Six real-world stories of how the world's leading companies turn raw data into measurable business outcomes.
Walmart
Walmart's headquarters houses the Data Café, a state-of-the-art analytics hub that processes over 2.5 petabytes of data every hour. It tracks 200+ streams (weather, local events, social media) to surface anomalous sales patterns in real time.
Time to solve complex business questions has dropped from weeks to minutes. When a cookie brand stalled in one region, the Data Café flagged a warehouse stocking oversight instantly preventing millions in lost sales.
Across 10,000+ stores, a small inventory error multiplies into a massive financial drain. Real-time data fixes problems before tomorrow's revenue is impacted.
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walmart.dat
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' :l x O X M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M 0 o : . .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' N MM M K . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . . : d K M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M K d : . . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' . l M MM M M ; . ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . . : d K MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M W0 x l ; . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ; N M MM M M K ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . . ; lx 0 W M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M O l' . ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' . 0 M M MM M M M d . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. , o 0 M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M W K x c , .' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' . l W M M MM M M M N ; . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' . ; l k K M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M X o , . ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '. . . ' N M M M MM M M M M K . . .. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . ; d N MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM O c . ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .. . . . . . ' ' , ;: : c d M M M M MM M M M M M l c :: ; , ' ' . . . .. . . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . . l OM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M X kl , . ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' lk k k O O O 0 0 K KX X N W M M M M MM M M M M M N N XX K K 0 0 O O O kk k : . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' . ,l k N M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M k : .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ,x M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MW d , ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' . c O M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M N d , . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .' d W M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M No . ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' . ; x W M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M X x c . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' c k N M M M M MM M M M M M M M MM M M M M M M M MM M M M M M X x :. ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' c k N MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM O : . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . l X M M M MM M M M M M M M MM M M M M M M M MM M M M M 0 : . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' . c 0M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M Mk ; . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . c 0 M M MM M M M M M M M MM M M M M M M M MM M M M O ; . ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . ;O M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M W O l' . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . ; d K MM M M M M M M M MM M M M M M M M MM W 0 o , . ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ., o 0 M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M W d . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . , 0M M M M M M M M MM M M M M M M M MM k ' . ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . ' x M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M W O c . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ; l cc : ; ' . . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' KM M M M M M M M MM M M M M M M M MM k . ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' . . ' ; :c c l , ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' l O M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M W d . ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ; N WN X 0 x d l ; . .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . o MM M M M M M M M MM M M M M M M M MM M ; . ' ' ' ' '' ' ' ' ' ' ' ' ' '. . ' : l d k 0 XN M K , ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' x M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M d . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' . l MM M M M W N 0 x l; . . ' ' ' ' ' '' ' ' ' ' ' ' . K MM M M M M M M M MM M M M M M M M MM M k . ' ' ' ' '' ' ' ' ' ' ' ' . .: o x 0 N M M M MM W : . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' x MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M M0 l . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . dW M M M M M M M NK O x l ; . ' ' '' ' ' ' ' ' . l M MM M M M M M M M MM M M M M M M M MM M W : . ' ' ' '' ' ' ' . ' : l x OX W M M M M M M MN l . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' oK M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M O, . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .k M M M M M M M MM M M M K d : . '' ' ' ' ' ' . N M MM M M M M M M M MW M M M M M M M MM M M 0 . ' ' ' '' ' ' . c x N M M MM M M M M M M M Ml . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .; 0 M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M 0 ;. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ', N M M M M M M MM M M M M M 0 o '. ' ' ' ' . : M M MM M M M M M M M Ko K M M M M M M MM M M W , ' ' ' '' . ; d X M M M M MM M M M M M M M K. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. : K M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M W x ; .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. c N M M M M M MM M M M M M M W 0d : . ' ' ' K M M MM M M M M W O o ;. ; o O W M M M MM M M M O . ' ' 'c x K M M M M M M MM M M M M M M X ;. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . ; k W M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M o . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . ' ' ' '' ' ' ' ' ' ' ' '' . o M M M M M MM M M M M M M M MM X o . . o M M M MM M M M X o . . '' ' . . o X M M MM M M M M : . ' dW M M M M M M M M MM M M M M M M : .' ' ' ' ' ' ' ' '' ' ' ' ' . ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . d M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M k . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' : ; , . .. . ' ' ' ' ' ' '' ' ' N M M M M MM M M M M M M M MM M W d . X M M M MM M M O c . ' ' '' ' ' ' . c O M MM M M M M O ' x MM M M M M M M M M MM M M M M M 0 . '' ' ' ' ' ' ' ' .. . ' , ; : ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' O M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M W d ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' o K 0 O Ok x o c : , . ' '' ' . c W M M M MM M M M M M M M MM M M W O M M M M MN O l , . ' ' ' '' ' ' ' ' . , l ON M M M M W 0 M MM M M M M M M M M MM M M M M X ; . '' ' . . , : l o xk O 0 K 0 c . ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' , x W MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M o . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . d M M MM M M W X O o : .. ' ' . x M M M MM M M M M M M M MM M M M M M M M M 0c . . . . . . . .. . . . . . . . .c 0 M M M M M M MM M M M M M M M M MM M M M M c . ' '. . c d O N M M MM M M W l . ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . o MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM N o . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' d N MM M M M M M W X Ox l ; . , X M M MM M M M M M M M MM M M M M M M M k ol o d x x x k k kk k k k x x x d ol o k M M M M M MM M M M M M M M M MM M M M O . . ; lx O N M M M M M MM M X l . ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . dN M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MW c . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . l MM M M M M M M M MM M 0 o ' : M M MM M M M M M M M MM M M M M M M M N MM M M M M M M M MM M M M M M M M MM M N M M M M M MM M M M M M M M M MM M M W , , d K MM M M M M M M M MM N : . ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .l M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M Mk . ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' . OM M M M M M M M MM M M N x ; N M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M 0 : k W M MM M M M M M M M MM d . ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. O M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M x, ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' ,k M M M M M M M MM M M M M K X M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M K X M M M MM M M M M M M M Wd ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' , k M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M O .' ' ' ' ' ' . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '. 0 M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M x. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . ' ' ' '' ' . 0 M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M N ; .' ' ' ' ' , l ' . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '. ; N M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M X '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' . , l ' ' ' '' ' . : W M M M M MM M M M M M M M M M M M M M M M M MM M M M M N c . '' ' ' ' . x N 0 o ;. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' . l N M M M M MM M M M M M M M MM M M M M M M M MM M M M M M W W N XK K 0 O O O O O OO O O O O O O 0 KK X N W W M M M MM M M M M M M M M MM M M M M M M M MM M M M M M K ; .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. : d 0 N l . ' '' ' ' . l N M M M MM M M M M M M M M M M M M M M M M MM M M M M c . ' '' ' ' ' . O M M M Kc . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' . l M M M M MM M M M M M M M MM M M M M M M M MM N X 0 k d o l c :; , ' . . . . . .. . . . . . . ' ,; : c l o x k 0 XW M M M M M M M M MM M M M M M M M MM M M M M W ; . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .c X M M M o . ' '' ' ' ' . o M M M MM M M M M M M M M M M M M M M M M MM M M M K . ' ' '' ' ' ' . k M M M MK : . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' . K M M M MM M M M M M M M MM M M M M M N K Od o c : , . . . . .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . . . . . , : lo d O X W M M M M MM M M M M M M M MM M M M M x . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . cX M M M M o . ' '' ' ' ' ' ' X M M MM M M M M M M M M M M M M M M M M MM M M X ; . ' ' '' ' ' ' . k M M M MM X d ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' . ; X M M MM M M M M M M M MN K O k d l c ; ,. . . ' ' ' ' ' ' '' ' ' . . . . ' '' ' ' . . . . ' '' ' ' ' ' ' ' ' .. . , : c l d k O KW M M M M M M M MM M M M O ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' , d NM M M M M o . ' '' ' ' ' ' . ; X M MM M M M M M M M M M M M M M M M M MM M M : . ' ' ' '' ' ' ' . O M M M MM M M x . ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' . : M M MM M M M M M N 0 dl ; . . ' ' ' ' '' ' ' ' ' ' ' ' ' '. . , c l d d x kk k x d o l c , .. ' ' ' ' ' ' ' '' ' ' ' ' ' . . . ;l x K W M M M M MM M M N , ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . k M MM M M M M d . ' '' ' ' ' ' ' . c M MM M M M M M M M M M M M M M M M M MM M d . ' ' ' ' '' ' ' ' . X M M M MM M M W x ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' . d M MM M X O x o c ; .. ' ' ' ' ' ' . ;' ' ' ' ' ' . , c ok O K N W W M M MM M M M W N X 0 Ox o c , . ' ' ' '' ' ; . ' ' ' ' ' '. ' ; c o k 0 N MM M W l . ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' , k M M MM M M M M k . ' '' ' ' ' ' ' ' . d MM M M M M M M M M M M M M M M M M MM K . ' ' ' ' ' '' ' ' ' . W M M M MM M M M M d . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' . 0 WK d c . . ' ' ' '' ' ' ' ' ' . l 0' ' ' ' . , o O W MM M M M M M M M MM M M M M M M M MM M N k l . . ' '' . 0 d ' ' ' ' ' '' ' ' ' ' . ' c xX W x . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . x M M M MM M M M M K . ' '' ' ' ' ' ' ' ' . KM M M M M M M M M M M M M M M M M MM c . ' ' ' ' ' '' ' ' ' ' M M M M MM M M M M N , ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' . ; o: . . ' ' ' ' ' '' ' ' ' ' . o N O' ' ' . : k N M M MM M M M M M M M MM M M M M M M M MM M M M N d ; . '' . x W x , . ' ' '' ' ' ' ' ' ' . .c o , ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ; W M M M MM M M M M N . ' '' ' ' ' ' ' ' ' . cM M M M M M M M M M M M M M M M M Mk . ' ' ' ' ' ' '' ' ' . l M M M M MM M M M M M O . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .' ' ' ' ' . , c ;' ' ' ' l O N x ,' . c k X M M M M MM M M M M M M M MM M M M M M M M MM M M M M M K x :. ' ' d N 0 o , ' '' , l ; . ' ' ' '. . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' 0 M M M M MM M M M M M ; . '' ' ' ' ' ' ' ' ' .k M M M M M M M M M M M M M M M M N' ' ' ' ' ' ' ' '' ' ' . K M M M M MM M M M M M M c .' ' ' ' ' ' ' ' '' . . . . . ' ' .. . . . . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . : O k ,' ' . d M M x . '. l N M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M X: . ' . l M M O ' '' . d 0 c . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . . .. . . . . . . . . .' ' ' ' ' ' ' ' '' . o M M M M M MM M M M M M x . '' ' ' ' ' ' ' ' ' '' N M M M M M M M M M M M M M M M x. ' ' ' ' ' ' ' '' ' ' . W M M M M MM M M M M M M 0 .' ' ' ' ' ' . . .; c l o d d x x xd d o l : ' . . ' '' ' ' ' ' ' ' ' '' ' ' . c 0 K , .' . o W M X ' ' .c N M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MK ; . ' . 0 M M x .' ' ' O X l . ' '' ' ' ' ' ' ' ' '' ' ' . . ' : l od d d d d d d o l c; . . . ' ' ' ' '' . K M M M M M MM M M M M M K . '' ' ' ' ' ' ' ' ' '. k M M M M M M M M M M M M M M X ,' ' ' ' ' ' ' ' '' ' . l M M M M M MM M M M M M M W ;. ' . , : l x k OK N W W M M M M MM M W N X 0 O d , '' ' ' ' ' ' ' : '' . ; x N O ; . '' x W M X ; . . lN M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM K : . ' , 0 M M k; . . , x N k : .' ' ; , . ' ' ' '' ' , d O 0 X N WW M M M M M M W N NK O k d l : ' . '. : M M M M M M MM M M M M M W : .' ' ' ' ' ' ' ' ' '' , X M M M M M M M M M M M M M l .' ' ' ' ' ' ' ' '' ' . N M M M M M MM M M M M M M M x. , o k N M M M MM M M M M M M M MM M M M M M 0 l ' '' ' ' ' . , x l '. ; K M K ' ' ' .x M M M : . ' , WM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M X . ' ' , W M MK ' ' ' . k M N c. ' ; k c . ' ' '' ' ' o K M M M MM M M M M M M M M MM M M M M N k l '. O M M M M M M MM M M M M M M 0 .' ' ' ' ' ' ' ' ' '' . o M M M M M M M M M M M M N ' '' ' ' ' ' ' ' ' '' . : M M M M M M MM M M M M M M M Kc k N M M M M M MM M M M M M M M MM M M M M k : . ' '' ' ' . , k O ' '' O M W : . ' . :W M M K . ' . x MM M M W W N W M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M c . ' . k M MM o . ' ' , N M K; . . o K c . ' '' ' ' . c O M M MM M M M M M M M M MM M M M M M M N x: X M M M M M M MM M M M M M M W '' ' ' ' ' ' ' ' ' '' ' ' W M M M M M M M M M M M d . '' ' ' ' ' ' ' ' '' ' K M M M M M M MM M M M M M M M WN M M M M M M M MM M M M M M M M MM M N k l ' . ' ' '' ' ' o 0 x , . ;O M W l . ' . : XM M W : . ' . k kd l l c c c c l l dk 0 W M M M M M MM M M M M M M N 0k x o l l c c l ld x O x . ' ' , N MM W l . ' . : N MK c . . o K x ; .' ' ' ' . , l O WM M M M M M M M M MM M M M M M M M MX W M M M M M M MM M M M M M M M k. ' ' ' ' ' ' ' ' '' ' . d M M M M M M M M M M N . ' '' ' ' ' ' ' ' ' '. d M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM K c . ' ' ' ' ' '' . x M k . ' ' KM M d . ' ' . X MM M O . ' ' ' . .. . . . . . ' ' ' .. ' l 0 M M M M MM M M M M M O l '. . ' ' ' . . . .. . . , ' ' ' . d MM M N , ' ' . c MM N ; . . c M 0 ,. ' ' ' ' ' ' . lX M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M: . ' ' ' ' ' ' ' '' ' ' . N M M M M M M M M M d . ' '' ' ' ' ' ' ' ' .: N M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M Kd ; . ' ' ' ' ' ' .; k W k , . , O MM 0 ' ' ' . d M MM M ; . ' ' ' , lx k k k x d l : ' .' ' . , o N M M MM M M M X l , . '' . , c l d x x xx d c . ' ' ' ' ' WM M M O . ' ' . kM M K ; . . o W Kc . ' ' ' ' ' ' .: d X M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MX , ' ' ' ' ' ' ' '' ' ' . o M M M M M M M M W ' ' ' '' ' ' ' ' ' ' ' 'X M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M O ;. ' ' ' ' ' ' ' ' .0 M X ' ' . x M MM ; ' ' ' ' W M MM N . ' ' ' . x MM M M M M M M N k c. ' ' ' . k M M MM M M M l . ' ' '. c O N M M M M MM M W c . ' ' ' . OM M M M : . ' ' 'N M M 0 . ' . x MN : . ' ' ' ' ' '' . : 0 M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM 0 . ' ' ' ' ' ' '' ' ' ' . W M M M M M M M 0 . ' ' '' ' ' ' ' ' ' . oM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M k , .' ' ' ' ' ' ' ' . oM M c . ' , N M MX . ' ' . o M M MM O . ' ' ' . K MM M M M M M M M M Kc . ' ' . l M M MM M M M , ' ' ' .: X M M M M M M MM M M k . ' ' ' . dM M M M O . ' ' .O M M M : . ' , NM 0 . ' ' ' ' ' '' ' . ; 0 M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M : . ' ' ' ' ' '' ' ' ' . 0 M M M M M M M c . ' ' '' ' ' ' ' ' . l NM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M K o ' . '' ' ' ' ' ' ' . l WM k . ' . O M M Mc . ' ' . X M M MM o . ' ' ' . l X0 x d o l l o d x kk ' ' ' ' , M M MM M M N . ' ' ' .l O k x o l l l ox 0 X c . ' ' ' ' ;M M M M W , ' ' .; W M M K ' ' . lW M k ' ' ' ' ' '' ' ' . , d X M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M X : . ' ' ' ' '' ' ' ' . : M M M M M M N . ' ' ' '' ' ' ' ' . : W MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M 0 , . ' ' '' ' ' ' ' ' ' ; W MN ' ' . ; M M M N. ' ' . ; M M M MM , ' ' ' ' ' . c' . ' ' ' ' ' . . .' ' ' ' ' . M M MM M M K . ' ' ' '' . . . ' ' ' ' '. , : . ' ' ' ' ' .M M M M M o . ' '. K M M M o . ' .O M M o . ' ' ' '' ' ' ' ' . : K M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M X , ' ' ' ' '' ' ' ' ' . N M M M M M O . ' ' ' '' ' ' ' ' . 0 M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M 0 ; . ' ' ' '' ' ' ' ' ' . k M Mk . ' . x M M M 0. ' ' . o M M M MM . ' ' ' ' ' ' .' ' ' ' ' ' ' ' ' '' ' ' ' ' . M M MM M M 0 . ' ' ' '' ' ' ' ' ' ' ' '' ' . ' ' ' ' ' ' .N M M M M O . ' '. x M M M K . ' .: M M N ' ' ' ' '' ' ' ' ' ' . c X MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M x . ' ' ' '' ' ' ' ' . O M M M M M : . ' ' ' '' ' ' . , k M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MW x ; . ' ' ' ' '' ' ' ' ' . c W M W, ' ' ' N M M M d. ' ' . O M M M MM . ' ' ' ' ' . ;; ' . ' ' ' ' ' . .' ' . ' ' ; M M MM M M K . ' ' ' ', . . ' ' ' ' ' .. : , . ' ' ' ' ' .X M M M M X . ' '. : M M M W ; . '. 0 M M k . ' ' '' ' ' ' ' ' ' . : kW M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M W x ' ' ' '' ' ' ' ' . : M M M M N . ' ' ' ' '' ' ' . 0 M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M Wl . ' ' ' ' ' ' '' ' ' ' ' . X M M O. ' . l M M M M ;. ' ' . X M M M MW . ' ' ' ' . l 00 x l , . . . ; c dk k d ; . d M M MM M M N . ' ' . dk d l , . . . ' :d X O ; . ' ' ' ' .X M M M M W . ' '' . M M M M x . '. ; M M M ; ' ' '' ' ' ' ' ' ' ' ' .x M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M k . ' '' ' ' ' ' ' . N M M M 0 . ' ' ' ' '' ' . d M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M x. ' ' ' ' ' ' ' '' ' ' ' ' ; M M M l. ' . k M M M M '' ' ' . N M M M MW . ' ' ' ' ' N MM M X k d d x O X WM M W O l K M M MM M M W . ' . l MM M X O x d d x KM M M O . ' ' ' ' .X M M M M M . ' '' . W M M M K . '' . W M M x . ' '' ' ' ' ' ' ' ' ' ', 0 M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M W c . '' ' ' ' ' ' . O M M M o . ' ' ' ' '. , x W M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M N d '' ' ' ' ' ' ' ' '' ' ' ' . O M M W '' ' . K M M M M .' ' ' . N M M M MM . ' ' ' . o M MM M M M M M M M M MM M M M W W M M MM M M M l . : N MM M M M M M M M MM M M M ; ' ' ' ' .N M M M M M . ' '' . X M M M W . '' . O M M N ' ' '' ' ' ' ' ' ' ' ' '. , x W M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M N d '' ' ' ' ' ' . c M M M ' ' ' ' ' ' '' O M M M M M M MM M M M M M M M M MM M M M M W W W WM M M M M W c . '' ' ' ' ' ' ' ' '' ' ' ' . W M M K .' ' . W M M M W .' ' ' . N M M M MM ; . ' ' . x M MM M M M M M M M M MM M M M M M M M MM M M M X l N M MM M M M M M M M MM M M M l . ' ' ' .M M M M M M . ' '' . X M M M M , '' . l M M M l . '' ' ' ' ' ' ' ' ' '' ' . d M M M M MM W W W W M M M MM M M M M M M M MM M M M M M M M M x. ' ' ' ' ' ' . M M N . ' ' ' ' . :O M M M M M M M MM M M M M M M W X Ok x o l c c c c cl l d x O l . ' '' ' ' ' ' ' ' ' '' ' ' . c M M M k .' ' . M M M M M .' ' ' . K M M M MM d . ' ' . x M MM M M M M M M M M MM M M M M M M M MM M M M M W M M MM M M M M M M M MM M M M c . ' ' . :M M M M M W . ' '' . X M M M M ; '' ' , M M M 0 . '' ' ' ' ' ' ' ' ' '' ' ' ' x O x o lc c c c c l l d xk 0 X W M M M M MM M M M M M M M M Wk ; . ' ' ' ' . X M O . ' ' ' . c NM M M M M M M M MM M M M M X x o : .. . ' ' ' ' ' ' '' ' ' . . ' ' ' '' ' ' ' ' ' ' ' '' ' ' . k M M M d .' ' . M M M M M .' ' ' . O M M M MM X . ' ' . o M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M ; ' ' ' . OM M M M M K . ' '' . N M M M M : '' ' . M M M N . '' ' ' ' ' ' ' ' ' '' ' ' ' . . . ' '' ' ' ' ' ' ' ' .. ' : o k X M M MM M M M M M M M M MM X ; . ' ' ' . x M d . ' ' . : X MM M M M M M M M MM M W 0 d c ' . . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . 0 M M M o .' ' . M M M M M ,' ' ' . o M M M MM W ' ' ' . : M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M ' ' ' ' . NM M M M M O . ' '' . W M M M M ; '' ' . M M M M . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' . . , l x K MM M M M M M M M M MM M 0 , . ' ' . l M : . ' , d X M MM M M M M M M W Kk d c ; . . ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . K M M M o .' ' . W M M M M o. ' ' ' , W M M MM M x . ' ' ' N MM M M M M M M M M MM M M M O x d d kk x d d x 0 M M MM M M M M M M M MM M M K . ' ' . l MM M M M M c . ' '. ; M M M M M ' '' ' . M M M M ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . . ; ld O K W M M M M M MM M M K l ' ' ' , M ' . , O M M M MM M M M M X x l ,. . ' ' ' ' ' ' ' '' . . . . . . . .. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . X M M M d .' ' . X M M M M 0. ' ' ' . 0 M M MM M W ' ' ' . O MM M M M M M M M M MM M M M l ; . . .. . . . : o M M MM M M M M M M M MM M M o . ' ' . N MM M M M N . ' ' '. x M M M M W . '' ' . M M M M , '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. . . . . . . . .' ' ' ' ' ' ' ' '. . ; o x X M M M MM M M M M d . ' . W . . d M M M M MM W X O d c ' . '' ' ' ' ' ' ' . . '; c l o d d d d ol , ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . X M M M k .' ' . 0 M M M M N. ' ' ' . o M M MM M M o . ' . : MM M M M M M M M M MM M M M N 0 d c ;, : l d 0 N M M MM M M M M M M M MM M M , ' ' . : M MM M M M k . ' ' '. K M M M M X . '' ' , M M M M ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' 'c l o o o o o l :, . . . ' ' ' ' '' ' ' . ' c d O X WM M M M M W c . . X . . c l l o o ll c : , . . ' ' '' ' ' . ' : l d k OK N N W W M M W WO ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . 0 M M M K .' ' . l M M M M Mc . ' ' ' ' X M MM M M N ; ' ' . KM M M M M M M M M MM M M M M M M N KK X N M M M M M MM M M M M M M M MM M k . ' ' ' K M MM M M N ; ' ' ' .; W M M M M k . '' . l M M M M . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .d N W W W W W N XK O k d l : ' . '' ' ' ' ' . . , : cl l o o l l : . . K . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . , l k X M M M MM M M M M M M M N, ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . k M M M W .' ' ' ' M M M M MX . ' ' ' . c M MM M M M O . ' . ;M M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM N ' ' ' . d M M MM M M x . ' ' ' .O M M M M M ; . '' . O M M M W . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' N M M M M M M MM M M M M X k l ,. ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' . O . ' ' ' ' ' ' '' ' ' ' ' ' ' ' .' l k N M M M M M MM M M M M M M M x. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . d M M M M ,' ' ' . X M M M MM , ' ' ' ' ' N MM M M M W , ' ' .K M M M M M M M M MM N W M M M M M MM M M M M M M N NM M M M M M M M MM x . ' ' . N M M MM M W , ' ' ' ' .N M M M M W . ' '' . X M M M X . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. o M M M M M M MM M M M M M M N kl , . ' ' ' ' ' ' '' ' ' ' ' ' ' ' . k . ' ' ' ' ' ' '' ' ' ' . ' : l k0 N M M M M M M M MM M M M M M M K ,' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . ; M M M M x. ' ' . l M M M MM O . ' ' ' . l WM M M M M 0 ' ' .; X M M M M M M M MW x c l l o o d dd d d o l l c c kM M M M M M M M M0 , ' ' . x M M M MM M d . ' ' ' . dM M M M M k . ' '. ; W M M M O . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' O M M M M M MM M M M M M M M MN 0 k l : ' . ' ' '' ' ' ' ' ' ' ' . x . ' ' ' ' ' ' '' . . , l x X M MM M M M M M M M M MM M M M M M W ; .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . W M M M N. ' ' ' . N M M MM M ; . ' ' ' . OM M M M M M o . '. : W M M M M M M MM W o . ' ' ' ' .. ' ' ' ' ' . x MM M M M M M M M N, ' ' . : M M M M MM X . ' ' ' ' ' WM M M M M , ' ' '. x M M M M c . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' , W M M M M MM M M M M M M M MM M M M X x l , . .' ' ' ' ' ' ' ' . x ; ; ; ; ; : c lo x O K N M M M MM M M M M M M M M MM W W W W W d . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . O M M M Ml . ' ' . o M M MM M K ' ' ' ' ' ,X M M M M M N ; .' . l N M M M M M MM M W k : . . ' '' ' ' . ' c O W MM M M M M M M X :. ' ' , X M M M M MW : . ' ' ' . k MM M M M k . ' ' '' N M M M W ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' . o W W W W WM M M M M M M M MM M M M M M N K O xo c c ; ; ; , , ; N K 0 0 0 K X N MM M M M M M M M MM M M M M M M N 0 kd o o o o o ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ; M M M MX . ' ' ' . N M MM M M c . ' ' ' .c M M M M M M K .' ' . c W M M M M MM M M M N d : . .. . ' c x W M M MM M M M M M N ; .' ' . x M M M M M Mx . ' ' ' ' ; M MM M M W , ' ' ' .d M M M M O . ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . o o o o dx k K N M M M M MM M M M M M M M M MM M N K 0 0 O O 0 M M M M M M M M MM M M M M M M M MM M M M W K x l : ,. . . . . . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . N M M MM , ' ' ' . x M MM M M 0 . ' ' ' '. N M M M M M M ,' ' ' . d M M M M MM M M M M M 0 x oo d x K M M M M MM M M M M W l . '' ' . N M M M M M W, ' ' ' ' . x M MM M M 0 . ' ' ' .K M M M M c . ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . . . . .. , : l x K W M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MW K O d c ; ' . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . x M M MM k . ' ' ' , N MM M M W : . ' ' '. l M M M M M M O. ' ' ' ' o K M M MM M M M M M M M WW W M M M M M M MM M M M 0 l . ' '' . d M M M M M M x. ' ' ' ' , N M MM M W : . ' ' . :W M M M N ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . . ; c d kK W M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M 0d ; . . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' , M M MM W . ' ' ' . d MM M M M 0 . ' ' '' . X M M M M M M: . ' ' ' . ; 0 M MM M M M M M M M MM M M M M M M M MM M M k , . ' ' '' ' W M M M M M W '' ' ' ' . x M M MM M 0 . ' ' ' . OM M M M d . ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .; o 0 M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M K d :. . ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . X M MM M : . ' ' ' ; MM M M M W . ' ' '' . x M M M M M Mx . ' ' ' ' . ; O MM M M M M M M M MM M M M M M M M MM M x , . ' ' ' '. l M M M M M M 0 .' ' ' ' . K M M MM M l . ' ' ' . NM M M M ; ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. . : d K M M M M MM M M M M M M M M M M M M M M M M MM N K O x l ; . .' ' ' ' ' ' ' . . .. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . o M MM M O . ' ' ' . KM M M M M c . ' '' ' , W M M M M MN . ' ' ' ' ' . , lO X M M M M M M MM M M M M M M M Xk l ' ' ' ' ' ' '. K M M M M M M c .' ' ' ' , W M M MM N ' ' ' ' . : MM M M X . ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. . . . ' ' ' ' '' ' ' . ; l d O K NM M M M M M M M M W W M M W W N K Od l ; . . ' ' ' '' ' ' ' . . , c l dd x x ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' M MM M N . ' ' ' . dM M M M M O . ' '' ' . X M M M M MM : . ' ' ' ' ' ' '. c x X M M M M MM M M M M M K d :. ' ' ' ' ' ' ' '' M M M M M M W . '' ' ' . o M M M MM O . ' ' ' . k MM M M d . ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . o xd d o c ; . . ' '' ' ' ' ' ' . . ; ld O K N W W M M W 0 o d d d o l c ,. . ' ' ' ' ' ' '' ' . ' c d k K N WM M W ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . N MM M M ' ' ' ' . :M M M M M K . ' '' ' . O M M M M MM d . ' ' ' ' ' ' '' . ' l x 0 N W MM M W X O d c . .' ' ' ' ' ' ' ' .: M M M M M M X . '' ' ' . k M M M MM d . ' ' ' . 0 MM M M c . ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . K MM W N X O d l , .' ' ' ' ' ' ' ' ' .. , c l o d d d d O . . . . . . . '' ' ' ' ' ' ' . .: l x 0 N W M M M MM M O . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . K MM M M ; . ' ' ' .M M M M M N . ' '' ' . d M M M M MM O . ' ' ' ' ' ' '' ' ' . . ; : c ll l c : , . . ' '' ' ' ' ' ' ' ' .d M M M M M M O . '' ' ' . K M M M MM : . ' ' ' . N MM M M ' ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . c MM M M M M M N 0 ko : ' . ' ' ' ' ' '' ' . . . . . . . K . ' ' ' ' ' ' '' ' ' ' ' ' . : dX M M M M M M M M MM M : . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . O MM M M l . ' ' ' .W M M M M M . ' '' ' . o M M M M MM K . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .k M M M M M M k . '' ' ' . X M M M MM ' ' ' ' ' . W MM M W . ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . WM M M M M M M M MM N x c . . ' ' ' '' ' ' ' ' ' ' ' . N . ' ' ' ' ' ' '' ' . , c d O X MM M M M M M M M M MM N . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . O MM M M c . ' ' ' .M M M M M W . ' '' ' . d M M M M MM 0 . ' ' ' ' ' . ;; ' . . ' ' ' ' '' ' ' ' ' ' . . '; ; ' ' ' ' ' ' .x M M M M M M O . '' ' ' . K M M M MM ; . ' ' ' . W MM M W . ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . OM M M M M M M M MM M M N O d c ; . .' ' ' ' ' ' ' ' . M . ' ' ' ' ' . .. : o O N M M M MM M M M M M M M M MM O . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . N MM M M , ' ' ' . ;M M M M M X . ' '' ' . O M M M M MM k . ' ' ' ' . d 00 x o c ; . . . .. . . . . , c o x0 0 x , ' ' ' ' .l M M M M M M K . '' ' ' . O M M M MM o . ' ' ' . X MM M M : . ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . lM M M M M M M M MM M M M M M W 0 d c' . . . ' ' ' ' . M : , , ' , ; c od 0 W M M M M M MM M M M M M M W X KK l . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . : M MM M N . ' ' ' . dM M M M M O . ' '' ' . X M M M M MM o . ' ' ' . : W MM M W X O d o l ll l l o d O K W MM M M o . ' ' ' '; M M M M M M W . '' ' ' . o M M M MM 0 . ' ' ' . x MM M M O . ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ,K K X N M M M M MM M M M M M M M W Kx o c : , , ' , , M X K 0 0 0 K X WM M M M M M M M MM M W K k d l c : ;; ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . ; X M MM M o . ' ' . ; NM M M M W : . ' '' . : W M M M M MW , ' ' ' ' . 0 M MM M M M M M W W NN N N W M M M M MM M M N . ' ' ' '. X M M M M M M o .' ' ' ' , N M M MM W c . ' ' ' , NM M M W o . ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '; ; : c l d k 0 NM M M M M M M M M MM W N X K 0 0 0 K M M M M M M M M MM M M M M M M M MW O l , . . ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' K M M MM 0 . ' ' ' . K MM M M M k . ' ' '' . X M M M M M Mk . ' ' ' ' . W M MM M M M M M M M MM M M M M M M M MM M M M ; ' ' ' '. o M M M M M M N '' ' ' ' . o M M MM M N , ' ' ' . lM M M M W c . ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . . ' lk N M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M Ko ; . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . d M M M MW : . ' ' . l M MM M M W ; ' ' ' '. c M M M M M M M: . ' ' ' . : M M MM M M M M M M M MM M M M M M M M MM M M M d . ' ' '' , W M M M M M M d. ' ' ' ' ' N M MM M M x . ' ' ' .K M M M M K , ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ., o O M M M M M M MM M M M M M M M M M M M M M M M M MM M M M W 0 x l ;. ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' . , x W M M M No . ' ' . o N M MM M N l . ' ' ' .c N M M M M M M x. ' ' ' ' , K M M MM M M M M M M M MM M M M M M M M MM M M M N ; . ' '' . o W M M M M M Wo . ' ' ' . c X MM M M W d ' ' ' .; 0 M M M M 0 : .' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . , l x 0 N M M MM M M M M M M M M M M M M M M M M MM M N k o , . ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' O M M M M W c. ' ' . o M M M MM M l . ' ' ' . :N M M M M M M 0 .' ' ' ' . k M M M MM M M M M M M M MM M M M M M M M MM M M M M K . ' '' ' . x M M M M M MW c . ' ' ' . : NM M M M M x . ' '' , K M M M M N :. ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . ' l x X MM M M M M M M M M M M M M M M M W X0 x l , . ' ' ' '' ' ' ' ' ' ' ' ' .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . x M M M M M x .' ' . : N M M M MM k . ' ' ' ' ' 0M M M M M M N ; .' ' ' . : W M M M MM M M M M M M M MM M M M M M M M MM M M M M M l . '' ' ' , X M M M M MM X ; . ' ' ' . oM M M M M W l . '' . : N M M M M K; . ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . . ' ' ' ' ' '' ' ' ' ' ' . ' c dO X N M M M M M M M M X c l l l c :, . . ' ' ' ' ' '' ' . ' : c l o d d; ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .; k W M M M N d ' '' . o X M M M M Wd , ' ' ' . : 0 MM M M M M K c . '' ' . c X M M M M MM M M M M M M M MM M M M M M M M MM M M M M M N o .' ' ' . ; O M M M MM M K l . ' ' ' 'o N M M M M N d '' ' . c K M M M MK c . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. d d o l c : , .' ' ' ' ' ' ' ' . ., : c l l l c O M M M W . ' ' ' ' '' ' ' ' ' ' ' ' '. , l x X W M M M Mc . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' ,K M M M M W c . ' '. o M M M M M W l. ' ' ' . : N M MM M M M K ; . ' '' . c N M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M l. ' ' ' ' ' O M M MM M M W l . ' ' '. c N M M M M M k. ' ' . , K M M MM W c . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. M M M M W X k o; . ' ' ' ' ' ' ' '' ' ' ' ' ' . K M M M M l . ' ' ' '' ' ' ' ' ' . ; lk K W M M M M M M Mc . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . : KM M M M K l . ' ' ,x W M M M M K l .' ' ' ' o X M M MM M W k ; . ' ' '' d N M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M Wx , ' ' ' . , x W MM M M M N d , ' '' . c 0 M M M M Mk ; . ' . ; k W MM M N d ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. W M M M M M M WK k o : . ' ' ' ' '' ' ' ' ' ' , W M M M M K . ' ' ' '' ' ' ' . ' o 0 MM M M M M M M M M M: . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . : N MM M M X ; . ' ' . OM M M M M X ; . '' ' . o M M M M MM M x . ' ' ' ' .d M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM O ' ' ' ' ' . o MM M M M M M k . '' ' ' ' 0 M M M MM K , ' ' ' . x MM M M M d . ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. W M M M M M M MM M M X d , . ' ' '' ' ' ' ' . d M M M M M W . ' ' ' '' ' . . c x N M MM M M M M M M M M M: . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . 0 M MM M W c . ' ' . o MM M M M W c . ' '' . : N M M M M MM 0 ' ' ' ' ' . lW M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M d . ' ' ' ' . kM M M M M M M o .' ' ' . : N M M MM M x . ' ' ' , KM M M M N : . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. W M M M M M M MM M M M W O l ' . '' ' ' ' ' . K M M M M M M l ' ' , ;: l d O N M M M MM M M M M W N K 0 O; . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' k M M MM N l . ' ' . o W MM M M X c . ' ' '. l X M M M M M Mk ; . ' ' ' . o NM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M W x ' ' ' ' ' 'x W M M M M M W d. ' ' ' . : K M MM M W x ' ' ' . ;O M M M M X : . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. O O K X W M M MM M M M M M N 0 x lc ; , ' ' ; W M M M M M M N x k k 0N M M M M M M M MM M M N k o c ; ' .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . d M M M MM c . ' ' . : M M MM M W : . ' ' ' '; N M M M M M M K. ' ' ' ' . c M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M d . ' ' ' '. k M M M M M M Mc . ' ' ' . ; N MM M M M o . ' ' '' X M M M M X . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . ' , : o x X MM M M M M M M M M MN K O k x 0 M M M M M M M M M M M MM M M M M M M M MM W O l , . . ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' N M M M M0 . ' ' ' . 0 M M MM M 0 . ' ' ' ' .k M M M M M M M :. ' ' ' ' . X M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M N , ' ' ' '' , N M M M M M MK . ' ' ' ' . d MM M M M N . ' ' '. l M M M M M c . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' . . ' c xN M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M W Kx c , . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' . x M M M M N; . ' ' . l M M M MM N , ' ' ' ' . :W M M M M M M x .' ' ' ' . d M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M O . ' ' '' . o M M M M M MM o . ' ' ' ' ' KM M M M M d . ' '' . O M M M M X ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . ': d O W M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M X d ,. ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' . W M M M M d. ' ' ' . X M M M MM d . ' ' ' ' . 0M M M M M M W ' '' ' ' ' . W M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M , ' ' '' ' . N M M M M MM N . ' ' ' ' . cM M M M M W . ' '' ' , M M M M M l .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . . l 0 M M M M MM M M M M M M M M M M M M M M M M MM M M M N k c . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' , M M M M M ;' ' ' ' . M M M M MM ; . ' ' ' ' . NM M M M M M X . '' ' ' ' , M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M l . ' '' ' . 0 M M M M MM M ' ' ' ' ' ' 'W M M M M M ; . '' ' . N M M M M k .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . ; d X M M MM M M M M M M M M M M M M M M M X 0O k x o : ' . ' '' ' ' ' ' ' . . . .. ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . ; M M M M W .' ' ' . : M M M M MW . ' ' ' ' ' ' MM M M M M M O . '' ' ' . l M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M k . ' '' ' . d M M M M MM M c . ' ' ' ' .X M M M M M d . '' ' . O M M M M O .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '. . . . . ' ' ' '' ' ' ' ' . : l x kO 0 0 M M M M M M M M M M M M M k .. . . ' ' ' ' ' '' ' ' . . , c o d dd ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . c M M M M N .' ' ' . c M M M M MW . ' ' ' ' ' ' MM M M M M M k . '' ' ' . o M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M O . ' '' ' . o M M M M MM M l . ' ' ' ' .K M M M M M x . '' ' . x M M M M 0 .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .l d d o l ; . . '' ' ' ' ' ' ' ' . .. . c M M M M M M M M M M M M M W :. ' ' ' ' ' ' ' '' ' c d O K N W W MM ; . ' ' ' ' ' '' ' ' ' ' ' ' . 'c x X M M M M W .' ' ' ' ; M M M M MM ' ' ' ' ' ' . WM M M M M M K . '' ' ' . : M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M d . ' '' ' . k M M M M MM M ; ' ' ' ' ' .N M M M M M l . '' ' . O M M M M W Ol ; . ' ' ' ' ' '' ' ' ' ' ' ' ' .N M M W N K O x c, . ' ' ' ' ' ' ' '' ' K M M M M M M M M M M M M M M K. ' ' ' ' ' ' ' .; x N M M M M M M MM d . ' ' ' ' ' '' ' ' ' ' . . : xW M M M M M M M ;. ' ' ' . W M M M MM c . ' ' ' ' . XM M M M M M W . '' ' ' ' . W M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M ; ' ' '' ' . X M M M M MM W . ' ' ' ' ' ,M M M M M M , ' '' ' . N M M M M M MM 0 l ' . ' ' ' '' ' ' ' ' ' ' ' ,M M M M M M M M MO c . ' ' ' ' ' ' '. d M M M M M M M M M M M M M M M M; . ' ' ' ' ' . :O M M M M M M M M MM O . ' ' ' ' ' '' ' ' . . ; d K MM M M M M M M M d. ' ' ' . K M M M MM k . ' ' ' ' . kM M M M M M M : .' ' ' ' . K M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M N . ' ' '' ' ' W M M M M MM K . ' ' ' ' . oM M M M M N . ' '' ' ' M M M M M M MM M N x c . . ' '' ' ' ' ' ' ' . lM M M M M M M M MM K l . ' ' ' ' ' '. N M M M M M M M M M M M M M M M M0 ' ' ' . , l k XM M M M M M M M N XK 0 . ' ' . . . ', : l d O K W M MM M M M M M M M X' ' ' ' . c W M M MM W ; . ' ' ' . ;W M M M M M M 0 '' ' ' ' . : W M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M o . ' ' '' . x M M M M M MW c . ' ' ' ' , XM M M M M d . ' '' . x M M M M M M MM M M M N O x l c; ' . . . ' ' . xK X N W M M M M MM M W O o ; . . ' .x M M M M M M M M M M M M M M M M MM d ' : o O M M MM M M M M M 0 d l :; ; , ; : c l o x0 N M M M M M M MM M M M M M M M Mo . ' ' ' . 0 M M MM M K . ' ' ' ' .x M M M M M M M l. ' ' ' ' . k M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M K . ' ' ' '. : M M M M M M M0 . ' ' ' ' . x MM M M M N . ' ' '' , W M M M M M M MM M M M M M M M WK k d o c : : ; ;; : l d O W M M MM M M M M K d c , ;M M M M M M M M M M M M M M M M M MM N x 0 N M M M MM M M M X d : . . .. . o 0 0 X N W MM M M M M M M M MM M M M M M M M MX . ' ' ' . c M M MM M M : . ' ' ' ', W M M M M M M X. ' ' ' ' ' ; W MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M : . ' ' ' '. 0 M M M M M M M: . ' ' ' ' , N MM M M M d . ' ' '. d M M M M M M M MM M M M M M M M MM M M N X K 0 k .. . . . ; o K M MM M M M M M M K k 0M M M M M M M M M M M M M M M M M MM M M M M M M M MM M K d : . ' ' ' '' . c M M M M M MM M M M M M M M MM M M M M M M M MM d . ' ' ' . x M MM M M X ; . ' ' '. l W M M M M M Mk ' ' ' ' ' . l NM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M W d . ' ' ' ' .d W M M M M M W d. ' ' ' ' , 0 M MM M M O ' ' ' ' .: N M M M M M M M MM M M M M M M M MM M M M M M M k .' ' ' ' ' . ; o 0W M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM k , . ' ' ' ' ' '' ' . N M M M M MM M M M M M M M MM M M M M M M M MM W : . ' ' ' . 0 MM M M M X ' ' ' '' . o M M M M M MM x . ' ' ' ' . lM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M x . ' ' ' ' . lM M M M M M M O .' ' ' ' . 0 M M MM M N , ' ' ' ' .X M M M M M M M M MM M M M M M M M MM M M M M M M ; '' ' ' ' ' ' ' . 'd W M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M Nd , . ' ' ' ' ' ' '' ' . k M M M M MM M M M M M M M MM M M M M M M M MM M 0 . ' ' ' . : WM M M M M d . ' '' ' ' K M M M M MM W : . ' ' ' ' .0 M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM X , ' ' ' ' . , NM M M M M M N ; .' ' ' . l M M M MM M l . ' ' ' . cM M M M M M M M M MM M M M M M M M MM M M M M M N . '' ' ' ' ' ' ' ' '. o X M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M 0 k o :. ' ' ' ' ' ' ' ' .. ; : o M M M M MM M M M M M M M MM M M M M M M M MM M W d . ' ' ' . lN M M M M W d . '' ' . ; 0 M M M MM M X c . ' ' ' .; O M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MK : . ' ' ' . : K MM M M M M X c . '' ' . o N M M M MW d . ' ' ' . : NM M M M M M M M M MM M M M M M M M MM M M M M M O : ;' . ' ' ' ' ' ' '' . : o k O W M M MM M M M M M M M M M M M M M M M M MM M M M M d . ' '' ' ' ' ' ' ' . ' cx 0 X N M M M M MM M M M M M M M MM M M M M M M M MM M M W ' ' ' ' ' .l M M M M M M o .' ' ' ' , X M M MM M M W : . ' ' '' ' 0 M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M X, ' ' ' ' . , X M MM M M M W : . ' '' . c W M M M M Mk . ' ' ' ' . O MM M M M M M M M M MM M M M M M M M MM M M M M M W N Kx l , . ' ' ' ' '' ' ' ' . : W M M MM M M M M M M M M M M M M M M M M MM M M M M W o . '' ' ' ' ' . : d 0 NM M M M M M M M MM M M M M M M M MM M M M M M M M MM N k c ' ' ' ' ' '. d W M M M M W d. ' ' ' . : K M MM M M M X c . ' '' . ; k M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M 0 :. ' ' ' . : K M M MM M M X c . ' ' '. l N M M M M M k, ' ' ' ' ' . : xX M M M M M M M M MM M M M M M M M MM M M M M M M M MM W 0 x c . ' ' '' ' ' . : X M M M MM M M M M M M M M M M M M M M M M MM M M M M M W : .' ' ' ' . l X M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MK l . ' ' ' ' ' ' '' . x M M M M M Ml . ' ' ' . , N MM M M M M W : . '' ' ' . 0 M M M M MM M M M M M M M MM M M M M M M M MM M M M M M X , '' ' ' ' , N M M M MM M W : . ' ' ' .: W M M M M M 0 .' ' ' ' ' ' ' ' .; k M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M N d ' ' '' ' ' , N M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M K .' ' ' . o N M M M MM M M M W N M M MM M M M M M M M MM M M M M M M W k: . ' ' ' ' ' ' ' '' ' ' X M M M M MX , ' ' ' ' . l MM M M M M M K ' '' ' ' . : N M M M MM M M M M M M M MM M M M M M M M MM M M M M M c . '' ' ' . k M M M M MM M x . ' ' ' ' .0 M M M M M N ; .' ' ' ' ' ' ' ' '. , d N M M M M M MM M M M M M M M MM M M M N N M M MM M M M M W x , .' ' . x M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M k, , l O W M M M M MN O x l c : O M MM M M M M M M M MM M M M N 0 x c '. ' ' ' ' ' ' ' ' '' ' . : X M M M MM O , ' ' ' ' . dW M M M M M M k ,' ' ' ' . c N M M MM M M M M M M M MM M M M M M M M MM M M M W o . ' '' ' ' x W M M M M MM x ' ' ' ' ' ' kM M M M M N l . '' ' ' ' ' ' ' ' '' ' . : d O X M M MM M M M M M M M MM M M N : c l d kX M M M M M M 0 o; . d W M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M M0 O M M M M M M M Kl . . ' ' ' , W MM M M M M M M M MM M N k l ' . ' '' ' ' ' ' ' ' , ; '' ' ' . : M M M MM M k . ' ' ' ' .x M M M M M M M k. ' ' ' ' . c M M MM M M M M M M M MM M M M M M M M MM M M M o . ' ' '' . o M M M M M M M0 . ' ' ' ' . o MM M M M M o . ' '' ' ' : ' ' ' ' '' ' ' ' . . c x K MM M M M M M M M MM M M d . ' ' ' .; k M M M M M M MK x M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M 0 :. ' ' ' ' ' . O MM M M M M M M M WK x l , . ' ' ' '' ' ' ' ' ' ' ' k .' ' ' ' . 0 M M MM M W ; ' ' ' ' ', N M M M M M M W; . ' ' ' ' . 0 M MM M M M M M M M MM M M M M M M M MM M M X ' ' ' ' '' ' N M M M M M M W: . ' ' ' ' ' N MM M M M N ' ' ' '' . l c . ' ' ' '' ' ' ' ' ' . . c d0 N M M M M M M MM M N , ' ' ' ' '. , d W M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M K d , .' ' ' ' ' ' ' ; xO 0 0 O O k x o c; ' . ' ' ' ' ' '' ' ' ' ' ' ' . X o. ' ' ' . ; N M MM M M 0 . ' ' ' '. l W M M M M M MK ' ' ' ' ' ' , X MM M M M M M M M MM M M M M M M M MM M N : . ' ' ' '. O M M M M M M M d. ' ' ' ' . x M MM M M W c . ' ' '. ; N ' ' ' ' ' '' ' ' ' ' ' ' ' . .; c l d k O O 0 00 k c . ' ' ' ' '' ' ' l O M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M O ; . ' '' ' ' ' ' ' ' . ,' , ' . . . . ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . K N. ' ' ' ' . x M MM M M M : . ' ' '' . O M M M M M MM o . ' ' ' ' . : MM M M M M M M M MM M M M M M M M MM M o . ' ' ' ' .: M M M M M M M X .' ' ' ' ' ' M M MM M M 0 . ' ' ' '. 0 M . ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' . . . . ' ,. ; . . ' ' ' ' '' ' ' ' ' d W M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M 0 , . ' ' '' ' ' ' ' . , o kd . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . X M: . ' ' ' . ; M MM M M M k . ' ' '' . c M M M M M MM X . ' ' ' ' ' . NM M M M M M M M MM M M M M M M M MM W , ' ' ' ' ' .O M M M M M M M x .' ' ' ' . l M M MM M M o . ' ' ' '. W M . ' ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .: O d : . ' ' ' '' ' ' ' ' . d M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M X l . ' ' '' ' ' . c x K W MW l . ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . W Mk . ' ' ' ' . W MM M M M N . ' ' '' ' . N M M M M MM M ; . ' ' ' ' . oM M M M M M M M MM M M M M M M M MM O . ' ' ' ' ' 'W M M M M M M W , '' ' ' ' . 0 M M MM M M , ' ' ' ' .: M M : . ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' . ;X M M X k l , . '' ' ' ' . : O M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M W l . ' '' ' . d W M M M MM W : . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' . c M MK . ' ' ' ' . X MM M M M M . ' ' '' ' . 0 M M M M MM M x . ' ' ' ' ' 'M M M M M M M M MM M M M M M M M MM : . ' ' ' ' . cM M M M M M M X . '' ' ' ' . X M M MM M M . ' ' ' ' .d M M O . ' ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' KM M M M M M k , .' ' ' . : N M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M W x , .. c O W M M M M WO x : . ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' K M M0 . ' ' ' ' . W MM M M M M . ' ' '' ' . k M M M M MM M O . ' ' ' ' ' .W M M M M M M M MM M M M M M M M MM ' ' ' ' ' ' . dM M M M M M M K . '' ' ' ' . X M M MM M M , ' ' ' ' .l M M W ; . ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' dO N M M M M M K o' ' ' o X M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M 0 ,c N M M M M M X l. . ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' . d M M Md . ' ' ' . ; M MM M M M N . ' ' '' ' . 0 M M M M MM M O . ' ' ' ' ' .N M M M M M M M MM M M M M M M M MM . ' ' ' ' ' . dM M M M M M M X . '' ' ' ' . K M M MM M M o . ' ' ' ', M M M K . ' ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' .. c 0 M M M M M Md . x M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M kX M M M M M X c .' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' ' ' , N M M M; ' ' ' ' . d M MM M M M 0 . ' ' '' ' . X M M M M MM M k . ' ' ' ' ' .W M M M M M M M MM M M M M M M M MM , ' ' ' ' ' . lM M M M M M M W . '' ' ' ' . x M M MM M M 0 . ' ' ' '. N M M M c . ' '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' . ; O M M M M MW d W M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M W k ; . '' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' ' . ; 0 M M M 0. ' ' ' ' , N M MM M M M l . ' ' '' . ; W M M M M MM M c . ' ' ' ' . :M M M M M M M M MM M M M M M M M MM o . ' ' ' ' ' ,W M M M M M M M l .' ' ' ' . ; W M MM M M W : . ' ' '. d M M M N c . '' ' ' ' ' ' ' ' ' '' ' ' ' ' ' ' ' '' ' . , d N M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M d . ' ' '' ' ' ' ' ' . . '' ' ' ' ' ' ' ' '' ' ' ' K M M M W ;' ' ' ' . k M M MM M M N . ' ' ' '' . O M M M M M MM W . ' ' ' ' ' . OM M M M M M M M MM M M M M M M M MM K . ' ' ' ' ' .K M M M M M M M X .' ' ' ' ' . O M MM M M M K . ' ' '' . X M M M N : .' ' ' ' ' ' ' ' ' '' ' . . ' ' ' ' '' ' ' ' . c N M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M N . ' ' ' '' ' ' ' ' . o l .' ' ' ' ' ' ' ' '' ' . d M M M M O .' ' ' ' ' N M M MM M M d . ' ' ' '' ' N M M M M M MM 0 . ' ' ' ' ' . NM M M M M M M M MM M M M M M M M MM W , ' ' ' ' ' .d M M M M M M M M ;. ' ' ' ' . : M MM M M M M : . ' '' . l M M M M 0 '' ' ' ' ' ' ' ' ' '' . : d ' . ' ' '' ' ' ' ' . O M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M W k c . ' '' ' ' ' l O W N d' ' ' ' ' ' ' ' '' , x W M M M K , '' ' ' ' O M M M MM M 0 ' ' ' ' ' '. k M M M M M M MW ; . ' ' ' ' . d MM M M M M M M M MM M M M M M M M MM M O . ' ' ' ' ', N M M M M M M M 0' ' ' ' ' ' . k MM M M M M K , ' '' ' ' k M M M M O; . ' ' ' ' ' ' ' '. l X W 0 o ' ' '' ' ' . : x N M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M N o . '' ' . d M M M M Mx . ' ' ' ' ' ' '. k M M M M N ; ' '' ' . o M M M M MM W ; ' ' ' ' ' .c M M M M M M M Mk . ' ' ' ' ' , W MM M M M M M M M MM M M M M M M M MM M M : . ' ' ' '. l M M M M M M M Md . ' ' ' ' ' ' NM M M M M M O . '' ' ' . K M M M MX , . ' ' ' ' ' ' .c W M M M M k ' '' ' . c X M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M W o .' . l W M M M M Wo . ' ' ' ' ' ' .o M M M M M o . ' '' ' , N M M M M MM k . ' ' ' ' ' .K M M M M M M M W; ' ' ' ' ' . x M MM M M M M M M M MM M M M M M M M MM M M 0 . ' ' ' '' ' N M M M M M M MN ' ' ' ' ' ' . oM M M M M M W : .' ' ' . : W M M MM O . ' ' ' ' ' ' .c X M M M M M d .' . l X M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M W Ol o N M M M M O c' ' ' ' ' ' ' . dW M M M W x ' ' ' '' ' O M M M M M MO , ' ' ' ' ' . xM M M M M M M M d. ' ' ' ' . c W M MM M M M M M M M MM M M M M M M M MM M M W o . ' ' '' . c W M M M M M MM O ' ' ' ' ' ' 'k M M M M M M X ;. ' ' ' . l N M MM M k , . ' ' ' ' '. : x W M M M W xc k N M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M O . '' ' ' ' ' ' . o MM M M M k . ' ' ' '. d M M M M M M N, ' ' ' ' ' . c MM M M M M M M K .' ' ' ' ' ' N M M MM M M M M M M M MM M M M M M M M MM M M M W ; . ' '' ' . x M M M M M MM M d . ' ' ' ' '. K M M M M M M 0. ' ' ' ' . l M MM M M 0 . ' ' ' ' '' ' . l M M M M MW M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M x , ' '' ' ' ' ' . o W MM M M k , ' ' ' ' .l W M M M M M N c. ' ' ' ' . : N MM M M M M M X ; .' ' ' ' ' O M M M MM M M M M M M M MM M M M M M M M MM M M M M K , ' '' ' ' , 0 M M M M MM M W l . ' ' ' '. ; X M M M M M Mx . ' ' ' ' . d WM M M M k ' ' ' ' '' ' ' . o W M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M o . . '' ' ' ' . : M M MM M K . ' ' ' ' ' ,N M M M M M M l .' ' ' ' ' ' X M MM M M M M M : . '' ' ' . o M M M M MM M M M M M M M MM M M M M M M M MM M M M M M k . '' ' ' ' , W M M M MM M M N , ' ' ' '' . : W M M M M MM : . ' ' ' ' . kM M M M M d . ' ' '' ' ' . c N M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M W d , .' ' ' ' . 0 M M MM M c . ' ' ' ' . xM M M M M M X . '' ' ' ' . o M M MM M M M M K . ' '' ' ' ' X M M M M MM M M M M M M M MM M M M M M M M MM M M M M M W , '' ' ' ' . k M M M MM M M M k . ' ' '' ' . O M M M M MM K . ' ' ' ' ' ,N M M M M N ' ' ' '' . ' o X M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M K xc ' ' . c W M M MM x . ' ' ' ' . c WM M M M M N : . '' ' ' . : N M M MM M M M X ; . ' '' ' . k M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M 0 '' ' ' ' ' , 0 M M MM M M M W l . ' '' ' ' , K M M M MM M o . ' ' ' ' .l W M M M M k . ' .: o O W M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MN x ; . K M M M MN . ' ' ' ' ' . X MM M M M M c . ' '' ' ' . X M M M MM M M M c . ' ' '' . : M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M o. ' ' ' ' ' , W M MM M M M M W , ' '' ' ' . ; W M M MM M W , ' ' ' ' '. 0 M M M M W . ' oX M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M 0 c W M M M Mx . ' ' ' ' . : M MM M M M N . ' ' '' ' . c M M M M MM M M X . ' ' ' '' . 0 M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M X. ' ' ' ' ' . O M MM M M M M M x . '' ' ' ' . 0 M M MM M M d . ' ' ' '. c M M M M M l x WM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M N M M M M W, . ' ' ' ' . K M MM M M W c . ' ' '' ' , N M M M M MM M W : . ' ' ' '. l W M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M Md . ' ' ' ' ' , X MM M M M M M W : .' ' ' ' . ; N M MM M M N ' ' ' ' '' ' N M M M M N M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M N. ' ' ' ' . ; M M MM M M 0 . ' ' ' '' . k M M M M M MM M k . ' ' ' ' '. X M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MW ' ' ' ' ' ' . l MM M M M M M M K .' ' ' ' ' . x M MM M M M o . ' ' '' . 0 M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M No , . ' ' . x M M MM M M l . ' ' ' '' . N M M M M M MM M ; ' ' ' ' ' ', M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM c . ' ' ' ' ' ' NM M M M M M M M ,' ' ' ' ' ' ; M MM M M M 0 . ' ' ., l X M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MW K k o : . K M M MM M N ' ' ' ' ' '. l M M M M M M MM 0 . ' ' ' ' ' .k M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM K . ' ' ' ' ' . dM M M M M M M M x. ' ' ' ' ' . K MM M M M N . ; l x0 W M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M N d N M M MM M 0 . ' ' ' ' '. K M M M M M M MM ; ' ' ' ' ' ' .W M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M , ' ' ' ' ' ' 'W M M M M M M M N. ' ' ' ' ' . d MM M M M M d K M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M d . ' ' ' ' '. W M M M M M M MN . ' ' ' ' ' . :M M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M d . ' ' ' ' ' .0 M M M M M M M M; ' ' ' ' ' . : MM M M M M M M M MM M M M M M M W W WW W W W W W W M WW W M M M M M M MM W W M M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M x ; . . ' ' ', M M M M M M M MO . ' ' ' ' ' . xM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M 0 . ' ' ' ' ' .o M M M M M M M Mo . ' ' . . , l MM M M M M M M M MM M M M M M M x l ll o o l l l o M Kl l K M M M M M MO l l N M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M N O d c ' . .; M M M M M M M Mx . ' ' ' ' ' . OM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M X . ' ' ' ' ' .c M M M M M M M Md . . . : o k N MM M M M M M M M MM M M M M M M x l oo ' ' o o o o M k. . l M M M M M M; ' . X M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M W X 0 k do M M M M M M M Md . ' ' ' ' ' . 0M M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M N . ' ' ' ' ' '; M M M M M M M Mk o x O X W M M MM M M M M M M M MM M M M M M M W W WW : ; W W W W M k. d . K M M M M k, d . X M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M Md . ' ' ' ' ' . 0M M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M N . ' ' ' ' ' .: M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM : ; M M M M M k. N ; ; M M M W 'x 0 . X M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M Mk . . . ' ' ' . 0M M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M N . ' ' ' . . .o M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM : ; M M M M M k. W k . X M M O .N 0 . X M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MN O k x o l c : OM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M K ; c l o x k OX M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM : ; M M M M M k. N W : : W N , dM O . X M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M W N NM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M N X W M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM : ; M M M M M k. N M X . 0 x ' WM O . X M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM : ; M M M M M k. N M M ; : , d MM O . X M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM : ; M M M M M k. N M M K ' ; N MM O . X M M M M MM M M M M M M M M MM M M M M M M M M M M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M MM M M M M M M M M MM : ; M M M M M k. N M M M ; x M MM O . X M M M M MM M M M M M M M M MM M M M M M M M Mstarbucks.dat
Starbucks
Starbucks runs the “Digital Flywheel” program and the Atlas mapping tool to decide everything from new store locations to which seasonal drinks to launch.
By cross-referencing localized weather, demographics and purchase history, Starbucks predicts which promotions will land pushing cold-brew offers into regions hit by an unseasonal heatwave.
Data tells you what will sell before you spend on inventory or marketing. The product cycle shifts from “we think they'll like this” to “there's a 75% probability they'll buy this.”
Microsoft
Microsoft used workplace analytics to reorganize a 1,200-person team. By mapping digital collaboration patterns, they restructured the physical office layout cutting employee meeting travel time by 46%.
The reorganization saved roughly 100 hours of transition time per week. Co-locating highly collaborative teams also drove spontaneous innovation and faster problem-solving.
Daily inefficiencies a ten-minute walk to a thirty-minute meeting add up to massive productivity drains. Data exposes the hidden time-wasters intuition misses.
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X :cccll llcccc cccccc cccccc lccc:l Wxdx xxxxxx xxxxx xxxxxx xxxxxx xxdxW
X :cllll llllll llllll llllll lccccl , Wxxx kxxxxx xxxxx xxxxxx xxxxxx xxddW
X :cllll llllll llllll llllll lccccl W Wxxx kxxxxx xxxxx xxxxxx xxxxxx xxddW
X :cllll llllll llllll llllll lccccl W Wxxx kxxxxx xxxxx xxxxxx xxxxxx xxddW ... ....
X :cllll llllll llllll lllllc lccccl Wxxx kxxxxx xxxxx xxxxxx xxxxxx xxddW , '.... . .,'ccc cc:d
X :cllll llclll lcccll llllll lccccl Wxxx kxxxxx xxxxx xxxxxx xxxxxx xxddW , ',,,,, ,';: l,,,, ,,,,o .: ccc:l, . ;;l :::::c cc:c
X :cllll llccll lcccll llllll lccccl Wxxx kxxxxx xxxxx xxxxxx xxxxxx xxddW c :c::c: c;;x' :l;cc: :c:;: c ,::c:, 'l,: c:;o '...;' ;
X :cllll llccll lcccll llllll lccccl Wxxx kxxxxx xxxxx xxxxxx xxxxxx xxddW c :c:cc: :c:;x :;:cc: :c:;: lcc:l k,:c :;c k::;:; c
K :clcll clccll lcccll llllll llllcl Wxdx xxxxxx xxxxx xxxxxx xxxxxx xxxdN c :::::c ccc,:; '' ;:c:cc c:::: d,c: c;l x;:cc; l
K :cccll clccll lcccll llllll llllcl Wxdx dxxxxx xxxxx xxxxxx xxxxxx xxxdN c ;:c:; l;:::; . 'x; :c;oO: ::::; '' '' '.. ...... . ' ' '.... ... ..... .' ,'... ...'' '... ..... ' . x;c: ::o' ' ' d::::; l '' '
K :cccll clccll lcccll llllll llllcl Wxdx dxxxxx xxxxx xxxxxx xxxxxx xxxdN c ;:c:; ;cc:: c' 'x:: ::: ; ::::; ; lo'lo; '.: ,'llc cccccl l'l :l.'. cc .:' oclco '. :,'llc ccccc lo',.' ,.: ,occcc cccol, c: ,'lccc :cccl o,,.' 'c. ',c;:c c::o'l 'o'.', cccc:: :'.'oo lo
K :ccclc clcccc cccccc cccccc lcll:l Wxdx xxxxxx xxxxx xxxxxx xxxxxx kxxdX c ;:c:;: c:cc ;l. .xc:c ;c d; :c::; d ,:c;;d .';oc: ::;:c cccc:: :,O d,:c; :xcl;; :;:,c ,;oc :::::c cccc: :::::l :'. ld:: :;:cl cl:c,c . .,:':: :;;:cc ccc:: :::clc ;; :c:;:c c:;c:; :;:::c ;c:cc: ;c::;: ;0
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ddd dNNNNN NNNNWN NN c ;:::; d,: c:;x' ::;c:, 0; ::c:; o ;:c:;d x ;:c:;c l;::c c,o :;:c:: : x::c ::;k k;:c: ;c' d ;c:c:c d;c:c ::: x:c: :;l d::::; l
o :::::: :::::: ::::cc cccccc :ccccc , ,olo oolllo loXXX XXXXXX XXXXXK XKold c ;:::;d o; :c;cx l :;:::o 0; ::c:; o ;:c:;d c: ,c:::k l;:cc ;: ' :;:::; x o;: ::;c ;:cc :;d;.. l: ,c::,k c;cc c;c x;c: c:l x;:cc: l
K llllll llllll llllll llllll lllllo W0kO OOOOOO OOOOO OOOOOO OOOOOk OOkkN c ;:::;K l ;c;:: c .c ;c:;c 0; :c::: o ;:c:;d o; c:c;l o;:cc ;o 0 ,::::; ;: c::;o c:: :;::cl ';.. x, :c:;c x;:c c;:' d;:: c:l d;:c:: l
K llllll llllll llllll llllll lllllo W0kO OOOOOO OOOOO OOOOOO OOOOOO OOOON c ;:::;K l;;c: c,.;l; c:;l 0; :::;c o ;:c:;d l; l:c,o o;::c ;d O ,:c::; . :,: :c:;K oc:::: :;:l,: . x, ccc;c k;c; c;; d;c: :;l d;:c:; c
K llllll llllll llllll llllll lllllo W0kO OOOOOO OOOOO OOOOOO OOOOOO OOOON c ;:::;K cc:c ;:ko;: c;o 0; :::;c o ;:c:;d d; :c:;cl o;::c ;d 0 ::c::: O k;: :c;c o c;cc;; l' O; :c:::l o;c: :;o d;c: :;l d;:c:; c
K llllll llllll llllll llllll lllllo W0kO OOOOOO OOOOO OOOOOO OOOOOO OOOON c ;:::; , c;: :ccc:c ;: 0; :::;c o ;:c:;d O: ;c:c;o ' o;::c ;d l;:::; c' o:;c :;;x ;:::: ,O : :c:c;l c:::c ;;O d;c: :;l d;:c:; c
K clllll llllll llllll llllll llllll WOOO OOOOOO OOOOO OOOOOO OOOOOO OOOOW c ;:::, k:; cc:cc; : 0; :cc:: d ::::;o c;:c:: o;.' ' .,c l;::: ;d :;:c: ;d;' .:o;:: :;d :,.' .;:cc: ;O c:;c:; ':. . ;l;::: cx d::: ::c k;;cc: cc
X clllll llllll llllll llllll llllll WOOO OOOOOO OOOOO OOOOOO OOOOOO OOOOW l :::;, x; :c:c:: k 0; ;c::; o ::c::l l:::: :clo; ;,,,'l c;O l;::: ;d d:;: c::l', ,,,,' c:::;; c x,:o' ,,;,,, c;cc;: d o:;:: :cl'', ,,,'l :;c:;c d::: ::l l;::: :c',;, .'
X clllll llllll llllll llllll llllll WOOO OOOOOO OOOOO OOOOOO OOOOOO OOOOW c ;:::, d ,;::,o 0; ;:;;: o ;;:::o l:: ::::: :::::: :,O l;::: ;d : :::::: ::::: ::::l x,;:: :::::: ;:::l l:: :::::: ::::: ;;cc d;:: ;;c l:;: :::::; '
X clllll llllll llllll llllll llllll WOOO OOOOOO OOOOO OOOOOO OOOOOO OOOOW
X clllll llllll llllll llllll llllll WOOO OOOOOO OOOOO OOOOOO OOOOOO OOOOW
X clllll llllll llllll llllll llllll WOOO OOOOOO OOOOO OOOOOO OOOOOO OOOOW
X clllll llllll llllll llllll llllll WOOO OOOOOO OOOOO OOOOOO OOOOOO OOOOW
X llllll llllll llllll llllll llllll , WOOO OOOOOO OOOOO OOOOOO OOOOOO OOOOW
X llllll llllll llllll llllll llllcl d NOOO OOOOOO OOOOO OOOOOO OOOOOO OOkOWx
microsoft.dat
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l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ;l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ;l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ;l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ;l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ;l l l l l l l lc : ; ' ' . . .' ' ; : c l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l: ; , ' . . . .' , ; : c l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l lc c c c c l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ;l l l l : , ' .. . . ' ,: l l l l l l ll l l l l l l ll l l l l l l ll l l c , ' . . . . ' ,c l l l l l l ll l l l l l l c. . . . . . . .l l l c , ' . .. . . . . c l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ;l l c . . . ; l l l l ll l l l l l l ll l l l l l l ll c ' . . ' c l l l l ll l l l l l l c c l ; . : l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ;l ; . . ' l l l ll l l l l l l ll l l l l l l l: . . : l l l ll l l l l l l c l ; . : l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l .. . , c ll l l l l l l ll l l l l l ; . . : l ll l l l l l l c ' : l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l . . . . .. . cl l l l l l l ll l l l l ; . . . . .. ; ll l l l l l l c : l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l . . ' ; : c c :: ; ' . .l l l l l l l ll l l l : . . , : : c c :: , . . . cl l l l l l l c . . . . . c l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l . . ,: l l l l l l ll l l c : , . . c l l l l l ll l l ; . ' ,c l l l l l l ll l l c , ' . .: l l l l l l c . ' , :c c c l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l . c l ll l l l l l l ll l l l l l l ;. . l l l l l ll l c . c l ll l l l l l l ll l l l l l c . . l l l l l l c ; l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l . c l l ll l l l l l l ll l l l l l l l: : l l l l ll l . . c l l ll l l l l l l ll l l l l l l c. ; l l l l l c ; l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l ' l l l l ll l l l l l l ll l l l l l l ll : . . c l l l ll ; . c l l l ll l l l l l l ll l l l l l l lc . c l l l l c , l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l , l l l l l ll l l l l l l ll l l l l l l ll l c , l l l ll . . l l l l l ll l l l l l l ll l l l l l l ll c , l l l l c . l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l . l l l l l l ll l l l l l l ll l l l l l l ll l l ; l l l lc ; l l l l l ll l l l l l l ll l l l l l l ll l . l l l l c ; l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l : l l l l l l ll l l l l l l ll l l l l l l ll l l l c l l l, . . . . . . .. . . . . . . .. . . . . . . .. . . c l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l . : l l l. : l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; : l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l .l l l l l l l ll l l l l l l ll l l l l l l ll l l l ; , l l l. ; l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l : ; l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l .l l l l l l l ll l l l l l l ll l l l l l l ll l l l ; , l l l. ; l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l : , l l l ll l l l l l l ll l l l l l l ll l l l l l l l . l l l l l l .l l l l l l l ll l l l l l l ll l l l l l l ll l l l ; , l l l. ; l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l c . l l l ll l l l l l l ll l l l l l l ll l l l l l l : . l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l . : l l l' ; ; ; ; ; ; ;; ; ; ; ; ; ; ;; ; ; ; ; ; ; ;; ; ; ; ; ; ; ;; ; ; c l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l : l l ll l l l l l l ll l l l l l l ll l l l l l l . . l l l l l l ; l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l: ; l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l . . l l ll l l l l l l ll l l l l l l ll l l l l l c . l l l l l l . l l l l l l ll l l l l l l ll l l l l l l ll l l ; l l l lc . l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l : , l ll l l l l l l ll l l l l l l ll l l l l c . . l l l l l l ' l l l l l ll l l l l l l ll l l l l l l ll l : ; l l l ll . , l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l . ; ll l l l l l l ll l l l l l l ll l l l l . . l l l l l l , l l l l ll l l l l l l ll l l l l l l ll c . l l l l ll c ; l l l ll l l l l l l ll l l l l l l ll l c ' l l l ll l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l : :l l l l l l l ll l l l l l l ll l l l . . l l l l l l : l l l ll l l l l l l ll l l l l l l lc . ; l l l l ll l . . : l l ll l l l l l l ll l l l l l l ll c . . c l ll l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l ' . ; c l l l l ll l l l l l l ll c , . . l l l l l l ' : l ll l l l l l l ll l l l l l c ,. ' l l l l l ll l c . ' : ll l l l l l l ll l l l l l l :, . . ' ;l l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l . . , c l l ll l l l l l l :' . . l l l l l l . cl l l l l l l ll l l l c , . . l l l l l l ll l l c . .: l l l l l l ll l l l l : ' . . l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ' . . . .' ' ' ' . . . . l l l l l l .. ' , , ; : : ;, , ' . . 'l l l l l l l ll l l l : . . . ' , , , ,, , ' . . ., l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l; . . . l l l l l l . . : ll l l l l l l ll l l l l l ' . cl l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll ; . . : . l l l l l l ;' . : l ll l l l l l l ll l l l l l l , . c ll l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c , . . , : o . l l l l l l ;l ; ' . . , c l l ll l l l l l l ll l l l l l l l: ' . . ' ; l l ll l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l : . . . . ; l l l l . l l l l l l ;l l l c , . .. : l l l l l ll l l l l l l ll l l l l l l ll l l ; . . . , c l l l l ll l l l l l l c c l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l :' . . . .. ; l l l l l l. . . . . . . .' l l l l l l .. . . . . . . :l l l l l c , .. . . ' :l l l l l l l ll l l l l l l ll l l l l l l ll l l l l : ' .. . . ;c l l l l l l ll l l l l l l c. . . . . . . .l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll c c ; , , , ,' ' , , , ; : cl l l l l l l ll c c c c c c cl l l l l l l lc c c c c c c ll l l l l l l lc : , , , , ' ,, , , : c l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l c: ; , , , , ' ,, , , , : c l ll l l l l l l ll l l l l l l l: : : : : : : :l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l c c c c c cc c c c c c c cc c c c c c c cc c c c c c c cc c c c c c c cc c c c l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l : . . . . .. . . . . . . .. . . . . . . .. . . . . . . .. . . . . . . .. . . ; l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l , ; ; ; ;; ; ; ; , ; l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; . .. . . . . . . .. . . . . . . .. . . . . . . .. . . ; l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; ' c cc c c c c c c cc c c c c c c cc c c c c c c cc c c c l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll c c : : : : cl l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c . o ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l c c :: : : : c c l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l c ; '. . . . . . . .. ' ; : l l l ll l l c c c c cc c c c c c l ll l c , ; ; ; ;; ; , . ; ;; ; ; ; ; ; ; ;; , l l l l l ll l l l l l l lc ; , . . . . .. . . . . . . ', : c l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll : , ' . . . . . , :l l c . . . . .. . . . . . l ll l ; c l l l l ll l l l : , . .. . . ' , c ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l c. . . : c . l ll l ; c l l l l ll l c . . ,l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l : . . ' . l ll l ; c l l l l ll c . . c l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l : . . l ll l ; c l l l l l, . . , l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l ; . l ll l ; c l l l l : ; l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l : . . . .. . l ll l ; c l l l l . . . . .. . . . . . l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; . . .. . . . . . . .. . . . . . . .. . . . . . . .. . : l l l l ll ; . ' , ; : c c c: ; , ' . . l ll l : . . . . .. . . . .. . . . . . . .. . l l l l : ' , : c l ll l l c c : , '. . l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; ; l l l l lc . :l l l l l l l ll l l l l ; . . l ll l l l l l l ll l c . o ll l l l l l l ll l l l l l ' ; l l l l l ll l l l l l l lc . l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; ; l l l l l. ' l ll l l l l l l ll l l l l l c . . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l . c l l l l l ll l l l l l l ll c : l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; ; l l l l ; . ; l l ll l l l l l l ll l l l l l l c' . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l . ' : c l l l ll l l l l l l ll l , . . . . .. . . . . ; l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; ; l l l l c l l l ll l l l l l l ll l l l l l l ll ' . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l ' . ' ; c ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; ; l l l : ; l l l l ll l l l l l l ll l l l l l l ll l . . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l c . .. . ' , , ; : cc l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; . .. . . . . . . .. . . . . . . .. . . . . . . .. . : l l l ' l l l l l ll l l l l l l ll l l l l l l ll l : . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l , .. . , : c l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; ' : ;; ; ; ; ; ; ; ;; ; ; ; ; ; ; ;; ; ; ; ; ; ; ;; ; c l l l . ' l l l l l ll l l l l l l ll l l l l l l ll l l . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l l. . . , : ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l . ; l l l l l ll l l l l l l ll l l l l l l ll l l . . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l lc ' . . ., : l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l ; l l l l l ll l l l l l l ll l l l l l l ll l l . . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l c ' . , l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l . , l l l l l ll l l l l l l ll l l l l l l ll l l . . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l : ' . , l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l . . l l l l l ll l l l l l l ll l l l l l l ll l c . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l c :, ' ' . . . ' l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l ; : l l l l ll l l l l l l ll l l l l l l ll l ' . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l c : ;' . . . : l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l c . l l l l ll l l l l l l ll l l l l l l ll l . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l c : , ' . . ' l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l . ' l l l ll l l l l l l ll l l l l l l lc . . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l c , ,, , , , , , , ,: l l l l l l ll l l l l l l c: , ' . l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l : . l l ll l l l l l l ll l l l l l l c. . l ll l l l l l l ll l c . l ll l l l l l l ll l l l l : l l l l l l ll l l l l l l ll l l : l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l. . c ll l l l l l l ll l l l l l c . . l ll l l l l l l ll l c l ll l l l l l l ll l l l l c , l l l l l ll l l l l l l ll l l c l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; . , ,, , , , , , , ,, , , , , , , ,, , , , , , , ,, , , : l l l l: . . ', c l l l l l ll l l : , . . . l ll l l l l l l ll l c . ,; : : : : : : :: ; l l l l . . ; c l l ll l l l l l l ll l : . . l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll c . . ' ; ; ; ;; ' . . . l ll l l l l l l ll l l c l l l c . ' ; :c c c c c c : :, . : l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l : . . l ll l l l l l l ll l l . l l l l l , . . . . . . . . l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l . . l ll l l l l l l ll l l c l l l l l l; . l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l l ' . l ll l l l l l l ll l l l ' l l l l l ll ' . c l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l l l ; '. . , . l ll l l l l l l ll l l l l , . l l l l l ll l ; . . . , c l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l ; , l l l ll l l l l l l lc , . . .: l c . l ll l l l l l l ll l l l l l c '. l l l l l ll l l l : . . . ;l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l : . . . . .. . . . . . . .. . . . . . . .. . . . . . . .. . . . . . . .. . . ; l l l ll l l l l l l ll l c , . . . . ; ll l c . . . . .. . . . . . l ll l l l l l l ll l l l l l l l: ' . . . . . .. . . . . . . .. . l l l l l ll l l l l l : '. . . . ; c ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l c : : : : :: : : : : : : :: : : : : : : :: : : : : : : :: : : : : : : :: : : c l l l ll l l l l l l ll l l l l c ; ,, ' ' . . . . '' , , : c l l ll l l : : : : :: : : : : c l ll l l l l l l ll l l l l l l ll l l c c : : :: : : : : : : :: : l l l l l ll l l l l l l lc : ; , , ' ' .. . . . . 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l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l l l l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l ll l l l l l l luber.dat
Uber
Before launching Uber Eats, Uber analyzed millions of ride-hailing data points to identify food deserts and frequent travel paths between residential areas and restaurant hubs.
This data-backed approach let Uber enter a saturated food-delivery market with a pre-validated demand map recruiting the right restaurants in the right neighborhoods from day one.
Expansion is expensive and risky. Reusing existing data from one business line to fuel another removes the guesswork and ensures the second act is as successful as the first.
Amazon
Real-world Amazon delivery research in Nashville found that deterministic savings-based routing can reduce travel distance by up to 42% and travel time by over 45% in dense delivery clusters. Big-data analytics drove a 10% logistics-efficiency gain and a 6% delivery-cost reduction (Lin, 2024).
These optimizations let Amazon absorb surging e-commerce volume while keeping a resilient supply chain recovering from global disruptions 30% faster than the industry average.
Cutting travel time is both a financial and an environmental imperative. For Amazon's fleet, even a 1% routing improvement means millions in fuel savings and a real drop in carbon emissions.
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Holiday Behaviors
The day after Christmas is the single biggest day for mobile-app installations worldwide. Engagement dips on Christmas Eve, then surges on December 26 as users set up new devices received as gifts.
Companies that launch targeted ads on this specific day achieve dramatically higher conversion rates at lower cost than during the pre-holiday noise.
Instead of a “spray and pray” budget, businesses can concentrate spend on the precise window where intent and new hardware intersect.
Tensai helps you build the analytics layer that surfaces the patterns hiding in your operations and acts on them.
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