17WDdJ5nNWhy+bq8z6MVK9nd3f5Uimep8b/bhAotECgMRKwyPpVIdhyCGUKefZqkSdaH+isBj214ssllQ+P39Tlc0jTJz9o/kSg0AaBRkjAIuu5K5IsBh1Xnl26dF1oQYHm5ZVqpXN3WQ4Zvaz9iUDBBgKNj9yf/kXWb/5FoYU0j1QHr+zpDS71Y92JLCfQo2fGbBOAArShYkTH76+0gWXrIuv/7W2hhQcngQou0d0kd57n+2Y5gRZ5x5/QF2pGdHzQdvnxLLJ+EsP5K3ertLv/MsSZRorer9SvZ3VWeXXxY1uwW6gZsRG8yHqmhgcvvtbPHtuZRuL+r5YSaFKt5Dxg4QDYJ1SN2AhdZD13Q7mY25iWdONLcUmBNj/VolD0CT6oHLERush6xqOzya3Z4Eu8jgGVT6bLiXnpRHszZPFU2BvUjsjIpoCeBNq5yPp9MUl0vke7vSZqC3TGdekT4+1c/0eBCKB+REbgGsHVxND5pjZ2Lf9kHjOLulqGRJ7QC+pIZAQLtAxB84NnwG8ji0DnMGhbkogTekFdiY0+faDJbCFoh5WWEaglU/gTekFliY2QRdZrgZ79WDwNPzlhM+xnFahNlQSg0A8qS2yELLJe+TM56XYWgQZsINI+bFqTWU2JQKEfVJbYCFlkvRHopxezNOEDBTpjCGr1JGNH0BMqS3T0WWT9JNA5BpE6nTS7QO2axJ/QE2pLfPRYZP34YY4WfLeUrAKdzqAuTSJQ6Am1JUK6F1k/pJ+/zQLQ31993Z3cYLqdNK9A3f50fgVghdoSI52LrF+l6eO8Af96htwEKGlWgTodSRco9IXaEicdi6yX72Z5kDNESXaBTmJQtyIJQKE3VJeIWcci6yEXmk+gHkUiUOgN1SVmvIusz+SKQH8mtqNHz6HvR5f+5I6AHlBdYkZfm83U5zyyGCLQsQ3q/ckIFPpDdYkah0FLT8yhi6ArzCRQ78/NvsOf0BPqS+RYFKrqaoYHzsOOml6gHT+WABQEUF9ip2iruzo/JzZGYPJOgY5o0G5/IlDoDfUlfhIT48tJLx142OQC7fqdCBQkUF92gabP+QwamvT0Ag32JzcE9IH6sgsaL7QlMZ01ghN2C3Qcg3b/xFKgEy+hB9FBfdkFmkDbIzXTaKOHP4+TCjTMn7TgoT9UmF2gDxtZLDVFPQhOdGKBBvw6WvAggwqzC4xx91kMGp6kT6DDDRroT1rwIIAKswu6BDpBM75HgpMKNCQf9SR6BAr9oMLsAnPm5/QG7ZOcV6DDpBb2sxAoCKHC7AJVDHaBjt2M75PYdAIN9ycteJBAjdkFukBnMGivpCYTaPCDUASgIIMaswc0MTgFOmIzvldCqrnsYp84F9UkUAQKfaHG7AFToJMbVBqAjhmCBv+YugWPQKEv1Jg9oIvB54pxDNovkS6ByrwW/j8DWvAghiqzB1oCdctiDIP2TGMSgYbnoX4KCYFCb6gye8AiUJ9Bh09d73v46ALtNwu1o0gAXFBl9kAfgQ43aN/TOwUqSLHfLFQCUBBCndkDhhq64q1hBu199ugC7e1PBApCqDN7oKdAhxm097ljC7Rf7suiQKAggTqzB0w1dPb4DWjG9z+xW6C9Eu3vTwJQkEKl2QEtNXSPmYgNKjhvVIH2zTgBKAyBSrMDBAIVN+NFI+bjCbS3+BEoDIFKswPaakjKlqv/LNH0S9E5XQINTVcygEULHuRQa3aATKCSZrxUuuMIVJTh49ICTWoWygAMgD/aDrDcmkETx/vf1CIJjCVQuT+Xa8EnJktkAuTwB9sBLoF2S0MwItOfkQQqsc/CAi2ceV+DQjcHf674sd2TgQLtZyX5uFOnQCeIlutEF3uOU7dnrdDZ8wFy+GvFj2duepBBe0wh6pEr7bTBApWJRwlA5xeoRZ8odHPwt4ofh0DDQtAeapL7c7BAZdKp/yeyRAve4U8Mui34U8WPR6ChgzPy6wSdppzpTMSX+qA5qwu14B36LBQ6c15ADH+q+PHNTQ+dHiS+TNB56qn9Q1BpyKYGoLML1ONPDLoh+EtFj3Ncu5dBxx1u0k8cJtABT50ql5/ZWa72e92KnzU3IIY/VPSMINAQSYnv+UCBdvwO0XXL8wN7g8fE609C0O3AHyp6OsQT3MHZNQzeL1famXKBDl42aokA9EOa8/z+7tsfKmVen97W3Dw7ff3nn2fMEghBoNHjbhP3CEG7VDWg0TlEoMOX3ZtdoH/8mKZ5A/76JMnHb3Jh3l7kPq24KgSbfjVXnkAMAo2eDoGOY9ABAgoVqOWbIX2FC7XgP704ebFswF+VAs0DzkagV+nLUyP+0emjr2fKFIhBoNEzlkB9Ch3iH7FAh02Y1Frwswk092fdA5qrsmzB1wK9+eubvBf0Y5p+9tM8uQIxCDR2vNN//AfYznBMiVpAoGP4c26B/v4q79qsBHp7UQn0FIRWAj28LIeR3qfp61lyBXIQaOx0CrSXPOzSGqSfYIHqXw2c6rNMC/5DqgaglSx1gf7jD+VA/EcEun4QaOyMK1CrtwarTCDQoVMlF2nBnwLQzImNQG++aQu0nsn0kSb8+kGgsdMt0MEGnV+gg58XX6YF/zHVWvAKdoF+8ess2QI5CDR2vEIShKBtgw53WV+BDl9vQ2/BzyXQ92nuxECBvmcUfv0g0NgJEGh/g47YGdlDoIr2Bl2xFYDOJNBsCuhJoLankCwCPX/FVPr1g0AjJ2j2e09/6AYdIRjsJ9ARnhRfpgWfCfSrY2gE+oghpA2AQCOnQ6Ayg6oOGyMaDPZxfuwIutuAQM9pwG8BBBo5HT4SClQ9c4TeyB4CncKfs81i6tEHepc+YARpAyDQyAkTqNig43RH9hLowOsp15hdoB/CR+EPD7g1twB/pcgJ9FF/hYy1kHsrlaBe2+HXPM7egs+nMeVTO9sGNQV6/ZA7cxPwZ4qc0IBOZtCRmtOBAh3ngqo/ZxZo1gn69TFAoDd/P1ueYBD8meKm4z4cItCRGtThAh3J2Mu14Nsz6e++e2sT6M3f/4BAtwF/prjpFugAg84r0NGeWle6LeYWaP0wfGnQ79/YItCbv74pS/bTf5gtZyACgcbN5AIdfRDJlZHxnhlarAWf8V5ZTuTu8uV9I9Cnij/LPT0+/Ssehl85CDRuphRoYaCxpzE5MiJ77NR5xeNSAs1a8eWSyofHb+qg85CmT36oXVrDmvRrB4HGTZccBhh0pIlMQQIdFim3L6hdd+7uxk8vqj2Rqp7Qy9KXWUB6nSrwLNLaQaBxM51Ax5pKHyJQNc7dvkDLy5sD8QqMIG0G/lJR03knitWknTekFgUIdOxH7/XrLmQrj0Hx53bgTxU1AQI9ykJQ3WkDbvn2dHwzscT/teB6R9WdiwnUodCR5mrBLPCnipruW1EYgppOk9/zXQJtpT28x0C/7FK6chgUf24K/lZRM5VALYsqS2tSh0DbPolFoFaFos+NwV8rakIEeuxvUOu2HsKq5Bfo2Fswqf5cXKDHYiKtrk/uyE3BnytqAm5HSQjqmGkUnC0zLadArYmOK9BljZWYLJkZ6A9/sJgJuR8FArUfJrv9LRJTRrWsKQ4csapfLB6AVllBntuFP1rMhAm0bxvedauLHOARqCu9EQS6jhY8bB9qT8yE+rCvQD1JhWSrlZhNoB4dDxqwMq+KQGEA1J6Y6S3QsE7TwLSCcAnUl9I4AsWfMByqT8yEBpS9QlDvIb0N2h5DKnPkv0qva7ROIwCFkaD6REzwmFCfELTrgJ4GtQu0IxEECiuB6hMxiwi0ZxDqEuiwPHScplwUgcIQqD4REz4rKbwN33NmacjFzTQDThdpjwAURof6EzHh8+LDQ9D+41JdhxppBs2IHC5QAlAYA+pPxEwgUEmvQMeReqJhU8ol3rMFoAgUhkH9iZceUaCuMO+R4WkGHqddMbH1iTpO6wkChfGh/sRLn2Z0YAjaq3Mz6FhdmIllWujQjLTOoAsURoMKFC/hdggNQXv5JqwZrwq0OmMGgRKAwihQgeJldIH2nuIZaMLaZuFa620+awCKQGEgVKB46SPQY4BB+z/pHjgcVMWdWidlwHn9sqK9QqAwClSgaOk3nT1IoII8hEwrLSQaPhdVkBmjjxd/wjhQg6JFLlD7qcK5lwHTSvMAOHwqqiQ3BKAwCdSgaOkn0M42vHDB35Cn2s2pn+ML1LQzAoVxoAZFy5Ahc8u5UtkErKtkjjYFXarnzzOv2D8NgDbUoGgZV6By13gH483uz/Br9QywjSv2TgLABlUoWvqGaH6DDpBNx9rIlq/HNigBKEwEVShaRhXoMNe4FWrfTg2BwkagCkXLsFnvklZ1eOraF8L+gl7TXLXX1XsECkOhCkVL73FqTwg6XDXOHTYTS+JhlwvOFAEoTAV1KFb6T5R0O3OMPcvtkaYaENqv7Usx9MrGawQKY0EdipW+evC04cfwp82gCQKFjUMdipX+AnWFoOP482iZK5UchwhU4FnVnwgUhkMdipUxBTpSlnSD1tHnQgLFnzAcKlGsCARqN+iookmMuHaQQPuP1iNQGBcqUaT014MjBB2tAV8lWqVau2xagdKChwmhEkXKCAItw8ORq0jZcq88ekSgsGGoRJEiEmg7BB3dn/rc+YECDTiwPbmVFjyMB7UoUgR+sIWgU2gmUTtCjzMKlAAUxoZaFCcSPVgFOlJ+9ERHi0A7j3QGoAgUxoBaFCdCgbba8OPXj6oPtL4kAoXtQi2KE5EeLOPwY9ePZvTIN4g0XhueFjxMCtUoTkYRaLtNPxS18e6ZxjRaCEoACtNCNYoTqUDNkG2SSaDV6wSBwsahGsXJGAJt94kOzZPhM9daItMIVJc1AoUxoBrFicwPWsiZuMJDcZbMtMYQqPdQAlCYGOpRlAj9oPpMHeYZJUfWljoChU1DPYqSUQQ6KKlWytZ07Dt6jCVQtz8RKIwD9ShKpH5oDDqqalxPNNm3lOt3UZFA8SeMAxUpSgYLNBlToJ4t5RxzTftc1H1sawgJgcLIUJGiZKhA9flGgzPjSsFwtfFFcPIhX9CChymgIkXJEIGa0z+HyiapcV1OuDF817EIFCaHihQlYkGU4WdifibPiEHrataBpDEE2vYnLXgYG2pSjMgFMa5ACzfe15iqrMNCq1n75LnrYwJQmARqUowME6h5+oBwVrVnrVDb1YY4G4HCYlCTYmSAIBLLKvSy5Cz6NBWqaG10g3pa8AgUxoKaFCNrEKjDn5pB1bjQ0rjvkeeOD+kChWmgKsXIIIEm7TWYJOk59FkoVE230Zp07lT3TFJa8DANVKUYGThuPoZAPf5sDGp6zWjc97iY/yNa8DARVKUYGSbQ9vn903O13+tWfJOuFnfKHIdAYSGoSjEyVKDDDer1ZxWCGtYZJKYAACAASURBVF47KgYdKlDbkBRdoDA61KUIGTrzfbBAy/jzkOY8v7/79odGnjfPnvxwr42/62fKLuj7gAAUpoK6FCEDx5AsAu07qHMS6N1lmr7MhHl9cujjN7U/T5/nAk2sAq06QgcK1BeAIlAYD+pShAyZR+/Yp6hPkrk/b56lTytnXqkCPYWlJ4HeuwTqCIE7L+l7TwsepoLKFCFDBHq0DyOFp1k8vqn6MzPoy6YB3yFQ+zyAoIx73xGAwgRQmeJjoD+HCbSYR3p+kVuy4vaiEujd5dOrLoFW/Qj9c+57h0BhAqhM8SE2hLoNktCgZfv71E5XAtBTu70S6OHJD4VA7+sw0zoHCYHCJqAyxYfUEK7ZmT1SLUeATgFo02jPG+7fVA34l/cBAhUoVJ8MZfkGgcIEUJmiY0AAqrzomlppT6BU4sNUa8ErI/DP78ME2tugXQLFnzAF1KbokAeg2qv+IWjtvCRN08/fWgR6yD4NF2i/qVOujCJQmA5qU3QIDWFfZa5Hws1TRGeXdoHe/PXNfbhAj1KD0oKH2aA2RYfMEK2FjnsKVA0Yz1JjDElpwCsCNdXWulivINRlSAQKE0Jtig6pQM03vQyquc4h0EMRlYYLtJdB/QLFnzAJVKfoECnC0uztI1BjNWRrH2jRgO8lUDPhkJ9AAAozQnWKDokibJu6WednBp2ePLKMwpcN+JZAHWnWHarBPweBwvxQnaJDJlDL+9AQtN3QfqgtH1Jwnap83jGGpBov8AfZkzM/RaAwJlSn6BAowj5lKTAEtRjuLF/EbhyB9jQoASjMCfUpNsYIQPu04W16a82kv/uu6RKtn4UPFGhwMx6BwuxQn2JjjADUKVBbrGo96pE+Dv+90qC/qtYDDRZooEEteW56Ul35BxgC9Sk2+ivCGkOGteFdzeskuVIMenepPhhfCtTVaWm9UFgzPmktg9caWEKgMCrUp9iQCNTxYadA3V5Lkut6MuhBH1DKBKr42Z1C2JW8B9GCh2mhQsVGb0e452F2tOF9UisXpS/3RLo3BKouOh8m0KBmfCtDe2jBJzVL52SXUOqRIfCnUKD+e7Z7X/ieAg0zqPV9vC34xGTpDO0OSjwyRgpAuw3adbd6DKq13YMFGtCM35lAC2eq5YpC54byjoy+d5DzeL9AQ2TmUKjxCFK4QDsvurMWvKWEMejcUNyR0fMGct9w3nH4kBvVYVDzGfgeAu0Kex0CjTMA7SpemAUKOy5G86c3BA2e2e4LkSQC7cqwOXRvpBSRWzoDfJgFyjouegvU/51doMG3qLeTTiRQn0FNgbZa8HEJ1KrPopSXztyOoKzjot/N09Egth/RK8TxDBPLBOq5vGn8uANQpz8x6JxQ1HHR697p6lG0pte7ieiaYyMUqDMDrfxGLFBX+70O9JfO4G6gpOOiz63TPRHJMRtTcn+2LyYVqCvjpkBjbsF7/UkIOiOUdFz0E2jA962BbUfPaPfFxhOo1aCueNOi1M1T+PNQPeh192298tV18dxXNL909VDQcdGrezLkAGNYpngruD9dLXhfU92bWpePLenHopWsAX93maYvC2XWq1ffXlQPztKInwvKOS7Cb5zAJyP1TsWOqLHP5QYJ1GJQh0AtnaKbp1hnoF7s6qoUaLH2wHMa8XNCOcdFH4GGHaK2iQf0JraMN0ygLSO7Is8IA9DTD1H9mRm0Wi7wGoHODOUcF8E3TsiBukCTYS4aW6CGkl2RZ5QCPb/QFvy/vagEehIrAp0Vyjkqevizr0D1M0QhaDtxX0oBfbTWkFjvpo1QoEly0Nf7vz+0BIpBZ4JijopRA1DVoGYLfA0CVdPclUBPAWiqrvF/f/MNAl0IijkqQm+bwONqgTrHbMKZQqDWYS0jbu6X4BZobdmnmBSBzgzFHBXBYuwnUMvxYwnUnU7QFUqDtjwZtUCzbaHfItBVQDFHRR8xBh9of3ay7x06jUDLdA1P+p693zzJ2SUCXQ0Uc1T06NoMT8/z5GQPphLo0XzM3rV+STRKOUuNMSQEuhwUc0yE+rOPQJ2Lh/S8RScTqJ5D9wp60SgFga4Iijkmxg5AKx8NTuY4pUCPWpjpXMM5GqXQB7oiKOaYCBx36ZVi4jyj3z06sUCT6oVFK4l0Cal1kjxiFH41UMwxETjzp0+C5hh3z6u5rztmE74MQh3+LNvx8VT1h/XyIU6BRvRr1w3lHBNhAu2RXOJdvq5/LNs+eSSBHguBWq2ituOj4KxeMwSBLg3lHBET+PM4WgjqeJZpLIG6w8/4mrStmfR3371FoMtAOUfEuAJVmu8TtOFtM91lqTcp7WWbiyTrBVXH4b+vGvSVQGP6teuGco6IgLum/9ygidrwUwjU48+4YrIkuVIMendZPxhfLXMX049dNxR0RHTfNsGRSdPgHrMNbzl1sECLwz64t7coucq+f90jv2smSa7ryaAHZUDpULTt8edsUNIRESLQ0JSS5qXnvP4j+uaZYwj0jx/TNG/AW7e3KGX6eZKc/Zh+8Wt4hldMUixKn6bqj8x2+cihAT8flHREdN43An+uXaCnoz69SL+qGvC27S3yt0+zuOxk2q/CM7xmdjNgtnYo6ngI8Gegk9qqG8GgUwk092dtFMv2Fnls9jL3ysdoWvHeKVtLZ25HUNbxMFIAap1vtIBAw9JOzl+lf/65EYple4vMpWXP4B8xNeLdDw0snbkdQVnHQ9eNE+xPy2nOc/tOizLPGyjQJPmQqgGodXuLU1iaT5s8Jfg+ohDU/dgqzAaFHQ9jCNRy/1Xz1OWJ1klbzhsq0FMAmimxkYllewtFoCfdfh2a4bXjWTgF5oLijoeOe0foz9FC0CkEmiQfU60Fr2AV6Mc0lmGkY/HXsi/dB3NBeceD/+YJuLcc998UAq1fDxXoqU2e9Wp2CTQfWopNoJVCFZbO0O6gxKNhKn+O1YafRKBnP+YCtXUHaoNI+aTzyJrwBchzUSj1aOgSaPf5XkUODkEnEGg+szMPKf0R6N1lPj20GESKTKCwKAg0Gry+CZkj6p+ROYZAjen5HWePJ9DsuaSTQfMRp89+CssuQAAINBp8vuls4HmbgBOEoAFjSGHzWoP6QO/LR+Ef/l8vYpkHCusAgUaD14BdA/QB4es6BfohZBS+JJ80SgseRgSBRoO8Mdw5AjFaG751zmCBfiwb5W2DtgSaJL8XTy0BjAUCjYVB/gxKe6hBxxZo/n3WCfr1MVCg8TyHBCsBgcaCbwzI3z4PGazxXmFJgR7NmfTt7S1qgT6kAQ8jg0BjwaO3of7sasMHGnRkgVZfVw/DlwZtbW+h+jOmSfSwBhBoLMjiw+AV7uSXsF5rRIFmA/Hn1TONlu0tKh4Rf8LoINBYkDwpFPz8SqdAQ5IZV6DKt6dWfK5Q6/YWJdcp40cwPgg0Fhy68c/v7PEcpvsS3m8cWQkRaPCXSfIgdW1v8bK0Z/qAqg7jQ62KBEEA2ufx6Q6BBhl0VIFqaVWYA/HaEHx3BgH6QrWKBGcA6jmjxx+/ow2/oEC1xYjwJ8wL9SoS7IZwS7Lv8j0jhKDqJYcK1O5Pl0JZqwgmgnoVCS6BOg/vqZSR2/BjCbS1ICbbXMCcULEiwaqIgcPm7aQGh6Dm0UKBOvxZfIA+YTaoWpHQS6ASpYzThjePHiZQM/qsP9L1SSWHqaBuxUEff8qU0iXQAIOOJtAqHLYI1PJxV7YAxFC74sCmCYc7hE4ZoQ0/rkAd/jxqXwVOUQWQQe2KA7tA7UcK/+bDQ9CxBGrzZ+9hNIARoHrFgcUTI/tzAYH6Jrfaej9FmQIYANUrDtqesJtyQJfg8DZ8c/H2ix4p9vEnAoVJoXpFQWAAOmhIpVOgnbIaTaC2zk8CUFgA6lcU2AJQ21GDfDI4BJ1KoJ6EEChMCvUrClqesKly6IyewSHoOAK1j70jUFgC6lcUWARqOWbgH3sMgZq66y9Qx9wlBApLQP2KAtMT1jGlwX/r8drwYoFam++edBAoTAr1Kwba/rQ06Yf/qcdrw4fNYrL2TFj9iUBhGahfMdAZgI6hzzpZeQg6VKD4E1YGFSwGDE9M5M8AgXY2yQcJ1KVPBApLQQWLAd0Tpi5Hab4r11lIoM7w05MOAoVpoYJFgD8AHc+fg9vwQwTq0ScChaWggkWAGYAaX473Nx7ahu8rUOV7rz8RKCwEFSwCzJbu0f12lAsNFmjgLCZVtD594k9YCmpYBBgtXe2bcR0y0KBSgXb4E4HCUlDDIsA5Hj22PxcSqNSfCBSmhhoWAYonfK358a7U0U73fCUQqG/0vSMVBAoTQw2LAG2oRfl0An90T2QaW6Cd+qQFD8tBFds+9gB0En8ODEGrPPUQ6AB/IlCYHKrYhmlpRffnNJc0L+Q8xv7VQIH2uh4Chamhim0Vi1tUk04lj4A2vD8E1Q7oK9C+V/OnDjAUqtg2KXxyX2NGopO5Y06BBsWfBKCwINSxTaLbs1Zo8+2EV1b/8R9k+yJcoO3+TwQKa4M6tkEs+lQUOmH4WVy8+a//GOsXwQJtybOvPxEoTA91bHs4/FkadGJ/DgtBgwVq7eHtdSn8CTNAJdseDn3WXaFTX139x3+Q5fMwgdoa7wgU1geVbHN4/JkbdPLLq/90HNX+WI8lPYcN9ScChRmgkm0NV/t9LoGOEIJ2CdQ6eIRAYYVQybaG15+ZQafPgPpPx1Htj7sFah177/24Jv6EGaCWbYoPac7z+7tvf8h9efPs9PbJD41Ab0/v//zzlHmYWqD2qUsEoLBGqGXb4Y8f0zRvwF+fJPn4TabLq0Ko6dPKn4f0PEk+pF9PmI3KTCKD6gIN8CcChTVDLdsMn16kX1UN+KtCoFfpy1yaWUxa+vNp1oh/n76eMCNDQtAugZr27LC1dx6pN3sAY0At2wq5P+se0FydN3/Nw9AsIi0C0lOD/mUm0I+TtuLDBOrs3/QJ1Dn5kwAUVgnVbCP8/iqXYiXQ24uTQA8v7yud5qHo6d8nP2QCPR08YSN+SBveK1D35KXeQ0gIFGaBarYRPqRqAFrI8x+rwaPrQqC3F3lnaJL88eNaQ1CfQD2TlxAorBOq2TY4xZRZv2Yj0JtvlLlL10UT/jotBXp8n37203SZmUSg1smfR+8cUPwJS0M92wYfU60Fb3Cdfv62GE16Xgj0QzrlMFJgG972vVOgdn+WhyBQWCnUs23wPk2/+NUp0KtiFL7sCi0EOsNMphEF6vInAoVVQz3bBNkU0JNAHf68vSim0msC/WrC7AQK1D5NySJQpz6LQwRPGyFQmAXq2SbIBJoZ0W7QQzEGP7tABSGoVaAef3oFyixQWBrq2SbwCvT24vn9OgXqnqekfu3RZ36IIABFoDAP1LNt4OkDvbvMR5Dm7AMVteEtcWbZwenxp1Cg+BPmgYq2DT64R+EPlT+VUfj3k47CS9rwhRybXFe29OuzOK8z8T5fAYwIFW0bfEyLmZ1tg143azFd5wLN5DHtPFBBG163p6pQvz8RKKwaKto2yDpBs0Z5S0M3f9+sZVc8iXSSx+norME/If3a8BZ92hVqSwCBwnqhom0Ecyb93XdvTX/O9Sx8RqhAy1F0zy54Xn2Ww/a+LPT+DmA8qGhboXoYvlTR98XyS+V6TOWjnTfPHr/JjDPtakwZvdrwXbvgefyJQGHVUNE2w3tlOZG7y5eGP4tXh/Rp0YKfdAjp2EOg7vDTNKj/Qn2+wZ8wF9S07XBqxZdLKh/q5T9rnlaN+LNMtRM34I+92vBhAvVfp8cXQbkCGAVq2pb49KLaEynjOlUolwZNHqbp1ANIOT3a8F274Hn0SQse1g01bXN0B3Tz5EL/13Ng0bdg2w0vn8HqzbGkbY9AYTaoaduje0xmlkzo/7qPS+7vLssIubUbXvbGm1/P4FJ33gCmhqq2PUJmBc2RC/1f52FZsFnvGlruhnco98TLY1D/aBAChRVDVdsgIfPSZ8iE/q/zMNWf1W54/6J6k71DoLBZqGqbxKLQyppzGTRUoOcX6RNlsn++G95/K5/ez3cR9QjUvZYd/oRVQF3bJoUkrYNHqzJokhxSNQBVthK9r1eC9o60I1BYMdS1rZKYtL+aOgP6v/aDTgFo+lIVqLob3s2z5/cegZar3fku3vc7gFGhrm0YZ4/nLAYNE+jDVGvB61w9vZcJFH/COqCybRuHJ+c0qF+g1WxPG4fn9wgUNg2Vbdu4NDmHQQNC0OTs0inQ69qt3oF2+/8fArIFMD1Utm3jtuT0Bg1pw5+lxhhS0/2Zz6T3DSLJBIo/YUaobdvGI8nZDCoSaBmC5l96x4kQKKwYatu28TlS2owPno0f0ob39YFmE+mzELSvQGnBw1qgtm0br+ckBvXMjrIcq/9rS+uRbxT+7rJ8Gr5f4ggU1gK1bdv4HdfboMXhjeE6zva2sgseVsuHWDlkX/pnera/9f8eBAozQm3bNp2G62VQ3Z61Qj3H6//qF805q5cvtXHzrNjEyZN224gEoLAaqG7bplOPPQxq0WeHQi0CNZv/rZn05W54lUCfdrTg20okAIX1QHXbNt12DDaow58+g5oCtfSd5r2g6jj892qD/pC34BEobBWq27YJkGNoM967TrPznPpf17hTklwpBi12wzuUI/O3F887A1AECiuG6rZtQtQYZtCOnUJcJx31uNM6Zn5dTwY91OvRZy9unjkXs0OgsAmobtsmMLbsNqir/V634r0pe66Q9wxU+4c+r+LQ/F2xHH3Xs+6tiNb/M3zfAowM9W3bhPVvBhi0c+9MT7K+xBNn16ovtkWgsA2ob9smcICoYyjpg7ln5n32oKU6++j29PWff7akWKba8TzpAH8iUFgx1LdtEypQTxD6x49pmjuu2TPz/vZCn755SM+T5EP6tZFYk2BnE9/VM9BXoJ1zDrxfA4wL9W3bBAvUadBPL9KvqgZ8uWdm2WX5XPHn0yxWfJ++Nlvt7unuR6OJL/VnL4HiT5gXKty2CReow6C5P+se0Kt6+41rRaD53m+nEx+mD83Q0ydQVbMWhfr6TUPf+c8EmBoq3LbpIVCrQX9/lXdtVnbL98yspFkL9CrNH7hMztP0zEzC98i67k/doZ6M+zo9acHDqqDCbZs+ArUNJX1I1QBU2TNTEejtRblq51maPvy5laT5Qr9W7c/WlCdnzhEobAYq3LbpJ9BWEHoKQNPXqkDrPTMVgV5Xyx4n79PPfmqlaL5oXUht8Buf2/PoeU8LHlYFNW7b9BSoadCPqdaCV1AEeii6Q08nfch1a6ao/9u6jJZFNbeOrPsESgAK64Iat236CtQw6Ps0/eLXLoFeFTu7FwL9up2g+aIJNC05NARqHbt3f4BAYV1Q47ZNb4FqBs2mgJ4Eaptj5BLoV+302i9USfsEah+793yCQGFdUOO2TX+BqgrNBPrVsVcE2hJoqw2vx7hmBrXmfIcuW5/gT1gZVLltIxFoo7hRBXpUmuyJFo4a11ZP9LXX2x8hUFgZVLltIxJoI7kR+kB1gRr6bOfPEKh/zN38CIHCyqDKbRuZQGvPPeo3Cv/eMgqvteE7/alGpKVAOx80ck41dR4IMBNUuW0jFGil0Idp+tlP+SuPQIunOrPLWOaBHp2jR/bsmQJtzR/1pt/xk7xfA4wPdW7biAVanJntmXnWJdDiSaSiyzRr8LdTUpP0+1Mdeq+H6W1p2dPv+EXer2Mmaf+/C2aBAt82A26aKgR9qAq03jPT8ix89txSuwu0NfxuXKJ9sEeg3pn1tODtJCZLZ2hPUNjbZqhAs17Qc8Wg9Z6ZqkBvnj1+k13mo7GmcpPS0RJ+ugJQy7wnPSVr8q4vLcfti8RoQKDQWaGot83APtATaWnQPP68fNlIU9mM+JA+LVrwliGko3343ZE3deS9LUb7TwkU6D61Yel+waAzQklvG5lAtQbfqRVfLqlc7plZDb0/qbf3ODXiz7IhJFsDXk+v9WHryGNLoF2dnLa+Uvdhu8LWe41C54Ry3jYSgbb6zB6k2p6Z9a6Zab28cm5Z2wBSK8WOrKkj7+rg01H7wHYOAm3j8CcGnQ+KecOIhg00dWpvrbdidUOGJGl0Z9ryZRVohyIRqIveu/XB2FDMW6UVR/Y+qfXZYH9qTrRmyS7Qo3Gy+xxfLvzfR8iA/+fBSFDK28Q0XoBCnb7tCkI7ktYS1Kc02Q5u/kGgw+hqNOyuQJaAQt4kFtkFas5qNq9BO9ysJ6kJ1Hp08485ARSB9sPrT0LQeaCQN4jHdM7j/Y19dxBatc19eWkL1Cld9bjOESf1pE4d7M4XxZ/qUI3/3X3bTJrIRwEf765EloAy3h792tqmPQMca0SfPoFWaRozkTzXaf5tTXpy/2AC0BbZ3ynzZD5R4vrk0GYO2s2zcvWCvZXJAlDE26PHaE+YPa1HNmcUSvSdZU7l9Im6eaEf4s0bAm1xqgXqww5XjUAP1YS03ZXJAlDEmyN47DVYntajlTOcBlUO00NL59W0sX/7N9aTaMGbJIn2sNjJoC9Nle6uTBaAIt4aSdjYa3jsqSTsOtxuUO1QPbTsFuixLVBfEx6BmiTnF+qzYve3Fy/NUHR3ZbIAFPHWCBp77SvPY+sk/Zv6P5bDq3f6x85rKKebqbkzRgveJElOLfWn6l/+8FJrv2PQWaCEN4Zj7DUbNygCkiTxxZJdiTvOshjUPLBrBqh+1NF0nk+SAb9id6rIAtD6SduiCnyTx6Hp528R6HxQwtsisY+9XpXPrj+tBs4F9jyqAjW/UP6rH6l8on7jvoLtZcc4EQJtk61OoLbgS640q+6uVOaHEt4W9rHXYgDhkFazV0T2PHoEahrUcljXFHr9qKPRhm/NrDez1ZnzjgNiI1uGUIk1647Qk1Wv6oVhdlcq80MJbwvr2OvNX4thg+s8IJXaU+8EbX2n/NfmT3UGaJA/rQLtHHoKSHcXJGeXNoFel0toXRdf7q5Y5ocS3hbWsdfDy1qnp7tHqk/fKJImUFc/aT0DNFigZgcqAg3mLDXGkO7LvvHnlUmfItAZoIQ3hX3s9R8ro17n4cco/nQb1BmjDheoS4QItIVdoHUX6N1l0RhZOpvRQwlvCsfYa9OCy7pEpbdN4jWoOb/UcnrXHCanQNsvzIx1Zr3jgOiw94E2Y0h5LLq/YpkdSnhTOMZeG4EO6fkyBWqdyuT0Zz2F3qczo9uzHXg6EkagJtlugO2a0Ag07yrfX7HMDiW8Kexxh3L/ZD1gwwVqbaYnyiG+8xcQ6B5F8VBdPsQu0D0Wy9xQxFvCMfZacXtRTaUXJa5Gl3aDev15VE52X0N/XY3c249Q0u3Kuv/7GDlTN7FqmiDVZ7cX6fM9FsvcUMSbwj50UHEowo8xBGo3aKBAfVPi9dc2gVpGpxBom1Zvzt13b5UHkW6ePX6zx2KZG4p4U3gFentRrWI2cBKo9r51xNFRa7RznRcxXrdb/Ag0jCTrBVXrwvdv8v+HPq7mBD+V1QPoBUW8KXx9oHeX5TfeMNGddCu+1N/rdnUlUL10XsR4bekytc0v9f+afYoiSa4Ug95dviz+KT7KenP2WSwzQxlvCvvYa9mAr8zaVmFQ0u2zPE16e0+lfyzoaBGoOpTkOBeBOkiS67pBcqgGlE6N+Kf4cz4o5G1hHXst2myVWBODwJRtJzQfteVqPb1557qI+dKSQ0uTHoFaSIqFEdJUH046FO9pwM8ChbwtrGOvGTd/XwWmpkADNWo9tJVKo0j72fVb10XMl1aBJuYpCNQG+8IvD6W8Laxjr5o/HQLtlKjjMPN8h0GrOLV577jG0TzCOm/JfOPN+35V0WN3LJgGinlb2Mde6/WYTq/OKtP1tKjrCOPzxP5p8WokgbYDVQRqJSt1hz73WyjzQjFvDOvYq+LPvyoO7BOLOr8zv0gs6dYN8Y42vG3GvC03CDQQh0Hx52xQzlvDMvZajSRknJsaDLRodwCqzw/V79aWQO1WswjUpXP9FQJ1YVEo+pwRSnprJK2x1+tUwSHILol2e7VxpPWOrXTYnGjNe+t1exqTdmArXX+iO8T6/7OlM7UfKOrN0TX26nKhQ6Lmd95TOtuM/ja8dRqotxcUgXbj/L8iTA+FvT26xl69t5Ldoo5TjMDTDHYsBvWHoL0F6htp8l1oTyDPJaHAt0enxfwKPXotajlMe+N3d1+Buns49W8QqBvkuSQU+gZxiEy9hwKCkk6FGu/9/qyj3+Zw2yWN1wh0OAh0SSj0TWJxWesOCrixvJFo6+ROgXYa1BRo51zQAIHu3hsIdEko9G1itqdtN1DIneVRaPtUrz9DQtB+AlXG5xGoGwS6JBT6VvGqrn1MUBJ+gxb+PFQzqO6+LZ8evSo3I7/XR4S6BdrZ3kegASDQJaHQN0zAreMxbPGhEcR6LJodfHdZbrqTzT0tZvHnG9mdPj/9N9EMOlSgRyXPCNQNAl0SCj12XAbV7dl0ozodWkzgr58ivSoEevMs/6RYyLcrBDV7VO3fKEf4vu76Zifgz0Wh1KPHGoRa9Nmp0ET1Z2bQl7k4i20gr7PQdFyBHrX8On9deElECQJdFEp9B7QN6vCn1o5vifT8QltJ7/biZebN8qO8EW9Mizfvae29ccdLQ9DdewOBLgqlvg+M28w7IV67GxWBHowN7Q4vszD0STOU1BWCCgTa2Qm6e28g0EWh1PeCeqN1zedsm68IQMvmesnNN6pAD8U+Ej0E6vmy+qRToGgDgS4Kpb4f1OZ4h0Bt55pr4ZdxZ/XZdRaf+tvw/QXaOZN+99rAn8tCse+IIH+6doOw76h8VUeltUDdIahXoPYPEGgHCHRZKPZdkeRbghgT4TP5aRvVnYLNr1tnnl3aBHpd94vWTfgwgbbveHtIWnfaun5Q6E+PFAS6LBT7rvjjx3zJZXUifLaTuLbTZ/6+JdB8P9Cnpj+zwfcymSuLQA2/+QVq120tUKsn0AYCXRaKfU98epF+VY0glRPhy9XtG4EW80QR2QAAFRlJREFU7w2Bnm5Pu0Az3WbpZNY9/atJ7+gRqO2Ot8vRNjHVdcr+wJ8LQ7nviNyf9RD8VT2mfm3sNX9dC1S1lrUP9L58FP7Jf35WPszpGYfvEKi9j7TVa6vqYvfeQKALQ7nvh99fpX/+uRFoPhG+Cjo1gd6cBNqK+bLO0/YofE3eBXrfup8d40aJfyck9Y1lzKtJf/feQKALQ7nvhw+pGoAWE+HtAn2WnrVvy4d1r6mF2/wppcTS3m4S0Jve9pnz5muLPhWF7l4b+HNpKPjdcApA09eqQLOJ8E6Bts8/S42WvkoxnSnzYnaovdNSb9l3CNTrz/tWX8FOQaBLQ8Hvho+p1oLXhRkg0NZM+rvv6i7Rshc1l9pREZsjGnXKz+w97diDaffeQKBLQ8Hvhvdp+sWvQwSa9YKq4/Df1w36cjZo2a5uR5K2WDREoN07OI9bRJsDgS4NBb8XsimgJ4HanBQm0NOpV4pB7y7rB+MPZdu+jBqP9nF4Ixh1PO+kjg652u+VQHevDfy5OJT8XsgE+tVxQASanXpdTwY91ANK11XLvrqRXROZirjTOr50NA/vDkCrgHfPINDFoeT3wigCTcp59vVw0nUzO7S5k5NWG771wqlRrZFfhrfqo6f5c1IlD/ZeexHo4lDyu2FoH+ixs0+yvpeTToF6x5dqx1r2YLpu/JnuXhwIdHEo+d3wodcovL1i+EfF/QY1/jWeNEqMxnt+LcseTFeNP5/8sHdxINDFoeR3w8c0/eyno02ClieRzux3ZeIa1ykOb27ncIE2CStnFi8sezDdXlSfZLvZ7Vwc+HN5KPrdkHWCZo+4Bwn0a8fN6TBo3ftpOc0u0PZNbzbp7Xsw1Rk9lDuI7BgEujwU/X4wZ9LXE+FtAj267k+LQpVDrL2auhdtAaj1WNseTP+pmrt/d5nJdd/qQKDLQ9HviOph+FKA9UR4U6AP1OXsLBGl7lDjDm7d1YlJ+akrl1VnqnUPpubNs2Lq/rgltC0Q6PJQ9HvivbKciDIRXu9rzAX6lXqaeaO2lNhu5tefunTruenLA6x7MDXhaC7XfasDgS4PRb8rTq34cknlg7Ky0kFXVfbIZtbW13CGlfk766HVQ5yG+opvugXqWn/0vtB/nuNdqwN/rgDKfmd8eqFNhM835SgoA9K7apbQ6/bJztvVYVCLPuso1FPzcsHa92CquHmmPDy6UxDoCqDs90jXIh2+M633rHmK15/Wref1k4+uPZgqygB61+5AoCuAst8lHcvEdZxruW8dBvVcxSvQE16B3l4Uweme3YE/1wCFv0u8sWFoAurda5/V6fSnR311wr4+0Gof5r3KQ+sk2WkZrAMKf594eid7pVGf0D6tS6COB51qfHswXZVDYLuUR2KydIb2DIW/VywKldyM1S1sE6jHny33tayQePZg2nML3uwbQaGLQtHvlrHuRGso9EFfhC7nWpuun68Kki0PdbTZMyk6QR17MO24BT/S//dgJCj5HTNaW9BIInvqPr/P60XoynU8nysKfHI64vdX6WurPKsQ1LEH025b8BZ9otBFodz3zXB5NklViX16UU7Wv68XoSvXYa4FevPs1AY/HXqePrK6s3ie07UHU7Uk0+604fAnBl0Oih3Gonzy6EGanjd3+lX9PPu1ItBD9jI7qDy2HQfnBnXswXRdprk7aQyZfQaTQLHDWBR16fc0fZg0As0XoSujzkagV5kYs4Me6QLVF72z78F0Orvag2nBH7sE8ucfYCoodRiNvDJ9UBYsyc1nF2ixGF1SLt3ctEB1gbb2YCoSeloYY2eV19V+rwS6s+JYBxQ6jEZWmX5/lT9F39zr9SJ0qkCv80nyWXP/gdEBq5mUkEul37wwmAUKHcYjaa/arAaO+gomj9+c/PmwNR1Ue0WnX4N1k9L7Zp/S57srkTVAmcN4JMF7f+Z3/QNl3eYqhUR7ybBzTWLdpLRRarbF3s6KZA1Q5DAiSTYF9CRQm/b0de/zVfTO2wnoAmXiY419k9ImAH26w6B8BVDkMCK5QLPV7Ls3T85Hh8x1m/UVniqD8ujN8WjfpDQLQJsVV3ZYKotDkcOYnIUK9Prxm+u2QVsCrSc46frcoSqsm5Sq08QQ6BJQ5DAmSWAfaL6l0QPToJ0LjOiT7feEfZPSvAe0mSG7w3JZGkocRuVR0Cj8db7UZ3L+St++zi5Q5eWOBWrfpLTsAX2JQBeCEodReZimn/10tBlUEejdZfEoZzZrVA1BWzuFqK7cuUDtm5SWQ/BptTjA0tncHZQ4jMofabGpvFegp7jpZfHszMdCtwWt+19T5c4Fal+g/79WQehTBLoIlDiMy0OjDV8vQmcT6KkR7xFogkAr/JuUXpWt+P2Vy+JQ4jAyj8qH4UuD1ovQmU34XITn1ZrKGTaB6u92K9CuTUoLu+6wXJaGEoeRyQbi6+VElEXo1GmM19mDnBmPUuPhTTUhj0B3V2/9Ai3n1e+vWBaHEoexST6mabmksroI3UEdBbkuVlIuFmOqzrMJ1NGE31299W5S2nSKLJ3N3UGJw+gkx08vjEXo8ic3lQk392f5uwfaTCUjFQSq4N2k9L58MGl/xbI4lDiMTr2kp/t+v09aPrT3gOrTmMbcgmRjeDYpzQV6+nJ/hbI8FDmMT7dBkxbWWfTG6iJ7DkE9m5TmAs3XV106k/uDIofxqQXqWYzOolA9jVbLft8C9WxSep/1gT6nBb8EFDlMgN+gdn/qt3/9AW34AvcmpZlML4tdTpfO5P6gyGECNOkF6lOXYvNOGaXfs0Ctm5TeXuRBafHP/opkBVDmMAVGuztMn4oWldcItMSySel1ObeBWfRLQaHDFDgnwCfaKp8uhWqGTJQOgX0LtL1J6XWxm8c9u3IuBIUOk+B/hKjLoAjUBpuUrg9KHSbBvjdHosqwA/30IwLtmBe2dOb2CcUO06CFoMf+Aj3q53sP2AvZz3boc5flsQIodpiGLoF2OVRNqvOIveAw6E5LYw1Q7jARXoN2DiW1nkBqD+TP/HvWgUWhuy2LNUDJw0R0CrSzHV+d7JhKOvsvWgXW/50snan9QtHDVBjDQG2BdveE+h9mWuRXLY87VofZofBhKowQ1CLQkMF4hk0sIM+1wB8AJkMPQW0CNeeIhuqzUOgSvwlAhUoIkxEg0NYs+2B/YlBYAdRBmA7tYSJVoM5VPsMDUB5ehBVAFYTp0EJQh0D9BvX4kxAUlocqCBOihqAugbYMWn7yqFo24+5bZS+654ZB//gxTZWt5QFmBYHChLja8D6B5p9lG1jkAWi23FC5F9DthbmrRfLg9MnXM/8mgAYEClPSjBUFCzT76tOL9LxqwF+VAi1WctMEekCfsCwIFKbE0YY31woxDHry51fHugf0qt4L+VoX6FX6iPoLi0IFhElRQlCHQNtPdZ6/Sv/8c7N42+1FJdBTEPpc9edjhpFgWaiAMCmBAtUM+ig9BaDK4pcHq0APWTiKQWFRqH8wLe316442gSoGPU/T9LUq0JtvLAK9vUjZCh2WhvoH09Il0PYzSQ/T9GFiXX5dFehVmnWNIlBYFOofTEzrqfejVaDN96cA9EH+wifQUwD65IerlGlMsCgIFCbGFoL6BHpWCbTlT1Wg+XaUL++zcPWLXxf4VQAZCBSmpl4+pBaoNwDNBHreGYEeihlNSfIxH3ECWAQECpNjjhK5BFr8N0ygRRfoSaB//MijnLAYCBQmxyNQLQAt/w3qA60FevxANygsBgKF6akWENEGko7lh8U/SfPqUTYKHyzQJH9sCWAREChMT3v/jvobU6DHfBrTo8Rq0JZAEwQKi4JAYQZaDxvVXzTf1AdnnaBnXQItHovPDvr9FU14WAoECjPgEqjNn8fjQ6MNf/fd25ZAqweRkuTBCwaRYCkQKMyBadDqY6tAj4/0cfjv37Qj0PtD+vhNfsxDWvCwGAgU5sAn0JY/j8f3pUHz+POyWkskE+jT6vXdZfo0O+Q8X7kJYBEQKMyCsWZd9Wli9efx+LGcDHqKNB9X8Wc+e/5Jvb3HqRF/nvnzIf6ExUCgMAtGCFp+6AhAsw8fpNWeSE3IWVAFpMWuSWdUYVgOah/Mgx6Clp+5AtDmwNZc0AZzRB9gdqh9MA8WgdYBqHmoSqc/MSgsB5UPZkIzaPGJPQBNDDr0iUBhOah8MBMtgdoDUFOfdoNq3y/wYwByqHwwF4lFoKYAdS26FGoadpnfA4BAYTYSPbw8tv3ZkqI1DG2HqAv9IADqHsyGpXWu6a/jMzdL/BiAIwKF+XBEkvrXLSO2bYlBYTVQ9WAmdHvWClW/tuqwpUoECquBqgezYNGnqlCfDFuyRKCwFqh6MAcOf1YG9auQNjysFWoezIH3iaIOf4YYdN5fA1BCzYMZCHqm3aNBS8yJQGEFUPNgelztd0Og/hQQKKwPah5Mj9eflUG7ksCgsD6oeDAxH6p1Pe++rRdDvm6W+by9SGu++NWdDAKFFULFgyn548c0zRvw1yc/lmvL58p83ri04bU3LQQKq4OKBxOS79leNuCvSoHePNMWmr9q/Nm1uREChbVBxYPpyP1Z94Be1ZtxXKfK9sRPi6lMp4M7d9dEoLAyqHgwGb+/yoPKSqC3F5VAle2Jr5/flwL90NGCz6AjFNYFdQ4m40OqBqD39weLQP/T23Ig/o8fQ7Yn7jAoEoV5ob7BVJwC0CyobAR6801boPVMpoAWfIbNmcaEqKl/F0ANtQ2m4mOqteAVbAINacFnuO1ZK3Ti3wVQQ2WDqXhfTOwME+hZ+jCwLvr0iUJhXqhqMBHZFNCTQG2Sswj0QXoW2pPp9ycGhRmhpsFEZALNujXDItBHj8KHg7z6LBQ638+EXUNNg4noJdDz9EGPYfUOf2JQmAsqGkxFnz7Qh3oLvkui3QKlYsMcUM9gKj70GIVP2y14v0U7F3ha6EfDvqCewVR8TNPPfjraXNcSqKcFb1dpkeahtdBT/mT9528xKMwD1QymIusE/foYJNCOFryN+7vLtHi4vlno6Tp98kO+2tNLGvEwC9QymAxzJv3dd28dAg1pwRv+PKXxtDq9XOjp5tnn+QVuL05vESjMALUMpqN6GL406PdvHBHoeXoe8JS7hurPaqGnQ5Xq1ek7BAozQC2DCXmvLCdyd1mtJXKv2y9rweePcfbw5/lF3lqvKBZ6uqpSPSBQmAdqGUzJqRVfLql8ePym9t0h1fSXtJdS7hLoKQVNwYdCoGWqV1koikFheqhkMC2fXlRD5VVP6GW5AH0VkCYPUutCTP4AtD69iGmzhZ6uiwH4si8UgcL0UMlgBoY8NmQT6EM9hFXUfIpzb57l3yFQmB4qGczBwAfXTYGWkz1N8u3q/vWz58HpAgyDSgZzkFnPoc9g0TX+PLu0C7ToHngaLmaAYVDJYBYcBu3hT4Wz1BhDqsm3/Cxa9wgUpodKBjNhUahMnx6BXj9+c10ZFIHC9FDJYC6K5reuT1n9c/WBHrKh+SwIzQyKQGF6qGQwH63RdGk6j6yj8NeFVbOhpKcIFOaASgazMlieOQ+r5UOMEaRi/P02e0wJf8IMUMtgg5ypM/Mr8lWYylD08RsECjNALYMN0ppJny301Ag0W44JgcIMUMtggyRZL6g6Dp8t9FQ34U8C/XxgHwFAENQy2CJJcqUYtFzo6brqGD2kL/EnzAHVDDZJklzXk0HrhZ5Kg16lz/EnzAL1DDZJUixKry/0VK709PlbGvAwD9Qz2CbsCw8rgIoGG2XgAk8AI0BNg40yxgJPAMOgpsFWGXWBJwAJVDXYLiMu8AQggcoGG2a8BZ4AJFDbYNOMtcATgATqG2wd5AmLQZ0DABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhCBQAAAhCBQAQAgCBQAQgkABAIQgUAAAIQgUAEAIAgUAEIJAAQCEIFAAACEIFABACAIFABCCQAEAhPwvatAsnQeaSC4AAAAASUVORK5CYII=)