Agenda

• understand categorical data
• ordinal vs nominal data
• how to create factors
• how to check
  • number of levels
  • names of levels
• how to create ordered factors
• how to
  • tabulate levels
  • reorder levels
  • reverse levels
  • collapse levels
  • recode levels
  • recategorize levels
  • shift levels

Libraries

library(forcats)
library(magrittr)
library(dplyr)
library(readr)
library(descriptr)

Categorical/Qualitative Data

Nominal Data

Ordinal Data

Factors

str(descriptr::mtcarz)

## 'data.frame':    32 obs. of  11 variables:
##  $ mpg : num  21 21 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 ...
##  $ cyl : Factor w/ 3 levels "4","6","8": 2 2 1 2 3 2 3 1 1 2 ...
##  $ disp: num  160 160 108 258 360 ...
##  $ hp  : num  110 110 93 110 175 105 245 62 95 123 ...
##  $ drat: num  3.9 3.9 3.85 3.08 3.15 2.76 3.21 3.69 3.92 3.92 ...
##  $ wt  : num  2.62 2.88 2.32 3.21 3.44 ...
##  $ qsec: num  16.5 17 18.6 19.4 17 ...
##  $ vs  : Factor w/ 2 levels "0","1": 1 1 2 2 1 2 1 2 2 2 ...
##  $ am  : Factor w/ 2 levels "0","1": 2 2 2 1 1 1 1 1 1 1 ...
##  $ gear: Factor w/ 3 levels "3","4","5": 2 2 2 1 1 1 1 2 2 2 ...
##  $ carb: Factor w/ 6 levels "1","2","3","4",..: 4 4 1 1 2 1 4 2 2 4 ...

Levels

nlevels(mtcarz$gear)

## [1] 3

Level Names

levels(mtcarz$gear)

## [1] "3" "4" "5"

Ordered Factors

ordered(mtcarz$gear, levels = c(3, 4, 5))

##  [1] 4 4 4 3 3 3 3 4 4 4 4 3 3 3 3 3 3 4 4 4 3 3 3 3 3 4 5 5 5 5 5 4
## Levels: 3 < 4 < 5

Convert to Factor

as.factor(mtcars$cyl)

##  [1] 6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4 4 8 8 8 8 4 4 4 8 6 8 4
## Levels: 4 6 8

Labels

factor(mtcars$cyl, labels = c("four", "six", "eight"))

##  [1] six   six   four  six   eight six   eight four  four  six   six  
## [12] eight eight eight eight eight eight four  four  four  four  eight
## [23] eight eight eight four  four  four  eight six   eight four 
## Levels: four six eight

Exclude Levels

factor(mtcars$cyl, exclude = 4)

##  [1] 6    6    <NA> 6    8    6    8    <NA> <NA> 6    6    8    8    8   
## [15] 8    8    8    <NA> <NA> <NA> <NA> 8    8    8    8    <NA> <NA> <NA>
## [29] 8    6    8    <NA>
## Levels: 6 8

Case Study: Data

## # A tibble: 48,232 x 1
##    traffics
##    <fct>   
##  1 google  
##  2 google  
##  3 google  
##  4 google  
##  5 google  
##  6 google  
##  7 google  
##  8 google  
##  9 google  
## 10 google  
## # ... with 48,222 more rows

Extract Column

traffics <- use_series(web_traffic, traffics)
traffics

##     [1] google     google     google     google     google     google    
##     [7] google     google     google     google     google     google    
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## [17347] facebook   facebook   facebook   facebook   facebook   facebook  
## [17353] facebook   facebook   facebook   facebook   facebook   facebook  
## [17359] facebook   facebook   facebook   facebook   facebook   facebook  
## [17365] direct     direct     direct     direct     direct     direct    
## [17371] direct     direct     direct     direct     direct     direct    
## [17377] direct     direct     direct     direct     direct     direct    
## [17383] direct     direct     direct     direct     direct     direct    
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## [21367] unknown    unknown    unknown    unknown    unknown    yahoo     
## [21373] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [21625] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [21631] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [21973] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [21979] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [21985] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [21991] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [21997] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [22015] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [22285] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [24727] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24733] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24739] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24745] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24751] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24757] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24763] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24769] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24775] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24781] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24787] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24793] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24799] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24805] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24811] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24817] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24823] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24829] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24835] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24841] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24847] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24853] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24859] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24865] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24871] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24877] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24883] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24889] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24895] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24901] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24907] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24913] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24919] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24925] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24931] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24937] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24943] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24949] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24955] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24961] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24967] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24973] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24979] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24985] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24991] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [24997] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25003] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25009] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25015] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25021] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25027] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25033] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25039] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25045] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25051] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25063] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25069] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25075] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25081] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25087] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25093] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25099] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25111] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25123] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25135] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25141] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25159] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25177] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25183] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25195] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25201] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25213] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25225] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25243] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25249] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25255] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25261] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25279] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25285] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25303] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25309] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25315] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25321] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25333] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25339] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25375] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25393] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25405] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25609] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25861] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25873] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25951] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25969] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25975] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [25993] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
## [25999] yahoo      yahoo      yahoo      yahoo      yahoo      yahoo     
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## [26269] yahoo      yahoo      twitter    twitter    twitter    twitter   
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## [32293] bing       bing       bing       bing       bing       bing      
## [32299] bing       bing       bing       bing       bing       bing      
## [32305] bing       bing       bing       bing       bing       bing      
## [32311] bing       bing       bing       bing       bing       bing      
## [32317] bing       bing       bing       bing       bing       bing      
## [32323] bing       bing       bing       bing       bing       bing      
## [32329] bing       bing       bing       bing       bing       bing      
## [32335] bing       bing       bing       bing       bing       bing      
## [32341] bing       bing       bing       bing       bing       bing      
## [32347] bing       bing       bing       bing       bing       bing      
## [32353] bing       bing       bing       bing       bing       bing      
## [32359] bing       bing       bing       bing       bing       bing      
## [32365] bing       bing       bing       bing       bing       bing      
## [32371] bing       bing       bing       bing       bing       bing      
## [32377] bing       bing       bing       bing       bing       bing      
## [32383] bing       bing       bing       bing       bing       bing      
## [32389] bing       bing       bing       bing       bing       bing      
## [32395] bing       bing       bing       bing       bing       bing      
## [32401] bing       bing       bing       bing       bing       bing      
## [32407] bing       bing       bing       bing       bing       bing      
## [32413] bing       bing       bing       bing       bing       bing      
## [32419] bing       bing       bing       bing       bing       bing      
## [32425] bing       bing       bing       bing       bing       bing      
## [32431] bing       bing       bing       bing       bing       bing      
## [32437] bing       bing       bing       bing       bing       bing      
## [32443] bing       bing       bing       bing       bing       bing      
## [32449] bing       bing       bing       bing       bing       bing      
## [32455] bing       bing       bing       bing       bing       bing      
## [32461] bing       bing       bing       bing       bing       bing      
## [32467] bing       bing       bing       bing       bing       bing      
## [32473] bing       bing       bing       bing       bing       bing      
## [32479] bing       bing       bing       bing       bing       bing      
## [32485] bing       bing       bing       bing       bing       bing      
## [32491] bing       bing       bing       bing       bing       bing      
## [32497] bing       bing       bing       bing       bing       bing      
## [32503] bing       bing       bing       bing       bing       bing      
## [32509] bing       bing       bing       bing       bing       bing      
## [32515] bing       bing       bing       bing       bing       bing      
## [32521] bing       bing       bing       bing       bing       bing      
## [32527] bing       bing       bing       bing       bing       bing      
## [32533] bing       bing       bing       bing       bing       bing      
## [32539] bing       bing       bing       bing       bing       bing      
## [32545] bing       bing       bing       bing       bing       bing      
## [32551] bing       bing       bing       bing       bing       bing      
## [32557] bing       bing       bing       bing       bing       bing      
## [32563] bing       bing       bing       bing       bing       bing      
## [32569] bing       bing       bing       bing       bing       bing      
## [32575] bing       bing       bing       bing       bing       bing      
## [32581] bing       bing       bing       bing       bing       bing      
## [32587] bing       bing       bing       bing       bing       bing      
## [32593] bing       bing       bing       bing       bing       bing      
## [32599] bing       bing       bing       bing       bing       bing      
## [32605] bing       bing       bing       bing       bing       bing      
## [32611] bing       bing       bing       bing       bing       bing      
## [32617] bing       bing       bing       bing       bing       bing      
## [32623] bing       bing       bing       bing       bing       bing      
## [32629] bing       bing       bing       bing       bing       bing      
## [32635] bing       bing       bing       bing       bing       bing      
## [32641] bing       bing       bing       bing       bing       bing      
## [32647] bing       bing       bing       bing       bing       bing      
## [32653] bing       bing       bing       bing       bing       bing      
## [32659] bing       bing       bing       bing       bing       bing      
## [32665] bing       bing       bing       bing       bing       bing      
## [32671] bing       bing       bing       bing       bing       bing      
## [32677] bing       bing       bing       bing       bing       bing      
## [32683] bing       bing       bing       bing       bing       bing      
## [32689] bing       bing       bing       bing       bing       bing      
## [32695] bing       bing       bing       bing       bing       bing      
## [32701] bing       bing       bing       bing       bing       bing      
## [32707] bing       bing       bing       bing       bing       bing      
## [32713] bing       bing       bing       bing       bing       bing      
## [32719] bing       bing       bing       bing       bing       bing      
## [32725] bing       bing       bing       bing       bing       bing      
## [32731] bing       bing       bing       bing       bing       bing      
## [32737] bing       bing       bing       bing       bing       bing      
## [32743] bing       bing       bing       bing       bing       bing      
## [32749] bing       bing       bing       bing       bing       bing      
## [32755] bing       bing       bing       bing       bing       bing      
## [32761] bing       bing       bing       bing       bing       bing      
## [32767] bing       bing       bing       bing       bing       bing      
## [32773] bing       bing       bing       bing       bing       bing      
## [32779] bing       bing       bing       bing       bing       bing      
## [32785] bing       bing       bing       bing       bing       bing      
## [32791] bing       bing       bing       bing       bing       bing      
## [32797] bing       bing       bing       bing       bing       bing      
## [32803] bing       bing       bing       bing       bing       bing      
## [32809] bing       bing       bing       bing       bing       bing      
## [32815] bing       bing       bing       bing       bing       bing      
## [32821] bing       bing       bing       bing       bing       bing      
## [32827] bing       bing       bing       bing       bing       bing      
## [32833] bing       bing       bing       bing       bing       bing      
## [32839] bing       bing       bing       bing       bing       bing      
## [32845] bing       bing       bing       bing       bing       bing      
## [32851] bing       bing       bing       bing       bing       bing      
## [32857] bing       bing       bing       bing       bing       bing      
## [32863] bing       bing       bing       bing       bing       bing      
## [32869] bing       bing       bing       bing       bing       bing      
## [32875] bing       bing       bing       bing       bing       bing      
## [32881] bing       bing       bing       bing       bing       bing      
## [32887] bing       bing       bing       bing       bing       bing      
## [32893] bing       bing       bing       bing       bing       bing      
## [32899] bing       bing       bing       bing       bing       bing      
## [32905] bing       bing       bing       bing       bing       bing      
## [32911] bing       bing       bing       bing       bing       bing      
## [32917] bing       bing       bing       bing       bing       bing      
## [32923] bing       bing       bing       bing       bing       bing      
## [32929] bing       bing       bing       bing       bing       bing      
## [32935] bing       bing       bing       bing       bing       bing      
## [32941] bing       bing       bing       bing       bing       bing      
## [32947] bing       bing       bing       bing       bing       bing      
## [32953] bing       bing       bing       bing       bing       bing      
## [32959] bing       bing       bing       bing       bing       bing      
## [32965] bing       bing       bing       bing       bing       bing      
## [32971] bing       bing       bing       bing       bing       bing      
## [32977] bing       bing       bing       bing       bing       bing      
## [32983] bing       bing       bing       bing       bing       bing      
## [32989] bing       bing       bing       bing       bing       bing      
## [32995] bing       bing       bing       bing       bing       bing      
## [33001] bing       bing       bing       bing       bing       bing      
## [33007] bing       bing       bing       bing       bing       bing      
## [33013] bing       bing       bing       bing       bing       bing      
## [33019] bing       bing       bing       bing       bing       bing      
## [33025] bing       bing       bing       bing       bing       bing      
## [33031] bing       bing       bing       bing       bing       bing      
## [33037] bing       bing       bing       bing       bing       bing      
## [33043] bing       bing       bing       bing       bing       bing      
## [33049] bing       bing       bing       bing       bing       bing      
## [33055] bing       bing       bing       bing       bing       bing      
## [33061] bing       bing       bing       bing       bing       bing      
## [33067] bing       bing       bing       bing       bing       bing      
## [33073] bing       bing       bing       bing       bing       bing      
## [33079] bing       bing       bing       bing       bing       bing      
## [33085] bing       bing       bing       bing       bing       bing      
## [33091] bing       bing       bing       bing       bing       bing      
## [33097] bing       bing       bing       bing       bing       bing      
## [33103] bing       bing       bing       bing       bing       bing      
## [33109] bing       bing       bing       bing       bing       bing      
## [33115] bing       bing       bing       bing       bing       bing      
## [33121] bing       bing       bing       bing       bing       bing      
## [33127] bing       bing       bing       bing       bing       bing      
## [33133] bing       bing       bing       bing       bing       bing      
## [33139] bing       bing       bing       bing       bing       bing      
## [33145] bing       bing       bing       bing       bing       bing      
## [33151] bing       bing       bing       bing       bing       bing      
## [33157] bing       bing       bing       bing       bing       bing      
## [33163] bing       bing       bing       bing       bing       bing      
## [33169] bing       bing       bing       bing       bing       bing      
## [33175] bing       bing       bing       bing       bing       bing      
## [33181] bing       bing       bing       bing       bing       bing      
## [33187] bing       bing       bing       bing       bing       bing      
## [33193] bing       bing       bing       bing       bing       bing      
## [33199] bing       bing       bing       bing       bing       bing      
## [33205] bing       bing       bing       bing       bing       bing      
## [33211] bing       bing       bing       bing       bing       bing      
## [33217] bing       bing       bing       bing       bing       bing      
## [33223] bing       bing       bing       bing       bing       bing      
## [33229] bing       bing       bing       bing       bing       bing      
## [33235] bing       bing       bing       bing       bing       bing      
## [33241] bing       bing       bing       bing       bing       bing      
## [33247] bing       bing       bing       bing       bing       bing      
## [33253] bing       bing       bing       bing       bing       bing      
## [33259] bing       bing       bing       bing       bing       bing      
## [33265] bing       bing       bing       bing       bing       bing      
## [33271] bing       bing       bing       bing       bing       bing      
## [33277] bing       bing       bing       bing       bing       bing      
## [33283] bing       bing       bing       bing       bing       bing      
## [33289] bing       bing       bing       bing       bing       bing      
## [33295] bing       bing       bing       bing       bing       bing      
## [33301] bing       bing       bing       bing       bing       bing      
## [33307] bing       bing       bing       bing       bing       bing      
## [33313] bing       bing       bing       bing       bing       bing      
## [33319] bing       bing       bing       bing       bing       bing      
## [33325] bing       bing       bing       bing       bing       bing      
## [33331] bing       bing       bing       bing       bing       bing      
## [33337] bing       bing       bing       bing       bing       bing      
## [33343] bing       bing       bing       bing       bing       bing      
## [33349] bing       bing       bing       bing       bing       bing      
## [33355] bing       bing       bing       bing       bing       bing      
## [33361] bing       bing       bing       bing       bing       bing      
## [33367] bing       bing       bing       bing       bing       bing      
## [33373] bing       bing       bing       bing       bing       bing      
## [33379] bing       bing       bing       bing       bing       bing      
## [33385] bing       bing       bing       bing       bing       bing      
## [33391] bing       bing       bing       bing       bing       bing      
## [33397] bing       bing       bing       bing       bing       bing      
## [33403] bing       bing       bing       bing       bing       bing      
## [33409] bing       bing       bing       bing       bing       bing      
## [33415] bing       bing       bing       bing       bing       bing      
## [33421] bing       bing       bing       bing       bing       bing      
## [33427] bing       bing       bing       bing       bing       bing      
## [33433] bing       bing       bing       bing       bing       bing      
## [33439] bing       bing       bing       bing       bing       bing      
## [33445] bing       bing       bing       bing       bing       bing      
## [33451] bing       bing       bing       bing       bing       bing      
## [33457] bing       bing       bing       bing       bing       bing      
## [33463] bing       bing       bing       bing       bing       bing      
## [33469] bing       bing       bing       bing       bing       bing      
## [33475] bing       bing       bing       bing       bing       bing      
## [33481] bing       bing       bing       bing       bing       bing      
## [33487] bing       bing       bing       bing       bing       bing      
## [33493] bing       bing       bing       bing       bing       bing      
## [33499] bing       bing       bing       bing       bing       bing      
## [33505] bing       bing       bing       bing       bing       bing      
## [33511] bing       bing       bing       bing       bing       bing      
## [33517] bing       bing       bing       bing       bing       bing      
## [33523] bing       bing       bing       bing       bing       bing      
## [33529] bing       bing       bing       bing       bing       bing      
## [33535] bing       bing       bing       bing       bing       bing      
## [33541] bing       bing       bing       bing       bing       bing      
## [33547] bing       bing       bing       bing       bing       bing      
## [33553] bing       bing       bing       bing       bing       bing      
## [33559] bing       bing       bing       bing       bing       bing      
## [33565] bing       bing       bing       bing       bing       bing      
## [33571] bing       bing       bing       bing       bing       bing      
## [33577] bing       bing       bing       bing       bing       bing      
## [33583] bing       bing       bing       bing       bing       bing      
## [33589] bing       bing       bing       bing       bing       bing      
## [33595] bing       bing       bing       bing       bing       bing      
## [33601] bing       bing       bing       bing       bing       bing      
## [33607] bing       bing       bing       bing       bing       bing      
## [33613] bing       bing       bing       bing       bing       bing      
## [33619] bing       bing       bing       bing       bing       bing      
## [33625] bing       bing       bing       bing       bing       bing      
## [33631] bing       bing       bing       bing       bing       bing      
## [33637] bing       bing       bing       bing       bing       bing      
## [33643] bing       bing       bing       bing       bing       bing      
## [33649] bing       bing       bing       bing       bing       bing      
## [33655] bing       bing       bing       bing       bing       bing      
## [33661] bing       bing       bing       bing       bing       bing      
## [33667] bing       bing       bing       bing       bing       bing      
## [33673] bing       bing       bing       bing       bing       bing      
## [33679] bing       bing       bing       bing       bing       bing      
## [33685] bing       bing       bing       bing       bing       bing      
## [33691] bing       bing       bing       bing       bing       bing      
## [33697] bing       bing       bing       bing       bing       bing      
## [33703] bing       bing       bing       bing       bing       bing      
## [33709] bing       bing       bing       bing       bing       bing      
## [33715] bing       bing       bing       bing       bing       bing      
## [33721] bing       bing       bing       bing       bing       bing      
## [33727] bing       bing       bing       bing       bing       bing      
## [33733] bing       bing       bing       bing       bing       bing      
## [33739] bing       bing       bing       bing       bing       bing      
## [33745] bing       bing       bing       bing       bing       bing      
## [33751] bing       bing       bing       bing       bing       bing      
## [33757] bing       bing       bing       bing       bing       bing      
## [33763] bing       bing       bing       bing       bing       bing      
## [33769] bing       bing       bing       bing       bing       bing      
## [33775] bing       bing       bing       bing       bing       bing      
## [33781] bing       bing       bing       bing       bing       bing      
## [33787] bing       bing       bing       bing       bing       bing      
## [33793] bing       bing       bing       bing       bing       bing      
## [33799] bing       bing       bing       bing       bing       bing      
## [33805] bing       bing       bing       bing       bing       bing      
## [33811] bing       bing       bing       bing       bing       bing      
## [33817] bing       bing       bing       bing       bing       bing      
## [33823] bing       bing       bing       bing       bing       bing      
## [33829] bing       bing       bing       bing       bing       bing      
## [33835] bing       bing       bing       bing       bing       bing      
## [33841] bing       bing       bing       bing       bing       bing      
## [33847] bing       bing       bing       bing       bing       bing      
## [33853] bing       bing       bing       bing       bing       bing      
## [33859] bing       bing       bing       bing       bing       bing      
## [33865] bing       bing       bing       bing       bing       bing      
## [33871] bing       bing       bing       bing       bing       bing      
## [33877] bing       bing       bing       bing       bing       bing      
## [33883] bing       bing       bing       bing       bing       bing      
## [33889] bing       bing       bing       bing       bing       bing      
## [33895] bing       bing       bing       bing       bing       bing      
## [33901] bing       bing       bing       bing       bing       bing      
## [33907] bing       bing       bing       bing       bing       bing      
## [33913] bing       bing       bing       bing       bing       bing      
## [33919] bing       bing       bing       bing       bing       bing      
## [33925] bing       bing       bing       bing       bing       bing      
## [33931] bing       bing       bing       bing       bing       bing      
## [33937] bing       bing       bing       bing       bing       bing      
## [33943] bing       bing       bing       bing       bing       bing      
## [33949] bing       bing       bing       bing       bing       bing      
## [33955] bing       bing       bing       bing       bing       bing      
## [33961] bing       bing       bing       bing       bing       bing      
## [33967] bing       bing       bing       bing       bing       bing      
## [33973] bing       bing       bing       bing       bing       bing      
## [33979] bing       bing       bing       bing       bing       bing      
## [33985] bing       bing       bing       bing       bing       bing      
## [33991] bing       bing       bing       bing       bing       bing      
## [33997] bing       bing       bing       bing       bing       bing      
## [34003] bing       bing       bing       bing       bing       bing      
## [34009] bing       bing       bing       bing       bing       bing      
## [34015] bing       bing       bing       bing       bing       bing      
## [34021] bing       bing       bing       bing       bing       bing      
## [34027] bing       bing       bing       bing       bing       bing      
## [34033] bing       bing       bing       bing       bing       bing      
## [34039] bing       bing       bing       bing       bing       bing      
## [34045] bing       bing       bing       bing       bing       bing      
## [34051] bing       bing       bing       bing       bing       bing      
## [34057] bing       bing       bing       bing       bing       bing      
## [34063] bing       bing       bing       bing       bing       bing      
## [34069] bing       bing       bing       bing       bing       bing      
## [34075] bing       bing       bing       bing       bing       bing      
## [34081] bing       bing       bing       bing       bing       bing      
## [34087] bing       bing       bing       bing       bing       bing      
## [34093] bing       bing       bing       bing       bing       bing      
## [34099] bing       bing       bing       bing       bing       bing      
## [34105] bing       bing       bing       bing       bing       bing      
## [34111] bing       bing       bing       bing       bing       bing      
## [34117] bing       bing       bing       bing       bing       bing      
## [34123] bing       bing       bing       bing       bing       bing      
## [34129] bing       bing       bing       bing       bing       bing      
## [34135] bing       bing       bing       bing       bing       bing      
## [34141] bing       bing       bing       bing       bing       bing      
## [34147] bing       bing       bing       bing       bing       bing      
## [34153] bing       bing       bing       bing       bing       bing      
## [34159] bing       bing       bing       bing       bing       bing      
## [34165] bing       bing       bing       bing       bing       bing      
## [34171] bing       bing       bing       bing       bing       bing      
## [34177] bing       bing       bing       bing       bing       bing      
## [34183] bing       bing       bing       bing       bing       bing      
## [34189] bing       bing       bing       bing       bing       bing      
## [34195] bing       bing       bing       bing       bing       bing      
## [34201] bing       bing       bing       bing       bing       bing      
## [34207] bing       bing       bing       bing       bing       bing      
## [34213] bing       bing       bing       bing       bing       bing      
## [34219] bing       bing       bing       bing       bing       bing      
## [34225] bing       bing       bing       bing       bing       bing      
## [34231] bing       bing       bing       bing       bing       bing      
## [34237] bing       bing       bing       bing       bing       bing      
## [34243] bing       bing       bing       bing       bing       bing      
## [34249] bing       bing       bing       bing       bing       bing      
## [34255] bing       bing       bing       bing       bing       bing      
## [34261] bing       bing       bing       bing       bing       bing      
## [34267] bing       bing       bing       bing       bing       bing      
## [34273] bing       bing       bing       bing       bing       bing      
## [34279] bing       bing       bing       bing       bing       bing      
## [34285] bing       bing       bing       bing       bing       bing      
## [34291] bing       bing       bing       bing       bing       bing      
## [34297] bing       bing       bing       bing       bing       bing      
## [34303] bing       bing       bing       bing       bing       bing      
## [34309] bing       bing       bing       bing       bing       bing      
## [34315] bing       bing       bing       bing       bing       bing      
## [34321] bing       bing       bing       bing       bing       bing      
## [34327] bing       bing       bing       bing       bing       bing      
## [34333] bing       bing       bing       bing       bing       bing      
## [34339] bing       bing       bing       bing       bing       bing      
## [34345] bing       bing       bing       bing       bing       bing      
## [34351] bing       bing       bing       bing       bing       bing      
## [34357] bing       bing       bing       bing       bing       bing      
## [34363] bing       bing       bing       bing       bing       bing      
## [34369] bing       bing       bing       bing       bing       bing      
## [34375] bing       bing       bing       bing       bing       bing      
## [34381] bing       bing       bing       bing       bing       bing      
## [34387] bing       bing       bing       bing       bing       bing      
## [34393] bing       bing       bing       bing       bing       bing      
## [34399] bing       bing       bing       bing       bing       bing      
## [34405] bing       bing       bing       bing       bing       bing      
## [34411] bing       bing       bing       bing       bing       bing      
## [34417] bing       bing       bing       bing       bing       bing      
## [34423] bing       bing       bing       bing       bing       bing      
## [34429] bing       bing       bing       bing       bing       bing      
## [34435] bing       bing       bing       bing       bing       bing      
## [34441] bing       bing       bing       bing       bing       bing      
## [34447] bing       bing       bing       bing       bing       bing      
## [34453] bing       bing       bing       bing       bing       bing      
## [34459] bing       bing       bing       bing       bing       bing      
## [34465] bing       bing       bing       bing       bing       bing      
## [34471] bing       bing       bing       bing       bing       bing      
## [34477] bing       bing       bing       bing       bing       bing      
## [34483] bing       bing       bing       bing       bing       bing      
## [34489] bing       bing       bing       bing       bing       bing      
## [34495] bing       bing       bing       bing       bing       bing      
## [34501] bing       bing       bing       bing       bing       bing      
## [34507] bing       bing       bing       bing       bing       bing      
## [34513] bing       bing       bing       bing       bing       bing      
## [34519] bing       bing       bing       bing       bing       bing      
## [34525] bing       bing       bing       bing       bing       bing      
## [34531] bing       bing       bing       bing       bing       bing      
## [34537] bing       bing       bing       bing       bing       bing      
## [34543] bing       bing       bing       bing       bing       bing      
## [34549] bing       bing       bing       bing       bing       bing      
## [34555] bing       bing       bing       bing       bing       bing      
## [34561] bing       bing       bing       bing       bing       bing      
## [34567] bing       bing       bing       bing       bing       bing      
## [34573] bing       bing       bing       bing       bing       bing      
## [34579] bing       bing       bing       bing       bing       bing      
## [34585] bing       bing       bing       bing       bing       bing      
## [34591] bing       bing       bing       bing       bing       bing      
## [34597] bing       bing       bing       bing       bing       bing      
## [34603] bing       bing       bing       bing       bing       bing      
## [34609] bing       bing       bing       bing       bing       bing      
## [34615] bing       bing       bing       bing       bing       bing      
## [34621] bing       bing       bing       bing       bing       bing      
## [34627] bing       bing       bing       bing       bing       bing      
## [34633] bing       bing       bing       bing       bing       bing      
## [34639] bing       bing       bing       bing       bing       bing      
## [34645] bing       bing       bing       bing       bing       bing      
## [34651] bing       bing       bing       bing       bing       bing      
## [34657] bing       bing       bing       bing       bing       bing      
## [34663] bing       bing       bing       bing       bing       bing      
## [34669] bing       bing       bing       bing       bing       bing      
## [34675] bing       bing       bing       bing       bing       bing      
## [34681] bing       bing       bing       bing       bing       bing      
## [34687] bing       bing       bing       bing       bing       bing      
## [34693] bing       bing       bing       bing       bing       bing      
## [34699] bing       bing       bing       bing       bing       bing      
## [34705] bing       bing       bing       bing       bing       bing      
## [34711] bing       bing       bing       bing       bing       bing      
## [34717] bing       bing       bing       bing       bing       bing      
## [34723] bing       bing       bing       bing       bing       bing      
## [34729] bing       bing       bing       bing       bing       bing      
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## [37429] affiliates affiliates affiliates affiliates affiliates affiliates
## [37435] affiliates affiliates affiliates affiliates affiliates affiliates
## [37441] affiliates affiliates affiliates affiliates affiliates affiliates
## [37447] affiliates affiliates affiliates affiliates affiliates affiliates
## [37453] affiliates affiliates affiliates affiliates affiliates affiliates
## [37459] affiliates affiliates affiliates affiliates affiliates affiliates
## [37465] affiliates affiliates affiliates affiliates affiliates affiliates
## [37471] affiliates affiliates affiliates affiliates affiliates affiliates
## [37477] affiliates affiliates affiliates affiliates affiliates affiliates
## [37483] affiliates affiliates affiliates affiliates affiliates affiliates
## [37489] affiliates affiliates affiliates affiliates affiliates affiliates
## [37495] affiliates affiliates affiliates affiliates affiliates affiliates
## [37501] affiliates affiliates affiliates affiliates affiliates affiliates
## [37507] affiliates affiliates affiliates affiliates affiliates affiliates
## [37513] affiliates affiliates affiliates affiliates affiliates affiliates
## [37519] affiliates affiliates affiliates affiliates affiliates affiliates
## [37525] affiliates affiliates affiliates affiliates affiliates affiliates
## [37531] affiliates affiliates affiliates affiliates affiliates affiliates
## [37537] affiliates affiliates affiliates affiliates affiliates affiliates
## [37543] affiliates affiliates affiliates affiliates affiliates affiliates
## [37549] affiliates affiliates affiliates affiliates affiliates affiliates
## [37555] affiliates affiliates affiliates affiliates affiliates affiliates
## [37561] affiliates affiliates affiliates affiliates affiliates affiliates
## [37567] affiliates affiliates affiliates affiliates affiliates affiliates
## [37573] affiliates affiliates affiliates affiliates affiliates affiliates
## [37579] affiliates affiliates affiliates affiliates affiliates affiliates
## [37585] affiliates affiliates affiliates affiliates affiliates affiliates
## [37591] affiliates affiliates affiliates affiliates affiliates affiliates
## [37597] affiliates affiliates affiliates affiliates affiliates affiliates
## [37603] affiliates affiliates affiliates affiliates affiliates affiliates
## [37609] affiliates affiliates affiliates affiliates affiliates affiliates
## [37615] affiliates affiliates affiliates affiliates affiliates affiliates
## [37621] affiliates affiliates affiliates affiliates affiliates affiliates
## [37627] affiliates affiliates affiliates affiliates affiliates affiliates
## [37633] affiliates affiliates affiliates affiliates affiliates affiliates
## [37639] affiliates affiliates affiliates affiliates affiliates affiliates
## [37645] affiliates affiliates affiliates affiliates affiliates affiliates
## [37651] affiliates affiliates affiliates affiliates affiliates affiliates
## [37657] affiliates affiliates affiliates affiliates affiliates affiliates
## [37663] affiliates affiliates affiliates affiliates affiliates affiliates
## [37669] affiliates affiliates affiliates affiliates affiliates affiliates
## [37675] affiliates affiliates affiliates affiliates affiliates affiliates
## [37681] affiliates affiliates affiliates affiliates affiliates affiliates
## [37687] affiliates affiliates affiliates affiliates affiliates affiliates
## [37693] affiliates affiliates affiliates affiliates affiliates affiliates
## [37699] affiliates affiliates affiliates affiliates affiliates affiliates
## [37705] affiliates affiliates affiliates affiliates affiliates affiliates
## [37711] affiliates affiliates affiliates affiliates affiliates affiliates
## [37717] affiliates affiliates affiliates affiliates affiliates affiliates
## [37723] affiliates affiliates affiliates affiliates affiliates affiliates
## [37729] affiliates affiliates affiliates affiliates affiliates affiliates
## [37735] affiliates affiliates affiliates affiliates affiliates affiliates
## [37741] affiliates affiliates affiliates affiliates affiliates affiliates
## [37747] affiliates affiliates affiliates affiliates affiliates affiliates
## [37753] affiliates affiliates affiliates affiliates affiliates affiliates
## [37759] affiliates affiliates affiliates affiliates affiliates affiliates
## [37765] affiliates affiliates affiliates affiliates affiliates affiliates
## [37771] affiliates affiliates affiliates affiliates affiliates affiliates
## [37777] affiliates affiliates affiliates affiliates affiliates affiliates
## [37783] affiliates affiliates affiliates affiliates affiliates affiliates
## [37789] affiliates affiliates affiliates affiliates affiliates affiliates
## [37795] affiliates affiliates affiliates affiliates affiliates affiliates
## [37801] affiliates affiliates affiliates affiliates affiliates affiliates
## [37807] affiliates affiliates affiliates affiliates affiliates affiliates
## [37813] affiliates affiliates affiliates affiliates affiliates affiliates
## [37819] affiliates affiliates affiliates affiliates affiliates affiliates
## [37825] affiliates affiliates affiliates affiliates affiliates affiliates
## [37831] affiliates affiliates affiliates affiliates affiliates affiliates
## [37837] affiliates affiliates affiliates affiliates affiliates affiliates
## [37843] affiliates affiliates affiliates affiliates affiliates affiliates
## [37849] affiliates affiliates affiliates affiliates affiliates affiliates
## [37855] affiliates affiliates affiliates affiliates affiliates affiliates
## [37861] affiliates affiliates affiliates affiliates affiliates affiliates
## [37867] affiliates affiliates affiliates affiliates affiliates affiliates
## [37873] affiliates affiliates affiliates affiliates affiliates affiliates
## [37879] affiliates affiliates affiliates affiliates affiliates affiliates
## [37885] affiliates affiliates affiliates affiliates affiliates affiliates
## [37891] affiliates affiliates affiliates affiliates affiliates affiliates
## [37897] affiliates affiliates affiliates affiliates affiliates affiliates
## [37903] affiliates affiliates affiliates affiliates affiliates affiliates
## [37909] affiliates affiliates affiliates affiliates affiliates affiliates
## [37915] affiliates affiliates affiliates affiliates affiliates affiliates
## [37921] affiliates affiliates affiliates affiliates affiliates affiliates
## [37927] affiliates affiliates affiliates affiliates affiliates affiliates
## [37933] affiliates affiliates affiliates affiliates affiliates affiliates
## [37939] affiliates affiliates affiliates affiliates affiliates affiliates
## [37945] affiliates affiliates affiliates affiliates affiliates affiliates
## [37951] affiliates affiliates affiliates affiliates affiliates affiliates
## [37957] affiliates affiliates affiliates affiliates affiliates affiliates
## [37963] affiliates affiliates affiliates affiliates affiliates affiliates
## [37969] affiliates affiliates affiliates affiliates affiliates affiliates
## [37975] affiliates affiliates affiliates affiliates affiliates affiliates
## [37981] affiliates affiliates affiliates affiliates affiliates affiliates
## [37987] affiliates affiliates affiliates affiliates affiliates affiliates
## [37993] affiliates affiliates affiliates affiliates affiliates affiliates
## [37999] affiliates affiliates affiliates affiliates affiliates affiliates
## [38005] affiliates affiliates affiliates affiliates affiliates affiliates
## [38011] affiliates affiliates affiliates affiliates affiliates affiliates
## [38017] affiliates affiliates affiliates affiliates affiliates affiliates
## [38023] affiliates affiliates affiliates affiliates affiliates affiliates
## [38029] affiliates affiliates affiliates affiliates affiliates affiliates
## [38035] affiliates affiliates affiliates affiliates affiliates affiliates
## [38041] affiliates affiliates affiliates affiliates affiliates affiliates
## [38047] affiliates affiliates affiliates affiliates affiliates affiliates
## [38053] affiliates affiliates affiliates affiliates affiliates affiliates
## [38059] affiliates affiliates affiliates affiliates affiliates affiliates
## [38065] affiliates affiliates affiliates affiliates affiliates affiliates
## [38071] affiliates affiliates affiliates affiliates affiliates affiliates
## [38077] affiliates affiliates affiliates affiliates affiliates affiliates
## [38083] affiliates affiliates affiliates affiliates affiliates affiliates
## [38089] affiliates affiliates affiliates affiliates affiliates affiliates
## [38095] affiliates affiliates affiliates affiliates affiliates affiliates
## [38101] affiliates affiliates affiliates affiliates affiliates affiliates
## [38107] affiliates affiliates affiliates affiliates affiliates affiliates
## [38113] affiliates affiliates affiliates affiliates affiliates affiliates
## [38119] affiliates affiliates affiliates affiliates affiliates affiliates
## [38125] affiliates affiliates affiliates affiliates affiliates affiliates
## [38131] affiliates affiliates affiliates affiliates affiliates affiliates
## [38137] affiliates affiliates affiliates affiliates affiliates affiliates
## [38143] affiliates affiliates affiliates affiliates affiliates affiliates
## [38149] affiliates affiliates affiliates affiliates affiliates affiliates
## [38155] affiliates affiliates affiliates affiliates affiliates affiliates
## [38161] affiliates affiliates affiliates affiliates affiliates affiliates
## [38167] affiliates affiliates affiliates affiliates affiliates affiliates
## [38173] affiliates affiliates affiliates affiliates affiliates affiliates
## [38179] affiliates affiliates affiliates affiliates affiliates affiliates
## [38185] affiliates affiliates affiliates affiliates affiliates affiliates
## [38191] affiliates affiliates affiliates affiliates affiliates affiliates
## [38197] affiliates affiliates affiliates affiliates affiliates affiliates
## [38203] affiliates affiliates affiliates affiliates affiliates affiliates
## [38209] affiliates affiliates affiliates affiliates affiliates affiliates
## [38215] affiliates affiliates affiliates affiliates affiliates affiliates
## [38221] affiliates affiliates affiliates affiliates affiliates affiliates
## [38227] affiliates affiliates affiliates affiliates affiliates affiliates
## [38233] affiliates affiliates affiliates affiliates affiliates affiliates
## [38239] affiliates affiliates affiliates affiliates affiliates affiliates
## [38245] affiliates affiliates affiliates affiliates affiliates affiliates
## [38251] affiliates affiliates affiliates affiliates affiliates affiliates
## [38257] affiliates affiliates affiliates affiliates affiliates affiliates
## [38263] affiliates affiliates affiliates affiliates affiliates affiliates
## [38269] affiliates affiliates affiliates affiliates affiliates affiliates
## [38275] affiliates affiliates affiliates affiliates affiliates affiliates
## [38281] affiliates affiliates affiliates affiliates affiliates affiliates
## [38287] affiliates affiliates affiliates affiliates affiliates affiliates
## [38293] affiliates affiliates affiliates affiliates affiliates affiliates
## [38299] affiliates affiliates affiliates affiliates affiliates affiliates
## [38305] affiliates affiliates affiliates affiliates affiliates affiliates
## [38311] affiliates affiliates affiliates affiliates affiliates affiliates
## [38317] affiliates affiliates affiliates affiliates affiliates affiliates
## [38323] affiliates affiliates affiliates affiliates affiliates affiliates
## [38329] affiliates affiliates affiliates affiliates affiliates affiliates
## [38335] affiliates affiliates affiliates affiliates affiliates affiliates
## [38341] affiliates affiliates affiliates affiliates affiliates affiliates
## [38347] affiliates affiliates affiliates affiliates affiliates affiliates
## [38353] affiliates affiliates affiliates affiliates affiliates affiliates
## [38359] affiliates affiliates affiliates affiliates affiliates affiliates
## [38365] affiliates affiliates affiliates affiliates affiliates affiliates
## [38371] affiliates affiliates affiliates affiliates affiliates affiliates
## [38377] affiliates affiliates affiliates affiliates affiliates affiliates
## [38383] affiliates affiliates affiliates affiliates affiliates affiliates
## [38389] affiliates affiliates affiliates affiliates affiliates affiliates
## [38395] affiliates affiliates affiliates affiliates affiliates affiliates
## [38401] affiliates affiliates affiliates affiliates affiliates affiliates
## [38407] affiliates affiliates affiliates affiliates affiliates affiliates
## [38413] affiliates affiliates affiliates affiliates affiliates affiliates
## [38419] affiliates affiliates affiliates affiliates affiliates affiliates
## [38425] affiliates affiliates affiliates affiliates affiliates affiliates
## [38431] affiliates affiliates affiliates affiliates affiliates affiliates
## [38437] affiliates affiliates affiliates affiliates affiliates affiliates
## [38443] affiliates affiliates affiliates affiliates affiliates affiliates
## [38449] affiliates affiliates affiliates affiliates affiliates affiliates
## [38455] affiliates affiliates affiliates affiliates affiliates affiliates
## [38461] affiliates affiliates affiliates affiliates affiliates affiliates
## [38467] affiliates affiliates affiliates affiliates affiliates affiliates
## [38473] affiliates affiliates affiliates affiliates affiliates affiliates
## [38479] affiliates affiliates affiliates affiliates affiliates affiliates
## [38485] affiliates affiliates affiliates affiliates affiliates affiliates
## [38491] affiliates affiliates affiliates affiliates affiliates affiliates
## [38497] affiliates affiliates affiliates affiliates affiliates affiliates
## [38503] affiliates affiliates affiliates affiliates affiliates affiliates
## [38509] affiliates affiliates affiliates affiliates affiliates affiliates
## [38515] affiliates affiliates affiliates affiliates affiliates affiliates
## [38521] affiliates affiliates affiliates affiliates affiliates affiliates
## [38527] affiliates affiliates affiliates affiliates affiliates affiliates
## [38533] affiliates affiliates affiliates affiliates affiliates affiliates
## [38539] affiliates affiliates affiliates affiliates affiliates affiliates
## [38545] affiliates affiliates affiliates affiliates affiliates affiliates
## [38551] affiliates affiliates affiliates affiliates affiliates affiliates
## [38557] affiliates affiliates affiliates affiliates affiliates affiliates
## [38563] affiliates affiliates affiliates affiliates affiliates affiliates
## [38569] affiliates affiliates affiliates affiliates affiliates affiliates
## [38575] affiliates affiliates affiliates affiliates affiliates affiliates
## [38581] affiliates affiliates affiliates affiliates affiliates affiliates
## [38587] affiliates affiliates affiliates affiliates affiliates affiliates
## [38593] affiliates affiliates affiliates affiliates affiliates affiliates
## [38599] affiliates affiliates affiliates affiliates affiliates affiliates
## [38605] affiliates affiliates affiliates affiliates affiliates affiliates
## [38611] affiliates affiliates affiliates affiliates affiliates affiliates
## [38617] affiliates affiliates affiliates affiliates affiliates affiliates
## [38623] affiliates affiliates affiliates affiliates affiliates affiliates
## [38629] affiliates affiliates affiliates affiliates affiliates affiliates
## [38635] affiliates affiliates affiliates affiliates affiliates affiliates
## [38641] affiliates affiliates affiliates affiliates affiliates affiliates
## [38647] affiliates affiliates affiliates affiliates affiliates affiliates
## [38653] affiliates affiliates affiliates affiliates affiliates affiliates
## [38659] affiliates affiliates affiliates affiliates affiliates affiliates
## [38665] affiliates affiliates affiliates affiliates affiliates affiliates
## [38671] affiliates affiliates affiliates affiliates affiliates affiliates
## [38677] affiliates affiliates affiliates affiliates affiliates affiliates
## [38683] affiliates affiliates affiliates affiliates affiliates affiliates
## [38689] affiliates affiliates affiliates affiliates affiliates affiliates
## [38695] affiliates affiliates affiliates affiliates affiliates affiliates
## [38701] affiliates affiliates affiliates affiliates affiliates affiliates
## [38707] affiliates affiliates affiliates affiliates affiliates affiliates
## [38713] affiliates affiliates affiliates affiliates affiliates affiliates
## [38719] affiliates affiliates affiliates affiliates affiliates affiliates
## [38725] affiliates affiliates affiliates affiliates affiliates affiliates
## [38731] affiliates affiliates affiliates affiliates affiliates affiliates
## [38737] affiliates affiliates affiliates affiliates affiliates affiliates
## [38743] affiliates affiliates affiliates affiliates affiliates affiliates
## [38749] affiliates affiliates affiliates affiliates affiliates affiliates
## [38755] affiliates affiliates affiliates affiliates affiliates affiliates
## [38761] affiliates affiliates affiliates affiliates affiliates affiliates
## [38767] affiliates affiliates affiliates affiliates affiliates affiliates
## [38773] affiliates affiliates affiliates affiliates affiliates affiliates
## [38779] affiliates affiliates affiliates affiliates affiliates affiliates
## [38785] affiliates affiliates affiliates affiliates affiliates affiliates
## [38791] affiliates affiliates affiliates affiliates affiliates affiliates
## [38797] affiliates affiliates affiliates affiliates affiliates affiliates
## [38803] affiliates affiliates affiliates affiliates affiliates affiliates
## [38809] affiliates affiliates affiliates affiliates affiliates affiliates
## [38815] affiliates affiliates affiliates affiliates affiliates affiliates
## [38821] affiliates affiliates affiliates affiliates affiliates affiliates
## [38827] affiliates affiliates affiliates affiliates affiliates affiliates
## [38833] affiliates affiliates affiliates affiliates affiliates affiliates
## [38839] affiliates affiliates affiliates affiliates affiliates affiliates
## [38845] affiliates affiliates affiliates affiliates affiliates affiliates
## [38851] affiliates affiliates affiliates affiliates affiliates affiliates
## [38857] affiliates affiliates affiliates affiliates affiliates affiliates
## [38863] affiliates affiliates affiliates affiliates affiliates affiliates
## [38869] affiliates affiliates affiliates affiliates affiliates affiliates
## [38875] affiliates affiliates affiliates affiliates affiliates affiliates
## [38881] affiliates affiliates affiliates affiliates affiliates affiliates
## [38887] affiliates affiliates affiliates affiliates affiliates affiliates
## [38893] affiliates affiliates affiliates affiliates affiliates affiliates
## [38899] affiliates affiliates affiliates affiliates affiliates affiliates
## [38905] affiliates affiliates affiliates affiliates affiliates affiliates
## [38911] affiliates affiliates affiliates affiliates affiliates affiliates
## [38917] affiliates affiliates affiliates affiliates affiliates affiliates
## [38923] affiliates affiliates affiliates affiliates affiliates affiliates
## [38929] affiliates affiliates affiliates affiliates affiliates affiliates
## [38935] affiliates affiliates affiliates affiliates affiliates affiliates
## [38941] affiliates affiliates affiliates affiliates affiliates affiliates
## [38947] affiliates affiliates affiliates affiliates affiliates affiliates
## [38953] affiliates affiliates affiliates affiliates affiliates affiliates
## [38959] affiliates affiliates affiliates affiliates affiliates affiliates
## [38965] affiliates affiliates affiliates affiliates affiliates affiliates
## [38971] affiliates affiliates affiliates affiliates affiliates affiliates
## [38977] affiliates affiliates affiliates affiliates affiliates affiliates
## [38983] affiliates affiliates affiliates affiliates affiliates affiliates
## [38989] affiliates affiliates affiliates affiliates affiliates affiliates
## [38995] affiliates affiliates affiliates affiliates affiliates affiliates
## [39001] affiliates affiliates affiliates affiliates affiliates affiliates
## [39007] affiliates affiliates affiliates affiliates affiliates affiliates
## [39013] affiliates affiliates affiliates affiliates affiliates affiliates
## [39019] affiliates affiliates affiliates affiliates affiliates affiliates
## [39025] affiliates affiliates affiliates affiliates affiliates affiliates
## [39031] affiliates affiliates affiliates affiliates affiliates affiliates
## [39037] affiliates affiliates affiliates affiliates affiliates affiliates
## [39043] affiliates affiliates affiliates affiliates affiliates affiliates
## [39049] affiliates affiliates affiliates affiliates affiliates affiliates
## [39055] affiliates affiliates affiliates affiliates affiliates affiliates
## [39061] affiliates affiliates affiliates affiliates affiliates affiliates
## [39067] affiliates affiliates affiliates affiliates affiliates affiliates
## [39073] affiliates affiliates affiliates affiliates affiliates affiliates
## [39079] affiliates affiliates affiliates affiliates affiliates affiliates
## [39085] affiliates affiliates affiliates affiliates affiliates affiliates
## [39091] affiliates affiliates affiliates affiliates affiliates affiliates
## [39097] affiliates affiliates affiliates affiliates affiliates affiliates
## [39103] affiliates affiliates affiliates affiliates affiliates affiliates
## [39109] affiliates affiliates affiliates affiliates affiliates affiliates
## [39115] affiliates affiliates affiliates affiliates affiliates affiliates
## [39121] affiliates affiliates affiliates affiliates affiliates affiliates
## [39127] affiliates affiliates affiliates affiliates affiliates affiliates
## [39133] affiliates affiliates affiliates affiliates affiliates affiliates
## [39139] affiliates affiliates affiliates affiliates affiliates affiliates
## [39145] affiliates affiliates affiliates affiliates affiliates affiliates
## [39151] affiliates affiliates affiliates affiliates affiliates affiliates
## [39157] affiliates affiliates affiliates affiliates affiliates affiliates
## [39163] affiliates affiliates affiliates affiliates affiliates affiliates
## [39169] affiliates affiliates affiliates affiliates affiliates affiliates
## [39175] affiliates affiliates affiliates affiliates affiliates affiliates
## [39181] affiliates affiliates affiliates affiliates affiliates affiliates
## [39187] affiliates affiliates affiliates affiliates affiliates affiliates
## [39193] affiliates affiliates affiliates affiliates affiliates affiliates
## [39199] affiliates affiliates affiliates affiliates affiliates affiliates
## [39205] affiliates affiliates affiliates affiliates affiliates affiliates
## [39211] affiliates affiliates affiliates affiliates affiliates affiliates
## [39217] affiliates affiliates affiliates affiliates affiliates affiliates
## [39223] affiliates affiliates affiliates affiliates affiliates affiliates
## [39229] affiliates affiliates affiliates affiliates affiliates affiliates
## [39235] affiliates affiliates affiliates affiliates affiliates affiliates
## [39241] affiliates affiliates affiliates affiliates affiliates affiliates
## [39247] affiliates affiliates affiliates affiliates affiliates affiliates
## [39253] affiliates affiliates affiliates affiliates affiliates affiliates
## [39259] affiliates affiliates affiliates affiliates affiliates affiliates
## [39265] affiliates affiliates affiliates affiliates affiliates affiliates
## [39271] affiliates affiliates affiliates affiliates affiliates affiliates
## [39277] affiliates affiliates affiliates affiliates affiliates affiliates
## [39283] affiliates affiliates affiliates affiliates affiliates affiliates
## [39289] affiliates affiliates affiliates affiliates affiliates affiliates
## [39295] affiliates affiliates affiliates affiliates affiliates affiliates
## [39301] affiliates affiliates affiliates affiliates affiliates affiliates
## [39307] affiliates affiliates affiliates affiliates affiliates affiliates
## [39313] affiliates affiliates affiliates affiliates affiliates affiliates
## [39319] affiliates affiliates affiliates affiliates affiliates affiliates
## [39325] affiliates affiliates affiliates affiliates affiliates affiliates
## [39331] affiliates affiliates affiliates affiliates affiliates affiliates
## [39337] affiliates affiliates affiliates affiliates affiliates affiliates
## [39343] affiliates affiliates affiliates affiliates affiliates affiliates
## [39349] affiliates affiliates affiliates affiliates affiliates affiliates
## [39355] affiliates affiliates affiliates affiliates affiliates affiliates
## [39361] affiliates affiliates affiliates affiliates affiliates affiliates
## [39367] affiliates affiliates affiliates affiliates affiliates affiliates
## [39373] affiliates affiliates affiliates affiliates affiliates affiliates
## [39379] affiliates affiliates affiliates affiliates affiliates affiliates
## [39385] affiliates affiliates affiliates affiliates affiliates affiliates
## [39391] affiliates affiliates affiliates affiliates affiliates affiliates
## [39397] affiliates affiliates affiliates affiliates affiliates affiliates
## [39403] affiliates affiliates affiliates affiliates affiliates affiliates
## [39409] affiliates affiliates affiliates affiliates affiliates affiliates
## [39415] affiliates affiliates affiliates affiliates affiliates affiliates
## [39421] affiliates affiliates affiliates affiliates affiliates affiliates
## [39427] affiliates affiliates affiliates affiliates affiliates affiliates
## [39433] affiliates affiliates affiliates affiliates affiliates affiliates
## [39439] affiliates affiliates affiliates affiliates affiliates affiliates
## [39445] affiliates affiliates affiliates affiliates affiliates affiliates
## [39451] affiliates affiliates affiliates affiliates affiliates affiliates
## [39457] affiliates affiliates affiliates affiliates affiliates affiliates
## [39463] affiliates affiliates affiliates affiliates affiliates affiliates
## [39469] affiliates affiliates affiliates affiliates affiliates affiliates
## [39475] affiliates affiliates affiliates affiliates affiliates affiliates
## [39481] affiliates affiliates affiliates affiliates affiliates affiliates
## [39487] affiliates affiliates affiliates affiliates affiliates affiliates
## [39493] affiliates affiliates affiliates affiliates affiliates affiliates
## [39499] affiliates affiliates affiliates affiliates affiliates affiliates
## [39505] affiliates affiliates affiliates affiliates affiliates affiliates
## [39511] affiliates affiliates affiliates affiliates affiliates affiliates
## [39517] affiliates affiliates affiliates affiliates affiliates affiliates
## [39523] affiliates affiliates affiliates affiliates affiliates affiliates
## [39529] affiliates affiliates affiliates affiliates affiliates affiliates
## [39535] affiliates affiliates affiliates affiliates affiliates affiliates
## [39541] affiliates affiliates affiliates affiliates affiliates affiliates
## [39547] affiliates affiliates affiliates affiliates affiliates affiliates
## [39553] affiliates affiliates affiliates affiliates affiliates affiliates
## [39559] affiliates affiliates affiliates affiliates affiliates affiliates
## [39565] affiliates affiliates affiliates affiliates affiliates affiliates
## [39571] affiliates affiliates affiliates affiliates affiliates affiliates
## [39577] affiliates affiliates affiliates affiliates affiliates affiliates
## [39583] affiliates affiliates affiliates affiliates affiliates affiliates
## [39589] affiliates affiliates affiliates affiliates affiliates affiliates
## [39595] affiliates affiliates affiliates affiliates affiliates affiliates
## [39601] affiliates affiliates affiliates affiliates affiliates affiliates
## [39607] affiliates affiliates affiliates affiliates affiliates affiliates
## [39613] affiliates affiliates affiliates affiliates affiliates affiliates
## [39619] affiliates affiliates affiliates affiliates affiliates affiliates
## [39625] affiliates affiliates affiliates affiliates affiliates affiliates
## [39631] affiliates affiliates affiliates affiliates affiliates affiliates
## [39637] affiliates affiliates affiliates affiliates affiliates affiliates
## [39643] affiliates affiliates affiliates affiliates affiliates affiliates
## [39649] affiliates affiliates affiliates affiliates affiliates affiliates
## [39655] affiliates affiliates affiliates affiliates affiliates affiliates
## [39661] affiliates affiliates affiliates affiliates affiliates affiliates
## [39667] affiliates affiliates affiliates affiliates affiliates affiliates
## [39673] affiliates affiliates affiliates affiliates affiliates affiliates
## [39679] affiliates affiliates affiliates affiliates affiliates affiliates
## [39685] affiliates affiliates affiliates affiliates affiliates affiliates
## [39691] affiliates affiliates affiliates affiliates affiliates affiliates
## [39697] affiliates affiliates affiliates affiliates affiliates affiliates
## [39703] affiliates affiliates affiliates affiliates affiliates affiliates
## [39709] affiliates affiliates affiliates affiliates affiliates affiliates
## [39715] affiliates affiliates affiliates affiliates affiliates affiliates
## [39721] affiliates affiliates affiliates affiliates affiliates affiliates
## [39727] affiliates affiliates affiliates affiliates affiliates affiliates
## [39733] affiliates affiliates affiliates affiliates affiliates affiliates
## [39739] affiliates affiliates affiliates affiliates affiliates affiliates
## [39745] affiliates affiliates affiliates affiliates affiliates affiliates
## [39751] affiliates affiliates affiliates affiliates affiliates affiliates
## [39757] affiliates affiliates affiliates affiliates affiliates affiliates
## [39763] affiliates affiliates affiliates affiliates affiliates affiliates
## [39769] affiliates affiliates affiliates affiliates affiliates affiliates
## [39775] affiliates affiliates affiliates affiliates affiliates affiliates
## [39781] affiliates affiliates affiliates affiliates affiliates affiliates
## [39787] affiliates affiliates affiliates affiliates affiliates affiliates
## [39793] affiliates affiliates affiliates affiliates affiliates affiliates
## [39799] affiliates affiliates affiliates affiliates affiliates affiliates
## [39805] affiliates affiliates affiliates affiliates affiliates affiliates
## [39811] affiliates affiliates affiliates affiliates affiliates affiliates
## [39817] affiliates affiliates affiliates affiliates affiliates affiliates
## [39823] affiliates affiliates affiliates affiliates affiliates affiliates
## [39829] affiliates affiliates affiliates affiliates affiliates affiliates
## [39835] affiliates affiliates affiliates affiliates affiliates affiliates
## [39841] affiliates affiliates affiliates affiliates affiliates affiliates
## [39847] affiliates affiliates affiliates affiliates affiliates affiliates
## [39853] affiliates affiliates affiliates affiliates affiliates affiliates
## [39859] affiliates affiliates affiliates affiliates affiliates affiliates
## [39865] affiliates affiliates affiliates affiliates affiliates affiliates
## [39871] affiliates affiliates affiliates affiliates affiliates affiliates
## [39877] affiliates affiliates affiliates affiliates affiliates affiliates
## [39883] affiliates affiliates affiliates affiliates affiliates affiliates
## [39889] affiliates affiliates affiliates affiliates affiliates affiliates
## [39895] affiliates affiliates affiliates affiliates affiliates affiliates
## [39901] affiliates affiliates affiliates affiliates affiliates affiliates
## [39907] affiliates affiliates affiliates affiliates affiliates affiliates
## [39913] affiliates affiliates affiliates affiliates affiliates affiliates
## [39919] affiliates affiliates affiliates affiliates affiliates affiliates
## [39925] affiliates affiliates affiliates affiliates affiliates affiliates
## [39931] affiliates affiliates affiliates affiliates affiliates affiliates
## [39937] affiliates affiliates affiliates affiliates affiliates affiliates
## [39943] affiliates affiliates affiliates affiliates affiliates affiliates
## [39949] affiliates affiliates affiliates affiliates affiliates affiliates
## [39955] affiliates affiliates affiliates affiliates affiliates affiliates
## [39961] affiliates affiliates affiliates affiliates affiliates affiliates
## [39967] affiliates affiliates affiliates affiliates affiliates affiliates
## [39973] affiliates affiliates affiliates affiliates affiliates affiliates
## [39979] affiliates affiliates affiliates affiliates affiliates affiliates
## [39985] affiliates affiliates affiliates affiliates affiliates affiliates
## [39991] affiliates affiliates affiliates affiliates affiliates affiliates
## [39997] affiliates affiliates affiliates affiliates affiliates affiliates
## [40003] affiliates affiliates affiliates affiliates affiliates affiliates
## [40009] affiliates affiliates affiliates affiliates affiliates affiliates
## [40015] affiliates affiliates affiliates affiliates affiliates affiliates
## [40021] affiliates affiliates affiliates affiliates affiliates affiliates
## [40027] affiliates affiliates affiliates affiliates affiliates affiliates
## [40033] affiliates affiliates affiliates affiliates affiliates affiliates
## [40039] affiliates affiliates affiliates affiliates affiliates affiliates
## [40045] affiliates affiliates affiliates affiliates affiliates affiliates
## [40051] affiliates affiliates affiliates affiliates affiliates affiliates
## [40057] affiliates affiliates affiliates affiliates affiliates affiliates
## [40063] affiliates affiliates affiliates affiliates affiliates affiliates
## [40069] affiliates affiliates affiliates affiliates affiliates affiliates
## [40075] affiliates affiliates affiliates affiliates affiliates affiliates
## [40081] affiliates affiliates affiliates affiliates affiliates affiliates
## [40087] affiliates affiliates affiliates affiliates affiliates affiliates
## [40093] affiliates affiliates affiliates affiliates affiliates affiliates
## [40099] affiliates affiliates affiliates affiliates affiliates affiliates
## [40105] affiliates affiliates affiliates affiliates affiliates affiliates
## [40111] affiliates affiliates affiliates affiliates affiliates affiliates
## [40117] affiliates affiliates affiliates affiliates affiliates affiliates
## [40123] affiliates affiliates affiliates affiliates affiliates affiliates
## [40129] affiliates affiliates affiliates affiliates affiliates affiliates
## [40135] affiliates affiliates affiliates affiliates affiliates affiliates
## [40141] affiliates affiliates affiliates affiliates affiliates affiliates
## [40147] affiliates affiliates affiliates affiliates affiliates affiliates
## [40153] affiliates affiliates affiliates affiliates affiliates affiliates
## [40159] affiliates affiliates affiliates affiliates affiliates affiliates
## [40165] affiliates affiliates affiliates affiliates affiliates affiliates
## [40171] affiliates affiliates affiliates affiliates affiliates affiliates
## [40177] affiliates affiliates affiliates affiliates affiliates affiliates
## [40183] affiliates affiliates affiliates affiliates affiliates affiliates
## [40189] affiliates affiliates affiliates affiliates affiliates affiliates
## [40195] affiliates affiliates affiliates affiliates affiliates affiliates
## [40201] affiliates affiliates affiliates affiliates affiliates affiliates
## [40207] affiliates affiliates affiliates affiliates affiliates affiliates
## [40213] affiliates affiliates affiliates affiliates affiliates affiliates
## [40219] affiliates affiliates affiliates affiliates affiliates affiliates
## [40225] affiliates affiliates affiliates affiliates affiliates affiliates
## [40231] affiliates affiliates affiliates affiliates affiliates affiliates
## [40237] affiliates affiliates affiliates affiliates affiliates affiliates
## [40243] affiliates affiliates affiliates affiliates affiliates affiliates
## [40249] affiliates affiliates affiliates affiliates affiliates affiliates
## [40255] affiliates affiliates affiliates affiliates affiliates affiliates
## [40261] affiliates affiliates affiliates affiliates affiliates affiliates
## [40267] affiliates affiliates affiliates affiliates affiliates affiliates
## [40273] affiliates affiliates affiliates affiliates affiliates affiliates
## [40279] affiliates affiliates affiliates affiliates affiliates affiliates
## [40285] affiliates affiliates affiliates affiliates affiliates affiliates
## [40291] affiliates affiliates affiliates affiliates affiliates affiliates
## [40297] affiliates affiliates affiliates affiliates affiliates affiliates
## [40303] affiliates affiliates affiliates affiliates affiliates affiliates
## [40309] affiliates affiliates affiliates affiliates affiliates affiliates
## [40315] affiliates affiliates affiliates affiliates affiliates affiliates
## [40321] affiliates affiliates affiliates affiliates affiliates affiliates
## [40327] affiliates affiliates affiliates affiliates affiliates affiliates
## [40333] affiliates affiliates affiliates affiliates affiliates affiliates
## [40339] affiliates affiliates affiliates affiliates affiliates affiliates
## [40345] affiliates affiliates affiliates affiliates affiliates affiliates
## [40351] affiliates affiliates affiliates affiliates affiliates affiliates
## [40357] affiliates affiliates affiliates affiliates affiliates affiliates
## [40363] affiliates affiliates affiliates affiliates affiliates affiliates
## [40369] affiliates affiliates affiliates affiliates affiliates affiliates
## [40375] affiliates affiliates affiliates affiliates affiliates affiliates
## [40381] affiliates affiliates affiliates affiliates affiliates affiliates
## [40387] affiliates affiliates affiliates affiliates affiliates affiliates
## [40393] affiliates affiliates affiliates affiliates affiliates affiliates
## [40399] affiliates affiliates affiliates affiliates affiliates affiliates
## [40405] affiliates affiliates affiliates affiliates affiliates affiliates
## [40411] affiliates affiliates affiliates affiliates affiliates affiliates
## [40417] affiliates affiliates affiliates affiliates affiliates affiliates
## [40423] affiliates affiliates affiliates affiliates affiliates affiliates
## [40429] affiliates affiliates affiliates affiliates affiliates affiliates
## [40435] affiliates affiliates affiliates affiliates affiliates affiliates
## [40441] affiliates affiliates affiliates affiliates affiliates affiliates
## [40447] affiliates affiliates affiliates affiliates affiliates affiliates
## [40453] affiliates affiliates affiliates affiliates affiliates affiliates
## [40459] affiliates affiliates affiliates affiliates affiliates affiliates
## [40465] affiliates affiliates affiliates affiliates affiliates affiliates
## [40471] affiliates affiliates affiliates affiliates affiliates affiliates
## [40477] affiliates affiliates affiliates affiliates affiliates affiliates
## [40483] affiliates affiliates affiliates affiliates affiliates affiliates
## [40489] affiliates affiliates affiliates affiliates affiliates affiliates
## [40495] affiliates affiliates affiliates affiliates affiliates affiliates
## [40501] affiliates affiliates affiliates affiliates affiliates affiliates
## [40507] affiliates affiliates affiliates affiliates affiliates affiliates
## [40513] affiliates affiliates affiliates affiliates affiliates affiliates
## [40519] affiliates affiliates affiliates affiliates affiliates affiliates
## [40525] affiliates affiliates affiliates affiliates affiliates affiliates
## [40531] affiliates affiliates affiliates affiliates affiliates affiliates
## [40537] affiliates affiliates affiliates affiliates affiliates affiliates
## [40543] affiliates affiliates affiliates affiliates affiliates affiliates
## [40549] affiliates affiliates affiliates affiliates affiliates affiliates
## [40555] affiliates affiliates affiliates affiliates affiliates affiliates
## [40561] affiliates affiliates affiliates affiliates affiliates affiliates
## [40567] affiliates affiliates affiliates affiliates affiliates affiliates
## [40573] affiliates affiliates affiliates affiliates affiliates affiliates
## [40579] affiliates affiliates affiliates affiliates affiliates affiliates
## [40585] affiliates affiliates affiliates affiliates affiliates affiliates
## [40591] affiliates affiliates affiliates affiliates affiliates affiliates
## [40597] affiliates affiliates affiliates affiliates affiliates affiliates
## [40603] affiliates affiliates affiliates affiliates affiliates affiliates
## [40609] affiliates affiliates affiliates affiliates affiliates affiliates
## [40615] affiliates affiliates affiliates affiliates affiliates affiliates
## [40621] affiliates affiliates affiliates affiliates affiliates affiliates
## [40627] affiliates affiliates affiliates affiliates affiliates affiliates
## [40633] affiliates affiliates affiliates affiliates affiliates affiliates
## [40639] affiliates affiliates affiliates affiliates affiliates affiliates
## [40645] affiliates affiliates affiliates affiliates affiliates affiliates
## [40651] affiliates affiliates affiliates affiliates affiliates affiliates
## [40657] affiliates affiliates affiliates affiliates affiliates affiliates
## [40663] affiliates affiliates affiliates affiliates affiliates affiliates
## [40669] affiliates affiliates affiliates affiliates affiliates affiliates
## [40675] affiliates affiliates affiliates affiliates affiliates affiliates
## [40681] affiliates affiliates affiliates affiliates affiliates affiliates
## [40687] affiliates affiliates affiliates affiliates affiliates affiliates
## [40693] affiliates affiliates affiliates affiliates affiliates affiliates
## [40699] affiliates affiliates affiliates affiliates affiliates affiliates
## [40705] affiliates affiliates affiliates affiliates affiliates affiliates
## [40711] affiliates affiliates affiliates affiliates affiliates affiliates
## [40717] affiliates affiliates affiliates affiliates affiliates affiliates
## [40723] affiliates affiliates affiliates affiliates affiliates affiliates
## [40729] affiliates affiliates affiliates affiliates affiliates affiliates
## [40735] affiliates affiliates affiliates affiliates affiliates affiliates
## [40741] affiliates affiliates affiliates affiliates affiliates affiliates
## [40747] affiliates affiliates affiliates affiliates affiliates affiliates
## [40753] affiliates affiliates affiliates affiliates affiliates affiliates
## [40759] affiliates affiliates affiliates affiliates affiliates affiliates
## [40765] affiliates affiliates affiliates affiliates affiliates affiliates
## [40771] affiliates affiliates affiliates affiliates affiliates affiliates
## [40777] affiliates affiliates affiliates affiliates affiliates affiliates
## [40783] affiliates affiliates affiliates affiliates affiliates affiliates
## [40789] affiliates affiliates affiliates affiliates affiliates affiliates
## [40795] affiliates affiliates affiliates affiliates affiliates affiliates
## [40801] affiliates affiliates affiliates affiliates affiliates affiliates
## [40807] affiliates affiliates affiliates affiliates affiliates affiliates
## [40813] affiliates affiliates affiliates affiliates affiliates affiliates
## [40819] affiliates affiliates affiliates affiliates affiliates affiliates
## [40825] affiliates affiliates affiliates affiliates affiliates affiliates
## [40831] affiliates affiliates affiliates affiliates affiliates affiliates
## [40837] affiliates affiliates affiliates affiliates affiliates affiliates
## [40843] affiliates affiliates affiliates affiliates affiliates affiliates
## [40849] affiliates affiliates affiliates affiliates affiliates affiliates
## [40855] affiliates affiliates affiliates affiliates affiliates affiliates
## [40861] affiliates affiliates affiliates affiliates affiliates affiliates
## [40867] affiliates affiliates affiliates affiliates affiliates affiliates
## [40873] affiliates affiliates affiliates affiliates affiliates affiliates
## [40879] affiliates affiliates affiliates affiliates affiliates affiliates
## [40885] affiliates affiliates affiliates affiliates affiliates affiliates
## [40891] affiliates affiliates affiliates affiliates affiliates affiliates
## [40897] affiliates affiliates affiliates affiliates affiliates affiliates
## [40903] affiliates affiliates affiliates affiliates affiliates affiliates
## [40909] affiliates affiliates affiliates affiliates affiliates affiliates
## [40915] affiliates affiliates affiliates affiliates affiliates affiliates
## [40921] affiliates affiliates affiliates affiliates affiliates affiliates
## [40927] affiliates affiliates affiliates affiliates affiliates affiliates
## [40933] affiliates affiliates affiliates affiliates affiliates affiliates
## [40939] affiliates affiliates affiliates affiliates affiliates affiliates
## [40945] affiliates affiliates affiliates affiliates affiliates affiliates
## [40951] affiliates affiliates affiliates affiliates affiliates affiliates
## [40957] affiliates affiliates affiliates affiliates affiliates affiliates
## [40963] affiliates affiliates affiliates affiliates affiliates affiliates
## [40969] affiliates affiliates affiliates affiliates affiliates affiliates
## [40975] affiliates affiliates affiliates affiliates affiliates affiliates
## [40981] affiliates affiliates affiliates affiliates affiliates affiliates
## [40987] affiliates affiliates affiliates affiliates affiliates affiliates
## [40993] affiliates affiliates affiliates affiliates affiliates affiliates
## [40999] affiliates affiliates affiliates affiliates affiliates affiliates
## [41005] affiliates affiliates affiliates affiliates affiliates affiliates
## [41011] affiliates affiliates affiliates affiliates affiliates affiliates
## [41017] affiliates affiliates affiliates affiliates affiliates affiliates
## [41023] affiliates affiliates affiliates affiliates affiliates affiliates
## [41029] affiliates affiliates affiliates affiliates affiliates affiliates
## [41035] affiliates affiliates affiliates affiliates affiliates affiliates
## [41041] affiliates affiliates affiliates affiliates affiliates affiliates
## [41047] affiliates affiliates affiliates affiliates affiliates affiliates
## [41053] affiliates affiliates affiliates affiliates affiliates affiliates
## [41059] affiliates affiliates affiliates affiliates affiliates affiliates
## [41065] affiliates affiliates affiliates affiliates affiliates affiliates
## [41071] affiliates affiliates affiliates affiliates affiliates affiliates
## [41077] affiliates affiliates affiliates affiliates affiliates affiliates
## [41083] affiliates affiliates affiliates affiliates affiliates affiliates
## [41089] affiliates affiliates affiliates affiliates affiliates affiliates
## [41095] affiliates affiliates affiliates affiliates affiliates affiliates
## [41101] affiliates affiliates affiliates affiliates affiliates affiliates
## [41107] affiliates affiliates affiliates affiliates affiliates affiliates
## [41113] affiliates affiliates affiliates affiliates affiliates affiliates
## [41119] affiliates affiliates affiliates affiliates affiliates affiliates
## [41125] affiliates affiliates affiliates affiliates affiliates affiliates
## [41131] affiliates affiliates affiliates affiliates affiliates affiliates
## [41137] affiliates affiliates affiliates affiliates affiliates affiliates
## [41143] affiliates affiliates affiliates affiliates affiliates affiliates
## [41149] affiliates affiliates affiliates affiliates affiliates affiliates
## [41155] affiliates affiliates affiliates affiliates affiliates affiliates
## [41161] affiliates affiliates affiliates affiliates affiliates affiliates
## [41167] affiliates affiliates affiliates affiliates affiliates affiliates
## [41173] affiliates affiliates affiliates affiliates affiliates affiliates
## [41179] affiliates affiliates affiliates affiliates affiliates affiliates
## [41185] affiliates affiliates affiliates affiliates affiliates affiliates
## [41191] affiliates affiliates affiliates affiliates affiliates affiliates
## [41197] affiliates affiliates affiliates affiliates affiliates affiliates
## [41203] affiliates affiliates affiliates affiliates affiliates affiliates
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## [41947] affiliates affiliates affiliates affiliates affiliates affiliates
## [41953] affiliates affiliates affiliates affiliates affiliates affiliates
## [41959] affiliates affiliates affiliates affiliates affiliates affiliates
## [41965] affiliates affiliates affiliates affiliates affiliates affiliates
## [41971] affiliates affiliates affiliates affiliates affiliates affiliates
## [41977] affiliates affiliates affiliates affiliates affiliates affiliates
## [41983] affiliates affiliates affiliates affiliates affiliates affiliates
## [41989] affiliates affiliates affiliates affiliates affiliates affiliates
## [41995] affiliates affiliates affiliates affiliates affiliates affiliates
## [42001] affiliates affiliates affiliates affiliates affiliates affiliates
## [42007] affiliates affiliates affiliates affiliates affiliates affiliates
## [42013] affiliates affiliates affiliates affiliates affiliates affiliates
## [42019] affiliates affiliates affiliates affiliates affiliates affiliates
## [42025] affiliates affiliates affiliates affiliates affiliates affiliates
## [42031] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42049] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42073] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42103] affiliates affiliates affiliates affiliates affiliates affiliates
## [42109] affiliates affiliates affiliates affiliates affiliates affiliates
## [42115] affiliates affiliates affiliates affiliates affiliates affiliates
## [42121] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42139] affiliates affiliates affiliates affiliates affiliates affiliates
## [42145] affiliates affiliates affiliates affiliates affiliates affiliates
## [42151] affiliates affiliates affiliates affiliates affiliates affiliates
## [42157] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42169] affiliates affiliates affiliates affiliates affiliates affiliates
## [42175] affiliates affiliates affiliates affiliates affiliates affiliates
## [42181] affiliates affiliates affiliates affiliates affiliates affiliates
## [42187] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42199] affiliates affiliates affiliates affiliates affiliates affiliates
## [42205] affiliates affiliates affiliates affiliates affiliates affiliates
## [42211] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42265] affiliates affiliates affiliates affiliates affiliates affiliates
## [42271] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42301] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42595] affiliates affiliates affiliates affiliates affiliates affiliates
## [42601] affiliates affiliates affiliates affiliates affiliates affiliates
## [42607] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42619] affiliates affiliates affiliates affiliates affiliates affiliates
## [42625] affiliates affiliates affiliates affiliates affiliates affiliates
## [42631] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42643] affiliates affiliates affiliates affiliates affiliates affiliates
## [42649] affiliates affiliates affiliates affiliates affiliates affiliates
## [42655] affiliates affiliates affiliates affiliates affiliates affiliates
## [42661] affiliates affiliates affiliates affiliates affiliates affiliates
## [42667] affiliates affiliates affiliates affiliates affiliates affiliates
## [42673] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42703] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42715] affiliates affiliates affiliates affiliates affiliates affiliates
## [42721] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42751] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42775] affiliates affiliates affiliates affiliates affiliates affiliates
## [42781] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42805] affiliates affiliates affiliates affiliates affiliates affiliates
## [42811] affiliates affiliates affiliates affiliates affiliates affiliates
## [42817] affiliates affiliates affiliates affiliates affiliates affiliates
## [42823] affiliates affiliates affiliates affiliates affiliates affiliates
## [42829] affiliates affiliates affiliates affiliates affiliates affiliates
## [42835] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42865] affiliates affiliates affiliates affiliates affiliates affiliates
## [42871] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42889] affiliates affiliates affiliates affiliates affiliates affiliates
## [42895] affiliates affiliates affiliates affiliates affiliates affiliates
## [42901] affiliates affiliates affiliates affiliates affiliates affiliates
## [42907] affiliates affiliates affiliates affiliates affiliates affiliates
## [42913] affiliates affiliates affiliates affiliates affiliates affiliates
## [42919] affiliates affiliates affiliates affiliates affiliates affiliates
## [42925] affiliates affiliates affiliates affiliates affiliates affiliates
## [42931] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42949] affiliates affiliates affiliates affiliates affiliates affiliates
## [42955] affiliates affiliates affiliates affiliates affiliates affiliates
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## [42973] affiliates affiliates affiliates affiliates affiliates affiliates
## [42979] affiliates affiliates affiliates affiliates affiliates affiliates
## [42985] affiliates affiliates affiliates affiliates affiliates affiliates
## [42991] affiliates affiliates affiliates affiliates affiliates affiliates
## [42997] affiliates affiliates affiliates affiliates affiliates affiliates
## [43003] affiliates affiliates affiliates affiliates affiliates affiliates
## [43009] affiliates affiliates affiliates affiliates affiliates affiliates
## [43015] affiliates affiliates affiliates affiliates affiliates affiliates
## [43021] affiliates affiliates affiliates affiliates affiliates affiliates
## [43027] affiliates affiliates affiliates affiliates affiliates affiliates
## [43033] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43051] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43075] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43093] affiliates affiliates affiliates affiliates affiliates affiliates
## [43099] affiliates affiliates affiliates affiliates affiliates affiliates
## [43105] affiliates affiliates affiliates affiliates affiliates affiliates
## [43111] affiliates affiliates affiliates affiliates affiliates affiliates
## [43117] affiliates affiliates affiliates affiliates affiliates affiliates
## [43123] affiliates affiliates affiliates affiliates affiliates affiliates
## [43129] affiliates affiliates affiliates affiliates affiliates affiliates
## [43135] affiliates affiliates affiliates affiliates affiliates affiliates
## [43141] affiliates affiliates affiliates affiliates affiliates affiliates
## [43147] affiliates affiliates affiliates affiliates affiliates affiliates
## [43153] affiliates affiliates affiliates affiliates affiliates affiliates
## [43159] affiliates affiliates affiliates affiliates affiliates affiliates
## [43165] affiliates affiliates affiliates affiliates affiliates affiliates
## [43171] affiliates affiliates affiliates affiliates affiliates affiliates
## [43177] affiliates affiliates affiliates affiliates affiliates affiliates
## [43183] affiliates affiliates affiliates affiliates affiliates affiliates
## [43189] affiliates affiliates affiliates affiliates affiliates affiliates
## [43195] affiliates affiliates affiliates affiliates affiliates affiliates
## [43201] affiliates affiliates affiliates affiliates affiliates affiliates
## [43207] affiliates affiliates affiliates affiliates affiliates affiliates
## [43213] affiliates affiliates affiliates affiliates affiliates affiliates
## [43219] affiliates affiliates affiliates affiliates affiliates affiliates
## [43225] affiliates affiliates affiliates affiliates affiliates affiliates
## [43231] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43249] affiliates affiliates affiliates affiliates affiliates affiliates
## [43255] affiliates affiliates affiliates affiliates affiliates affiliates
## [43261] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43309] affiliates affiliates affiliates affiliates affiliates affiliates
## [43315] affiliates affiliates affiliates affiliates affiliates affiliates
## [43321] affiliates affiliates affiliates affiliates affiliates affiliates
## [43327] affiliates affiliates affiliates affiliates affiliates affiliates
## [43333] affiliates affiliates affiliates affiliates affiliates affiliates
## [43339] affiliates affiliates affiliates affiliates affiliates affiliates
## [43345] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43405] affiliates affiliates affiliates affiliates affiliates affiliates
## [43411] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43501] affiliates affiliates affiliates affiliates affiliates affiliates
## [43507] affiliates affiliates affiliates affiliates affiliates affiliates
## [43513] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43609] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43651] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43681] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43693] affiliates affiliates affiliates affiliates affiliates affiliates
## [43699] affiliates affiliates affiliates affiliates affiliates affiliates
## [43705] affiliates affiliates affiliates affiliates affiliates affiliates
## [43711] affiliates affiliates affiliates affiliates affiliates affiliates
## [43717] affiliates affiliates affiliates affiliates affiliates affiliates
## [43723] affiliates affiliates affiliates affiliates affiliates affiliates
## [43729] affiliates affiliates affiliates affiliates affiliates affiliates
## [43735] affiliates affiliates affiliates affiliates affiliates affiliates
## [43741] affiliates affiliates affiliates affiliates affiliates affiliates
## [43747] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43759] affiliates affiliates affiliates affiliates affiliates affiliates
## [43765] affiliates affiliates affiliates affiliates affiliates affiliates
## [43771] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43783] affiliates affiliates affiliates affiliates affiliates affiliates
## [43789] affiliates affiliates affiliates affiliates affiliates affiliates
## [43795] affiliates affiliates affiliates affiliates affiliates affiliates
## [43801] affiliates affiliates affiliates affiliates affiliates affiliates
## [43807] affiliates affiliates affiliates affiliates affiliates affiliates
## [43813] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43825] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43849] affiliates affiliates affiliates affiliates affiliates affiliates
## [43855] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43873] affiliates affiliates affiliates affiliates affiliates affiliates
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## [43993] affiliates affiliates affiliates affiliates affiliates affiliates
## [43999] affiliates affiliates affiliates affiliates affiliates affiliates
## [44005] affiliates affiliates affiliates affiliates affiliates affiliates
## [44011] affiliates affiliates affiliates affiliates affiliates affiliates
## [44017] affiliates affiliates affiliates affiliates affiliates affiliates
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## [44149] affiliates affiliates affiliates affiliates affiliates affiliates
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## [44173] affiliates affiliates affiliates affiliates affiliates affiliates
## [44179] affiliates affiliates affiliates affiliates affiliates affiliates
## [44185] affiliates affiliates affiliates affiliates affiliates affiliates
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## [44197] affiliates affiliates affiliates affiliates affiliates affiliates
## [44203] affiliates affiliates affiliates affiliates affiliates affiliates
## [44209] affiliates affiliates affiliates affiliates affiliates affiliates
## [44215] affiliates affiliates affiliates affiliates affiliates affiliates
## [44221] affiliates affiliates affiliates affiliates affiliates affiliates
## [44227] affiliates affiliates affiliates affiliates affiliates affiliates
## [44233] affiliates affiliates affiliates affiliates affiliates affiliates
## [44239] affiliates affiliates affiliates affiliates affiliates affiliates
## [44245] affiliates affiliates affiliates affiliates affiliates affiliates
## [44251] affiliates affiliates affiliates affiliates affiliates affiliates
## [44257] affiliates affiliates affiliates affiliates affiliates affiliates
## [44263] affiliates affiliates affiliates affiliates affiliates affiliates
## [44269] affiliates affiliates affiliates affiliates affiliates affiliates
## [44275] affiliates affiliates affiliates affiliates affiliates affiliates
## [44281] affiliates affiliates affiliates affiliates affiliates affiliates
## [44287] affiliates affiliates affiliates affiliates affiliates affiliates
## [44293] affiliates affiliates affiliates affiliates affiliates affiliates
## [44299] affiliates affiliates affiliates affiliates affiliates affiliates
## [44305] affiliates affiliates affiliates affiliates affiliates affiliates
## [44311] affiliates affiliates affiliates affiliates affiliates affiliates
## [44317] affiliates affiliates affiliates affiliates affiliates affiliates
## [44323] affiliates affiliates affiliates instagram  instagram  instagram 
## [44329] instagram  instagram  instagram  instagram  instagram  instagram 
## [44335] instagram  instagram  instagram  instagram  instagram  instagram 
## [44341] instagram  instagram  instagram  instagram  instagram  instagram 
## [44347] instagram  instagram  instagram  instagram  instagram  instagram 
## [44353] instagram  instagram  instagram  instagram  instagram  instagram 
## [44359] instagram  instagram  instagram  instagram  instagram  instagram 
## [44365] instagram  instagram  instagram  instagram  instagram  instagram 
## [44371] instagram  instagram  instagram  instagram  instagram  instagram 
## [44377] instagram  instagram  instagram  instagram  instagram  instagram 
## [44383] instagram  instagram  instagram  instagram  instagram  instagram 
## [44389] instagram  instagram  instagram  instagram  instagram  instagram 
## [44395] instagram  instagram  instagram  instagram  instagram  instagram 
## [44401] instagram  instagram  instagram  instagram  instagram  instagram 
## [44407] instagram  instagram  instagram  instagram  instagram  instagram 
## [44413] instagram  instagram  instagram  instagram  instagram  instagram 
## [44419] instagram  instagram  instagram  instagram  instagram  instagram 
## [44425] instagram  instagram  instagram  instagram  instagram  instagram 
## [44431] instagram  instagram  instagram  instagram  instagram  instagram 
## [44437] instagram  instagram  instagram  instagram  instagram  instagram 
## [44443] instagram  instagram  instagram  instagram  instagram  instagram 
## [44449] instagram  instagram  instagram  instagram  instagram  instagram 
## [44455] instagram  instagram  instagram  instagram  instagram  instagram 
## [44461] instagram  instagram  instagram  instagram  instagram  instagram 
## [44467] instagram  instagram  instagram  instagram  instagram  instagram 
## [44473] instagram  instagram  instagram  instagram  instagram  instagram 
## [44479] instagram  instagram  instagram  instagram  instagram  instagram 
## [44485] instagram  instagram  instagram  instagram  instagram  instagram 
## [44491] instagram  instagram  instagram  instagram  instagram  instagram 
## [44497] instagram  instagram  instagram  instagram  instagram  instagram 
## [44503] instagram  instagram  instagram  instagram  instagram  instagram 
## [44509] instagram  instagram  instagram  instagram  instagram  instagram 
## [44515] instagram  instagram  instagram  instagram  instagram  instagram 
## [44521] instagram  instagram  instagram  instagram  instagram  instagram 
## [44527] instagram  instagram  instagram  instagram  instagram  instagram 
## [44533] instagram  instagram  instagram  instagram  instagram  instagram 
## [44539] instagram  instagram  instagram  instagram  instagram  instagram 
## [44545] instagram  instagram  instagram  instagram  instagram  instagram 
## [44551] instagram  instagram  instagram  instagram  instagram  instagram 
## [44557] instagram  instagram  instagram  instagram  instagram  instagram 
## [44563] instagram  instagram  instagram  instagram  instagram  instagram 
## [44569] instagram  instagram  instagram  instagram  instagram  instagram 
## [44575] instagram  instagram  instagram  instagram  instagram  instagram 
## [44581] instagram  instagram  instagram  instagram  instagram  instagram 
## [44587] instagram  instagram  instagram  instagram  instagram  instagram 
## [44593] instagram  instagram  instagram  instagram  instagram  instagram 
## [44599] instagram  instagram  instagram  instagram  instagram  instagram 
## [44605] instagram  instagram  instagram  instagram  instagram  instagram 
## [44611] instagram  instagram  instagram  instagram  instagram  instagram 
## [44617] instagram  instagram  instagram  instagram  instagram  instagram 
## [44623] instagram  instagram  instagram  instagram  instagram  instagram 
## [44629] instagram  instagram  instagram  instagram  instagram  instagram 
## [44635] instagram  instagram  instagram  instagram  instagram  instagram 
## [44641] instagram  instagram  instagram  instagram  instagram  instagram 
## [44647] instagram  instagram  instagram  instagram  instagram  instagram 
## [44653] instagram  instagram  instagram  instagram  instagram  instagram 
## [44659] instagram  instagram  instagram  instagram  instagram  instagram 
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## [46711] instagram  instagram  instagram  instagram  instagram  instagram 
## [46717] instagram  instagram  instagram  instagram  instagram  instagram 
## [46723] instagram  instagram  instagram  instagram  instagram  instagram 
## [46729] instagram  instagram  instagram  instagram  instagram  instagram 
## [46735] instagram  instagram  instagram  instagram  instagram  instagram 
## [46741] instagram  instagram  instagram  instagram  instagram  instagram 
## [46747] instagram  instagram  instagram  instagram  instagram  instagram 
## [46753] instagram  instagram  instagram  instagram  instagram  instagram 
## [46759] instagram  instagram  instagram  instagram  instagram  instagram 
## [46765] instagram  instagram  instagram  instagram  instagram  instagram 
## [46771] instagram  instagram  instagram  instagram  instagram  instagram 
## [46777] instagram  instagram  instagram  instagram  instagram  instagram 
## [46783] instagram  instagram  instagram  instagram  instagram  instagram 
## [46789] instagram  instagram  instagram  instagram  instagram  instagram 
## [46795] instagram  instagram  instagram  instagram  instagram  instagram 
## [46801] instagram  instagram  instagram  instagram  instagram  instagram 
## [46807] instagram  instagram  instagram  instagram  instagram  instagram 
## [46813] instagram  instagram  instagram  instagram  instagram  instagram 
## [46819] instagram  instagram  instagram  instagram  instagram  instagram 
## [46825] instagram  instagram  instagram  instagram  instagram  instagram 
## [46831] instagram  instagram  instagram  instagram  instagram  instagram 
## [46837] instagram  instagram  instagram  instagram  instagram  instagram 
## [46843] instagram  instagram  instagram  instagram  instagram  instagram 
## [46849] instagram  instagram  instagram  instagram  instagram  instagram 
## [46855] instagram  instagram  instagram  instagram  instagram  instagram 
## [46861] instagram  instagram  instagram  instagram  instagram  instagram 
## [46867] instagram  instagram  instagram  instagram  instagram  instagram 
## [46873] instagram  instagram  instagram  instagram  instagram  instagram 
## [46879] instagram  instagram  instagram  instagram  instagram  instagram 
## [46885] instagram  instagram  instagram  instagram  instagram  instagram 
## [46891] instagram  instagram  instagram  instagram  instagram  instagram 
## [46897] instagram  instagram  instagram  instagram  instagram  instagram 
## [46903] instagram  instagram  instagram  instagram  instagram  instagram 
## [46909] instagram  instagram  instagram  instagram  instagram  instagram 
## [46915] instagram  instagram  instagram  instagram  instagram  instagram 
## [46921] instagram  instagram  instagram  instagram  instagram  instagram 
## [46927] instagram  instagram  instagram  instagram  instagram  instagram 
## [46933] instagram  instagram  instagram  instagram  instagram  instagram 
## [46939] instagram  instagram  instagram  instagram  instagram  instagram 
## [46945] instagram  instagram  instagram  instagram  instagram  instagram 
## [46951] instagram  instagram  instagram  instagram  instagram  instagram 
## [46957] instagram  instagram  instagram  instagram  instagram  instagram 
## [46963] instagram  instagram  instagram  instagram  instagram  instagram 
## [46969] instagram  instagram  instagram  instagram  instagram  instagram 
## [46975] instagram  instagram  instagram  instagram  instagram  instagram 
## [46981] instagram  instagram  instagram  instagram  instagram  instagram 
## [46987] instagram  instagram  instagram  instagram  instagram  instagram 
## [46993] instagram  instagram  instagram  instagram  instagram  instagram 
## [46999] instagram  instagram  instagram  instagram  instagram  instagram 
## [47005] instagram  instagram  instagram  instagram  instagram  instagram 
## [47011] instagram  instagram  instagram  instagram  instagram  instagram 
## [47017] instagram  instagram  instagram  instagram  instagram  instagram 
## [47023] instagram  instagram  instagram  instagram  instagram  instagram 
## [47029] instagram  instagram  instagram  instagram  instagram  instagram 
## [47035] instagram  instagram  instagram  instagram  instagram  instagram 
## [47041] instagram  instagram  instagram  instagram  instagram  instagram 
## [47047] instagram  instagram  instagram  instagram  instagram  instagram 
## [47053] instagram  instagram  instagram  instagram  instagram  instagram 
## [47059] instagram  instagram  instagram  instagram  instagram  instagram 
## [47065] instagram  instagram  instagram  instagram  instagram  instagram 
## [47071] instagram  instagram  instagram  instagram  instagram  instagram 
## [47077] instagram  instagram  instagram  instagram  instagram  instagram 
## [47083] instagram  instagram  instagram  instagram  instagram  instagram 
## [47089] instagram  instagram  instagram  instagram  instagram  instagram 
## [47095] instagram  instagram  instagram  instagram  instagram  instagram 
## [47101] instagram  instagram  instagram  instagram  instagram  instagram 
## [47107] instagram  instagram  instagram  instagram  instagram  instagram 
## [47113] instagram  instagram  instagram  instagram  instagram  instagram 
## [47119] instagram  instagram  instagram  instagram  instagram  instagram 
## [47125] instagram  instagram  instagram  instagram  instagram  instagram 
## [47131] instagram  instagram  instagram  instagram  instagram  instagram 
## [47137] instagram  instagram  instagram  instagram  instagram  instagram 
## [47143] instagram  instagram  instagram  instagram  instagram  instagram 
## [47149] instagram  instagram  instagram  instagram  instagram  instagram 
## [47155] instagram  instagram  instagram  instagram  instagram  instagram 
## [47161] instagram  instagram  instagram  instagram  instagram  instagram 
## [47167] instagram  instagram  instagram  instagram  instagram  instagram 
## [47173] instagram  instagram  instagram  instagram  instagram  instagram 
## [47179] instagram  instagram  instagram  instagram  instagram  instagram 
## [47185] instagram  instagram  instagram  instagram  instagram  instagram 
## [47191] instagram  instagram  instagram  instagram  instagram  instagram 
## [47197] instagram  instagram  instagram  instagram  instagram  instagram 
## [47203] instagram  instagram  instagram  instagram  instagram  instagram 
## [47209] instagram  instagram  instagram  instagram  instagram  instagram 
## [47215] instagram  instagram  instagram  instagram  instagram  instagram 
## [47221] instagram  instagram  instagram  instagram  instagram  instagram 
## [47227] instagram  instagram  instagram  instagram  instagram  instagram 
## [47233] instagram  instagram  instagram  instagram  instagram  instagram 
## [47239] instagram  instagram  instagram  instagram  instagram  instagram 
## [47245] instagram  instagram  instagram  instagram  instagram  instagram 
## [47251] instagram  instagram  instagram  instagram  instagram  instagram 
## [47257] instagram  instagram  instagram  instagram  instagram  instagram 
## [47263] instagram  instagram  instagram  instagram  instagram  instagram 
## [47269] instagram  instagram  instagram  instagram  instagram  instagram 
## [47275] instagram  instagram  instagram  instagram  instagram  instagram 
## [47281] instagram  instagram  instagram  instagram  instagram  instagram 
## [47287] instagram  instagram  instagram  instagram  instagram  instagram 
## [47293] instagram  instagram  instagram  instagram  instagram  instagram 
## [47299] instagram  instagram  instagram  instagram  instagram  instagram 
## [47305] instagram  instagram  instagram  instagram  instagram  instagram 
## [47311] instagram  instagram  instagram  instagram  instagram  instagram 
## [47317] instagram  instagram  instagram  instagram  instagram  instagram 
## [47323] instagram  instagram  instagram  instagram  instagram  instagram 
## [47329] instagram  instagram  instagram  instagram  instagram  instagram 
## [47335] instagram  instagram  instagram  instagram  instagram  instagram 
## [47341] instagram  instagram  instagram  instagram  instagram  instagram 
## [47347] instagram  instagram  instagram  instagram  instagram  instagram 
## [47353] instagram  instagram  instagram  instagram  instagram  instagram 
## [47359] instagram  instagram  instagram  instagram  instagram  instagram 
## [47365] instagram  instagram  instagram  instagram  instagram  instagram 
## [47371] instagram  instagram  instagram  instagram  instagram  instagram 
## [47377] instagram  instagram  instagram  instagram  instagram  instagram 
## [47383] instagram  instagram  instagram  instagram  instagram  instagram 
## [47389] instagram  instagram  instagram  instagram  instagram  instagram 
## [47395] instagram  instagram  instagram  instagram  instagram  instagram 
## [47401] instagram  instagram  instagram  instagram  instagram  instagram 
## [47407] instagram  instagram  instagram  instagram  instagram  instagram 
## [47413] instagram  instagram  instagram  instagram  instagram  instagram 
## [47419] instagram  instagram  instagram  instagram  instagram  instagram 
## [47425] instagram  instagram  instagram  instagram  instagram  instagram 
## [47431] instagram  instagram  instagram  instagram  instagram  instagram 
## [47437] instagram  instagram  instagram  instagram  instagram  instagram 
## [47443] instagram  instagram  instagram  instagram  instagram  instagram 
## [47449] instagram  instagram  instagram  instagram  instagram  instagram 
## [47455] instagram  instagram  instagram  instagram  instagram  instagram 
## [47461] instagram  instagram  instagram  instagram  instagram  instagram 
## [47467] instagram  instagram  instagram  instagram  instagram  instagram 
## [47473] instagram  instagram  instagram  instagram  instagram  instagram 
## [47479] instagram  instagram  instagram  instagram  instagram  instagram 
## [47485] instagram  instagram  instagram  instagram  instagram  instagram 
## [47491] instagram  instagram  instagram  instagram  instagram  instagram 
## [47497] instagram  instagram  instagram  instagram  instagram  instagram 
## [47503] instagram  instagram  instagram  instagram  instagram  instagram 
## [47509] instagram  instagram  instagram  instagram  instagram  instagram 
## [47515] instagram  instagram  instagram  instagram  instagram  instagram 
## [47521] instagram  instagram  instagram  instagram  instagram  instagram 
## [47527] instagram  instagram  instagram  instagram  instagram  instagram 
## [47533] instagram  instagram  instagram  instagram  instagram  instagram 
## [47539] instagram  instagram  instagram  instagram  instagram  instagram 
## [47545] instagram  instagram  instagram  instagram  instagram  instagram 
## [47551] instagram  instagram  instagram  instagram  instagram  instagram 
## [47557] instagram  instagram  instagram  instagram  instagram  instagram 
## [47563] instagram  instagram  instagram  instagram  instagram  instagram 
## [47569] instagram  instagram  instagram  instagram  instagram  instagram 
## [47575] instagram  instagram  instagram  instagram  instagram  instagram 
## [47581] instagram  instagram  instagram  instagram  instagram  instagram 
## [47587] instagram  instagram  instagram  instagram  instagram  instagram 
## [47593] instagram  instagram  instagram  instagram  instagram  instagram 
## [47599] instagram  instagram  instagram  instagram  instagram  instagram 
## [47605] instagram  instagram  instagram  instagram  instagram  instagram 
## [47611] instagram  instagram  instagram  instagram  instagram  instagram 
## [47617] instagram  instagram  instagram  instagram  instagram  instagram 
## [47623] instagram  instagram  instagram  instagram  instagram  instagram 
## [47629] instagram  instagram  instagram  instagram  instagram  instagram 
## [47635] instagram  instagram  instagram  instagram  instagram  instagram 
## [47641] instagram  instagram  instagram  instagram  instagram  instagram 
## [47647] instagram  instagram  instagram  instagram  instagram  instagram 
## [47653] instagram  instagram  instagram  instagram  instagram  instagram 
## [47659] instagram  instagram  instagram  instagram  instagram  instagram 
## [47665] instagram  instagram  instagram  instagram  instagram  instagram 
## [47671] instagram  instagram  instagram  instagram  instagram  instagram 
## [47677] instagram  instagram  instagram  instagram  instagram  instagram 
## [47683] instagram  instagram  instagram  instagram  instagram  instagram 
## [47689] instagram  instagram  instagram  instagram  instagram  instagram 
## [47695] instagram  instagram  instagram  instagram  instagram  instagram 
## [47701] instagram  instagram  instagram  instagram  instagram  instagram 
## [47707] instagram  instagram  instagram  instagram  instagram  instagram 
## [47713] instagram  instagram  instagram  instagram  instagram  instagram 
## [47719] instagram  instagram  instagram  instagram  instagram  instagram 
## [47725] instagram  instagram  instagram  instagram  instagram  instagram 
## [47731] instagram  instagram  instagram  instagram  instagram  instagram 
## [47737] instagram  instagram  instagram  instagram  instagram  instagram 
## [47743] instagram  instagram  instagram  instagram  instagram  instagram 
## [47749] instagram  instagram  instagram  instagram  instagram  instagram 
## [47755] instagram  instagram  instagram  instagram  instagram  instagram 
## [47761] instagram  instagram  instagram  instagram  instagram  instagram 
## [47767] instagram  instagram  instagram  instagram  instagram  instagram 
## [47773] instagram  instagram  instagram  instagram  instagram  instagram 
## [47779] instagram  instagram  instagram  instagram  instagram  instagram 
## [47785] instagram  instagram  instagram  instagram  instagram  instagram 
## [47791] instagram  instagram  instagram  instagram  instagram  instagram 
## [47797] instagram  instagram  instagram  instagram  instagram  instagram 
## [47803] instagram  instagram  instagram  instagram  instagram  instagram 
## [47809] instagram  instagram  instagram  instagram  instagram  instagram 
## [47815] instagram  instagram  instagram  instagram  instagram  instagram 
## [47821] instagram  instagram  instagram  instagram  instagram  instagram 
## [47827] instagram  instagram  instagram  instagram  instagram  instagram 
## [47833] instagram  instagram  instagram  instagram  instagram  instagram 
## [47839] instagram  instagram  instagram  instagram  instagram  instagram 
## [47845] instagram  instagram  instagram  instagram  instagram  instagram 
## [47851] instagram  instagram  instagram  instagram  instagram  instagram 
## [47857] instagram  instagram  instagram  instagram  instagram  instagram 
## [47863] instagram  instagram  instagram  instagram  instagram  instagram 
## [47869] instagram  instagram  instagram  instagram  instagram  instagram 
## [47875] instagram  instagram  instagram  instagram  instagram  instagram 
## [47881] instagram  instagram  instagram  instagram  instagram  instagram 
## [47887] instagram  instagram  instagram  instagram  instagram  instagram 
## [47893] instagram  instagram  instagram  instagram  instagram  instagram 
## [47899] instagram  instagram  instagram  instagram  instagram  instagram 
## [47905] instagram  instagram  instagram  instagram  instagram  instagram 
## [47911] instagram  instagram  instagram  instagram  instagram  instagram 
## [47917] instagram  instagram  instagram  instagram  instagram  instagram 
## [47923] instagram  instagram  instagram  instagram  instagram  instagram 
## [47929] instagram  instagram  instagram  instagram  instagram  instagram 
## [47935] instagram  instagram  instagram  instagram  instagram  instagram 
## [47941] instagram  instagram  instagram  instagram  instagram  instagram 
## [47947] instagram  instagram  instagram  instagram  instagram  instagram 
## [47953] instagram  instagram  instagram  instagram  instagram  instagram 
## [47959] instagram  instagram  instagram  instagram  instagram  instagram 
## [47965] instagram  instagram  instagram  instagram  instagram  instagram 
## [47971] instagram  instagram  instagram  instagram  instagram  instagram 
## [47977] instagram  instagram  instagram  instagram  instagram  instagram 
## [47983] instagram  instagram  instagram  instagram  instagram  instagram 
## [47989] instagram  instagram  instagram  instagram  instagram  instagram 
## [47995] instagram  instagram  instagram  instagram  instagram  instagram 
## [48001] instagram  instagram  instagram  instagram  instagram  instagram 
## [48007] instagram  instagram  instagram  instagram  instagram  instagram 
## [48013] instagram  instagram  instagram  instagram  instagram  instagram 
## [48019] instagram  instagram  instagram  instagram  instagram  instagram 
## [48025] instagram  instagram  instagram  instagram  instagram  instagram 
## [48031] instagram  instagram  instagram  instagram  instagram  instagram 
## [48037] instagram  instagram  instagram  instagram  instagram  instagram 
## [48043] instagram  instagram  instagram  instagram  instagram  instagram 
## [48049] instagram  instagram  instagram  instagram  instagram  instagram 
## [48055] instagram  instagram  instagram  instagram  instagram  instagram 
## [48061] instagram  instagram  instagram  instagram  instagram  instagram 
## [48067] instagram  instagram  instagram  instagram  instagram  instagram 
## [48073] instagram  instagram  instagram  instagram  instagram  instagram 
## [48079] instagram  instagram  instagram  instagram  instagram  instagram 
## [48085] instagram  instagram  instagram  instagram  instagram  instagram 
## [48091] instagram  instagram  instagram  instagram  instagram  instagram 
## [48097] instagram  instagram  instagram  instagram  instagram  instagram 
## [48103] instagram  instagram  instagram  instagram  instagram  instagram 
## [48109] instagram  instagram  instagram  instagram  instagram  instagram 
## [48115] instagram  instagram  instagram  instagram  instagram  instagram 
## [48121] instagram  instagram  instagram  instagram  instagram  instagram 
## [48127] instagram  instagram  instagram  instagram  instagram  instagram 
## [48133] instagram  instagram  instagram  instagram  instagram  instagram 
## [48139] instagram  instagram  instagram  instagram  instagram  instagram 
## [48145] instagram  instagram  instagram  instagram  instagram  instagram 
## [48151] instagram  instagram  instagram  instagram  instagram  instagram 
## [48157] instagram  instagram  instagram  instagram  instagram  instagram 
## [48163] instagram  instagram  instagram  instagram  instagram  instagram 
## [48169] instagram  instagram  instagram  instagram  instagram  instagram 
## [48175] instagram  instagram  instagram  instagram  instagram  instagram 
## [48181] instagram  instagram  instagram  instagram  instagram  instagram 
## [48187] instagram  instagram  instagram  instagram  instagram  instagram 
## [48193] instagram  instagram  instagram  instagram  instagram  instagram 
## [48199] instagram  instagram  instagram  instagram  instagram  instagram 
## [48205] instagram  instagram  instagram  instagram  instagram  instagram 
## [48211] instagram  instagram  instagram  instagram  instagram  instagram 
## [48217] instagram  instagram  instagram  instagram  instagram  instagram 
## [48223] instagram  instagram  instagram  instagram  instagram  instagram 
## [48229] instagram  instagram  instagram  instagram 
## 9 Levels: google facebook affiliates bing yahoo twitter ... direct

Case Study

• compute the frequency of different referrers
• collapse referrers with low sample size into a single group
• club traffic from social media websites into a new category
• group referrers with traffic below a threshold into a single category

Count

Tabulate Referrers

fct_count(traffics)

## # A tibble: 9 x 2
##   f              n
##   <fct>      <int>
## 1 google      9229
## 2 facebook    8135
## 3 affiliates  7641
## 4 bing        5893
## 5 yahoo       4899
## 6 twitter     4521
## 7 instagram   3907
## 8 unknown     2657
## 9 direct      1350

Levels

levels(traffics)

## [1] "google"     "facebook"   "affiliates" "bing"       "yahoo"     
## [6] "twitter"    "instagram"  "unknown"    "direct"

Reorder Factor Levels

Sort Referrer by Frequency

traffics %>%
  fct_infreq() %>%
  levels()

## [1] "google"     "facebook"   "affiliates" "bing"       "yahoo"     
## [6] "twitter"    "instagram"  "unknown"    "direct"

Sort Referrer by Order of Appearance

traffics %>%
  fct_inorder() %>%
  levels()

## [1] "google"     "facebook"   "direct"     "unknown"    "yahoo"     
## [6] "twitter"    "bing"       "affiliates" "instagram"

Reverse Levels

Reverse Levels

traffics %>%
  fct_rev() %>%
  levels()

## [1] "direct"     "unknown"    "instagram"  "twitter"    "yahoo"     
## [6] "bing"       "affiliates" "facebook"   "google"

Tabulate Referrer

fct_count(traffics)

## # A tibble: 9 x 2
##   f              n
##   <fct>      <int>
## 1 google      9229
## 2 facebook    8135
## 3 affiliates  7641
## 4 bing        5893
## 5 yahoo       4899
## 6 twitter     4521
## 7 instagram   3907
## 8 unknown     2657
## 9 direct      1350

Collapse Levels

Collapse Referrer Categories

traffics %>% 
  fct_collapse(
  social = c("facebook", "twitter", "instagram"),
  search = c("google", "bing", "yahoo")) %>% 
  fct_count() 

## # A tibble: 5 x 2
##   f              n
##   <fct>      <int>
## 1 search     20021
## 2 social     16563
## 3 affiliates  7641
## 4 unknown     2657
## 5 direct      1350

Lump Categories

Lump Infrequent Referrer Types

## # A tibble: 9 x 2
##   f              n
##   <fct>      <int>
## 1 google      9229
## 2 facebook    8135
## 3 affiliates  7641
## 4 bing        5893
## 5 yahoo       4899
## 6 twitter     4521
## 7 instagram   3907
## 8 unknown     2657
## 9 direct      1350

traffics %>% 
  fct_lump() %>% 
  table()

## .
##     google   facebook affiliates       bing      yahoo    twitter 
##       9229       8135       7641       5893       4899       4521 
##  instagram    unknown      Other 
##       3907       2657       1350

Retain top 3 referrers

## # A tibble: 9 x 2
##   f              n
##   <fct>      <int>
## 1 google      9229
## 2 facebook    8135
## 3 affiliates  7641
## 4 bing        5893
## 5 yahoo       4899
## 6 twitter     4521
## 7 instagram   3907
## 8 unknown     2657
## 9 direct      1350

traffics %>% 
  fct_lump(n = 3) %>% 
  table()

## .
##     google   facebook affiliates      Other 
##       9229       8135       7641      23227

Lump Categories

Lump Referrer Types with less than 10% traffic

## # A tibble: 9 x 3
##   f              n percent
##   <fct>      <int>   <dbl>
## 1 google      9229   19.1 
## 2 facebook    8135   16.9 
## 3 affiliates  7641   15.8 
## 4 bing        5893   12.2 
## 5 yahoo       4899   10.2 
## 6 twitter     4521    9.37
## 7 instagram   3907    8.1 
## 8 unknown     2657    5.51
## 9 direct      1350    2.8

traffics %>% 
  fct_lump(prop = 0.1) %>% 
  table()

## .
##     google   facebook affiliates       bing      yahoo      Other 
##       9229       8135       7641       5893       4899      12435

Lump Referrer Types with less than 15% traffic

## # A tibble: 9 x 3
##   f              n percent
##   <fct>      <int>   <dbl>
## 1 google      9229   19.1 
## 2 facebook    8135   16.9 
## 3 affiliates  7641   15.8 
## 4 bing        5893   12.2 
## 5 yahoo       4899   10.2 
## 6 twitter     4521    9.37
## 7 instagram   3907    8.1 
## 8 unknown     2657    5.51
## 9 direct      1350    2.8

traffics %>% 
  fct_lump(prop = 0.15) %>% 
  table()

## .
##     google   facebook affiliates      Other 
##       9229       8135       7641      23227

Retain 3 Referrer Types with lowest traffic

## # A tibble: 9 x 2
##   f              n
##   <fct>      <int>
## 1 direct      1350
## 2 unknown     2657
## 3 instagram   3907
## 4 twitter     4521
## 5 yahoo       4899
## 6 bing        5893
## 7 affiliates  7641
## 8 facebook    8135
## 9 google      9229

traffics %>% 
  fct_lump(n = -3) %>% 
  table()

## .
## instagram   unknown    direct     Other 
##      3907      2657      1350     40318

Retain 3 Referrer Types with less than 10% traffic

## # A tibble: 9 x 3
##   f              n percent
##   <fct>      <int>   <dbl>
## 1 google      9229   19.1 
## 2 facebook    8135   16.9 
## 3 affiliates  7641   15.8 
## 4 bing        5893   12.2 
## 5 yahoo       4899   10.2 
## 6 twitter     4521    9.37
## 7 instagram   3907    8.1 
## 8 unknown     2657    5.51
## 9 direct      1350    2.8

traffics %>% 
  fct_lump(prop = -0.1) %>% 
  table()

## .
##   twitter instagram   unknown    direct     Other 
##      4521      3907      2657      1350     35797

Drop Levels

Replace Levels

Replace Levels with Other

fct_other(traffics, keep = c("google", "yahoo")) %>% levels()

## [1] "google" "yahoo"  "Other"

Replace Levels

Replace Levels with Other

fct_other(traffics, drop = c("instagram", "twitter")) %>% levels()

## [1] "google"     "facebook"   "affiliates" "bing"       "yahoo"     
## [6] "unknown"    "direct"     "Other"

Recode Levels

Recode Levels

fct_recode(traffics, search = "bing", 
                     search = "yahoo", 
                     search = "google",
                     social = "facebook", 
                     social = "twitter", 
                     social = "instagram") %>%
  levels()

## [1] "search"     "social"     "affiliates" "unknown"    "direct"

Reorder Levels

Reorder Levels

fct_relevel(traffics, "twitter") %>% levels()

## [1] "twitter"    "google"     "facebook"   "affiliates" "bing"      
## [6] "yahoo"      "instagram"  "unknown"    "direct"

Reorder Levels

Reorder Levels

fct_relevel(traffics, "google", after = 2) %>% levels()

## [1] "facebook"   "affiliates" "google"     "bing"       "yahoo"     
## [6] "twitter"    "instagram"  "unknown"    "direct"

Reorder Levels

Reorder Levels

fct_relevel(traffics, "facebook", after = Inf) %>% levels()

## [1] "google"     "affiliates" "bing"       "yahoo"      "twitter"   
## [6] "instagram"  "unknown"    "direct"     "facebook"

Data

response

## # A tibble: 1,000 x 1
##    response        
##    <ord>           
##  1 dislike         
##  2 like somewhat   
##  3 dislike         
##  4 neutral         
##  5 dislike         
##  6 like somewhat   
##  7 like somewhat   
##  8 like somewhat   
##  9 dislike somewhat
## 10 neutral         
## # ... with 990 more rows

Data

responses <- use_series(response, response)
responses

##    [1] dislike          like somewhat    dislike          neutral         
##    [5] dislike          like somewhat    like somewhat    like somewhat   
##    [9] dislike somewhat neutral          like             dislike somewhat
##   [13] dislike somewhat dislike          like somewhat    like somewhat   
##   [17] like             like             dislike          dislike somewhat
##   [21] dislike somewhat neutral          like             like somewhat   
##   [25] dislike somewhat neutral          like             dislike         
##   [29] dislike somewhat like             like somewhat    dislike somewhat
##   [33] like             like             neutral          dislike somewhat
##   [37] like somewhat    like             like somewhat    neutral         
##   [41] dislike somewhat like somewhat    dislike somewhat dislike         
##   [45] like somewhat    dislike somewhat dislike          dislike somewhat
##   [49] like             dislike          like             dislike         
##   [53] like             dislike          like             like somewhat   
##   [57] neutral          neutral          like             like            
##   [61] dislike          dislike          dislike          like            
##   [65] like             dislike          dislike          dislike         
##   [69] dislike somewhat neutral          like             neutral         
##   [73] like somewhat    dislike somewhat dislike          neutral         
##   [77] dislike          like somewhat    like             neutral         
##   [81] like somewhat    dislike          like             like somewhat   
##   [85] neutral          like             like somewhat    like somewhat   
##   [89] dislike somewhat dislike          dislike somewhat like            
##   [93] like             like somewhat    dislike          like somewhat   
##   [97] dislike somewhat dislike          dislike somewhat dislike somewhat
##  [101] neutral          like somewhat    neutral          dislike somewhat
##  [105] like             like             dislike somewhat neutral         
##  [109] like             dislike somewhat like             like somewhat   
##  [113] dislike          like             dislike somewhat dislike somewhat
##  [117] dislike          like somewhat    dislike somewhat dislike         
##  [121] like somewhat    like             dislike somewhat like somewhat   
##  [125] like             dislike somewhat neutral          dislike somewhat
##  [129] like somewhat    dislike          dislike          like somewhat   
##  [133] dislike somewhat like             like             like            
##  [137] dislike          like             like somewhat    neutral         
##  [141] neutral          dislike somewhat neutral          like somewhat   
##  [145] neutral          like             dislike somewhat like somewhat   
##  [149] like somewhat    like             like somewhat    neutral         
##  [153] like somewhat    neutral          neutral          dislike somewhat
##  [157] like somewhat    dislike          like somewhat    like            
##  [161] neutral          like             dislike          like somewhat   
##  [165] like somewhat    like             dislike somewhat like somewhat   
##  [169] dislike          dislike somewhat like             dislike somewhat
##  [173] dislike somewhat like             like             like            
##  [177] like somewhat    like             like somewhat    neutral         
##  [181] like somewhat    dislike somewhat dislike somewhat like somewhat   
##  [185] like             dislike          dislike          dislike         
##  [189] like             dislike somewhat like somewhat    like            
##  [193] dislike          like             dislike somewhat like            
##  [197] like somewhat    dislike          dislike          like somewhat   
##  [201] neutral          neutral          like             dislike         
##  [205] dislike somewhat dislike          dislike somewhat like somewhat   
##  [209] dislike          dislike          dislike          like            
##  [213] like             neutral          neutral          neutral         
##  [217] like somewhat    like             dislike          neutral         
##  [221] dislike          like             neutral          like somewhat   
##  [225] like somewhat    like             neutral          like somewhat   
##  [229] like somewhat    like somewhat    neutral          dislike         
##  [233] like somewhat    dislike          dislike          like somewhat   
##  [237] dislike          dislike somewhat like somewhat    neutral         
##  [241] dislike          dislike          like             dislike         
##  [245] like             dislike somewhat like somewhat    dislike         
##  [249] dislike somewhat like somewhat    neutral          like somewhat   
##  [253] like somewhat    dislike somewhat dislike somewhat dislike somewhat
##  [257] neutral          dislike somewhat neutral          dislike         
##  [261] neutral          dislike somewhat dislike          like somewhat   
##  [265] dislike somewhat like somewhat    like             dislike somewhat
##  [269] like somewhat    dislike somewhat like somewhat    like            
##  [273] neutral          dislike somewhat dislike somewhat neutral         
##  [277] neutral          like             neutral          dislike         
##  [281] dislike          dislike somewhat like             like            
##  [285] like             dislike somewhat dislike somewhat like somewhat   
##  [289] neutral          like             dislike          dislike         
##  [293] like somewhat    neutral          dislike somewhat like            
##  [297] dislike          dislike          dislike somewhat neutral         
##  [301] neutral          neutral          dislike          like            
##  [305] like             like somewhat    dislike somewhat dislike         
##  [309] like somewhat    dislike          neutral          like somewhat   
##  [313] dislike          dislike          dislike somewhat neutral         
##  [317] like             dislike          like somewhat    neutral         
##  [321] dislike somewhat like             dislike          like somewhat   
##  [325] dislike somewhat like somewhat    like             dislike         
##  [329] dislike somewhat neutral          dislike          dislike somewhat
##  [333] like             dislike          dislike somewhat dislike somewhat
##  [337] like somewhat    neutral          neutral          dislike somewhat
##  [341] dislike somewhat like             dislike          like somewhat   
##  [345] dislike          like             neutral          neutral         
##  [349] dislike somewhat like somewhat    like somewhat    like            
##  [353] like somewhat    like             like             dislike somewhat
##  [357] like             like somewhat    dislike          dislike         
##  [361] neutral          neutral          neutral          like            
##  [365] dislike somewhat like             like somewhat    dislike         
##  [369] like             dislike          like somewhat    like            
##  [373] neutral          dislike          dislike somewhat dislike somewhat
##  [377] like somewhat    neutral          like somewhat    like            
##  [381] like             like somewhat    like somewhat    like somewhat   
##  [385] like             dislike          like somewhat    neutral         
##  [389] neutral          like somewhat    like             dislike somewhat
##  [393] neutral          dislike somewhat dislike somewhat dislike         
##  [397] like somewhat    neutral          dislike somewhat neutral         
##  [401] like somewhat    like             like             dislike somewhat
##  [405] dislike somewhat neutral          neutral          neutral         
##  [409] like somewhat    dislike somewhat dislike          neutral         
##  [413] like             like somewhat    like             like            
##  [417] like             like             neutral          dislike somewhat
##  [421] dislike somewhat like somewhat    dislike          neutral         
##  [425] dislike          dislike somewhat like             dislike         
##  [429] dislike somewhat like             like somewhat    like            
##  [433] dislike          like             neutral          dislike         
##  [437] like somewhat    like             like somewhat    dislike         
##  [441] neutral          neutral          dislike somewhat dislike         
##  [445] dislike somewhat dislike          dislike          like            
##  [449] neutral          neutral          dislike          neutral         
##  [453] dislike          dislike          neutral          neutral         
##  [457] like             neutral          neutral          dislike         
##  [461] dislike          dislike somewhat neutral          dislike         
##  [465] like             dislike          like somewhat    like somewhat   
##  [469] dislike somewhat dislike somewhat like somewhat    dislike somewhat
##  [473] like somewhat    like             like             like            
##  [477] like             like             dislike somewhat like somewhat   
##  [481] neutral          like somewhat    like             like somewhat   
##  [485] dislike          dislike somewhat dislike somewhat dislike         
##  [489] neutral          neutral          dislike          dislike somewhat
##  [493] like somewhat    dislike somewhat dislike somewhat neutral         
##  [497] dislike          dislike somewhat dislike          neutral         
##  [501] dislike          dislike          dislike somewhat like            
##  [505] like             like somewhat    dislike somewhat neutral         
##  [509] like             dislike          dislike          like            
##  [513] neutral          like             dislike          like somewhat   
##  [517] dislike          like             like             dislike somewhat
##  [521] neutral          like somewhat    like             neutral         
##  [525] dislike somewhat dislike          like somewhat    neutral         
##  [529] like somewhat    dislike          neutral          neutral         
##  [533] dislike          like             dislike somewhat like somewhat   
##  [537] neutral          like somewhat    like             like            
##  [541] dislike somewhat neutral          like             dislike         
##  [545] like somewhat    like somewhat    dislike          like            
##  [549] like             like somewhat    neutral          like            
##  [553] like somewhat    dislike somewhat like somewhat    neutral         
##  [557] dislike somewhat like             dislike          like            
##  [561] neutral          dislike          like             like            
##  [565] dislike          dislike somewhat dislike somewhat neutral         
##  [569] like somewhat    like             like             dislike somewhat
##  [573] dislike          neutral          like somewhat    dislike somewhat
##  [577] neutral          like somewhat    like somewhat    like            
##  [581] dislike somewhat dislike somewhat like             like            
##  [585] dislike          neutral          like somewhat    dislike         
##  [589] dislike          dislike somewhat neutral          dislike         
##  [593] dislike          like somewhat    like somewhat    like somewhat   
##  [597] dislike          dislike          dislike          like somewhat   
##  [601] neutral          dislike          dislike          dislike somewhat
##  [605] dislike somewhat dislike          like             like somewhat   
##  [609] dislike somewhat neutral          dislike somewhat dislike somewhat
##  [613] dislike          like somewhat    like             like            
##  [617] like             dislike somewhat like somewhat    dislike         
##  [621] neutral          like             neutral          dislike somewhat
##  [625] neutral          like somewhat    dislike          dislike somewhat
##  [629] dislike          like             like somewhat    neutral         
##  [633] dislike          like             neutral          neutral         
##  [637] like             neutral          dislike          like somewhat   
##  [641] neutral          dislike          like             like somewhat   
##  [645] dislike somewhat like somewhat    dislike somewhat like            
##  [649] dislike          neutral          like somewhat    dislike somewhat
##  [653] like somewhat    neutral          dislike somewhat dislike         
##  [657] like             like             dislike          neutral         
##  [661] like             like somewhat    like somewhat    like            
##  [665] like somewhat    dislike          like somewhat    like            
##  [669] like             dislike somewhat dislike          dislike somewhat
##  [673] like somewhat    like             like somewhat    like somewhat   
##  [677] dislike somewhat neutral          like             like            
##  [681] like             dislike somewhat like             dislike somewhat
##  [685] dislike          dislike somewhat neutral          neutral         
##  [689] neutral          dislike somewhat neutral          dislike         
##  [693] like             like             dislike          like somewhat   
##  [697] dislike somewhat dislike          neutral          dislike         
##  [701] dislike          neutral          like             dislike         
##  [705] like             dislike          dislike somewhat neutral         
##  [709] neutral          like somewhat    dislike somewhat neutral         
##  [713] dislike somewhat like somewhat    like             dislike         
##  [717] dislike          neutral          dislike          like            
##  [721] neutral          dislike          neutral          neutral         
##  [725] dislike somewhat like somewhat    like             like            
##  [729] like somewhat    dislike          like somewhat    like somewhat   
##  [733] like             dislike          dislike          like somewhat   
##  [737] dislike somewhat like             dislike          neutral         
##  [741] like             dislike somewhat like somewhat    like            
##  [745] like             like somewhat    like somewhat    like somewhat   
##  [749] dislike somewhat dislike          neutral          like somewhat   
##  [753] like somewhat    like somewhat    like             neutral         
##  [757] dislike          dislike          dislike          dislike         
##  [761] dislike somewhat neutral          like             dislike somewhat
##  [765] like somewhat    neutral          like somewhat    neutral         
##  [769] like somewhat    dislike somewhat dislike          like somewhat   
##  [773] dislike somewhat like             like somewhat    dislike somewhat
##  [777] like somewhat    like somewhat    dislike somewhat like            
##  [781] like somewhat    like somewhat    dislike          like somewhat   
##  [785] dislike          neutral          dislike somewhat like            
##  [789] neutral          like             like             like            
##  [793] neutral          like somewhat    dislike          dislike         
##  [797] like             dislike somewhat neutral          dislike somewhat
##  [801] dislike          like             like somewhat    dislike         
##  [805] like somewhat    dislike          neutral          neutral         
##  [809] dislike          neutral          like somewhat    dislike somewhat
##  [813] like             dislike somewhat neutral          dislike         
##  [817] like             like somewhat    dislike          neutral         
##  [821] neutral          like somewhat    neutral          dislike somewhat
##  [825] dislike          dislike somewhat neutral          neutral         
##  [829] like             like             neutral          dislike         
##  [833] dislike          like somewhat    like             neutral         
##  [837] like             dislike          like somewhat    like            
##  [841] neutral          neutral          like             like somewhat   
##  [845] dislike somewhat neutral          dislike          neutral         
##  [849] like somewhat    like             like somewhat    like somewhat   
##  [853] neutral          like             dislike somewhat like somewhat   
##  [857] like             like somewhat    like somewhat    dislike         
##  [861] like somewhat    like             neutral          like somewhat   
##  [865] neutral          dislike somewhat dislike somewhat like            
##  [869] like somewhat    dislike somewhat like             like somewhat   
##  [873] like somewhat    dislike          dislike          like            
##  [877] neutral          neutral          like             dislike         
##  [881] like             like             neutral          dislike somewhat
##  [885] neutral          dislike          dislike          like            
##  [889] dislike somewhat dislike          dislike          like            
##  [893] dislike somewhat neutral          dislike          like            
##  [897] like somewhat    like             dislike somewhat dislike somewhat
##  [901] neutral          like somewhat    neutral          like somewhat   
##  [905] like             like             dislike somewhat dislike         
##  [909] like somewhat    like             like             like somewhat   
##  [913] dislike          like somewhat    dislike somewhat neutral         
##  [917] like             neutral          dislike somewhat like somewhat   
##  [921] like             like             like             like            
##  [925] dislike          dislike          dislike          dislike somewhat
##  [929] like             dislike somewhat like             dislike somewhat
##  [933] dislike somewhat dislike          like somewhat    neutral         
##  [937] like somewhat    neutral          dislike          neutral         
##  [941] like somewhat    like             like             like            
##  [945] dislike          like somewhat    dislike somewhat like somewhat   
##  [949] dislike          like             like             dislike         
##  [953] like             like             dislike somewhat like somewhat   
##  [957] like somewhat    dislike          dislike          like somewhat   
##  [961] dislike          neutral          dislike          like somewhat   
##  [965] dislike          like somewhat    dislike          like somewhat   
##  [969] like somewhat    dislike somewhat like somewhat    dislike somewhat
##  [973] dislike somewhat dislike          like somewhat    like            
##  [977] neutral          dislike          dislike          dislike         
##  [981] like             dislike          dislike somewhat like somewhat   
##  [985] like somewhat    like somewhat    dislike          neutral         
##  [989] like             like somewhat    dislike somewhat dislike         
##  [993] like             like somewhat    dislike          like            
##  [997] dislike somewhat like somewhat    like somewhat    neutral         
## 5 Levels: like < like somewhat < neutral < ... < dislike

Shift Levels

Shift Levels

fct_shift(responses, 2) %>% levels()

## [1] "neutral"          "dislike somewhat" "dislike"         
## [4] "like"             "like somewhat"

Shift Levels

Shift Levels

fct_shift(responses, -2) %>% levels()

## [1] "dislike somewhat" "dislike"          "like"            
## [4] "like somewhat"    "neutral"

References

• https://forcats.tidyverse.org/index.html
• http://r4ds.had.co.nz/factors.html