Unsupervised Learining Project - Twitter data
Introduction
In this project there will be presented 3 topics from Unsupervised Learning. Firstly I would like to present clustering of the data, then moving to dimension reduction and finishing with association rules. All algorithms will be presented on one database which was gathered as a part of my graduation work project.
Nowadays, analysing text and observing sentiment is getting more and more popular. It is like getting information from sources that cannot be explained by math or statistic but actaully they can. Because of
First of all I would like to describe the data as it is important to know what we can expect. The data was gathered from twitter and it is about polish gaming stock company - CD Project RED. The tweets about the company was gathered via twitter API and it contains tweet text, number of likes and retweets, date of publication and user. Only tweets containing one of the keywords connected with CDPR were taken into consideration. They were gathered from february 2021 to may 2021 and database contains about 45 000 unique tweets. From each tweet I would like to extract emojis and text. Then the sentiment analysis will be conducted to get some numeric variables from text and then proceed with analyses. I would also like to obtain words from each tweet to extract some association rules.
All further steps and analyses will be described in each block of the project.
Packages
Before loading packages by “library(package_name)” first make sure that they are installed. If they are not please use “install.packages(package_name)” to install them.
library(factoextra)## Warning: package 'factoextra' was built under R version 4.0.5## Loading required package: ggplot2## Warning: package 'ggplot2' was built under R version 4.0.5## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBalibrary(flexclust)## Warning: package 'flexclust' was built under R version 4.0.5## Loading required package: grid## Loading required package: lattice## Loading required package: modeltools## Loading required package: stats4library(fpc)## Warning: package 'fpc' was built under R version 4.0.5library(clustertend)## Warning: package 'clustertend' was built under R version 4.0.5library(cluster)## Warning: package 'cluster' was built under R version 4.0.5library(ClusterR)## Warning: package 'ClusterR' was built under R version 4.0.5## Loading required package: gtools## Warning: package 'gtools' was built under R version 4.0.5library(stats)
library(tsne)
library(NbClust)
library(arules)## Warning: package 'arules' was built under R version 4.0.5## Loading required package: Matrix##
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## ruleslibrary(graphics)
library(purrr)
library(stringr)
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library(dplyr)##
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library(tm)
library(knitr)
options(scipen = 999, "digits"=4)After loading needed libraries we can go throught clearing and exploring data, before we get to the actual analysis with use of Unsupervised Learning algorithms
Loading data
Loading data from csv files
Data <- read.csv("C:/Users/48799/Desktop/Studia/Magisterka UW/Unsupervised Learning/Data.csv")
trans <- read.transactions("C:/Users/48799/Desktop/Studia/Magisterka UW/Unsupervised Learning/Words2.csv", format = "basket",
header = TRUE, sep=",")Exploration
Adding month and hour as different columns and SentimentOverall which is sum of sentiment from text and from emoticons
Data <- Data[,-1]
Data <- Data[,-3]
month <- as.numeric(substr(Data$created,7,7))
hour <- as.numeric(substr(Data$created,12,13))
Data <- Data[,-2]
Data$month <- month
Data$hour <- hour
Data$SentimentOverall <- Data$EmojisSentiment+Data$SentimentNow I would like to see some descriptive statistics for our data
summary(Data)## favoriteCount retweetCount EmojisSentiment anger
## Min. : 0 Min. : 0.0 Min. :-3.0000 Min. :0.000
## 1st Qu.: 0 1st Qu.: 0.0 1st Qu.: 0.0000 1st Qu.:0.000
## Median : 1 Median : 0.0 Median : 0.0000 Median :0.000
## Mean : 7 Mean : 1.1 Mean : 0.0591 Mean :0.151
## 3rd Qu.: 3 3rd Qu.: 1.0 3rd Qu.: 0.0000 3rd Qu.:0.000
## Max. :11600 Max. :1192.0 Max. : 3.0000 Max. :4.000
## anticipation disgust fear joy
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000
## Median :0.000 Median :0.000 Median :0.000 Median :0.000
## Mean :0.349 Mean :0.117 Mean :0.174 Mean :0.275
## 3rd Qu.:1.000 3rd Qu.:0.000 3rd Qu.:0.000 3rd Qu.:0.000
## Max. :5.000 Max. :4.000 Max. :4.000 Max. :5.000
## sadness surprise trust negative positive
## Min. :0.000 Min. :0.000 Min. :0.0 Min. :0.000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.0 1st Qu.:0.000 1st Qu.:0.000
## Median :0.000 Median :0.000 Median :0.0 Median :0.000 Median :0.000
## Mean :0.161 Mean :0.174 Mean :0.3 Mean :0.365 Mean :0.548
## 3rd Qu.:0.000 3rd Qu.:0.000 3rd Qu.:1.0 3rd Qu.:1.000 3rd Qu.:1.000
## Max. :4.000 Max. :4.000 Max. :4.0 Max. :5.000 Max. :6.000
## Sentiment month hour SentimentOverall
## Min. :-4.050 Min. :2.00 Min. : 0 Min. :-4.250
## 1st Qu.:-0.100 1st Qu.:3.00 1st Qu.: 8 1st Qu.:-0.106
## Median : 0.000 Median :4.00 Median :14 Median : 0.000
## Mean : 0.198 Mean :3.77 Mean :13 Mean : 0.257
## 3rd Qu.: 0.750 3rd Qu.:4.00 3rd Qu.:18 3rd Qu.: 0.750
## Max. : 5.400 Max. :5.00 Max. :23 Max. : 6.800As we can see there are some very big outliers for variables favouriteCount and retweetCount that is why I would normalize this two variables to make sure that they will not affect analyses with high values
Data$favoriteCount<-scale(Data$favoriteCount)
Data$retweetCount<-scale(Data$retweetCount)Now let us look at the sentiment of tweets based on the month and hour when tweet was posted. Red line on the graphs shows mean sentiment for all tweets that were gathered. We can see that on February and March sentiment of tweets were higher than mean and it was falling each month.
ag1<-aggregate.data.frame(Data$SentimentOverall,list(Data$month),mean)
ag1$positive <- ifelse(ag1$x>=0,1,2)
plot(as.character(ag1$Group.1),ag1$x, cex=3,col=ag1$positive, pch=19, xlab="Month", ylab="Mean sentiment")
abline(h=mean(Data$SentimentOverall), col="red", lwd = 2)
Analyzing the sentiment based on hour of the posted tweet we can also see the groups in which posts were more positive and groups of time when they were more negative.
ag2<-aggregate.data.frame(Data$SentimentOverall,list(Data$hour),mean)
ag2$positive <- ifelse(ag2$x>=0,1,2)
plot(ag2$Group.1,ag2$x, cex=3,col=ag2$positive, pch=19, xlab="Hour", ylab="Mean sentiment")
abline(h=mean(Data$SentimentOverall), col="red", lwd = 2)
We should also look at the correlation between variables. As we can expect some emotions are highly correlated with each other, but now we can see how strong that correlation is.
cor.matrix <- cor(Data, method = c("spearman"))
corrplot(cor.matrix, type = "lower", order = "alphabet", tl.col = "black", tl.cex = 1, col=colorRampPalette(c("#99FF33", "#CC0066", "black"))(200))
Clustering
Before clustering
First we will start analysis with clustering. Based on the data we may expect that there will be at least two groups - positive tweets and negative tweets. Maybe after clustering we will see some other groups. The dataset has around 45 000 observations which may be quite intense for some algorithms, that is why I decided to randomly pick a sample of 10 000 observations on which we will proceed with clustering. We will also standardize variables to make sure high or low values do not affect whole analysis. After standardization we will not be able to interpret values so easy but still we can interpret them as a relation to other groups.
data.standarized <- as.data.frame(scale(Data))
set.seed(12444)
Sample <- sample_n(data.standarized,10000)
str(Sample)## 'data.frame': 10000 obs. of 17 variables:
## $ favoriteCount : num -0.081 -0.081 -0.081 -0.081 -0.081 ...
## $ retweetCount : num -0.1167 -0.1167 -0.1167 -0.1167 -0.0111 ...
## $ EmojisSentiment : num -0.167 -0.167 -0.167 -0.167 -0.167 ...
## $ anger : num -0.376 -0.376 -0.376 -0.376 -0.376 ...
## $ anticipation : num 1.05 -0.56 -0.56 -0.56 -0.56 ...
## $ disgust : num -0.333 -0.333 -0.333 -0.333 -0.333 ...
## $ fear : num -0.404 -0.404 -0.404 -0.404 -0.404 ...
## $ joy : num 1.34 -0.51 -0.51 -0.51 -0.51 ...
## $ sadness : num -0.394 -0.394 -0.394 -0.394 -0.394 ...
## $ surprise : num -0.41 -0.41 -0.41 -0.41 -0.41 ...
## $ trust : num 1.263 -0.542 -0.542 -0.542 -0.542 ...
## $ negative : num 1.024 -0.588 -0.588 -0.588 -0.588 ...
## $ positive : num 0.589 -0.715 -0.715 -0.715 -0.715 ...
## $ Sentiment : num 0.261 -0.255 -0.255 -0.255 -0.255 ...
## $ month : num 0.29 1.578 -0.998 0.29 0.29 ...
## $ hour : num 1.518 -1.527 -0.309 -0.766 -1.223 ...
## $ SentimentOverall: num 0.164 -0.294 -0.294 -0.294 -0.294 ...summary(Sample)## favoriteCount retweetCount EmojisSentiment anger
## Min. :-0.08 Min. :-0.117 Min. :-8.653 Min. :-0.376
## 1st Qu.:-0.08 1st Qu.:-0.117 1st Qu.:-0.167 1st Qu.:-0.376
## Median :-0.07 Median :-0.117 Median :-0.167 Median :-0.376
## Mean :-0.01 Mean :-0.008 Mean : 0.010 Mean : 0.001
## 3rd Qu.:-0.05 3rd Qu.:-0.011 3rd Qu.:-0.167 3rd Qu.:-0.376
## Max. :34.28 Max. :14.662 Max. : 8.319 Max. : 9.553
## anticipation disgust fear joy
## Min. :-0.560 Min. :-0.333 Min. :-0.404 Min. :-0.51
## 1st Qu.:-0.560 1st Qu.:-0.333 1st Qu.:-0.404 1st Qu.:-0.51
## Median :-0.560 Median :-0.333 Median :-0.404 Median :-0.51
## Mean : 0.001 Mean : 0.012 Mean :-0.006 Mean : 0.00
## 3rd Qu.: 1.045 3rd Qu.:-0.333 3rd Qu.:-0.404 3rd Qu.:-0.51
## Max. : 5.860 Max. : 8.210 Max. : 8.880 Max. : 8.74
## sadness surprise trust negative
## Min. :-0.394 Min. :-0.410 Min. :-0.542 Min. :-0.588
## 1st Qu.:-0.394 1st Qu.:-0.410 1st Qu.:-0.542 1st Qu.:-0.588
## Median :-0.394 Median :-0.410 Median :-0.542 Median :-0.588
## Mean : 0.007 Mean : 0.009 Mean : 0.004 Mean : 0.018
## 3rd Qu.:-0.394 3rd Qu.:-0.410 3rd Qu.: 1.263 3rd Qu.: 1.024
## Max. : 9.402 Max. : 9.035 Max. : 6.680 Max. : 7.471
## positive Sentiment month hour
## Min. :-0.715 Min. :-5.096 Min. :-2.2862 Min. :-1.9837
## 1st Qu.:-0.715 1st Qu.:-0.449 1st Qu.:-0.9981 1st Qu.:-0.7658
## Median :-0.715 Median :-0.255 Median : 0.2901 Median : 0.1476
## Mean : 0.005 Mean :-0.016 Mean :-0.0085 Mean :-0.0033
## 3rd Qu.: 0.589 3rd Qu.: 0.648 3rd Qu.: 0.2901 3rd Qu.: 0.7565
## Max. : 5.804 Max. : 4.779 Max. : 1.5782 Max. : 1.5177
## SentimentOverall
## Min. :-4.580
## 1st Qu.:-0.465
## Median :-0.294
## Mean :-0.010
## 3rd Qu.: 0.564
## Max. : 6.505Before we apply actual clustering algorithms we should check if the data is can be clustered. In that case we will use Hopkins statistic. Null hypothesis for the test is that there are no meaningful clusters in the data. Alternative hypothesis assumes that data can be clustered. Basically if the statistic is around 1 we can reject null hypothesis and proceed with clustering. Unfortunately R Markdown had a problem with handling such a big vector but the statistic is equal to 0.9649.
#get_clust_tendency(Sample,100)As we can see the Hopkins statistic is around 1. That means we can cluster our data. The question is how many clusters we should get? We will check it by Calinski-Harabasz and Duda-Hart index first. We will also take a look at Silhouette index index, elbow method, shadow statistic.
Let us start with Calinski-Harabasz and Duda-Hart indexes. Basically we will run 3 k-means clustering (with k=4, k=3 and k=2) and then we will check the statistics of indexes for each type of clustering. The higher the statistic the better it is to use that number of clusters.
km4<-kmeans(Sample, 4)
km3<-kmeans(Sample, 3)
km2<-kmeans(Sample,2)
round(calinhara(Sample, km4$cluster),digits=2)## [1] 1892round(calinhara(Sample, km3$cluster),digits=2)## [1] 1588round(calinhara(Sample, km2$cluster),digits=2)## [1] 2017dudahart2(Sample, km4$cluster)## $p.value
## [1] 0
##
## $dh
## [1] 0.3128
##
## $compare
## [1] 0.9522
##
## $cluster1
## [1] FALSE
##
## $alpha
## [1] 0.001
##
## $z
## [1] 3.09dudahart2(Sample, km3$cluster)## $p.value
## [1] 0
##
## $dh
## [1] 0.5693
##
## $compare
## [1] 0.9522
##
## $cluster1
## [1] FALSE
##
## $alpha
## [1] 0.001
##
## $z
## [1] 3.09dudahart2(Sample, km2$cluster)## $p.value
## [1] 0
##
## $dh
## [1] 0.8321
##
## $compare
## [1] 0.9522
##
## $cluster1
## [1] FALSE
##
## $alpha
## [1] 0.001
##
## $z
## [1] 3.09As we can see both indexes shows that the optimal number of clusters is 2 (we should look at highest values of $dh)Next we shall move to elbow method which can asses optimal number of clusters visually and Shilhouette statistic interpreted as - the higher statistic the the better.
opt1<-Optimal_Clusters_KMeans(Sample, max_clusters=10, plot_clusters = TRUE, max_iters = 10000)
opt2<-Optimal_Clusters_KMeans(Sample, max_clusters=10, plot_clusters=TRUE, criterion="silhouette",max_iters = 15)
Here we have similar situation, that shows k=2 is optimal. Nevertheless k=3 and k=4 may be also not so bad, as they have quite high values. Now we can move to the Shadow statistic, which is also used to asses optimal number of clusters. This time the lower values the better number of clusters. I did two versions first with “euclidean” distance and second with “manhattan” distance measure
d1<-cclust(Sample, 5, dist="euclidean")## Found more than one class "kcca" in cache; using the first, from namespace 'flexclust'## Also defined by 'kernlab'## Found more than one class "kcca" in cache; using the first, from namespace 'flexclust'## Also defined by 'kernlab'shadow(d1)## 1 2 3 4 5
## 0.8844 0.7492 0.8100 0.8274 0.8121plot(shadow(d1))
d2<-cclust(Sample, 5, dist="manhattan")
shadow(d2)## 1 2 3 4 5
## 0.8392 0.8002 0.8142 0.7941 0.7366plot(shadow(d2))
Shadows statistic with eulidean measure shows the k=2 as optimal, whereas considering manhattan distance measure other numbers of clusters are optimal (they have similar values and k=5 is optimal). Now let`s see different method with usage of medoids with two distance measures “euclidean” and “manhattan”.
opt4<-Optimal_Clusters_Medoids(Sample, 5, 'euclidean', plot_clusters=TRUE)##
## Based on the plot give the number of clusters (greater than 1) that you consider optimal?## Warning: The plot can not be created for the specified number of clusters. This
## means the output data do not fit in the figure (plot) margins.opt4<-Optimal_Clusters_Medoids(Sample, 5, 'manhattan', plot_clusters=TRUE)##
## Based on the plot give the number of clusters (greater than 1) that you consider optimal?## Warning: The plot can not be created for the specified number of clusters. This
## means the output data do not fit in the figure (plot) margins.K-MEANS
Based on a lot of different statistics we can see that there are different options to choose. Knowing data we may expect just 2 clusters with positive and negative tweets, but that is not that much informative. That is why I would like to see clustering for k=2 just to make sure it will look as I thought. Then I would like to try k=3 and k=4 which may be less optimal but may give us some more insights of the data.
fviz_cluster(list(data=Sample, cluster=km2$cluster),
ellipse.type="norm", geom="point", stand=FALSE, palette="jco", ggtheme=theme_classic())
fviz_cluster(list(data=Sample, cluster=km3$cluster),
ellipse.type="norm", geom="point", stand=FALSE, palette="jco", ggtheme=theme_classic())
fviz_cluster(list(data=Sample, cluster=km4$cluster),
ellipse.type="norm", geom="point", stand=FALSE, palette="jco", ggtheme=theme_classic())
Now let us see some post hoc analysis for each type. First lets try to call each cluster based what kind of observations are inside each of them. We would also see a plot that shows how far each observation is from its centroid.
km2$centers## favoriteCount retweetCount EmojisSentiment anger anticipation disgust
## 1 -0.00268 -0.002497 0.01914 -0.3173 -0.0206 -0.2546
## 2 -0.02177 -0.040349 -0.03740 1.7095 0.1154 1.4419
## fear joy sadness surprise trust negative positive Sentiment
## 1 -0.304 -0.004688 -0.271 -0.04863 -0.01488 -0.2861 -0.003373 0.1574
## 2 1.597 0.028083 1.499 0.31667 0.10576 1.6536 0.052781 -0.9448
## month hour SentimentOverall
## 1 -0.01473 -0.002381 0.1471
## 2 0.02490 -0.008131 -0.8516km3$centers## favoriteCount retweetCount EmojisSentiment anger anticipation disgust
## 1 -0.005257 -0.0006652 0.28878 -0.3408 -0.1929 -0.3126
## 2 -0.007125 -0.0125843 -0.18067 0.1610 -0.3434 0.1157
## 3 -0.001694 -0.0105422 0.07587 0.1668 1.5466 0.3293
## fear joy sadness surprise trust negative positive Sentiment
## 1 -0.3310 -0.07994 -0.3153 -0.3455 -0.05196 -0.4434 0.1325 0.5935
## 2 0.1457 -0.46544 0.1224 -0.2655 -0.41216 0.2937 -0.5263 -0.6599
## 3 0.1566 1.72031 0.2822 1.6507 1.50806 0.0465 1.5194 0.8853
## month hour SentimentOverall
## 1 -0.02514 0.02129 0.6421
## 2 -0.03054 -0.03151 -0.6573
## 3 0.09912 0.04050 0.8145km4$centers## favoriteCount retweetCount EmojisSentiment anger anticipation disgust
## 1 -0.021302 -0.016251 -0.16066 -0.3162 -0.33565 -0.28981
## 2 -0.021160 -0.040349 -0.06762 1.8010 0.02253 1.51861
## 3 0.007418 -0.002137 0.17773 -0.1722 1.32192 -0.02993
## 4 0.014234 0.012897 0.17118 -0.3188 -0.35016 -0.26976
## fear joy sadness surprise trust negative positive Sentiment
## 1 -0.3079 -0.3941 -0.29059 -0.3452 -0.32817 -0.2842 -0.35107 -0.10486
## 2 1.7069 -0.1104 1.59937 0.2053 -0.01916 1.7207 -0.05795 -1.06310
## 3 -0.1635 1.6009 -0.03701 1.2455 1.40014 -0.2503 1.47336 1.09248
## 4 -0.3126 -0.3777 -0.31802 -0.3506 -0.37568 -0.2181 -0.36630 -0.06681
## month hour SentimentOverall
## 1 0.70599 0.0007237 -0.15775
## 2 0.03544 -0.0127952 -0.96857
## 3 0.07233 0.0400711 1.03907
## 4 -1.01193 -0.0297372 0.01001d1<-cclust(Sample, 2, dist="euclidean")
stripes(d1)
d2<-cclust(Sample, 3, dist="euclidean")
stripes(d2)
d3<-cclust(Sample, 4, dist="euclidean")
stripes(d3)
For k=2 first cluster seems to have lower values of sentiment so we could call it as negative tweets cluster, whereas second has more positive emotions and sentiment
For k=3 first cluster seems to be a cluster of positive tweets as it has bigger values for positive variables, second cluster may be called negative values as it has high values of negative variables. Third one could be called neutral as values of variables seems to be near 0. I think that k=3 shows better differences between groups than k=2.
For k=4 3th and 4th cluster seems to be again negative and positive tweets. First cluster could be called neutral and third one is quite hard to describe - I would say it is a group of negative tweets but just a bit less harsh than in the 3rd cluster as they have lower values for negative variables.
CLARA
Now we can move to CLARA algorithm to see the results
clara_2<-eclust(Sample, "clara", k=2) 
clara_2$medoids## favoriteCount retweetCount EmojisSentiment anger anticipation disgust
## [1,] -0.08097 -0.1167 -0.1673 -0.3756 1.0452 -0.333
## [2,] -0.08097 -0.1167 -0.1673 -0.3756 -0.5597 -0.333
## fear joy sadness surprise trust negative positive Sentiment month
## [1,] -0.404 1.3408 -0.3938 -0.4102 1.2635 -0.5879 0.5888 0.7129 0.2901
## [2,] -0.404 -0.5097 -0.3938 -0.4102 -0.5421 -0.5879 -0.7151 -0.3844 0.2901
## hour SentimentOverall
## [1,] 1.2132 0.5635
## [2,] 0.1476 -0.4079fviz_silhouette(clara_2)## cluster size ave.sil.width
## 1 1 2592 0.08
## 2 2 7408 0.35
clara_3<-eclust(Sample, "clara", k=3) 
clara_3$medoids## favoriteCount retweetCount EmojisSentiment anger anticipation disgust
## [1,] -0.08097 -0.1167 -0.1673 -0.3756 -0.5597 -0.333
## [2,] -0.08097 -0.1167 -0.1673 -0.3756 2.6500 -0.333
## [3,] 0.08084 0.3055 -0.1673 2.1066 -0.5597 2.515
## fear joy sadness surprise trust negative positive Sentiment
## [1,] -0.404 -0.5097 -0.3938 -0.4102 -0.5421 -0.5879 -0.7151 -0.3844
## [2,] -0.404 1.3408 -0.3938 1.9510 1.2635 -0.5879 1.8926 0.9065
## [3,] 1.917 -0.5097 2.0551 -0.4102 -0.5421 1.0239 -0.7151 -1.2235
## month hour SentimentOverall
## [1,] 0.2901 0.1476 -0.4079
## [2,] 0.2901 -0.3091 0.7350
## [3,] -0.9981 0.2998 -1.1508fviz_silhouette(clara_3)## cluster size ave.sil.width
## 1 1 7150 0.42
## 2 2 1685 0.13
## 3 3 1165 0.10
clara_4<-eclust(Sample, "clara", k=4) 
clara_4$medoids## favoriteCount retweetCount EmojisSentiment anger anticipation disgust
## [1,] -0.06941 -0.1167 -0.1673 -0.3756 -0.5597 -0.333
## [2,] -0.08097 -0.1167 -0.1673 -0.3756 2.6500 -0.333
## [3,] 0.08084 0.3055 -0.1673 2.1066 -0.5597 2.515
## [4,] 0.05773 0.9389 6.7578 -0.3756 1.0452 -0.333
## fear joy sadness surprise trust negative positive Sentiment
## [1,] -0.404 -0.5097 -0.3938 -0.4102 -0.5421 -0.5879 -0.7151 -0.2553
## [2,] -0.404 1.3408 -0.3938 1.9510 1.2635 -0.5879 1.8926 0.9065
## [3,] 1.917 -0.5097 2.0551 -0.4102 -0.5421 1.0239 -0.7151 -1.2235
## [4,] 1.917 1.3408 -0.3938 1.9510 -0.5421 -0.5879 1.8926 4.2628
## month hour SentimentOverall
## [1,] 0.2901 -0.004638 -0.2936
## [2,] -0.9981 0.147598 0.7350
## [3,] -0.9981 0.299833 -1.1508
## [4,] 1.5782 0.452069 6.5046fviz_silhouette(clara_4)## cluster size ave.sil.width
## 1 1 7195 0.41
## 2 2 1559 0.16
## 3 3 1162 0.10
## 4 4 84 0.33
DIMENSION REDUCTION
PCA
We will start with basic PCA algorithm to see if the data can be reduced to lower dimensionality. Knowing that variables are correlated with each other based on exploration at the beginning of analysis we can expect that we will be able to reduce some common variables to single one.
Data.PCA <- prcomp(data.standarized, center = TRUE, scale = TRUE)
summary(Data.PCA)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
## Standard deviation 2.02 1.866 1.386 1.1170 1.0004 0.9940 0.8602 0.8121
## Proportion of Variance 0.24 0.205 0.113 0.0734 0.0589 0.0581 0.0435 0.0388
## Cumulative Proportion 0.24 0.445 0.558 0.6314 0.6903 0.7484 0.7920 0.8308
## PC9 PC10 PC11 PC12 PC13 PC14 PC15 PC16
## Standard deviation 0.7450 0.6913 0.6761 0.626 0.5798 0.5735 0.4994 0.28486
## Proportion of Variance 0.0326 0.0281 0.0269 0.023 0.0198 0.0193 0.0147 0.00477
## Cumulative Proportion 0.8634 0.8915 0.9184 0.941 0.9612 0.9806 0.9952 1.00000
## PC17
## Standard deviation 0.000000000000104
## Proportion of Variance 0.000000000000000
## Cumulative Proportion 1.000000000000000We can see that around 10 components explain almost 90% of variance in data. Now lets plot it and see how it looks and add table with cumulative variance explained under. Then we can plot eigen values to see which are higher than 1. The ones that are bigger than that threshold could be used to further analysis and we will chose only those that fulfill this constraint.
eig.val <- get_eigenvalue(Data.PCA)
eig.val_plot <- eig.val$variance.percent
eig.val_plot2 <- eig.val$eigenvalueqplot(c(1:17),eig.val_plot) +
geom_line() +
xlab("Principal Component") +
ylab("Variance Explained") +
ggtitle("Scree Plot") +
ylim(0, 25)+xlim(1,10)## Warning: Removed 7 rows containing missing values (geom_point).## Warning: Removed 7 row(s) containing missing values (geom_path).
eig.val$cumulative.variance.percent## [1] 24.01 44.50 55.81 63.14 69.03 74.84 79.20 83.08 86.34 89.15
## [11] 91.84 94.14 96.12 98.06 99.52 100.00 100.00plot(summary(Data.PCA)$importance[3,],ylab="Cumulative variance")
qplot(c(1:17),eig.val_plot2) +
geom_line() +
xlab("Principal Component") +
ylab("Eigenvalue") +
ggtitle("Scree Plot") +
ylim(0, 5)+xlim(1,17) + geom_hline(aes(yintercept = 1), colour="red")
eig.val_plot2## [1] 4.08184865134454000212826940697 3.48304354844858021778009060654
## [3] 1.92198698897711861555137602409 1.24771762413537623537251874950
## [5] 1.00080459421469813996452558058 0.98807962439654106745479111851
## [7] 0.73997232161528225802271663269 0.65953918239787645561023055052
## [9] 0.55499390636153178579803579851 0.47783394546824053961131539836
## [11] 0.45716876416437218777488737942 0.39141839750203621939306231070
## [13] 0.33612548659948815465980942463 0.32887482358300179630106185868
## [15] 0.24944853716893922168651442917 0.08114360362077405186553846761
## [17] 0.00000000000000000000000001085Based on analysis we should choose 5 components which explains around 70% of overall variance. Now we can see the reduced dimensions on correlation circle. The darker values the more important variable. Let us compare first dimension with all the others.
fviz_pca_var(Data.PCA, col.var="contrib")+
scale_color_gradient2(low="#99FF33", mid="#CC0066",
high="black", midpoint=11)
fviz_pca_var(Data.PCA, col.var="contrib", repel = TRUE, axes = c(1, 2)) +
labs(title="Variables loadings for PC1 and PC2", x="PC1", y="PC2")+
scale_color_gradient2(low="#99FF33", mid="#CC0066",
high="black", midpoint=11)
fviz_pca_var(Data.PCA, col.var="contrib", repel = TRUE, axes = c(1, 3)) +
labs(title="Variables loadings for PC1 and PC3", x="PC1", y="PC3")+
scale_color_gradient2(low="#99FF33", mid="#CC0066",
high="black", midpoint=11)## Warning: ggrepel: 6 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
fviz_pca_var(Data.PCA, col.var="contrib", repel = TRUE, axes = c(1, 4)) +
labs(title="Variables loadings for PC1 and PC4", x="PC1", y="PC4")+
scale_color_gradient2(low="#99FF33", mid="#CC0066",
high="black", midpoint=11)
fviz_pca_var(Data.PCA, col.var="contrib", repel = TRUE, axes = c(1, 5)) +
labs(title="Variables loadings for PC1 and PC5", x="PC1", y="PC5")+
scale_color_gradient2(low="#99FF33", mid="#CC0066",
high="black", midpoint=11)## Warning: ggrepel: 10 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
fviz_pca_ind(Data.PCA, col.ind="cos2", geom = "point", gradient.cols = c("#99FF33", "#CC0066", "black" ))
PC1 <- fviz_contrib(Data.PCA, choice = "var", axes = 1,fill = "#990066",color = "#990066")
PC2 <- fviz_contrib(Data.PCA, choice = "var", axes = 2,fill = "#990066",color = "#990066")
PC3 <- fviz_contrib(Data.PCA, choice = "var", axes = 3,fill = "#990066",color = "#990066")
PC4 <- fviz_contrib(Data.PCA, choice = "var", axes = 4,fill = "#990066",color = "#990066")
PC5 <- fviz_contrib(Data.PCA, choice = "var", axes = 5,fill = "#990066",color = "#990066")
PC1
PC2
PC3
PC4
PC5
distance.m<-dist(t(data.standarized))
hc<-hclust(distance.m, method="complete")
plot(hc, hang=-1)
rect.hclust(hc, k = 3, border="red")
sub_grp<-cutree(hc, k=3)
fviz_cluster(list(data = distance.m, cluster = sub_grp), palette=c("#339900", "#CC0066", "black" ))
Association rules
Creating Document term Matrix and creating basket data
It took a lot of time to convert document term matrix into proper data structure (transaction data). Basically this code is going over each tweet and each word to see if that word was used in the tweet. If so it appends words after commas. It had to go through 1132 words x 45 851 tweets = 51 903 332 cells to check. Then such prepared data was used to perform association rules with words from tweets.
#words_df <- as.data.frame(matrix)
#tweet_words <-c()
#words<-data.frame(tweet_words=c(1:length(words_df)))
#i=1
#n=1
#for (i in 1:length(words_df)){
# tweet_words<-c()
# for (n in 1:nrow(words_df)){
# if(words_df[n,i]==0) next
# x<-row.names(words_df)[n]
# tweet_words<-append(tweet_words,x)
# }
# print(i)
# words$tweet_words[i]<-paste(tweet_words, collapse = ', ')
#}size(trans)## [1] 7 3 2 9 12 4 5 3 4 12 8 4 3 7 6 4 7 6 5 3 6 6 3 3
## [25] 5 10 2 3 7 2 7 7 4 2 4 8 2 5 10 6 9 8 3 3 3 8 2 5
## [49] 5 3 3 1 2 7 7 7 9 8 4 6 2 8 5 6 6 7 7 6 2 8 7 5
## [73] 10 7 5 4 0 0 5 2 0 7 3 4 6 5 9 3 6 4 7 2 5 6 7 6
## [97] 2 7 5 5 4 6 8 5 7 5 4 5 2 6 5 9 5 5 8 7 2 6 6 4
## [121] 4 3 7 7 1 8 5 8 7 6 1 6 5 7 2 5 9 7 9 6 1 5 7 5
## [145] 5 5 4 7 7 8 6 5 3 6 9 4 5 3 7 6 9 4 3 4 8 6 4 5
## [169] 6 11 9 8 6 4 3 6 7 4 7 3 7 6 6 3 8 2 8 3 3 4 5 4
## [193] 6 5 6 8 5 8 6 6 4 5 4 7 7 6 3 6 0 8 3 2 3 7 8 7
## [217] 8 5 5 7 6 5 3 3 4 11 8 6 1 6 7 3 4 5 5 8 5 1 6 3
## [241] 4 7 6 7 8 4 11 3 2 4 7 2 3 7 6 3 6 8 2 1 6 8 5 4
## [265] 5 3 2 7 2 4 6 6 4 5 6 5 6 9 5 3 6 5 7 3 6 8 11 8
## [289] 4 5 2 11 3 9 5 4 4 5 4 9 8 5 2 7 6 4 8 5 2 5 9 4
## [313] 4 4 6 8 8 8 6 5 7 5 6 6 10 7 3 6 2 6 7 4 8 5 7 5
## [337] 6 3 3 7 3 6 6 4 2 3 8 5 7 6 6 4 5 2 8 6 2 6 6 7
## [361] 7 3 3 3 9 7 7 6 5 5 5 0 8 8 5 4 7 5 6 5 3 6 5 3
## [385] 4 7 3 6 7 5 1 8 5 10 6 5 1 4 7 8 2 10 4 6 8 7 7 3
## [409] 8 8 1 4 5 5 8 5 8 4 8 10 9 5 6 3 5 4 6 3 5 9 9 6
## [433] 10 4 5 7 5 8 3 6 5 4 2 8 8 8 5 5 6 5 7 10 3 4 4 6
## [457] 5 3 6 7 8 4 8 5 7 5 5 4 7 10 6 1 6 6 7 8 6 1 8 6
## [481] 8 3 6 5 6 7 8 7 7 6 4 6 8 3 8 8 8 7 6 3 8 4 7 5
## [505] 3 7 9 5 4 1 9 4 4 6 8 5 7 3 3 2 7 10 11 11 11 10 10 11
## [529] 11 11 3 8 10 11 12 11 8 10 11 10 10 11 11 10 11 8 10 11 11 11 11 8
## [553] 3 5 7 8 1 9 5 7 4 4 1 6 10 11 9 6 4 3 6 7 6 4 3 3
## [577] 7 6 7 6 7 7 7 8 4 7 7 8 7 10 6 5 8 7 8 8 9 4 7 10
## [601] 4 6 9 5 5 5 7 4 6 9 8 7 9 6 6 4 6 4 4 3 4 4 6 8
## [625] 6 2 8 6 5 6 6 9 7 4 6 5 9 6 6 4 3 3 5 4 5 6 8 10
## [649] 2 3 6 7 7 6 6 7 0 9 5 4 4 5 8 8 7 5 5 5 4 3 4 6
## [673] 7 2 9 8 12 5 1 10 3 4 7 5 4 3 5 11 6 5 8 8 5 5 5 8
## [697] 4 13 5 9 5 4 5 1 8 6 2 4 5 6 7 7 2 9 4 10 5 3 3 9
## [721] 5 5 3 7 8 4 6 7 7 4 5 8 3 7 9 8 6 2 6 3 3 9 4 4
## [745] 7 4 5 2 3 8 0 7 8 5 10 5 4 7 4 4 5 6 7 4 9 6 7 6
## [769] 5 5 4 7 9 8 5 5 5 2 1 3 7 7 6 9 2 3 8 6 9 5 8 5
## [793] 2 3 7 4 2 11 6 8 5 6 7 9 3 5 7 6 4 2 5 2 3 8 3 4
## [817] 2 7 3 3 3 6 5 5 1 6 4 4 3 6 3 6 5 8 9 9 11 6 4 7
## [841] 8 4 4 9 7 7 4 4 8 6 7 4 4 3 4 8 3 8 3 3 6 4 3 4
## [865] 8 4 4 5 4 5 7 3 10 7 5 3 5 1 10 3 8 6 6 9 2 4 6 5
## [889] 8 4 6 5 5 7 5 8 2 9 7 4 3 4 5 8 4 10 2 2 5 7 4 2
## [913] 5 7 6 1 4 3 4 9 2 4 11 6 5 6 4 6 2 3 7 7 8 5 4 7
## [937] 7 8 5 6 4 5 2 4 4 4 4 2 5 4 0 2 5 5 3 11 10 10 10 11
## [961] 10 3 8 5 4 6 7 5 5 11 6 5 4 6 5 10 11 11 7 5 5 3 8 8
## [985] 4 7 5 12 5 7 3 3 3 3 6 4 4 8 3 8 8 3 4 4 7 3 6 5
## [1009] 10 6 4 5 4 5 6 0 5 2 8 7 5 5 2 3 2 4 4 8 7 8 5 3
## [1033] 3 7 4 7 7 9 3 7 6 7 3 5 6 7 3 5 5 3 4 5 5 4 4 5
## [1057] 8 6 6 8 4 7 2 3 9 3 7 3 5 0 7 0 7 0 5 6 8 2 10 6
## [1081] 8 5 8 4 8 2 3 4 5 6 3 7 5 8 8 7 3 5 11 10 4 4 6 2
## [1105] 3 7 4 9 6 7 9 1 2 3 5 6 2 9 13 4 8 4 5 3 9 8 4 9
## [1129] 6 6 4 10 5 9 8 2 3 8 5 2 4 6 7 3 2 7 4 7 11 7 8 9
## [1153] 8 5 7 10 9 7 7 9 5 6 6 1 5 10 4 7 9 7 7 8 8 10 5 5
## [1177] 5 2 7 4 6 5 3 4 6 6 6 8 9 6 3 5 7 6 7 10 6 10 2 9
## [1201] 7 5 8 4 4 4 7 5 2 9 4 2 3 2 8 6 5 3 13 2 4 2 6 4
## [1225] 7 7 11 7 7 7 3 7 4 5 5 3 3 7 4 6 4 4 4 6 2 4 4 4
## [1249] 3 6 7 6 4 6 10 4 6 4 4 5 3 4 4 6 6 6 5 2 2 6 4 4
## [1273] 4 3 7 5 4 4 4 4 10 3 7 6 6 4 3 4 7 8 8 6 6 3 1 6
## [1297] 9 4 3 6 9 6 3 8 5 2 5 9 4 5 7 3 3 5 3 7 4 3 8 8
## [1321] 1 10 5 6 9 3 8 6 8 6 7 5 5 7 7 9 6 4 4 2 1 9 4 8
## [1345] 4 6 5 8 3 7 6 3 4 6 6 6 7 4 7 6 3 8 4 13 9 3 7 8
## [1369] 9 8 6 8 3 5 7 7 6 1 7 6 7 7 6 3 5 9 5 3 2 5 7 5
## [1393] 5 2 5 8 5 3 4 7 2 6 4 5 3 3 7 5 9 6 5 5 5 6 6 5
## [1417] 7 4 10 5 5 7 6 6 12 11 7 3 3 5 3 7 7 6 9 8 6 2 8 7
## [1441] 9 5 8 6 1 4 5 3 5 11 9 2 10 7 6 6 6 7 9 6 6 6 9 4
## [1465] 10 9 2 4 4 5 4 3 5 4 1 4 2 5 2 2 6 6 4 5 10 4 4 6
## [1489] 3 8 7 3 5 6 6 8 6 5 7 3 3 8 5 7 7 9 9 7 7 5 9 6
## [1513] 2 7 3 6 1 6 6 3 6 6 7 4 3 2 8 6 4 5 5 5 2 11 4 8
## [1537] 8 6 8 6 5 7 4 8 5 5 8 2 2 7 7 8 4 5 2 4 2 3 6 6
## [1561] 4 6 4 3 2 2 6 11 7 7 8 6 6 7 6 6 4 7 7 3 7 4 3 9
## [1585] 7 3 9 5 6 4 5 2 7 8 9 8 5 5 2 3 3 6 5 5 6 5 8 8
## [1609] 6 10 6 7 9 3 5 5 6 5 5 9 13 5 2 9 8 5 2 4 4 6 6 6
## [1633] 6 3 2 5 2 8 5 1 7 2 5 5 5 6 7 5 9 4 3 4 5 5 12 6
## [1657] 6 8 5 3 9 8 6 7 4 7 11 7 7 0 10 10 4 6 4 10 4 5 5 9
## [1681] 6 6 9 9 7 7 6 6 4 6 6 8 5 4 6 5 5 8 5 7 4 8 6 7
## [1705] 4 7 2 2 7 5 6 4 3 7 6 10 6 5 5 3 2 7 4 4 3 10 10 6
## [1729] 2 12 8 3 8 7 6 8 5 3 8 6 7 5 4 0 2 6 7 9 7 10 10 7
## [1753] 0 6 7 3 7 5 6 7 7 7 6 2 9 8 3 6 7 3 8 4 5 6 6 9
## [1777] 4 7 5 5 2 4 9 3 6 4 6 7 10 5 6 6 4 6 3 4 3 6 7 3
## [1801] 3 2 5 4 13 6 8 1 8 3 7 5 5 5 3 8 7 5 3 4 9 3 4 3
## [1825] 4 2 3 9 5 2 5 4 10 11 2 11 11 5 9 10 11 11 5 12 10 11 11 10
## [1849] 10 11 11 11 3 2 4 11 11 8 2 3 6 1 3 4 7 11 6 0 8 10 11 5
## [1873] 8 1 5 8 4 6 3 4 11 11 6 11 10 2 8 3 2 12 5 9 7 8 7 2
## [1897] 6 3 4 5 10 6 8 4 8 7 2 2 6 5 6 2 8 8 4 5 3 5 8 9
## [1921] 5 6 6 7 5 4 3 7 2 7 3 6 4 11 5 3 4 7 5 5 6 6 4 5
## [1945] 3 4 7 7 9 4 9 9 8 4 4 6 5 9 10 6 8 3 2 7 6 1 2 4
## [1969] 6 5 6 6 2 4 2 7 10 12 4 6 7 4 2 3 2 7 8 5 3 5 6 5
## [1993] 9 3 3 3 3 3 3 3 7 8 10 4 8 6 2 5 7 8 7 6 3 9 4 3
## [2017] 1 5 4 6 5 6 8 8 11 8 3 4 4 5 4 2 6 4 11 6 6 6 6 4
## [2041] 6 4 10 10 4 9 10 8 6 9 7 4 8 4 3 7 6 6 8 5 8 5 9 5
## [2065] 8 3 7 5 3 6 3 5 6 3 7 3 5 5 3 5 7 6 5 11 1 1 7 4
## [2089] 5 3 5 13 6 7 11 7 5 6 10 8 8 6 3 3 11 8 4 9 3 4 8 9
## [2113] 2 2 3 5 7 6 5 1 6 4 7 6 6 7 4 5 7 3 7 2 4 6 4 8
## [2137] 5 4 7 5 4 2 7 6 4 9 2 6 3 4 7 6 9 4 4 5 3 5 9 6
## [2161] 7 5 5 8 5 5 9 7 1 8 8 6 4 6 7 4 7 10 7 2 2 4 8 4
## [2185] 6 6 5 3 4 7 2 9 2 1 3 5 5 4 8 2 5 8 2 3 3 6 7 5
## [2209] 4 4 5 7 7 4 5 7 4 3 7 4 7 2 8 7 7 7 10 3 7 8 4 6
## [2233] 6 6 3 6 7 8 6 4 3 11 4 4 3 3 4 5 2 7 7 12 11 9 11 11
## [2257] 11 10 12 10 10 11 11 9 3 9 2 10 11 8 11 11 11 5 4 9 2 4 6 6
## [2281] 7 6 10 8 6 11 3 3 10 8 11 10 5 5 7 1 5 7 4 10 10 3 3 3
## [2305] 5 6 5 4 6 7 3 7 5 10 4 5 5 4 8 5 9 10 2 7 8 3 6 4
## [2329] 3 3 3 3 3 8 9 4 5 7 8 7 4 3 9 6 6 5 5 8 7 10 7 1
## [2353] 5 8 1 4 4 5 4 3 9 3 6 13 4 8 7 6 6 3 4 4 3 4 4 7
## [2377] 8 5 4 5 4 6 5 4 7 8 6 4 6 4 9 8 4 5 7 6 7 4 5 9
## [2401] 5 9 5 7 8 5 4 7 8 6 6 4 2 8 9 4 9 8 5 7 8 5 4 6
## [2425] 7 8 6 9 3 3 5 11 2 8 3 9 13 4 5 9 8 5 7 8 3 8 9 4
## [2449] 10 6 7 6 5 6 5 7 1 4 6 5 8 6 6 5 5 5 4 6 2 2 6 5
## [2473] 4 8 4 7 2 5 5 3 5 2 8 5 6 9 7 4 9 5 8 10 4 7 5 5
## [2497] 11 4 4 4 3 6 4 3 2 10 3 6 6 6 4 6 9 8 8 8 8 4 3 4
## [2521] 9 9 3 2 2 2 4 8 4 4 10 4 8 10 2 6 4 6 9 9 6 7 7 5
## [2545] 5 7 4 6 6 9 7 5 3 6 8 4 8 8 5 10 6 5 5 2 9 2 8 7
## [2569] 2 9 3 7 7 5 7 4 1 4 5 6 4 7 6 10 7 8 3 5 8 8 4 3
## [2593] 8 4 6 3 7 5 10 5 8 5 4 4 3 10 9 5 4 5 6 1 3 9 6 2
## [2617] 5 6 7 4 7 3 8 5 5 8 3 4 5 6 7 6 6 5 9 5 9 8 5 9
## [2641] 3 10 3 11 3 6 7 4 4 9 4 3 4 3 5 4 5 7 8 8 10 7 4 3
## [2665] 6 4 5 6 7 6 8 7 4 4 9 5 7 8 6 5 3 2 5 3 3 3 2 6
## [2689] 9 8 9 7 10 3 4 6 11 3 2 6 7 6 4 1 11 4 8 1 6 9 1 3
## [2713] 7 3 3 4 6 6 3 5 3 7 4 10 4 7 7 6 5 5 6 7 3 8 3 4
## [2737] 4 4 7 4 7 7 4 7 7 7 4 6 5 6 4 3 5 5 6 5 11 10 11 2
## [2761] 9 7 5 6 10 2 7 3 3 10 3 4 3 8 5 4 4 4 7 6 9 2 8 3
## [2785] 2 8 4 6 10 5 4 6 7 8 8 8 5 8 7 5 2 5 3 10 6 8 4 6
## [2809] 5 5 1 4 8 7 3 3 1 7 3 5 6 3 3 7 4 3 2 4 7 6 3 2
## [2833] 6 6 12 7 3 2 2 6 7 7 4 4 6 4 6 4 4 7 5 8 1 4 3 7
## [2857] 7 7 4 7 5 7 12 9 4 3 5 3 2 5 4 10 5 7 3 9 10 4 5 2
## [2881] 9 7 7 8 7 5 6 7 5 2 2 3 8 4 4 3 8 4 2 3 7 7 7 4
## [2905] 5 3 5 6 4 4 2 3 8 4 5 3 7 5 1 7 6 4 6 7 8 7 13 2
## [2929] 5 3 5 1 6 6 1 6 7 7 3 8 9 4 4 3 5 3 7 6 6 8 11 11
## [2953] 11 11 10 11 11 10 11 10 9 11 11 9 11 9 10 10 11 11 11 11 11 11 10 10
## [2977] 10 12 6 11 11 11 9 10 11 9 10 11 9 11 11 8 11 10 11 10 10 9 11 3
## [3001] 10 8 11 11 10 11 5 10 11 5 10 11 5 11 8 11 7 10 11 10 10 10 11 11
## [3025] 11 11 11 2 3 10 8 11 10 10 10 4 11 10 10 11 8 0 11 5 3 5 5 10
## [3049] 7 6 11 5 8 3 7 11 6 3 7 2 7 6 6 7 6 8 5 4 6 5 9 5
## [3073] 6 5 9 4 9 3 5 2 6 2 7 8 7 8 6 7 2 9 3 5 5 5 2 7
## [3097] 5 6 5 5 5 10 5 8 1 9 2 8 8 8 5 8 7 2 5 4 8 8 4 4
## [3121] 7 4 7 8 4 3 5 11 5 3 7 6 5 7 7 5 6 3 5 7 5 8 8 7
## [3145] 4 5 5 4 4 7 5 7 5 2 6 5 5 6 8 8 7 6 7 4 8 4 2 7
## [3169] 6 4 6 2 8 4 8 6 8 3 5 8 5 10 3 7 6 6 3 11 3 9 8 7
## [3193] 7 8 8 9 4 3 5 4 5 6 8 3 6 7 6 8 5 6 6 3 7 6 5 4
## [3217] 5 6 6 8 5 6 3 4 4 9 8 8 8 10 5 5 8 9 7 5 6 8 3 4
## [3241] 5 5 5 5 5 5 7 7 10 9 8 2 2 5 6 8 5 7 5 5 6 4 10 4
## [3265] 6 4 5 5 5 8 6 10 11 6 6 4 7 2 10 4 5 5 8 3 9 5 6 3
## [3289] 2 5 3 4 8 4 5 6 2 6 4 6 5 10 4 4 8 8 4 4 3 6 1 6
## [3313] 7 9 3 2 3 6 8 4 7 2 7 6 4 5 5 6 7 4 4 6 7 5 4 8
## [3337] 6 7 10 3 6 2 6 4 3 4 10 2 6 5 9 5 8 3 5 6 5 7 4 6
## [3361] 11 5 8 4 7 4 5 10 4 6 3 4 8 8 9 6 8 7 3 5 4 7 3 5
## [3385] 2 4 6 6 8 5 6 5 5 9 1 5 5 3 4 6 9 2 3 3 6 4 5 4
## [3409] 7 10 6 4 5 6 8 9 6 8 6 6 4 4 2 4 3 6 5 1 4 4 4 6
## [3433] 2 6 8 3 4 4 6 5 2 7 6 4 4 5 5 6 2 4 3 9 8 9 4 2
## [3457] 2 6 5 2 4 11 6 8 11 2 3 11 8 8 11 11 10 5 10 6 5 5 4 3
## [3481] 5 3 8 11 8 5 7 6 9 6 6 6 7 2 6 6 4 4 2 4 3 6 9 11
## [3505] 10 11 9 7 7 11 4 2 11 8 4 5 11 8 9 2 9 9 9 5 5 6 9 7
## [3529] 11 4 6 6 9 4 4 5 2 7 2 4 5 5 7 8 7 4 6 3 7 5 3 6
## [3553] 8 7 4 3 8 4 11 5 5 5 4 8 4 4 10 10 7 3 10 5 7 6 6 7
## [3577] 8 4 5 2 9 1 0 7 8 5 4 9 1 9 3 5 8 9 4 7 4 3 11 5
## [3601] 2 7 7 3 5 8 6 8 5 4 7 4 6 9 8 11 3 4 6 7 5 3 4 5
## [3625] 4 5 10 4 5 8 5 5 4 9 8 7 7 7 3 5 3 5 8 5 7 6 8 4
## [3649] 7 9 5 6 3 6 5 2 9 2 5 2 5 9 11 8 4 4 3 8 13 6 5 4
## [3673] 7 8 4 2 8 3 5 7 6 5 6 7 3 4 6 10 9 11 7 7 4 7 3 7
## [3697] 6 6 8 3 9 9 5 3 12 7 7 9 5 3 3 4 6 9 8 6 7 6 3 8
## [3721] 8 6 4 10 4 2 6 7 8 4 4 6 7 7 4 7 5 4 4 7 7 7 3 4
## [3745] 5 7 7 5 7 7 8 7 4 4 11 10 5 7 3 6 9 7 11 6 8 5 4 7
## [3769] 11 3 4 8 5 7 6 8 5 3 7 5 4 4 7 8 5 2 7 4 12 8 5 9
## [3793] 3 5 7 5 3 4 4 7 6 9 6 3 4 4 0 4 3 6 7 7 3 2 3 4
## [3817] 6 6 7 6 6 3 6 5 7 6 9 7 9 2 6 2 4 6 8 6 6 4 7 6
## [3841] 1 8 5 8 5 5 6 2 5 9 6 7 7 4 3 8 2 3 6 7 9 7 5 3
## [3865] 10 11 10 8 10 11 4 11 4 5 2 7 4 4 11 3 6 5 6 7 9 6 6 5
## [3889] 4 5 5 1 5 3 1 9 4 6 5 4 7 4 5 7 10 8 4 9 6 9 7 5
## [3913] 4 4 2 6 8 3 3 4 4 10 6 6 1 10 3 3 0 6 1 2 6 3 10 5
## [3937] 5 8 1 6 7 8 7 3 8 6 9 7 3 7 2 6 7 1 5 7 4 5 5 3
## [3961] 3 4 6 3 6 8 5 8 7 8 6 9 9 4 8 5 5 9 9 3 5 7 5 6
## [3985] 9 6 6 11 8 4 3 5 8 5 6 10 9 10 11 9 9 6 1 7 6 1 5 4
## [4009] 2 5 4 4 1 8 8 4 6 7 7 6 8 2 4 8 5 2 6 2 4 7 6 7
## [4033] 7 5 3 3 6 5 6 4 3 2 4 5 8 7 3 8 2 4 2 7 9 2 7 8
## [4057] 4 8 7 5 7 9 6 4 4 6 4 7 1 4 8 6 4 6 11 9 5 3 3 5
## [4081] 4 2 2 2 8 7 3 9 9 2 4 6 4 9 12 9 9 3 6 2 9 6 8 1
## [4105] 6 4 7 3 8 3 6 5 9 6 7 4 4 5 8 8 3 2 2 5 8 10 3 2
## [4129] 7 9 1 4 4 7 4 4 4 4 5 8 8 6 4 6 6 6 6 4 7 7 5 2
## [4153] 3 3 3 6 6 6 7 5 8 7 5 6 3 1 3 13 5 6 4 6 7 10 7 7
## [4177] 6 5 7 9 8 7 7 6 2 3 4 5 9 5 11 2 4 6 5 5 1 4 7 8
## [4201] 2 8 3 9 2 3 5 5 7 4 4 3 7 6 7 6 6 5 3 4 4 5 4 4
## [4225] 5 7 8 6 4 5 6 7 5 1 6 6 9 3 4 11 5 10 7 11 7 10 11 8
## [4249] 7 8 6 10 4 5 6 8 8 7 11 5 10 9 5 4 3 7 2 6 4 5 3 8
## [4273] 8 3 6 10 3 3 10 5 11 5 7 6 5 5 5 8 2 3 4 8 5 8 11 2
## [4297] 9 2 2 2 11 7 3 9 5 7 7 2 5 5 5 4 4 7 8 4 5 5 8 5
## [4321] 6 5 8 3 10 6 7 4 6 4 7 9 6 7 8 6 6 2 1 4 8 4 8 5
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## [10585] 7 6 5 5 7 6 6 6 7 8 6 8 7 6 5 5 6 6 7 4 1 7 11 5
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## [10729] 6 5 5 9 4 7 5 6 9 3 6 4 2 10 6 10 7 3 6 9 7 8 3 9
## [10753] 5 4 4 8 3 4 8 3 8 1 2 2 8 2 3 4 3 5 9 9 7 4 5 8
## [10777] 8 7 1 4 6 4 6 8 4 4 6 5 8 8 4 7 6 2 3 6 5 11 7 5
## [10801] 8 4 3 2 8 6 7 4 4 8 9 4 7 4 8 6 4 7 6 6 10 6 5 2
## [10825] 6 9 7 4 2 7 9 2 11 9 4 9 6 5 7 4 4 3 6 8 6 6 6 4
## [10849] 2 3 6 4 4 4 4 9 5 5 7 4 3 11 4 9 5 4 9 3 8 6 7 3
## [10873] 4 7 5 3 5 7 4 7 10 6 8 3 6 6 7 8 9 5 6 9 3 6 6 5
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## [10921] 2 4 6 9 6 6 4 8 3 4 5 5 9 6 2 3 10 8 4 6 5 6 7 8
## [10945] 11 2 1 6 5 3 10 4 4 7 6 4 3 2 5 2 6 2 10 11 6 10 11 9
## [10969] 8 11 11 10 10 11 10 11 11 10 11 11 9 12 11 10 11 0 10 11 8 10 10 6
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## [11017] 5 10 2 6 3 5 4 8 6 5 10 9 9 3 4 8 6 7 9 7 10 4 5 6
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## [11065] 5 10 4 10 2 10 7 7 5 7 9 8 8 9 7 8 7 7 7 9 4 5 4 3
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## [11521] 4 5 4 6 7 5 8 7 5 3 4 5 6 7 4 5 6 3 6 4 9 3 1 4
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## [11905] 6 3 1 6 6 7 8 4 7 7 8 3 4 8 8 2 5 6 10 10 6 7 4 4
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## [12073] 6 4 3 8 6 8 7 3 5 3 14 9 5 4 6 3 8 10 5 7 4 11 7 2
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## [12241] 7 7 9 8 8 8 3 3 1 8 6 4 8 4 3 8 5 8 5 4 7 5 4 9
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## [12289] 5 5 6 5 4 6 8 10 8 6 7 6 7 3 3 3 6 7 6 3 5 4 2 8
## [12313] 3 3 5 7 2 8 6 8 3 7 8 8 11 3 7 11 5 4 9 7 8 3 5 5
## [12337] 5 10 7 6 7 7 9 13 5 5 6 4 7 4 3 7 5 4 11 9 6 3 2 5
## [12361] 3 3 2 2 7 7 5 5 6 5 4 1 2 3 1 4 4 8 4 3 9 10 7 8
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## [12409] 4 6 4 4 5 3 6 6 5 4 6 1 2 4 4 3 6 4 3 3 2 4 6 3
## [12433] 6 6 5 3 4 5 7 6 6 4 1 4 5 5 3 3 7 6 8 3 7 7 4 7
## [12457] 5 8 8 5 4 5 4 5 4 4 6 7 2 7 8 9 3 6 5 8 11 9 4 8
## [12481] 5 11 7 6 7 7 8 6 7 6 3 8 5 7 3 3 5 6 9 10 6 5 8 8
## [12505] 7 7 6 6 5 4 8 8 4 6 5 6 4 6 4 2 4 10 5 2 4 4 4 3
## [12529] 5 4 4 8 6 4 4 4 8 7 4 11 5 4 3 6 9 6 8 6 6 7 3 7
## [12553] 4 4 5 6 8 4 3 8 3 5 7 9 2 11 6 5 3 5 4 6 7 8 2 8
## [12577] 4 6 5 2 6 9 5 6 6 5 5 6 2 7 4 6 3 7 7 3 6 5 6 9
## [12601] 2 5 7 4 4 7 6 8 3 8 6 5 6 10 6 7 5 5 7 8 6 4 10 2
## [12625] 9 0 10 7 9 7 5 7 9 7 8 5 5 6 4 5 5 10 7 8 7 7 7 6
## [12649] 7 7 1 4 3 5 5 7 7 3 6 7 5 7 3 6 6 4 8 9 6 9 6 4
## [12673] 9 4 5 9 3 6 5 6 3 4 5 6 10 7 9 8 5 5 8 5 5 8 2 6
## [12697] 8 3 9 5 9 5 7 5 7 8 6 2 6 5 6 3 11 9 11 4 11 4 8 4
## [12721] 6 10 4 7 8 1 4 7 10 7 8 8 8 2 5 7 5 8 9 6 5 4 8 4
## [12745] 4 7 8 7 8 2 9 5 4 11 5 7 9 7 8 2 9 6 8 5 4 8 8 4
## [12769] 10 2 11 8 3 10 7 9 5 9 2 6 2 5 5 7 7 3 5 7 6 3 4 4
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## [12817] 8 3 4 6 6 1 8 2 3 5 7 2 6 4 4 7 5 7 6 7 8 7 7 9
## [12841] 2 7 2 9 5 6 6 10 6 8 8 5 5 4 10 7 4 3 10 6 9 2 7 2
## [12865] 2 10 12 9 4 6 6 4 3 4 3 8 10 1 12 3 2 8 6 6 7 5 9 8
## [12889] 9 8 3 7 9 4 9 5 3 7 2 11 6 6 7 7 4 9 2 6 8 3 5 1
## [12913] 8 5 7 9 5 8 4 7 8 5 1 8 6 8 7 3 6 4 7 6 3 7 4 6
## [12937] 6 8 7 6 6 9 4 7 8 2 3 11 8 6 4 2 3 1 6 5 5 3 7 6
## [12961] 5 6 2 10 5 5 5 3 8 3 5 8 3 4 5 1 1 1 4 5 7 11 6 3
## [12985] 8 7 7 8 9 13 8 6 5 6 8 9 7 6 4 8 7 4 6 9 6 4 6 8
## [13009] 6 4 9 3 4 8 7 9 6 4 7 6 3 7 3 6 6 7 12 5 3 8 5 7
## [13033] 4 8 5 5 5 3 5 9 5 7 5 8 7 11 2 4 7 6 6 3 7 8 7 4
## [13057] 6 7 5 5 6 8 5 2 7 7 8 7 5 2 3 10 7 6 4 8 3 9 6 8
## [13081] 5 2 8 9 8 5 4 4 9 8 4 5 9 5 7 6 7 5 4 3 6 6 7 10
## [13105] 3 4 7 4 6 4 8 5 10 1 6 7 5 3 6 6 4 6 7 5 3 2 8 7
## [13129] 7 8 7 5 9 4 7 5 6 5 7 4 2 3 4 9 7 5 8 4 5 11 8 7
## [13153] 7 8 5 4 4 6 6 5 7 6 6 6 7 5 6 6 4 8 2 3 5 2 6 6
## [13177] 7 6 6 10 5 7 5 6 6 4 5 4 9 5 7 4 6 8 7 5 5 4 7 6
## [13201] 8 2 7 7 3 5 10 4 11 3 11 2 10 11 6 5 5 2 6 3 2 1 6 7
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## [13249] 11 10 11 9 11 7 6 3 2 2 10 11 4 10 11 11 2 8 11 5 11 7 10 2
## [13273] 10 11 10 11 11 10 9 11 6 2 6 7 6 11 6 2 8 2 4 2 6 3 6 9
## [13297] 7 2 4 2 6 7 11 4 9 8 6 6 9 4 5 5 7 8 9 5 7 9 5 3
## [13321] 7 5 5 3 6 10 10 7 2 7 4 6 3 5 8 6 7 6 6 7 4 8 3 8
## [13345] 5 7 8 8 3 10 6 8 6 6 4 4 9 3 6 7 5 9 6 7 4 5 4 7
## [13369] 8 3 7 5 7 2 8 5 5 2 5 4 9 8 6 1 5 9 6 5 5 4 4 9
## [13393] 3 7 6 7 6 9 4 4 7 11 11 8 7 6 8 7 3 6 4 8 3 5 8 5
## [13417] 3 3 9 7 4 3 8 5 6 2 7 14 8 8 9 8 6 4 9 8 4 7 8 5
## [13441] 7 8 6 1 4 6 5 6 9 7 3 9 6 9 7 10 8 4 7 13 8 8 9 6
## [13465] 5 6 4 4 6 7 1 5 2 10 10 11 3 8 2 10 4 4 6 3 5 6 5 4
## [13489] 7 5 8 4 7 6 8 3 1 5 9 3 8 6 3 8 6 2 7 3 3 3 10 9
## [13513] 3 7 4 7 6 7 8 5 3 5 9 4 6 11 11 7 7 8 3 5 6 7 7 8
## [13537] 8 8 6 2 5 5 6 4 6 5 8 6 8 9 8 3 7 4 8 5 6 7 6 6
## [13561] 8 7 12 8 6 4 5 6 4 4 9 11 7 11 9 4 9 7 5 7 4 4 7 5
## [13585] 6 4 8 6 7 10 7 8 6 7 5 5 4 3 7 8 8 6 4 2 4 8 4 6
## [13609] 8 10 7 8 7 6 8 4 5 5 4 2 7 7 6 5 7 4 9 5 6 10 2 3
## [13633] 7 8 7 8 6 9 5 6 4 6 8 7 4 8 2 8 6 9 8 5 8 8 7 8
## [13657] 8 4 8 3 9 8 7 8 8 8 8 8 8 8 8 9 8 2 3 8 8 8 2 4
## [13681] 6 7 2 4 7 5 5 6 9 5 9 6 8 8 3 6 8 4 9 6 6 7 4 1
## [13705] 9 4 7 7 9 5 5 8 3 9 3 5 6 8 6 5 5 6 5 10 5 6 4 7
## [13729] 2 6 6 3 7 3 5 5 8 8 8 8 4 6 3 4 3 8 3 2 5 4 5 6
## [13753] 4 4 5 5 6 8 5 3 8 7 4 6 6 8 5 6 2 8 2 7 6 5 6 7
## [13777] 3 5 6 2 5 6 4 5 6 8 4 8 6 3 9 6 4 8 5 4 9 6 8 9
## [13801] 3 3 3 6 6 5 8 2 3 5 3 8 4 8 8 6 4 5 5 9 7 1 7 6
## [13825] 6 8 4 7 4 8 5 8 5 4 4 9 7 8 4 5 8 5 3 6 8 10 5 4
## [13849] 7 3 2 5 8 2 5 6 6 5 5 7 7 8 8 6 5 7 4 5 3 3 4 3
## [13873] 4 8 5 4 8 3 3 4 4 7 9 7 2 4 8 8 5 3 6 4 3 8 5 2
## [13897] 2 3 2 5 5 6 4 2 4 8 5 3 3 4 7 7 5 6 6 9 5 7 10 3
## [13921] 3 8 4 8 6 3 5 6 7 4 10 5 3 6 6 9 8 8 5 8 5 7 9 8
## [13945] 3 6 8 6 5 2 4 6 10 6 7 7 6 4 5 9 11 6 8 3 3 6 8 2
## [13969] 6 8 6 7 5 6 8 3 5 5 4 4 6 6 4 5 8 6 6 8 6 6 6 5
## [13993] 5 3 5 6 6 5 10 2 5 3 5 3 6 3 3 4 6 6 7 9 5 3 8 7
## [14017] 4 5 6 6 7 8 5 5 3 4 3 4 7 1 6 6 5 3 3 5 3 4 4 5
## [14041] 4 4 7 5 9 5 5 5 3 5 10 6 4 6 3 6 9 6 4 8 8 5 2 6
## [14065] 8 9 4 11 9 7 8 3 6 8 8 5 3 6 7 8 5 9 7 6 7 8 4 5
## [14089] 7 2 6 9 6 5 7 5 9 3 6 5 8 3 7 7 4 4 4 8 5 7 11 4
## [14113] 7 9 8 3 6 3 6 4 1 6 5 3 5 3 7 10 6 8 8 5 6 2 6 8
## [14137] 5 4 7 8 4 6 2 2 6 8 6 5 5 10 3 8 7 3 7 7 7 7 4 3
## [14161] 4 8 3 12 7 4 4 4 7 5 5 3 4 5 8 8 6 7 6 3 3 8 8 9
## [14185] 8 6 9 7 6 6 8 8 4 5 6 7 6 7 4 7 3 7 3 3 8 8 7 11
## [14209] 3 5 5 9 7 5 4 2 7 3 6 6 9 4 4 3 6 4 3 7 4 6 7 4
## [14233] 8 5 10 11 10 6 8 5 6 6 9 7 9 6 7 5 5 4 4 4 5 7 4 10
## [14257] 3 7 5 2 5 4 5 7 4 7 2 4 6 4 2 7 10 9 5 10 10 8 9 9
## [14281] 4 7 9 3 7 3 4 9 7 1 5 3 4 9 11 4 9 5 8 11 8 5 5 6
## [14305] 7 1 5 4 8 10 9 5 7 3 7 7 4 9 3 3 10 9 2 9 7 7 3 7
## [14329] 7 7 7 5 8 7 5 4 11 5 6 7 7 7 9 6 5 6 4 6 10 3 5 5
## [14353] 8 9 8 5 5 8 9 4 3 6 10 9 6 8 7 8 3 5 8 7 5 5 8 7
## [14377] 9 4 6 4 6 8 3 6 8 4 5 5 4 4 1 6 4 6 11 11 7 7 9 5
## [14401] 9 3 5 7 3 6 7 3 3 8 9 4 9 3 8 7 3 8 3 7 2 7 5 5
## [14425] 1 9 3 10 9 6 5 3 8 7 2 9 5 4 5 3 3 3 6 4 9 3 6 9
## [14449] 4 4 4 6 9 4 11 4 6 6 4 1 1 8 3 7 4 6 5 7 6 7 8 4
## [14473] 7 6 4 7 6 6 4 3 4 7 6 5 4 4 7 8 7 1 7 6 5 10 7 5
## [14497] 4 2 4 7 8 3 7 3 8 8 5 11 6 5 7 2 2 7 2 4 5 4 5 2
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## [14545] 7 5 3 3 2 7 5 7 6 4 9 6 5 5 2 10 5 2 1 4 6 2 11 2
## [14569] 6 4 7 5 4 6 9 5 4 8 4 4 8 5 6 7 7 4 6 5 7 7 5 4
## [14593] 9 5 10 10 8 10 5 2 5 5 8 6 6 2 5 3 6 8 5 6 3 6 7 6
## [14617] 8 9 4 3 7 4 4 8 4 9 5 8 5 5 2 7 6 5 11 8 5 6 2 3
## [14641] 5 3 6 3 6 5 7 7 10 7 4 9 6 7 5 5 10 5 6 7 4 5 6 9
## [14665] 5 2 2 6 8 4 6 11 5 6 8 4 3 4 1 4 6 7 4 6 9 7 5 11
## [14689] 7 6 3 7 6 6 8 6 10 5 12 4 7 7 3 6 8 4 3 1 6 5 1 7
## [14713] 4 2 9 2 6 7 2 7 12 7 4 5 4 3 4 7 8 5 4 7 5 9 7 6
## [14737] 6 5 3 2 9 4 5 7 3 8 3 4 5 9 5 7 7 5 5 6 8 6 7 2
## [14761] 7 6 4 7 9 4 7 6 10 8 5 9 5 10 8 5 7 5 5 10 8 2 5 5
## [14785] 3 3 6 9 7 9 4 11 2 10 5 2 2 7 9 3 11 11 11 11 10 6 11 10
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## [14833] 7 1 5 2 6 7 4 11 8 4 7 5 5 7 9 4 0 5 5 8 3 4 2 8
## [14857] 8 3 3 3 4 3 6 8 4 3 5 2 4 10 3 6 5 6 8 6 3 3 3 5
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## [14905] 3 7 5 5 9 6 3 3 5 10 8 4 4 4 3 9 6 9 7 9 4 4 6 11
## [14929] 5 11 5 7 5 7 3 5 5 6 10 1 5 6 9 7 9 5 4 6 5 2 2 6
## [14953] 4 1 11 11 5 5 4 4 4 5 6 3 4 4 2 5 7 5 6 3 5 6 9 5
## [14977] 7 5 7 5 5 9 6 6 7 3 7 5 3 8 6 4 4 8 7 3 7 7 6 8
## [15001] 9 5 3 4 7 5 4 1 5 3 8 6 4 7 8 8 8 2 1 4 4 3 5 4
## [15025] 2 8 7 5 4 5 7 5 2 4 6 7 6 2 8 10 4 3 4 9 4 3 6 3
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## [15385] 4 3 7 9 6 4 7 7 4 9 8 7 9 5 3 1 8 7 6 3 6 5 10 10
## [15409] 6 6 5 4 5 6 2 6 6 8 6 5 6 5 4 4 4 4 5 13 4 3 6 5
## [15433] 9 6 10 4 3 8 4 7 5 1 1 4 3 8 6 4 8 6 6 5 3 3 7 5
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## [15985] 7 2 6 8 8 7 3 3 7 11 8 7 10 6 6 4 6 8 6 8 6 7 2 6
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## [16369] 6 5 5 8 5 3 7 3 6 7 4 6 2 5 0 8 10 4 10 2 5 3 6 4
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## [16417] 7 5 8 3 8 6 5 9 4 6 3 6 5 1 12 4 3 9 4 5 5 3 7 3
## [16441] 7 7 5 7 10 8 11 6 8 6 9 6 6 8 6 8 3 8 2 5 4 5 7 6
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## [16489] 3 7 8 6 4 9 6 4 7 4 7 10 7 8 6 2 4 4 2 5 2 3 10 3
## [16513] 7 7 3 8 5 4 8 1 7 5 7 2 9 7 5 4 4 6 5 3 8 4 3 2
## [16537] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 8 8 0 2 3 6 2 9 9 5
## [16561] 9 5 5 5 6 2 5 8 4 9 6 3 8 4 5 8 5 4 7 4 4 6 8 8
## [16585] 7 6 2 8 3 9 3 8 5 2 8 5 10 3 6 5 6 5 7 2 5 2 2 4
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## [16633] 6 5 2 6 6 5 7 9 4 4 3 8 7 5 9 5 5 6 6 5 5 6 9 9
## [16657] 2 7 5 7 7 6 4 5 4 1 4 6 6 7 7 9 7 4 6 2 4 6 7 5
## [16681] 3 3 7 2 7 9 6 6 8 4 4 5 4 3 2 7 6 9 3 7 5 4 5 2
## [16705] 3 6 8 8 9 8 9 6 3 10 5 6 1 6 8 5 6 2 5 2 5 2 4 7
## [16729] 2 7 2 6 2 7 9 4 5 6 5 11 2 5 5 5 4 9 7 3 8 6 8 3
## [16753] 7 3 6 9 12 3 4 3 3 11 4 2 8 6 3 4 4 6 11 6 5 4 8 7
## [16777] 10 4 7 4 7 7 2 9 4 4 10 2 7 10 8 8 6 6 11 5 3 8 2 5
## [16801] 2 2 3 8 5 5 4 1 4 5 5 7 3 5 5 8 5 9 6 7 5 1 8 4
## [16825] 4 3 5 9 4 2 6 6 2 3 8 4 5 4 3 5 6 6 8 6 4 4 3 6
## [16849] 3 5 10 7 4 6 6 6 4 4 3 3 6 5 7 2 2 13 3 5 10 7 8 4
## [16873] 3 2 6 7 8 5 5 6 3 3 7 5 6 4 7 6 2 11 6 4 6 6 8 4
## [16897] 8 9 9 10 4 2 9 2 3 5 5 4 4 5 3 3 9 3 4 5 3 10 8 6
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## [16945] 9 12 7 5 3 9 4 6 6 9 5 6 5 7 7 8 4 5 6 3 9 4 6 7
## [16969] 7 6 8 8 5 2 6 7 4 5 3 8 2 4 5 6 2 4 4 9 4 8 10 4
## [16993] 10 5 11 5 9 4 9 6 11 7 3 7 5 10 7 6 8 4 3 6 5 4 6 4
## [17017] 4 9 9 4 2 6 3 5 6 8 6 6 7 6 5 5 6 7 8 4 5 9 4 7
## [17041] 4 5 8 5 7 5 7 6 10 7 10 9 8 9 7 7 5 3 2 2 5 4 3 6
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## [17113] 4 7 7 5 10 7 5 4 3 4 4 1 4 6 6 8 5 5 5 3 6 3 6 4
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## [17209] 4 7 8 7 1 7 5 5 11 7 8 2 5 5 5 6 4 6 4 6 3 4 2 3
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## [17281] 6 5 6 6 9 6 5 8 9 9 7 3 8 3 7 7 6 8 3 8 7 4 4 6
## [17305] 6 7 4 7 6 6 9 5 4 9 3 6 5 6 9 7 6 4 5 2 4 7 6 10
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## [17377] 6 11 6 5 5 6 4 3 5 4 3 2 8 3 2 5 9 8 4 7 9 10 2 6
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## [17425] 7 6 3 7 4 3 6 9 7 5 6 7 5 2 6 7 3 11 8 7 5 8 11 6
## [17449] 9 3 6 8 7 6 7 7 3 4 3 2 6 6 8 9 5 6 5 6 6 8 8 7
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## [17497] 2 4 6 3 5 2 6 9 9 5 6 6 7 6 8 2 7 6 9 7 7 4 6 8
## [17521] 6 4 7 9 6 6 6 5 7 6 5 4 8 8 9 5 5 7 9 5 2 8 8 9
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## [17569] 4 7 8 6 4 6 5 4 8 6 7 9 2 6 6 8 7 3 11 11 6 7 7 5
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## [17617] 9 2 6 2 4 3 2 7 2 8 4 6 7 8 7 3 7 7 8 7 6 7 5 6
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## [17689] 5 9 4 3 5 8 7 7 11 3 3 7 6 4 5 3 7 10 10 7 5 8 7 7
## [17713] 7 7 7 5 8 8 4 5 2 6 5 4 8 3 3 3 1 11 7 5 3 1 6 7
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## [17785] 7 7 5 8 7 7 4 4 3 3 8 9 4 6 10 7 6 6 9 4 9 5 7 2
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## [17833] 7 8 7 6 6 6 6 11 7 8 5 8 5 2 5 5 9 4 8 8 5 3 5 7
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## [17905] 5 6 6 5 6 6 6 4 6 6 6 6 6 6 6 6 6 3 6 6 6 6 5 6
## [17929] 6 3 6 4 7 13 4 3 10 8 4 5 9 4 6 6 6 6 6 11 7 4 5 6
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## [17977] 4 5 4 8 4 4 4 7 5 4 8 3 7 4 5 10 5 8 5 4 3 3 9 2
## [18001] 8 8 5 1 8 4 4 5 5 4 8 5 5 3 6 7 5 5 5 6 5 7 7 5
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## [18409] 7 5 2 6 2 4 4 9 11 6 3 7 5 6 5 4 4 3 11 3 5 4 12 6
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## [18529] 9 3 7 7 7 6 5 7 7 2 10 9 8 6 6 6 5 10 5 4 4 5 6 6
## [18553] 8 4 8 3 5 8 8 2 6 5 5 6 7 8 7 5 4 5 6 10 5 5 6 3
## [18577] 3 4 6 10 5 7 1 4 6 9 7 4 9 4 3 4 6 6 8 8 1 4 9 5
## [18601] 2 5 6 3 11 4 3 7 5 6 5 4 6 4 6 4 7 3 7 6 7 7 6 5
## [18625] 3 5 13 2 5 3 7 8 8 7 9 4 7 8 5 7 5 7 6 6 6 6 6 6
## [18649] 4 10 4 8 5 5 10 8 7 3 10 10 5 7 5 6 4 7 3 6 7 6 11 5
## [18673] 7 12 3 8 2 7 2 8 9 5 7 4 5 6 7 3 6 4 8 5 6 3 5 2
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## [18721] 5 6 5 7 5 5 9 4 9 6 5 7 7 7 5 4 10 5 5 5 7 4 6 8
## [18745] 3 2 6 5 5 4 4 9 2 5 7 6 8 3 7 4 8 7 9 8 8 7 8 6
## [18769] 6 9 8 8 8 3 6 11 4 9 4 9 5 4 8 2 10 5 3 6 7 9 7 6
## [18793] 7 8 9 5 1 6 8 6 9 8 9 5 6 4 2 4 7 7 10 4 5 6 7 4
## [18817] 9 5 3 7 2 7 1 9 5 4 6 4 5 8 8 7 6 8 7 7 3 7 9 5
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## [18865] 5 7 5 3 6 8 5 2 5 8 6 4 7 4 5 3 3 6 7 5 1 7 1 3
## [18889] 3 6 9 3 6 9 7 5 3 8 4 7 4 9 5 6 4 5 6 5 10 5 8 8
## [18913] 8 2 4 4 1 4 5 9 5 9 8 7 5 2 3 6 6 7 5 6 5 6 6 9
## [18937] 4 7 8 5 4 6 5 6 7 4 4 9 6 3 4 4 4 3 7 1 7 3 2 7
## [18961] 8 10 6 10 6 5 4 8 6 5 5 4 7 8 1 6 3 4 4 5 8 4 3 3
## [18985] 4 3 5 6 2 7 7 9 4 7 7 8 2 7 4 5 5 6 5 2 8 3 7 4
## [19009] 3 6 7 4 8 6 8 3 4 6 4 6 1 4 1 5 7 4 5 2 8 7 6 3
## [19033] 3 9 11 5 3 8 6 7 3 4 6 6 11 6 3 2 3 8 7 3 4 8 3 6
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## [19081] 2 4 7 5 9 2 8 8 10 3 8 5 8 11 8 7 3 8 8 11 6 10 5 7
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## [19129] 8 6 3 5 2 4 5 12 5 8 2 8 7 10 5 11 6 4 5 7 4 8 7 7
## [19153] 8 6 6 3 7 2 3 9 2 6 5 5 3 4 6 4 1 8 3 7 6 9 1 6
## [19177] 9 5 7 5 6 7 7 4 9 4 5 11 5 4 4 6 2 10 1 4 5 3 7 3
## [19201] 6 1 3 5 11 5 6 6 5 3 10 5 6 6 4 8 9 7 6 4 8 9 6 6
## [19225] 6 3 8 11 2 10 6 7 5 8 7 6 5 6 7 4 7 6 7 8 3 9 6 6
## [19249] 8 6 8 7 7 3 9 7 5 6 8 6 7 9 10 4 7 9 4 10 4 4 5 8
## [19273] 6 5 5 7 5 4 5 0 3 0 6 0 7 2 6 7 2 7 2 10 2 2 7 7
## [19297] 8 4 2 8 4 9 11 7 4 4 9 7 8 4 3 3 3 6 9 8 8 7 4 5
## [19321] 7 8 7 7 2 7 7 3 12 0 4 8 4 6 2 6 4 1 11 4 6 2 8 2
## [19345] 8 2 9 7 7 6 6 8 3 4 6 7 7 5 1 9 8 13 6 5 6 3 4 4
## [19369] 6 7 5 5 5 4 9 4 7 2 7 7 4 6 5 3 5 6 4 4 8 6 3 3
## [19393] 2 10 7 8 6 4 7 4 4 3 1 7 6 9 6 4 9 2 5 9 7 5 7 7
## [19417] 7 9 9 7 7 7 2 6 2 7 8 6 5 7 5 5 4 4 5 2 5 2 9 9
## [19441] 11 2 4 2 7 7 6 5 4 3 4 3 5 4 7 1 6 5 7 9 4 8 4 3
## [19465] 7 4 10 3 7 6 2 5 6 9 9 4 1 3 6 3 5 8 6 3 3 5 4 5
## [19489] 9 5 8 8 2 4 1 7 4 8 3 6 5 4 8 1 5 4 10 6 4 7 5 4
## [19513] 9 7 4 6 7 3 5 7 2 5 2 2 7 11 2 5 2 1 7 11 10 10 5 10
## [19537] 9 11 5 11 12 10 11 11 10 10 11 10 10 10 9 11 5 7 6 6 8 8 7 8
## [19561] 9 5 9 4 10 10 3 3 5 7 4 6 8 8 11 8 5 6 4 11 7 2 9 5
## [19585] 5 11 5 4 8 6 5 7 9 7 4 8 4 5 4 7 6 7 5 7 8 4 6 10
## [19609] 4 5 9 0 0 4 4 7 4 3 4 7 8 8 4 8 7 4 5 6 6 3 7 6
## [19633] 6 3 7 1 4 3 4 6 7 11 5 8 8 9 8 8 9 8 5 2 4 5 8 7
## [19657] 6 2 6 5 6 4 4 5 5 8 7 6 7 5 5 6 10 5 5 5 7 10 7 7
## [19681] 8 4 9 7 5 8 2 6 3 4 7 3 5 9 6 4 2 13 5 4 5 5 4 10
## [19705] 5 7 3 9 4 1 3 7 4 6 4 2 6 9 2 6 6 6 2 5 6 6 4 6
## [19729] 5 14 3 1 6 10 5 5 4 4 6 6 8 5 6 5 6 6 5 4 5 5 5 5
## [19753] 3 9 6 7 5 5 6 7 6 5 6 4 4 7 3 5 6 8 1 3 3 7 8 9
## [19777] 9 7 6 6 5 2 5 2 3 5 3 6 3 4 3 4 2 5 8 3 6 6 4 3
## [19801] 7 9 7 5 6 1 4 7 6 4 7 5 4 8 6 5 6 5 2 8 7 5 6 4
## [19825] 8 3 4 3 2 3 8 4 3 6 6 8 4 5 4 3 9 6 4 5 6 4 7 5
## [19849] 8 6 4 6 2 7 2 2 5 2 5 8 5 2 2 4 8 10 12 5 5 6 4 4
## [19873] 5 4 4 3 7 3 4 7 7 4 5 2 4 2 6 9 7 5 7 8 9 3 4 6
## [19897] 4 10 8 4 9 1 9 6 10 6 4 8 10 4 6 4 6 3 8 4 5 4 4 7
## [19921] 8 8 6 8 4 4 7 6 5 1 7 6 6 2 6 5 2 5 4 7 5 2 2 5
## [19945] 1 6 1 8 5 6 4 8 5 7 5 6 6 5 3 5 4 9 4 4 8 7 3 11
## [19969] 7 7 3 3 6 6 8 8 7 8 9 3 8 9 9 7 7 3 7 6 9 7 8 3
## [19993] 4 10 5 5 7 5 8 2 10 1 10 6 7 3 6 5 6 3 5 7 5 6 7 3
## [20017] 1 3 4 4 7 7 3 4 4 8 6 7 7 8 8 5 5 6 4 3 8 5 1 10
## [20041] 7 8 7 9 6 2 7 3 2 7 6 3 5 9 6 5 4 6 6 7 8 6 6 3
## [20065] 7 3 2 5 2 6 5 4 5 10 2 4 7 6 2 5 6 6 8 8 8 5 5 8
## [20089] 2 9 6 3 6 2 3 5 9 4 4 10 4 4 8 6 5 11 7 9 3 5 4 5
## [20113] 7 11 6 11 10 2 6 1 10 2 2 7 11 11 7 8 11 2 5 1 2 7 5 5
## [20137] 11 11 5 5 8 7 6 3 6 7 7 7 2 5 6 7 7 6 7 9 5 3 5 3
## [20161] 8 5 9 4 6 5 9 8 3 5 3 5 11 4 9 5 8 9 5 8 10 3 9 4
## [20185] 8 9 4 6 6 7 6 7 9 5 9 5 6 5 8 6 8 2 5 7 7 2 11 6
## [20209] 6 11 3 8 6 8 7 2 9 10 5 8 3 8 5 3 2 6 4 8 6 2 4 2
## [20233] 8 8 4 3 8 6 4 5 9 7 7 5 5 9 3 3 4 6 8 5 11 3 4 3
## [20257] 7 3 10 5 3 10 6 7 4 8 5 5 8 1 7 6 6 3 2 11 6 8 11 6
## [20281] 5 3 3 6 10 3 7 6 9 4 5 3 4 3 2 1 6 2 4 2 7 8 11 3
## [20305] 5 5 7 9 4 4 6 4 4 5 3 3 8 6 14 5 7 7 3 11 3 10 3 5
## [20329] 3 9 8 2 8 8 7 5 4 1 9 4 5 5 3 8 9 3 2 0 5 0 4 4
## [20353] 9 2 6 4 6 4 0 5 3 9 5 8 7 4 6 8 3 8 8 8 8 4 3 7
## [20377] 9 3 5 2 3 8 5 4 7 5 4 6 4 11 3 5 9 7 9 5 5 5 5 10
## [20401] 8 3 5 2 6 5 5 9 7 6 4 5 6 8 7 6 5 5 7 5 4 9 7 6
## [20425] 4 1 9 7 8 5 8 5 4 6 2 7 1 6 3 5 7 7 4 6 4 8 5 7
## [20449] 6 3 4 3 7 7 8 9 8 7 6 5 7 7 6 7 3 7 3 3 7 6 6 1
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## [20497] 8 11 1 3 8 8 12 6 7 5 11 8 7 3 9 5 10 2 5 7 8 1 5 7
## [20521] 7 5 8 7 3 5 5 7 6 7 6 3 4 4 3 5 9 7 5 4 10 4 4 2
## [20545] 3 7 9 6 6 8 8 7 5 4 6 1 7 6 3 7 5 8 6 6 7 8 6 8
## [20569] 6 7 5 7 2 3 3 7 6 3 2 4 2 8 7 4 5 10 4 4 9 2 6 5
## [20593] 6 2 3 5 4 8 5 4 5 4 11 5 6 4 10 6 6 6 5 5 1 6 1 6
## [20617] 2 5 2 10 4 4 12 4 5 4 4 3 2 5 4 7 4 8 2 7 4 5 9 3
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## [20713] 4 10 10 7 9 3 9 4 6 5 5 2 3 3 5 6 3 8 8 3 2 3 3 5
## [20737] 3 6 4 6 3 8 3 5 6 6 6 5 8 4 5 7 5 5 8 4 8 2 6 3
## [20761] 11 3 5 4 9 7 7 2 9 5 7 11 3 8 6 6 4 3 8 7 5 5 8 6
## [20785] 4 10 7 4 6 4 2 6 4 7 8 8 5 5 7 9 7 2 5 4 2 8 5 7
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## [20905] 4 8 4 5 7 5 6 7 7 4 7 8 5 5 1 6 7 2 10 5 6 7 6 2
## [20929] 2 9 2 7 3 6 7 9 2 11 4 3 4 7 4 7 8 5 6 4 5 7 4 6
## [20953] 6 4 8 2 5 3 4 8 9 6 5 6 8 9 7 6 6 5 5 1 4 8 11 6
## [20977] 5 6 6 5 5 7 14 6 5 2 7 8 6 4 7 8 5 6 8 8 5 5 7 5
## [21001] 4 7 5 11 8 7 5 10 2 7 8 3 4 6 3 5 4 7 6 3 7 5 4 3
## [21025] 3 6 5 4 6 6 10 7 2 3 5 4 4 4 5 4 5 2 8 9 6 2 3 7
## [21049] 5 8 6 8 6 11 4 5 5 3 6 3 5 6 3 1 5 2 6 3 5 7 1 8
## [21073] 6 4 12 6 10 8 1 6 1 4 4 6 7 6 2 10 10 6 6 2 7 3 7 2
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## [21121] 7 4 3 9 7 8 6 6 6 9 7 8 3 10 5 7 5 7 9 6 7 4 3 5
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## [21193] 4 10 3 3 7 7 4 9 5 4 1 5 9 4 5 7 4 9 11 6 6 3 4 4
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## [21241] 10 3 4 11 2 8 7 4 2 3 3 7 8 3 2 8 6 4 6 8 4 10 4 9
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## [21289] 7 10 9 8 5 8 6 8 8 7 8 8 7 8 7 7 5 7 4 8 9 6 3 4
## [21313] 6 6 11 8 4 7 7 2 6 7 5 4 7 4 4 5 6 4 4 6 8 8 2 4
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## [21385] 9 2 10 7 7 7 7 7 7 7 7 7 9 7 3 9 3 4 2 4 3 8 6 5
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## [21433] 3 11 5 8 1 5 8 6 7 2 8 5 5 6 4 6 6 4 8 5 9 5 4 4
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## [21529] 6 4 3 9 7 2 10 3 6 10 7 6 5 9 11 8 9 7 5 8 10 9 8 7
## [21553] 3 7 7 9 8 2 9 5 10 8 3 2 7 11 3 6 7 4 12 5 3 7 9 9
## [21577] 4 7 2 9 8 7 8 8 8 9 9 6 4 5 5 4 6 4 6 6 5 1 1 5
## [21601] 7 7 7 3 6 4 7 2 10 6 10 5 8 6 5 4 8 4 3 5 4 4 5 3
## [21625] 2 2 8 7 8 11 2 5 2 1 2 7 7 6 11 4 10 11 2 3 3 7 7 6
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## [21673] 5 7 6 5 7 3 4 6 7 5 6 3 7 10 3 6 6 4 2 5 8 8 3 5
## [21697] 9 7 8 7 8 5 6 2 2 8 9 6 3 3 4 8 6 9 5 6 6 5 3 7
## [21721] 6 5 9 4 1 11 5 8 2 5 5 8 10 7 8 4 5 7 4 9 6 6 4 9
## [21745] 3 7 4 4 6 4 6 8 9 5 7 6 5 6 7 8 8 7 9 8 1 2 6 5
## [21769] 3 3 5 5 5 7 4 9 3 9 8 4 3 5 3 6 8 7 7 4 6 5 4 3
## [21793] 10 8 11 7 7 2 9 10 8 2 8 7 8 9 11 4 6 3 6 4 4 5 4 11
## [21817] 8 8 6 12 9 2 1 2 8 2 8 6 2 7 5 6 2 3 3 3 7 7 5 3
## [21841] 7 7 7 3 6 5 4 7 2 6 1 6 5 8 4 6 8 6 2 7 8 10 8 6
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## [21889] 2 9 8 8 8 6 5 8 9 7 9 1 8 5 8 1 7 9 8 4 7 5 7 5
## [21913] 5 5 8 5 8 1 5 4 4 2 9 4 9 9 8 8 2 4 6 3 4 4 4 4
## [21937] 8 4 6 6 2 5 7 11 7 7 5 10 10 4 8 2 3 8 7 7 5 4 7 11
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## [21985] 11 3 7 10 9 2 4 2 6 13 5 6 4 7 6 6 1 4 5 6 9 6 7 6
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## [22033] 9 7 11 4 7 4 3 9 3 7 4 5 4 5 5 10 5 7 7 2 7 3 8 4
## [22057] 6 8 4 7 6 5 3 2 5 5 7 9 7 6 4 2 4 6 6 2 7 2 2 5
## [22081] 9 3 10 9 4 9 4 6 2 5 5 5 7 3 4 2 4 5 4 4 7 3 4 4
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## [22345] 3 5 6 7 5 4 2 6 4 2 2 3 2 5 7 5 1 3 3 3 4 9 11 10
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## [22633] 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 4 7 7
## [22657] 7 7 7 7 7 7 7 7 7 7 7 7 4 7 7 7 7 7 7 7 7 7 7 7
## [22681] 7 7 6 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 4
## [22705] 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 11 7 7
## [22729] 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 6 7
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## [22801] 11 6 4 7 9 3 4 8 4 6 6 3 9 5 7 7 5 10 5 7 6 8 5 7
## [22825] 5 5 10 5 4 5 5 8 7 5 6 2 8 6 7 4 7 6 4 6 3 7 3 10
## [22849] 8 6 6 7 4 6 2 5 6 7 5 3 6 3 2 5 7 3 5 7 8 8 3 12
## [22873] 4 5 4 2 7 4 6 1 5 4 5 6 4 6 4 11 11 2 7 7 8 8 11 11
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## [22945] 2 6 8 4 4 7 6 3 7 2 6 7 4 7 12 6 6 6 7 5 5 5 9 7
## [22969] 10 5 5 8 7 5 2 6 6 8 5 3 3 7 5 10 8 4 8 3 10 2 4 7
## [22993] 4 9 4 5 11 3 7 5 8 9 7 4 2 5 6 5 5 9 6 7 5 1 3 10
## [23017] 8 9 9 3 8 4 7 5 9 7 5 6 6 8 7 7 6 6 4 7 6 4 2 7
## [23041] 5 7 6 4 5 7 3 7 9 6 8 3 3 9 1 4 5 8 5 1 4 4 5 7
## [23065] 4 9 5 7 3 4 5 6 10 7 4 5 2 7 6 5 4 3 4 9 10 11 1 3
## [23089] 7 3 5 7 8 7 9 9 5 5 6 5 4 1 4 7 4 11 3 8 3 4 7 5
## [23113] 5 7 8 8 9 10 9 4 9 6 4 9 8 9 4 1 4 7 6 11 7 4 10 4
## [23137] 4 5 3 7 2 5 1 2 7 5 10 3 7 7 4 5 7 5 6 2 6 5 5 6
## [23161] 4 2 8 6 3 8 4 9 7 6 4 4 8 8 4 3 5 7 7 6 5 3 5 7
## [23185] 8 5 5 10 4 2 7 6 6 7 2 11 7 6 1 7 2 7 6 6 7 4 9 7
## [23209] 5 10 6 9 11 5 5 8 5 5 2 5 5 5 7 4 9 7 6 6 4 8 7 3
## [23233] 3 7 3 3 7 6 6 7 6 6 4 7 5 4 8 4 7 5 5 2 7 5 7 4
## [23257] 12 12 5 2 8 6 2 9 6 8 10 4 8 4 1 7 6 7 2 5 11 6 4 10
## [23281] 4 4 5 5 5 8 4 8 11 5 1 7 3 3 4 9 7 5 7 7 8 8 9 6
## [23305] 4 9 1 8 5 7 5 6 7 2 5 4 7 7 6 4 6 8 3 7 7 6 4 5
## [23329] 5 5 6 6 4 5 8 1 9 6 7 5 8 3 5 5 7 8 6 5 6 7 9 10
## [23353] 7 6 3 6 9 5 6 4 4 13 9 3 6 10 5 4 4 6 12 5 9 5 7 3
## [23377] 6 4 3 6 4 8 5 3 7 5 6 5 5 7 6 1 5 6 3 6 5 4 4 4
## [23401] 4 7 2 7 5 6 6 3 8 6 6 11 9 3 8 8 6 4 5 5 3 2 5 1
## [23425] 6 2 3 5 4 4 5 5 5 10 7 2 3 5 3 9 8 5 4 3 8 6 7 6
## [23449] 4 8 1 4 6 8 7 5 5 5 5 6 6 5 5 7 4 7 5 6 7 12 10 10
## [23473] 7 10 10 10 10 6 7 11 11 11 4 4 11 10 10 11 5 11 10 11 11 5 5 3
## [23497] 3 11 11 10 10 10 11 10 11 11 11 6 3 6 3 11 6 4 9 5 4 11 4 8
## [23521] 12 6 3 3 4 2 6 4 6 6 7 4 8 6 4 7 7 8 9 5 3 6 5 9
## [23545] 7 13 4 3 3 9 4 9 9 10 3 5 9 9 9 9 2 9 10 9 5 7 8 5
## [23569] 8 3 7 5 3 2 11 10 5 11 8 11 11 10 2 6 4 3 5 12 6 8 5 8
## [23593] 8 5 5 1 8 2 7 7 4 6 9 8 5 3 6 7 3 7 7 5 7 8 5 9
## [23617] 2 6 7 9 5 2 6 12 3 6 5 8 3 5 6 7 1 8 2 4 3 2 3 10
## [23641] 9 2 7 5 3 9 6 8 4 12 4 9 1 6 1 5 7 8 3 3 9 4 7 7
## [23665] 7 7 8 9 5 6 8 6 6 10 4 8 7 2 7 4 10 1 4 7 5 11 10 8
## [23689] 6 6 6 6 5 6 11 6 8 4 6 4 5 7 5 5 8 4 4 4 7 9 5 6
## [23713] 8 5 4 8 6 1 7 7 4 3 7 8 8 7 9 7 9 5 7 3 7 3 7 4
## [23737] 5 2 5 8 6 3 4 2 5 9 8 9 3 8 4 6 5 5 8 5 5 3 7 4
## [23761] 3 9 6 6 2 6 3 2 7 2 6 7 6 0 5 11 4 8 9 3 7 1 2 7
## [23785] 6 5 4 3 4 6 14 5 13 9 8 6 8 6 3 3 5 7 4 6 8 7 5 6
## [23809] 5 6 1 7 8 5 1 7 7 9 3 8 5 5 4 10 3 7 8 4 9 3 11 11
## [23833] 10 3 7 10 9 13 5 4 8 3 1 8 4 1 3 4 0 7 7 3 3 4 4 6
## [23857] 5 5 3 3 5 4 5 6 5 2 5 8 11 5 10 5 5 7 6 3 4 1 3 7
## [23881] 5 7 2 6 4 8 2 3 9 7 4 4 10 7 9 4 6 4 6 9 3 3 7 3
## [23905] 4 7 6 5 9 5 7 7 9 5 11 3 7 5 4 6 9 2 5 2 8 7 5 7
## [23929] 8 9 6 4 6 8 4 5 6 9 7 5 6 7 4 6 5 9 9 9 8 5 7 9
## [23953] 7 5 4 9 2 9 6 11 8 8 4 5 5 11 5 2 4 6 8 2 7 8 7 3
## [23977] 7 5 5 7 6 5 8 3 5 5 7 3 2 6 8 5 5 9 11 8 8 4 7 4
## [24001] 5 5 2 7 7 5 8 8 9 7 7 8 2 8 7 4 7 4 6 9 7 6 6 8
## [24025] 6 9 4 6 6 5 7 5 7 6 10 5 6 6 9 7 7 8 7 4 6 4 3 2
## [24049] 6 10 3 3 6 4 2 7 6 9 8 3 10 8 4 4 4 10 3 6 7 6 5 9
## [24073] 4 3 0 7 8 11 9 7 5 4 4 6 3 3 3 8 4 5 4 5 5 4 6 4
## [24097] 9 8 1 5 7 6 5 6 8 5 5 5 7 2 7 3 9 3 4 12 9 6 4 2
## [24121] 5 6 5 3 5 6 4 3 2 4 10 4 9 9 6 4 4 4 8 9 6 6 5 4
## [24145] 9 6 8 3 8 5 6 8 3 9 6 7 6 5 8 6 8 3 1 2 9 7 4 4
## [24169] 4 10 6 6 7 6 7 5 5 9 3 7 11 8 11 5 4 4 5 4 5 5 6 6
## [24193] 6 3 1 1 5 6 2 3 4 4 10 5 4 4 7 3 1 2 8 6 8 6 7 5
## [24217] 6 3 6 2 8 5 8 2 4 9 9 5 8 8 7 6 5 3 11 4 8 2 2 6
## [24241] 6 7 9 3 5 6 7 2 2 5 5 7 5 7 6 5 6 9 9 8 10 8 6 3
## [24265] 7 10 9 2 6 6 2 5 5 3 10 7 14 11 10 6 5 4 9 6 2 5 7 7
## [24289] 8 7 8 6 1 4 6 8 4 6 5 1 5 10 7 11 8 4 7 6 5 11 8 4
## [24313] 9 7 7 8 1 5 4 4 7 2 6 6 7 2 6 6 5 9 3 3 4 7 7 7
## [24337] 5 11 6 7 9 7 4 3 3 7 7 2 3 3 7 4 7 9 7 4 2 2 6 4
## [24361] 7 2 7 5 6 3 4 7 5 4 6 4 5 3 4 5 4 4 9 4 7 4 5 3
## [24385] 7 7 6 8 6 5 9 2 7 5 5 7 5 4 4 4 6 6 5 5 4 6 4 10
## [24409] 6 2 9 5 6 4 5 6 6 4 8 9 6 8 5 6 6 6 10 6 9 4 4 5
## [24433] 5 11 8 3 6 1 5 4 7 4 4 3 3 6 1 3 1 3 7 7 4 3 5 4
## [24457] 4 5 7 6 7 2 4 5 5 7 3 5 7 8 2 5 5 8 6 6 5 4 7 4
## [24481] 4 4 4 8 3 0 8 10 6 4 9 7 5 3 4 7 5 4 5 5 2 2 7 5
## [24505] 6 3 7 7 10 1 7 11 4 6 6 4 5 6 6 5 7 4 11 5 5 5 6 4
## [24529] 2 11 5 8 7 5 8 7 7 7 5 6 11 7 4 7 7 2 8 6 9 4 5 5
## [24553] 5 4 1 5 5 9 5 1 7 2 10 6 5 3 8 7 4 7 9 6 7 6 8 3
## [24577] 4 6 8 3 6 5 6 8 7 6 5 7 6 5 10 10 3 6 3 8 7 9 5 6
## [24601] 6 8 11 4 4 3 9 3 5 5 6 9 7 5 5 6 6 5 3 7 9 2 6 3
## [24625] 6 2 7 9 8 6 10 8 8 7 7 4 8 8 8 4 5 6 4 4 5 4 4 2
## [24649] 7 4 5 7 7 4 4 5 8 3 7 3 8 6 7 7 5 7 9 5 6 4 8 4
## [24673] 3 7 8 7 4 3 7 7 6 7 9 6 9 5 9 2 1 9 8 6 4 9 6 9
## [24697] 3 7 3 4 6 2 6 7 1 5 3 5 8 9 4 4 6 9 4 3 4 7 3 10
## [24721] 6 7 7 6 10 7 8 7 4 6 9 7 1 7 5 3 6 7 6 5 6 9 7 2
## [24745] 8 4 6 6 8 2 9 8 4 2 6 7 8 3 4 4 2 2 1 2 6 6 8 3
## [24769] 6 5 6 2 9 7 9 3 9 4 5 4 4 6 9 2 4 5 5 7 4 11 8 4
## [24793] 7 4 11 9 3 4 3 10 5 8 7 3 10 4 6 6 7 8 3 4 5 6 9 9
## [24817] 5 3 11 11 11 9 8 10 8 11 11 3 11 5 6 7 3 4 6 4 5 8 7 8
## [24841] 3 2 9 8 7 8 8 5 5 7 6 4 9 3 3 7 7 4 6 10 7 6 6 4
## [24865] 3 4 11 5 9 4 5 2 3 3 3 10 7 2 2 5 7 9 6 6 8 9 2 8
## [24889] 7 7 5 8 9 5 5 5 5 5 8 2 9 6 2 7 7 8 6 9 8 4 6 5
## [24913] 3 8 11 5 11 7 6 10 11 10 11 11 10 10 10 11 11 10 10 10 11 9 11 10
## [24937] 11 11 9 11 10 9 10 10 11 11 11 11 11 4 11 10 8 11 9 10 11 10 10 11
## [24961] 11 7 11 11 7 4 6 7 5 2 6 1 6 8 3 5 7 8 7 5 7 3 4 9
## [24985] 2 6 7 5 3 7 7 6 7 7 5 5 3 5 7 8 6 9 5 2 5 5 8 6
## [25009] 8 10 4 5 6 4 6 5 7 1 8 3 6 8 4 8 9 9 8 2 5 7 8 8
## [25033] 8 2 7 8 5 9 1 7 9 6 4 9 9 8 6 7 4 7 7 6 4 5 5 4
## [25057] 4 5 4 6 6 7 6 4 2 6 7 7 5 10 4 7 2 4 8 3 8 3 3 6
## [25081] 4 6 8 7 9 6 8 2 8 3 5 8 3 7 6 8 7 3 4 8 5 9 6 3
## [25105] 6 3 4 6 5 7 8 9 5 10 7 5 4 6 6 3 6 6 4 4 6 6 7 5
## [25129] 7 8 5 7 4 8 3 5 5 6 5 7 3 8 9 5 9 5 7 8 6 6 6 8
## [25153] 9 4 5 4 2 8 7 4 6 6 8 9 5 5 8 7 3 8 6 8 2 6 4 7
## [25177] 6 7 3 5 6 4 5 7 7 8 6 2 5 8 3 3 3 7 4 7 2 9 6 7
## [25201] 9 7 4 7 8 5 9 6 7 6 9 9 7 6 8 3 5 3 5 6 7 7 7 4
## [25225] 2 7 7 9 6 3 8 7 4 5 4 5 7 5 4 6 3 3 7 3 3 7 3 3
## [25249] 3 3 3 2 3 3 3 3 3 3 3 8 4 9 7 8 6 10 7 2 3 8 6 9
## [25273] 6 8 5 4 7 6 5 5 9 5 8 7 7 3 6 6 7 2 7 3 9 2 1 10
## [25297] 9 7 10 8 3 3 8 3 6 5 3 6 2 5 1 4 8 9 5 6 3 6 6 8
## [25321] 8 8 8 6 6 8 7 6 9 5 8 5 7 7 7 5 8 1 6 8 6 4 8 5
## [25345] 6 3 8 9 3 8 5 2 4 4 9 3 9 5 7 12 3 5 7 4 3 4 7 8
## [25369] 8 6 4 8 5 6 3 7 8 1 4 11 2 6 5 5 13 8 7 6 6 8 11 3
## [25393] 7 5 4 6 3 7 6 10 5 10 5 8 1 5 7 7 4 7 9 7 7 5 9 7
## [25417] 11 11 11 10 10 4 6 11 10 10 11 5 8 8 3 11 11 8 10 6 11 5 4 11
## [25441] 7 11 10 8 11 11 11 10 10 8 11 11 10 8 8 8 11 10 11 4 11 8 10 8
## [25465] 10 10 4 8 8 10 11 7 8 8 8 8 8 7 10 11 11 5 6 6 5 2 3 6
## [25489] 4 9 7 7 1 5 3 8 5 7 4 4 8 7 11 6 7 6 4 2 7 4 2 7
## [25513] 4 6 6 6 8 4 4 5 5 7 8 6 2 4 6 7 5 6 3 4 6 5 6 5
## [25537] 6 6 9 5 6 3 2 10 9 7 5 7 5 2 2 5 5 2 4 9 6 9 2 8
## [25561] 4 1 7 5 2 8 12 5 3 7 6 6 5 6 4 7 7 5 4 6 2 7 9 7
## [25585] 9 8 8 10 5 4 9 5 3 2 3 4 3 9 1 6 9 11 8 4 7 4 3 5
## [25609] 7 3 4 4 5 8 5 6 10 5 4 4 5 7 6 4 8 3 4 3 6 9 8 12
## [25633] 1 5 8 2 3 9 10 6 6 2 5 11 3 5 8 4 11 7 8 4 8 8 7 10
## [25657] 11 8 11 10 11 10 10 11 11 11 8 11 8 11 7 10 11 8 11 8 8 10 11 8
## [25681] 8 9 8 9 9 9 8 7 7 9 8 11 8 10 2 8 10 7 7 8 8 11 6 11
## [25705] 8 8 9 11 11 9 5 2 9 4 10 8 9 5 8 8 9 4 12 2 10 9 7 3
## [25729] 3 7 9 6 5 8 4 5 9 4 10 3 4 8 7 7 7 11 6 5 5 3 3 3
## [25753] 11 8 4 10 3 9 7 7 3 4 3 10 2 5 4 4 6 4 3 6 11 8 11 8
## [25777] 10 8 7 5 9 7 3 5 0 8 4 5 9 3 4 6 7 5 7 4 7 3 6 6
## [25801] 5 4 5 5 5 0 6 7 7 6 4 7 1 5 6 5 6 3 4 2 4 6 4 5
## [25825] 6 6 6 6 6 5 8 5 7 5 8 6 6 2 3 5 7 5 7 6 6 6 4 3
## [25849] 8 3 10 7 6 7 3 4 6 7 4 3 4 7 8 3 8 5 7 5 5 4 10 6
## [25873] 3 6 9 3 10 7 4 7 6 6 5 3 8 4 2 4 6 8 9 2 1 8 4 6
## [25897] 7 4 7 5 8 6 8 3 3 7 3 6 5 8 9 8 8 7 2 10 7 7 4 8
## [25921] 10 4 4 7 4 5 5 5 2 7 5 7 5 8 7 5 6 7 7 6 7 7 6 7
## [25945] 5 8 2 5 2 7 4 7 4 8 6 6 9 4 5 9 9 3 3 7 3 7 4 7
## [25969] 7 7 3 2 8 6 4 5 7 5 4 7 2 4 6 7 4 4 7 9 6 6 6 2
## [25993] 4 6 9 7 5 1 4 5 9 5 5 8 8 6 7 8 5 9 12 5 1 9 5 7
## [26017] 4 9 5 5 3 6 6 6 6 6 8 7 7 9 4 7 6 4 8 6 6 6 6 9
## [26041] 9 6 5 3 6 5 5 4 3 4 8 3 6 11 4 12 3 7 5 8 3 6 3 7
## [26065] 8 10 7 5 6 4 7 3 3 3 4 6 4 8 8 8 5 7 8 9 8 8 5 6
## [26089] 8 1 6 6 6 3 5 6 3 3 7 5 4 7 9 5 2 8 7 6 4 4 7 5
## [26113] 3 2 8 8 4 3 11 7 8 9 8 3 5 8 5 6 7 7 6 11 11 4 11 5
## [26137] 5 6 4 9 6 6 8 2 6 9 5 3 9 9 6 7 6 4 6 4 5 10 13 6
## [26161] 8 7 8 7 7 7 1 4 6 2 8 8 7 5 11 4 9 5 5 7 2 7 6 4
## [26185] 4 8 4 6 5 7 7 2 7 4 5 5 7 6 7 10 3 7 2 6 6 8 1 7
## [26209] 7 4 3 9 4 1 5 9 7 7 2 7 6 4 4 4 3 6 6 6 7 8 7 9
## [26233] 4 2 3 5 2 8 5 2 8 3 5 6 7 2 8 5 7 5 6 3 6 10 4 9
## [26257] 4 8 5 6 6 5 8 4 12 7 2 4 7 7 7 2 6 6 5 7 5 6 4 4
## [26281] 7 1 10 8 5 7 2 5 8 4 3 10 3 2 4 4 6 4 4 6 6 4 8 7
## [26305] 2 1 10 6 3 6 4 6 4 3 4 4 3 7 7 6 4 4 2 5 5 7 4 7
## [26329] 3 2 3 1 2 6 6 11 7 11 7 8 10 8 10 3 11 11 11 3 11 10 6 11
## [26353] 11 3 11 7 11 9 8 1 11 10 11 7 11 11 11 11 4 2 8 8 2 11 3 8
## [26377] 8 11 10 11 11 7 10 5 11 12 8 11 11 6 8 7 8 7 5 8 7 3 7 6
## [26401] 9 2 10 7 3 7 6 3 7 3 6 7 5 8 5 9 6 7 6 5 4 3 7 2
## [26425] 2 6 6 8 6 8 4 12 4 4 6 4 8 3 4 6 4 6 7 5 8 8 7 6
## [26449] 8 7 3 3 5 12 8 9 7 11 8 8 8 8 8 12 6 4 8 4 6 6 3 8
## [26473] 5 7 4 6 9 6 9 2 4 7 9 9 4 9 8 7 3 5 4 5 4 8 5 10
## [26497] 3 6 9 6 4 4 2 5 8 5 10 9 9 10 8 11 5 4 11 10 10 11 11 10
## [26521] 11 6 10 10 11 10 10 7 9 11 11 11 11 11 10 11 10 11 10 11 11 10 11 11
## [26545] 8 6 2 9 10 3 5 7 5 9 6 6 6 6 7 4 4 6 12 5 5 5 7 6
## [26569] 7 9 7 8 3 10 5 6 5 5 6 5 8 3 3 10 6 4 1 11 9 9 5 7
## [26593] 11 8 5 5 2 6 5 5 3 7 5 8 4 8 9 4 3 2 5 7 3 4 8 9
## [26617] 6 4 5 10 6 7 10 11 11 11 11 10 11 10 11 11 6 10 11 11 11 10 10 10
## [26641] 11 11 10 11 9 7 11 10 10 8 7 1 4 7 11 11 11 11 9 11 2 11 11 3
## [26665] 4 7 1 1 6 5 5 4 5 3 12 2 7 5 6 7 5 4 6 5 10 9 5 9
## [26689] 5 3 8 9 1 5 9 4 5 10 8 3 3 6 3 10 5 7 7 3 7 3 3 4
## [26713] 4 6 7 5 2 5 5 4 7 1 2 4 5 3 4 7 5 6 3 7 4 8 1 1
## [26737] 4 2 7 3 9 1 7 8 13 3 1 2 5 5 2 6 4 1 4 2 2 2 2 2
## [26761] 2 3 4 4 5 6 3 9 4 14 4 9 6 3 6 8 4 3 7 7 4 5 3 5
## [26785] 9 5 6 6 7 5 9 9 4 5 9 5 5 4 4 4 11 3 4 5 3 8 8 4
## [26809] 7 7 7 5 8 4 5 8 7 5 5 4 6 4 7 7 8 9 9 6 11 4 10 8
## [26833] 5 6 7 7 5 8 6 7 5 3 6 6 5 5 7 5 8 4 4 5 8 4 5 7
## [26857] 6 7 5 5 6 6 7 4 2 2 5 5 5 4 6 4 8 10 6 4 7 6 6 8
## [26881] 4 2 6 5 7 10 2 7 6 6 3 9 3 3 2 3 8 5 8 6 9 10 7 6
## [26905] 9 3 7 7 5 7 4 7 13 8 7 7 7 6 7 6 6 7 5 8 5 9 8 4
## [26929] 2 5 6 9 8 1 4 7 6 6 5 6 3 8 7 9 6 8 8 3 2 5 5 8
## [26953] 7 7 7 4 3 5 8 4 2 8 4 4 5 5 7 2 8 9 7 4 5 6 2 11
## [26977] 6 3 7 10 7 4 8 6 5 8 2 3 11 6 7 11 8 6 5 6 6 8 5 10
## [27001] 4 10 6 12 9 2 6 5 8 3 1 3 6 4 7 6 3 7 6 8 4 6 8 5
## [27025] 4 6 7 6 6 3 5 4 1 8 5 6 3 9 6 4 5 7 9 2 4 12 5 7
## [27049] 4 3 5 5 7 7 8 5 9 5 8 5 5 7 7 5 3 6 9 2 7 6 6 8
## [27073] 6 11 7 6 9 5 9 8 10 3 6 6 6 4 5 5 6 9 4 6 5 7 12 7
## [27097] 9 8 2 6 7 3 3 9 8 5 6 8 8 8 10 7 5 4 1 8 5 10 6 10
## [27121] 5 5 8 9 9 4 4 5 6 8 7 4 5 8 10 7 5 8 3 6 5 6 2 3
## [27145] 10 3 5 4 9 7 4 4 8 7 7 7 9 2 8 7 5 3 9 8 3 7 5 2
## [27169] 4 8 4 4 9 7 4 6 8 3 5 8 8 7 3 10 6 2 8 8 6 5 4 5
## [27193] 4 4 6 5 5 8 6 5 5 5 8 10 8 6 8 6 8 6 5 8 5 5 6 6
## [27217] 5 11 9 6 0 3 6 7 2 8 4 7 3 1 4 6 5 9 4 8 8 6 4 7
## [27241] 8 9 4 4 2 3 5 10 5 10 4 6 10 7 7 7 10 10 6 12 11 10 9 5
## [27265] 11 6 11 3 6 2 6 4 4 3 9 1 4 9 7 3 8 7 5 10 10 4 8 6
## [27289] 2 8 9 4 5 2 8 4 7 7 7 5 5 6 10 7 5 5 8 7 3 5 9 4
## [27313] 7 2 10 3 8 8 8 3 6 8 7 7 7 8 10 3 6 7 3 3 6 3 4 8
## [27337] 8 9 4 5 7 3 11 9 3 9 5 7 8 8 11 10 4 7 3 4 5 5 4 4
## [27361] 5 3 2 3 7 7 3 8 5 3 2 7 7 9 7 4 5 5 3 7 8 10 4 4
## [27385] 7 3 4 7 7 5 11 6 5 9 2 4 3 7 8 5 5 12 5 3 6 2 6 4
## [27409] 7 5 5 8 7 4 5 0 9 1 8 6 3 6 8 8 8 6 5 10 5 3 7 5
## [27433] 9 3 10 5 5 4 8 5 6 10 5 2 5 8 4 4 2 2 11 5 5 7 4 6
## [27457] 3 4 12 5 6 6 12 4 5 1 4 6 7 5 8 8 5 10 10 6 4 10 7 9
## [27481] 8 3 6 3 5 3 5 5 7 5 5 6 6 5 6 6 6 8 5 4 6 8 8 4
## [27505] 6 5 6 11 9 8 6 4 7 2 4 9 7 2 4 6 3 8 5 8 3 7 2 6
## [27529] 4 7 7 3 8 10 8 4 7 7 2 7 4 2 5 4 4 6 5 8 6 8 1 11
## [27553] 4 6 6 9 6 4 3 3 3 4 10 3 6 10 6 2 2 9 6 6 7 7 4 3
## [27577] 5 6 10 6 6 10 9 3 7 9 11 4 5 5 9 8 2 8 5 5 6 8 4 11
## [27601] 8 4 4 6 7 7 6 2 8 9 7 6 3 3 6 12 11 8 5 5 4 5 5 2
## [27625] 7 5 7 7 11 8 7 2 5 3 8 4 7 6 4 8 4 2 6 4 5 7 3 5
## [27649] 3 8 7 7 5 4 8 8 8 10 10 8 4 4 6 4 7 10 6 3 3 5 4 1
## [27673] 9 8 3 5 4 3 5 4 3 6 4 4 5 7 7 6 2 8 5 7 6 7 4 7
## [27697] 6 8 2 10 9 6 7 7 6 3 8 8 7 9 6 5 6 4 6 11 4 6 6 8
## [27721] 3 7 4 5 5 5 4 8 5 6 4 7 8 6 7 7 7 7 8 3 6 1 6 12
## [27745] 8 5 8 6 6 2 4 6 9 8 4 5 5 5 7 8 6 8 8 12 7 4 3 6
## [27769] 5 7 5 5 4 5 9 6 2 5 5 7 4 4 6 6 4 6 13 6 7 4 9 4
## [27793] 5 3 6 4 6 9 4 9 2 7 5 5 5 8 9 8 7 9 9 3 7 5 10 8
## [27817] 8 5 7 4 5 6 3 8 9 6 5 3 4 8 6 12 8 7 5 3 10 8 5 8
## [27841] 6 5 6 7 5 5 10 6 5 5 4 5 4 8 8 5 4 6 7 6 8 5 3 4
## [27865] 2 6 4 5 3 6 8 4 7 5 6 10 10 4 5 4 3 3 6 3 4 4 6 8
## [27889] 6 3 5 5 8 7 6 6 3 9 3 9 2 6 3 8 6 9 2 9 12 6 5 8
## [27913] 4 7 5 3 7 7 7 3 3 6 3 7 8 5 3 6 7 3 8 2 4 4 7 8
## [27937] 4 8 7 8 6 5 5 8 7 8 10 7 7 9 0 6 8 8 5 5 7 9 7 4
## [27961] 2 8 7 4 7 6 8 10 6 7 11 8 11 5 7 7 11 2 10 11 10 11 11 12
## [27985] 6 7 8 9 8 4 8 8 11 8 11 8 5 6 4 2 8 4 7 6 2 11 9 2
## [28009] 3 4 11 12 5 5 11 8 8 6 6 7 5 9 7 7 6 7 8 8 3 6 6 8
## [28033] 6 6 5 6 7 7 5 6 8 4 3 9 8 7 7 6 3 2 5 4 2 7 3 11
## [28057] 2 3 7 7 1 6 4 6 5 5 7 10 7 3 5 8 4 8 9 5 8 10 6 6
## [28081] 7 7 4 4 6 2 9 4 10 4 5 12 3 5 9 6 7 6 2 8 4 5 2 10
## [28105] 8 5 4 4 6 5 9 3 5 2 4 9 4 8 8 6 4 8 5 7 5 7 6 8
## [28129] 7 7 7 7 5 7 3 7 5 6 4 5 8 7 8 7 4 6 6 5 9 6 4 8
## [28153] 9 5 7 5 5 9 6 5 7 7 7 3 10 5 5 3 5 6 9 5 2 4 7 9
## [28177] 8 9 8 3 6 10 3 8 8 8 7 4 8 9 8 4 8 6 6 9 4 5 6 7
## [28201] 9 8 4 10 7 3 6 9 7 4 9 4 9 6 3 7 7 6 5 10 10 4 7 8
## [28225] 7 8 7 9 6 6 8 7 6 10 5 9 2 9 9 5 12 6 9 9 2 4 7 9
## [28249] 5 4 6 6 8 5 5 6 2 6 6 9 6 1 6 7 9 8 7 4 6 5 5 5
## [28273] 7 6 8 6 5 6 3 8 7 11 5 7 4 4 8 4 5 5 2 6 7 7 2 5
## [28297] 3 11 5 9 10 7 6 11 4 6 7 4 6 7 5 6 8 6 4 4 5 5 5 4
## [28321] 5 7 5 6 7 4 7 8 8 7 6 4 8 8 11 2 10 6 9 9 6 8 6 6
## [28345] 9 7 9 6 9 10 5 5 12 5 9 7 5 5 7 3 2 8 4 2 5 2 5 7
## [28369] 5 4 7 6 6 3 5 5 7 5 11 8 6 5 7 10 5 5 4 7 2 9 6 5
## [28393] 5 1 7 1 11 6 3 1 7 3 5 8 6 6 4 2 12 3 4 4 9 4 9 2
## [28417] 6 10 1 5 7 3 7 6 8 2 6 5 2 4 2 6 6 11 6 2 7 7 8 5
## [28441] 5 7 12 5 7 9 7 10 5 4 3 7 6 9 7 2 6 8 9 4 5 11 7 5
## [28465] 7 5 5 6 6 3 3 5 2 2 9 4 5 3 2 9 4 2 6 7 6 6 6 8
## [28489] 2 5 6 6 5 5 5 11 11 3 4 5 6 3 5 7 3 8 7 4 0 5 7 6
## [28513] 6 7 8 5 9 4 3 5 4 6 9 2 9 2 7 9 5 8 5 5 2 7 4 4
## [28537] 4 5 7 7 6 6 3 4 7 9 2 6 3 8 5 9 9 8 7 11 9 3 2 4
## [28561] 8 3 9 6 7 6 6 3 9 9 10 7 7 9 9 6 4 5 7 9 6 7 8 5
## [28585] 6 6 5 7 4 5 13 4 5 10 8 3 4 5 5 5 9 8 12 7 3 6 4 7
## [28609] 7 3 6 6 6 6 6 6 7 6 3 5 7 5 1 7 3 9 12 6 8 2 3 5
## [28633] 7 6 3 9 5 6 6 1 3 4 5 7 9 6 6 9 4 4 5 6 6 6 4 5
## [28657] 7 5 6 7 6 5 4 2 9 7 5 4 4 4 2 3 2 1 6 9 4 5 8 4
## [28681] 1 4 5 6 1 4 4 9 9 9 6 4 8 8 4 9 4 4 5 6 10 4 6 8
## [28705] 7 5 6 5 7 8 3 5 8 6 8 5 7 6 3 6 2 4 5 6 5 6 8 4
## [28729] 3 8 3 9 6 9 6 7 5 5 2 8 5 6 6 5 7 6 7 8 7 7 4 2
## [28753] 2 8 8 10 4 4 4 5 6 3 6 8 9 10 7 4 3 7 5 5 8 7 9 6
## [28777] 7 3 6 9 8 4 9 4 7 5 4 4 2 7 7 7 7 3 7 7 4 4 5 3
## [28801] 6 8 9 11 2 7 13 11 4 6 8 9 6 5 8 3 6 4 6 6 4 9 6 5
## [28825] 7 4 4 6 7 7 4 9 6 3 7 6 6 10 6 8 7 5 9 8 8 7 7 5
## [28849] 9 3 10 7 11 5 8 6 4 9 3 9 8 5 6 5 9 7 9 9 9 8 10 5
## [28873] 5 6 8 6 5 7 3 6 6 12 7 8 9 5 8 9 4 5 9 4 8 6 8 7
## [28897] 7 8 3 7 4 4 8 11 4 6 8 3 6 4 10 8 5 6 8 10 6 1 1 2
## [28921] 4 5 4 7 5 7 6 7 7 9 6 5 2 8 8 4 7 5 2 5 4 4 9 6
## [28945] 3 3 3 6 7 1 9 6 3 8 5 6 3 6 7 2 6 7 8 4 2 5 4 11
## [28969] 6 5 6 5 8 7 10 1 7 6 8 2 8 8 11 5 6 8 3 6 6 7 5 6
## [28993] 8 5 5 12 6 2 8 7 1 2 9 8 7 6 9 4 9 7 8 2 2 11 6 7
## [29017] 7 8 8 3 3 5 5 5 4 2 0 5 5 6 9 4 4 5 4 9 6 2 8 2
## [29041] 6 9 8 9 5 10 2 6 4 8 9 8 9 10 5 6 7 2 8 1 4 3 5 5
## [29065] 5 6 7 9 9 5 9 5 8 9 4 8 4 3 6 4 9 10 4 8 9 12 8 9
## [29089] 8 8 10 8 9 9 5 11 8 8 7 8 4 4 7 5 8 4 6 9 12 9 11 6
## [29113] 5 4 8 9 8 7 10 3 6 9 4 2 4 5 9 8 9 9 8 12 9 3 3 5
## [29137] 8 5 7 7 7 7 5 11 7 7 6 9 4 7 4 8 4 2 2 10 7 9 4 10
## [29161] 7 3 10 9 10 7 4 5 9 4 2 5 1 10 11 7 4 2 2 4 4 5 9 1
## [29185] 7 8 6 5 5 5 10 7 8 12 7 9 8 5 8 4 11 8 8 10 7 12 5 6
## [29209] 6 8 8 6 8 7 7 9 7 6 3 5 4 5 5 8 6 7 6 3 9 7 6 6
## [29233] 5 7 5 4 8 9 5 4 5 7 8 4 8 7 6 3 4 8 7 7 8 3 6 4
## [29257] 7 3 9 9 8 9 6 8 8 6 2 6 8 6 12 7 4 7 6 1 3 12 7 4
## [29281] 5 5 10 8 6 8 9 14 6 11 7 7 10 8 8 6 9 10 3 5 4 9 9 5
## [29305] 6 7 4 9 3 7 1 4 7 4 6 3 7 2 10 3 11 3 5 9 7 5 1 6
## [29329] 2 4 7 8 6 10 7 11 9 11 3 5 10 8 2 11 5 9 6 9 10 6 5 10
## [29353] 7 7 10 9 11 6 3 12 3 4 7 7 9 8 5 8 8 3 10 4 1 5 5 4
## [29377] 6 5 9 5 4 6 3 8 5 2 3 9 5 7 7 4 4 5 3 12 2 8 10 13
## [29401] 4 3 7 6 7 7 4 9 3 9 7 7 8 4 9 6 9 3 10 10 6 8 5 11
## [29425] 3 10 9 4 2 3 6 6 9 7 9 5 2 11 7 7 5 5 5 6 8 7 9 4
## [29449] 5 6 9 5 8 5 5 9 7 7 6 5 8 7 6 5 4 4 11 7 6 3 4 5
## [29473] 4 6 5 7 10 5 4 6 10 9 9 5 5 5 6 8 4 1 12 4 4 3 8 3
## [29497] 6 8 8 13 7 6 10 5 2 5 7 7 6 2 7 3 7 7 6 6 5 5 4 2
## [29521] 5 5 5 10 3 3 7 5 4 6 3 6 9 7 5 10 6 11 8 6 10 10 6 11
## [29545] 6 7 8 7 2 5 5 7 4 2 3 5 6 3 7 7 6 2 6 6 7 8 4 7
## [29569] 4 4 6 7 6 6 6 3 7 4 5 6 5 4 6 4 9 8 9 13 3 6 3 4
## [29593] 8 2 6 6 7 6 8 3 5 4 4 6 5 2 7 3 4 8 4 3 5 8 8 9
## [29617] 2 9 7 4 9 6 6 6 6 7 4 10 5 4 5 1 2 3 8 5 5 5 5 5
## [29641] 6 5 4 4 4 8 8 5 7 8 6 12 10 5 1 7 5 9 6 6 9 8 6 6
## [29665] 3 1 5 9 1 9 6 8 5 5 5 7 4 5 4 8 9 10 5 1 4 12 5 10
## [29689] 5 10 3 7 7 5 5 6 9 9 6 5 5 9 5 5 4 4 9 11 6 5 4 5
## [29713] 7 4 7 8 2 8 3 5 12 8 6 4 10 9 8 4 9 8 2 9 7 9 12 3
## [29737] 4 11 6 3 7 7 4 8 7 9 12 4 4 8 6 8 4 9 5 3 6 9 8 3
## [29761] 9 11 10 7 5 3 8 5 9 4 2 10 5 5 4 6 6 8 4 11 8 4 4 4
## [29785] 6 3 3 9 8 8 6 10 4 8 3 7 4 5 4 6 8 2 2 9 2 3 3 10
## [29809] 4 7 5 7 3 6 11 4 8 7 3 4 6 6 7 12 5 5 4 6 5 4 6 6
## [29833] 2 3 6 3 2 10 2 6 4 4 6 3 3 4 10 2 5 5 3 8 10 3 2 5
## [29857] 9 8 8 8 5 2 0 3 7 3 7 2 10 4 7 6 9 4 7 3 6 4 5 5
## [29881] 2 6 2 7 6 6 9 6 5 3 4 7 4 1 5 9 6 8 7 8 7 5 7 4
## [29905] 3 5 3 2 2 13 6 4 8 7 4 4 6 4 4 10 1 4 4 3 4 2 8 4
## [29929] 3 5 5 6 5 7 2 4 6 5 2 3 6 1 5 1 8 5 2 10 8 5 7 6
## [29953] 7 8 6 4 7 8 4 5 7 6 9 3 5 7 9 8 1 5 4 5 4 8 6 3
## [29977] 7 5 3 5 5 12 9 10 1 6 10 10 6 6 5 7 6 9 5 9 7 8 9 9
## [30001] 6 9 5 8 6 8 8 9 10 4 7 3 7 4 8 9 6 7 8 2 5 5 8 5
## [30025] 8 13 6 9 9 3 6 1 6 8 3 6 10 7 4 3 7 4 10 5 6 8 10 4
## [30049] 5 10 3 9 4 11 6 5 5 4 2 8 12 7 7 3 10 8 4 10 2 3 1 8
## [30073] 7 6 8 8 4 7 11 3 8 5 11 9 6 7 7 9 3 10 4 8 4 5 12 3
## [30097] 4 11 4 7 9 8 8 3 6 10 8 4 5 5 6 7 3 7 5 6 5 0 10 12
## [30121] 8 8 8 5 10 8 7 1 9 5 4 8 1 2 9 5 3 4 8 2 5 8 6 8
## [30145] 5 9 4 6 5 6 8 6 3 9 6 6 5 1 5 7 7 7 8 1 4 5 12 8
## [30169] 7 9 9 9 10 4 9 13 8 6 7 4 8 3 8 8 3 8 6 6 8 6 3 7
## [30193] 5 8 9 7 3 6 8 6 5 1 9 11 3 7 9 10 2 9 9 5 4 6 9 8
## [30217] 7 4 3 6 5 3 6 6 7 2 10 5 8 9 7 6 2 3 3 11 2 6 4 8
## [30241] 6 5 6 7 5 4 8 6 4 12 4 4 10 8 7 4 8 6 10 9 7 3 4 6
## [30265] 5 7 6 4 7 3 6 5 3 7 8 12 9 5 9 10 4 12 3 5 7 6 7 3
## [30289] 7 7 8 8 11 4 6 8 9 5 9 8 3 2 10 6 6 9 2 3 5 10 6 7
## [30313] 1 8 2 6 3 5 12 2 10 8 7 4 7 3 9 2 8 5 6 1 6 8 3 4
## [30337] 7 2 5 4 6 3 7 7 10 5 2 3 9 7 4 7 5 9 6 3 2 3 7 4
## [30361] 2 8 8 8 8 3 1 6 3 4 3 5 5 2 3 11 2 9 5 5 4 2 5 4
## [30385] 7 10 8 7 7 3 12 4 6 8 5 7 11 2 4 2 5 4 3 12 2 4 5 10
## [30409] 8 4 7 5 10 5 9 10 6 4 3 8 11 11 6 10 4 6 5 5 1 4 2 12
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## [30457] 4 4 4 8 0 9 4 8 3 1 6 1 4 4 4 6 3 10 9 7 9 5 5 4
## [30481] 4 7 3 4 9 6 5 7 4 6 4 4 1 4 6 3 4 4 6 3 5 3 6 4
## [30505] 7 6 8 6 2 6 3 2 9 6 9 6 3 5 8 4 3 6 5 4 8 10 6 7
## [30529] 6 4 10 7 5 2 9 7 6 10 6 8 4 7 3 4 9 4 9 1 7 9 7 8
## [30553] 7 5 7 8 8 4 5 4 5 9 5 7 8 2 10 4 4 4 9 8 5 8 4 9
## [30577] 3 4 8 7 9 5 7 6 7 4 4 8 1 4 6 2 7 9 5 10 8 9 5 10
## [30601] 7 10 6 6 7 10 8 6 4 5 5 3 8 11 4 5 7 7 4 8 5 5 3 6
## [30625] 2 6 5 8 9 7 6 9 6 11 8 7 2 6 2 7 7 6 9 7 7 9 5 2
## [30649] 7 7 8 6 3 6 8 6 9 5 4 6 6 6 3 2 9 4 5 6 2 5 5 4
## [30673] 6 6 4 5 4 3 7 8 9 8 6 3 7 5 5 3 3 9 2 8 7 2 5 8
## [30697] 1 2 11 2 2 7 5 5 4 8 4 9 4 9 9 10 5 4 6 9 2 3 3 3
## [30721] 5 8 8 4 4 3 5 5 3 3 9 4 3 4 12 1 8 5 4 12 3 6 5 10
## [30745] 6 9 4 4 9 2 9 9 7 2 8 4 7 10 6 4 7 6 7 3 7 6 7 5
## [30769] 1 8 3 11 2 4 6 10 5 5 5 3 7 10 3 6 7 5 4 8 5 5 7 3
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## [30817] 5 9 3 8 8 9 4 4 3 5 4 4 6 4 3 6 11 6 3 7 3 6 12 12
## [30841] 5 8 9 1 4 8 3 7 4 10 6 10 8 2 4 6 3 2 8 9 10 2 5 9
## [30865] 9 3 5 8 6 6 4 10 7 8 10 6 3 3 7 6 8 10 6 4 4 7 8 3
## [30889] 4 9 5 7 1 4 3 7 8 8 3 5 7 7 6 8 3 2 5 7 7 4 3 6
## [30913] 4 4 14 6 7 2 8 10 10 8 6 5 6 7 9 8 4 4 5 2 7 5 2 6
## [30937] 3 9 9 7 9 3 4 6 4 4 9 4 2 8 3 5 8 3 3 6 4 8 6 7
## [30961] 9 4 6 9 5 10 2 3 7 10 5 5 5 6 11 6 4 9 8 6 8 8 10 5
## [30985] 2 6 6 7 4 3 3 6 7 8 8 3 2 4 6 3 6 7 6 4 3 6 9 7
## [31009] 8 4 5 2 4 8 11 9 7 3 11 8 7 9 4 6 10 5 3 9 5 3 4 4
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## [31057] 3 6 8 4 7 4 7 5 5 4 5 2 10 6 10 4 7 11 1 4 8 6 5 8
## [31081] 5 4 3 5 7 8 3 8 7 12 6 4 11 2 1 3 4 5 11 2 0 8 9 9
## [31105] 7 4 9 15 3 10 9 6 7 5 10 4 6 6 9 6 2 8 9 5 1 6 6 6
## [31129] 7 1 6 4 6 7 2 8 10 2 10 10 2 9 7 4 2 10 7 2 1 7 7 3
## [31153] 6 3 9 7 6 5 4 8 9 6 5 6 8 2 7 10 11 11 7 6 6 9 11 8
## [31177] 8 9 4 3 11 6 11 4 4 4 6 12 3 8 9 5 6 6 8 3 7 3 9 8
## [31201] 10 5 4 8 7 6 9 8 3 6 10 4 8 8 4 6 4 3 6 9 4 2 5 1
## [31225] 5 11 6 3 7 8 2 8 4 5 8 5 3 9 6 6 9 9 9 7 8 2 7 6
## [31249] 7 10 7 6 5 5 3 3 7 3 6 4 3 5 10 4 5 4 8 5 4 4 5 6
## [31273] 3 10 7 9 6 5 7 3 10 3 10 11 8 11 5 10 5 6 7 4 10 4 8 6
## [31297] 10 9 5 5 3 7 5 4 6 6 5 6 9 5 3 11 10 7 6 5 10 6 7 8
## [31321] 10 4 5 8 7 6 5 7 9 9 3 8 6 7 8 8 6 3 4 7 2 4 7 2
## [31345] 4 7 7 5 4 8 9 9 6 8 5 8 10 3 3 8 10 7 11 9 11 4 8 3
## [31369] 5 4 8 4 6 7 8 9 10 8 10 6 7 7 9 8 4 7 2 8 9 7 8 6
## [31393] 6 3 7 3 8 4 6 6 8 9 10 7 9 5 7 9 4 9 6 7 2 9 7 12
## [31417] 6 3 3 7 6 5 6 10 4 7 7 5 6 6 8 8 6 5 6 0 5 6 6 7
## [31441] 6 6 8 7 6 4 2 4 3 1 8 6 5 6 7 3 3 8 7 2 2 9 4 5
## [31465] 3 9 10 6 5 9 9 3 4 3 6 5 7 7 4 9 10 7 11 7 7 7 9 5
## [31489] 7 10 5 10 4 1 6 11 5 6 4 4 6 6 6 5 3 10 5 5 8 6 10 2
## [31513] 7 4 7 7 1 11 7 7 6 4 6 4 7 8 10 6 5 4 6 7 7 9 3 7
## [31537] 6 7 3 5 7 6 5 4 5 5 10 7 8 8 5 7 5 6 6 9 4 12 3 6
## [31561] 8 2 10 6 9 8 1 6 6 10 5 11 1 3 4 6 7 7 3 5 7 9 6 6
## [31585] 7 7 5 5 4 5 7 4 8 9 4 3 8 3 2 8 7 8 2 4 7 5 7 7
## [31609] 7 10 6 7 11 8 6 1 8 6 9 5 7 6 6 6 7 7 5 4 6 7 7 2
## [31633] 2 4 3 2 5 3 4 2 2 10 7 4 8 3 5 8 8 6 7 8 8 5 5 2
## [31657] 5 2 8 2 6 5 5 3 6 6 4 7 8 6 8 7 10 4 6 4 6 5 5 5
## [31681] 4 5 4 8 1 6 4 7 7 7 6 8 5 5 4 4 6 5 4 5 11 6 10 6
## [31705] 6 3 9 5 5 8 7 5 4 6 9 4 3 4 8 8 1 6 1 2 7 6 7 3
## [31729] 4 5 4 4 5 8 2 5 4 5 7 7 7 2 5 4 5 7 6 10 5 3 6 8
## [31753] 4 7 7 9 5 6 9 4 9 1 6 7 9 5 2 2 2 8 8 5 6 6 6 4
## [31777] 7 5 9 6 7 6 3 5 8 7 6 6 5 10 8 6 5 4 8 7 8 7 10 6
## [31801] 4 5 9 5 6 3 5 5 7 5 4 4 8 4 1 4 8 8 3 4 6 4 8 6
## [31825] 3 8 8 6 9 8 8 5 4 5 9 2 3 5 6 7 7 5 6 5 9 6 4 5
## [31849] 9 7 6 7 5 3 8 2 8 7 6 4 7 5 7 7 5 5 3 4 8 4 10 6
## [31873] 4 8 7 9 3 5 5 2 5 6 3 7 9 5 6 8 5 8 7 6 7 1 8 8
## [31897] 7 5 5 6 6 6 7 6 7 8 5 5 5 7 9 3 5 9 8 3 6 6 8 5
## [31921] 6 7 12 10 10 1 9 4 3 8 8 8 9 8 4 6 4 5 5 8 8 8 8 1
## [31945] 4 9 5 3 4 4 6 4 7 0 7 2 2 6 11 7 11 6 2 5 10 8 10 6
## [31969] 10 2 6 6 7 4 5 7 7 7 5 8 6 7 1 5 4 6 8 10 3 3 8 7
## [31993] 5 5 2 8 4 2 7 1 6 7 3 8 5 10 4 8 4 8 2 2 7 5 6 7
## [32017] 6 2 4 10 7 8 2 7 7 11 10 11 5 3 8 6 9 6 7 10 9 8 4 4
## [32041] 4 4 3 4 3 11 7 6 6 7 3 6 3 11 3 6 8 11 6 3 8 11 7 9
## [32065] 3 4 10 7 8 4 3 6 3 7 5 6 5 9 7 2 7 3 6 8 6 8 5 9
## [32089] 6 4 5 4 4 9 4 4 1 2 4 3 9 8 4 8 7 3 9 8 10 5 1 9
## [32113] 3 3 8 8 4 7 7 4 3 6 4 3 7 6 5 4 5 9 3 8 6 9 6 5
## [32137] 8 8 5 4 4 6 6 10 7 8 2 6 8 2 3 8 6 8 5 2 8 5 4 5
## [32161] 6 4 5 5 5 4 7 5 9 7 7 6 6 9 3 7 10 3 2 10 3 7 8 7
## [32185] 2 6 10 5 3 4 5 2 7 2 5 5 10 5 3 6 10 3 6 4 9 5 4 6
## [32209] 4 5 8 6 5 6 8 4 8 2 12 8 5 8 4 6 5 6 9 6 6 1 6 6
## [32233] 5 5 3 6 6 6 3 8 7 4 2 4 4 6 8 6 5 4 7 4 9 4 5 9
## [32257] 8 3 7 9 8 7 6 6 7 5 4 4 2 4 6 8 8 7 5 1 6 4 9 4
## [32281] 7 4 3 6 6 2 6 3 8 8 6 5 6 6 8 4 9 6 6 9 6 6 8 3
## [32305] 5 3 7 4 4 3 4 6 4 4 7 4 7 5 6 1 6 6 8 5 2 5 5 5
## [32329] 5 5 5 6 5 5 5 5 5 5 9 7 8 6 3 10 5 12 5 8 11 5 9 2
## [32353] 3 5 7 6 6 6 5 6 9 4 5 7 3 9 8 5 5 9 4 6 6 3 3 3
## [32377] 2 8 9 3 8 4 7 8 4 9 9 11 8 3 7 12 3 7 3 3 10 6 5 6
## [32401] 7 2 5 8 3 4 4 11 7 2 11 4 7 7 6 5 6 2 5 5 10 1 1 8
## [32425] 5 7 9 6 8 4 8 8 6 6 6 2 6 9 4 7 4 2 4 5 7 8 5 8
## [32449] 3 7 6 4 3 6 4 4 7 2 7 6 8 6 7 6 7 8 9 2 6 4 7 4
## [32473] 6 4 4 5 9 4 9 6 4 3 7 8 2 5 8 3 2 1 4 8 3 3 2 5
## [32497] 7 4 3 3 3 4 8 3 3 5 2 10 5 4 6 5 4 6 6 8 7 7 7 7
## [32521] 3 5 3 2 3 3 5 2 6 6 3 3 5 4 8 6 7 3 5 6 9 2 6 5
## [32545] 8 3 8 9 5 8 5 5 3 5 7 8 2 3 7 4 4 4 5 6 4 5 4 4
## [32569] 2 9 7 11 6 8 9 6 5 4 6 5 7 2 7 2 6 3 5 7 7 2 6 7
## [32593] 4 5 5 1 3 7 4 5 8 2 3 6 8 3 8 7 10 7 7 4 8 4 2 4
## [32617] 3 8 8 6 4 9 8 5 6 10 5 6 6 2 4 2 3 5 13 5 4 6 5 3
## [32641] 1 5 2 2 2 1 2 7 2 8 1 6 3 9 3 5 4 6 5 7 3 4 8 6
## [32665] 2 5 4 4 10 8 10 7 11 6 4 4 5 4 9 6 8 9 3 9 7 9 5 2
## [32689] 6 5 2 5 7 6 3 10 3 7 7 8 10 7 4 4 7 2 8 1 4 4 8 6
## [32713] 10 8 3 2 8 5 5 7 3 2 3 7 4 4 6 5 5 6 5 6 8 6 6 5
## [32737] 10 1 4 5 7 5 5 4 4 6 4 6 4 7 4 4 2 5 3 9 6 8 4 6
## [32761] 3 6 5 2 4 6 5 6 2 8 9 10 7 5 1 9 7 9 3 9 7 5 8 9
## [32785] 6 8 9 6 6 6 8 2 5 4 5 9 6 8 5 2 7 7 6 5 3 7 5 6
## [32809] 5 6 2 8 6 6 3 6 3 4 4 1 3 3 3 6 2 3 7 8 7 7 0 7
## [32833] 7 5 5 3 5 6 7 5 5 6 8 5 6 2 7 4 5 5 5 6 10 5 5 7
## [32857] 11 11 11 3 3 1 6 5 4 7 4 6 2 6 4 9 5 5 4 3 7 3 4 8
## [32881] 6 5 7 9 4 4 4 3 7 4 5 6 6 5 4 8 7 4 3 9 6 2 4 3
## [32905] 8 2 5 6 7 1 11 5 6 7 4 4 4 3 4 3 5 6 4 3 3 3 8 7
## [32929] 3 5 3 4 3 4 8 3 1 7 8 7 4 6 6 3 8 7 9 7 6 4 6 4
## [32953] 8 5 8 4 2 8 6 6 8 6 3 9 8 4 2 3 8 5 3 4 5 10 7 7
## [32977] 4 7 2 6 9 9 2 3 5 4 5 4 7 8 1 3 10 9 7 4 6 4 4 5
## [33001] 3 8 8 7 6 3 7 4 7 5 4 6 4 9 8 3 6 5 5 8 5 6 9 9
## [33025] 7 4 4 9 6 7 9 7 6 2 6 4 7 3 3 6 7 12 5 2 7 6 4 6
## [33049] 7 9 4 13 5 7 4 5 7 10 6 7 6 11 4 4 2 5 6 1 7 3 8 9
## [33073] 6 7 4 3 6 7 1 7 3 9 7 11 9 3 12 7 6 3 4 9 3 10 5 4
## [33097] 10 5 4 6 7 4 7 7 6 9 3 4 5 6 10 7 3 3 3 8 3 1 7 8
## [33121] 8 2 4 7 5 5 5 3 5 5 4 4 6 10 4 2 4 2 7 7 5 2 6 11
## [33145] 7 6 5 3 5 5 6 3 3 4 3 6 4 8 8 10 6 9 6 6 3 5 3 6
## [33169] 5 4 5 8 9 3 6 3 6 6 6 5 7 4 6 3 7 10 1 8 3 7 5 4
## [33193] 9 8 6 8 4 6 7 5 5 6 8 7 1 3 7 7 6 5 4 2 3 3 2 4
## [33217] 8 4 5 2 1 8 2 5 3 4 5 4 7 8 9 8 7 8 6 6 4 6 7 2
## [33241] 9 5 2 6 5 4 4 4 5 10 9 6 3 5 2 3 4 2 5 6 7 4 5 6
## [33265] 9 7 4 4 7 2 4 9 4 6 4 10 3 7 7 7 4 7 4 7 8 7 10 7
## [33289] 4 6 9 5 7 6 7 3 3 8 5 7 6 7 7 6 7 7 7 8 8 5 6 8
## [33313] 4 6 4 4 8 10 9 2 3 6 2 7 7 3 2 5 5 8 3 7 11 6 1 2
## [33337] 8 3 9 4 6 5 9 8 6 3 4 8 4 8 5 7 9 5 6 3 3 6 6 3
## [33361] 6 7 8 7 7 4 6 4 7 7 3 11 10 5 6 10 7 4 6 8 7 3 6 7
## [33385] 8 10 5 6 4 4 6 7 6 3 2 7 5 4 8 9 3 8 5 3 3 7 11 10
## [33409] 4 7 3 10 7 6 7 6 5 7 3 5 5 3 5 10 3 8 7 4 2 5 5 4
## [33433] 9 4 2 12 7 8 6 5 1 4 9 3 5 4 3 2 4 2 5 11 4 3 4 8
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## [33505] 1 7 6 5 2 3 7 4 2 7 4 7 8 5 4 7 6 6 5 7 2 4 10 6
## [33529] 7 8 6 3 6 5 5 5 7 7 4 5 8 3 6 7 4 8 5 5 6 2 3 9
## [33553] 6 5 2 2 4 6 7 6 7 7 4 7 9 6 3 3 4 6 7 3 8 3 9 8
## [33577] 6 10 10 6 5 3 4 2 6 6 11 5 1 4 5 5 3 3 9 4 6 7 4 8
## [33601] 5 4 5 7 2 4 7 9 3 7 7 6 4 6 4 8 8 8 4 10 2 4 5 5
## [33625] 6 6 5 2 7 5 4 3 6 11 4 5 11 2 5 7 6 7 1 5 5 4 5 7
## [33649] 2 6 4 4 8 7 6 1 9 7 2 7 3 6 5 5 6 7 3 6 3 6 5 4
## [33673] 3 11 7 7 7 8 8 6 7 7 5 9 8 6 4 7 7 6 6 4 6 5 2 4
## [33697] 5 2 8 8 4 5 9 9 5 1 5 5 7 5 6 7 11 8 7 8 6 4 6 4
## [33721] 4 6 6 6 3 5 7 1 2 8 6 2 7 7 11 2 3 6 10 6 6 7 6 4
## [33745] 5 7 2 4 9 9 7 3 2 8 7 6 3 6 7 4 4 7 6 2 8 5 3 5
## [33769] 3 8 6 4 8 3 9 4 8 3 10 5 9 8 7 8 8 7 3 2 3 5 6 4
## [33793] 1 2 6 5 6 6 8 8 7 4 7 8 5 6 6 10 9 1 5 1 5 2 6 3
## [33817] 2 3 4 4 12 6 8 7 1 3 2 3 6 6 10 8 6 10 8 8 4 3 5 8
## [33841] 7 8 9 5 5 5 3 5 4 5 7 4 11 1 9 11 6 4 6 3 7 5 7 7
## [33865] 4 9 8 9 6 5 6 3 6 7 5 6 7 7 6 9 4 8 9 5 3 4 2 6
## [33889] 2 5 2 5 7 6 6 6 9 9 7 4 6 6 1 3 4 5 6 6 8 8 7 6
## [33913] 7 2 6 4 4 6 5 6 7 9 2 6 1 6 2 4 4 7 2 1 8 8 6 5
## [33937] 7 7 7 11 2 4 5 8 5 4 6 5 5 3 7 6 6 7 10 8 6 7 7 2
## [33961] 4 4 3 3 4 10 9 4 9 9 3 4 4 3 8 9 4 3 7 7 6 5 7 2
## [33985] 4 9 3 4 3 2 8 7 5 5 5 9 5 4 2 5 2 6 10 6 4 8 6 6
## [34009] 9 5 2 2 7 8 8 4 2 5 5 2 6 6 7 7 8 8 6 5 5 6 7 7
## [34033] 9 8 6 6 9 8 6 6 5 7 5 5 7 7 10 2 7 3 7 5 9 7 8 6
## [34057] 4 4 6 5 3 7 4 6 2 6 9 8 4 3 9 7 6 8 4 7 4 2 7 7
## [34081] 6 5 3 7 4 4 3 8 6 7 5 9 9 2 6 5 4 5 6 5 7 5 4 4
## [34105] 5 5 5 2 3 6 3 6 4 3 8 3 5 7 5 7 6 9 4 7 7 4 6 2
## [34129] 4 3 3 3 7 8 11 5 9 6 5 9 7 10 5 3 8 8 4 8 7 5 5 9
## [34153] 4 7 1 8 7 10 7 6 5 7 10 5 6 6 6 5 9 8 8 11 7 12 6 7
## [34177] 4 4 6 7 6 4 7 11 5 8 2 6 6 4 8 8 4 5 2 6 4 5 6 8
## [34201] 9 7 7 7 6 3 4 2 2 2 3 7 8 5 3 4 2 6 5 6 3 6 9 4
## [34225] 4 5 9 9 5 10 7 10 6 4 3 7 3 7 8 5 2 8 4 8 2 8 9 10
## [34249] 9 5 11 9 6 6 10 6 3 8 5 2 3 4 8 8 7 8 3 8 8 7 7 5
## [34273] 9 6 9 7 3 4 5 6 4 2 4 6 6 8 3 5 5 5 4 3 1 6 10 8
## [34297] 3 8 4 5 4 9 5 10 8 8 4 4 3 4 3 6 10 2 3 6 2 3 5 10
## [34321] 11 5 4 10 8 7 3 6 5 3 2 9 4 4 2 2 2 2 3 2 2 2 8 3
## [34345] 6 3 3 3 3 5 4 8 3 4 2 4 6 4 5 3 5 6 10 2 8 6 3 8
## [34369] 5 8 9 7 7 8 6 4 4 11 8 7 7 3 6 9 5 3 7 7 8 2 7 6
## [34393] 2 5 5 7 3 2 3 8 7 9 9 6 10 8 2 3 7 6 5 8 9 3 4 7
## [34417] 9 7 4 6 6 8 4 8 5 4 5 8 5 4 2 8 6 3 5 5 5 9 6 2
## [34441] 6 7 4 4 6 1 2 8 10 9 3 8 6 6 8 5 7 3 7 6 8 5 5 4
## [34465] 5 6 6 4 10 7 8 6 3 9 6 7 7 11 6 4 7 6 6 6 8 5 5 9
## [34489] 4 5 3 3 3 3 3 3 3 3 3 6 3 3 3 3 3 3 2 3 3 2 3 3
## [34513] 3 5 3 3 3 3 3 3 7 7 8 3 3 5 1 11 3 7 4 5 10 9 3 3
## [34537] 6 11 11 4 5 2 5 0 7 3 3 12 8 7 2 7 6 6 8 4 9 6 7 7
## [34561] 7 5 5 4 7 6 6 6 2 6 8 1 7 4 9 3 7 5 6 3 1 5 8 4
## [34585] 3 9 9 5 10 2 8 7 7 5 3 4 5 2 9 3 9 3 4 2 8 6 2 6
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## [34657] 9 5 3 2 9 6 7 2 6 7 4 4 3 3 3 3 3 8 6 6 2 7 6 6
## [34681] 7 7 4 8 3 9 2 4 2 2 6 2 2 5 1 6 3 7 5 2 3 6 3 2
## [34705] 3 3 6 7 3 8 3 2 9 8 5 9 9 9 1 10 6 6 3 9 6 6 4 2
## [34729] 7 6 9 2 6 10 8 4 7 1 7 4 8 4 10 2 8 6 7 8 7 5 6 9
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## [34777] 4 7 6 4 3 5 5 7 5 10 3 6 5 5 9 5 4 9 4 4 11 4 7 10
## [34801] 3 8 2 9 5 6 7 3 7 6 4 6 6 3 4 2 8 5 5 7 3 7 5 3
## [34825] 3 3 8 3 7 10 10 6 4 7 9 6 8 9 8 9 5 7 9 11 9 1 10 7
## [34849] 6 4 6 3 9 7 4 5 3 1 6 10 5 6 5 2 9 4 4 6 11 6 9 8
## [34873] 6 6 3 2 5 2 2 4 4 2 2 4 4 9 5 10 9 3 7 2 11 7 2 12
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## [34921] 9 8 5 7 7 3 2 5 3 6 6 6 7 4 4 2 8 10 10 7 5 3 3 6
## [34945] 5 5 4 7 7 6 2 6 3 8 4 7 7 4 3 9 8 11 9 6 4 6 7 3
## [34969] 5 5 8 7 5 3 4 1 3 2 4 2 5 5 6 9 4 2 5 3 6 7 1 4
## [34993] 7 6 7 2 6 3 7 5 9 4 6 8 4 8 8 5 6 6 6 7 4 11 6 6
## [35017] 11 9 3 3 11 6 5 7 10 10 3 6 5 5 9 6 9 4 3 5 8 5 5 8
## [35041] 4 5 5 5 8 6 6 9 8 5 7 4 5 4 3 8 3 4 4 2 4 5 2 9
## [35065] 2 4 9 6 6 10 5 4 9 7 4 5 6 6 5 4 7 6 5 7 9 3 8 5
## [35089] 5 4 4 12 4 4 5 7 5 5 8 6 6 6 8 1 7 2 8 2 7 5 6 5
## [35113] 4 10 7 6 6 9 9 7 1 9 7 4 5 3 2 6 2 3 7 6 4 5 6 8
## [35137] 6 6 5 9 5 7 3 10 6 4 5 3 6 9 2 3 5 7 4 8 1 3 4 3
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## [35233] 6 7 3 8 9 11 5 9 3 5 9 5 5 9 5 11 7 7 1 1 1 6 7 6
## [35257] 8 6 8 7 1 6 5 9 12 6 2 7 9 6 7 4 6 10 5 5 6 1 8 1
## [35281] 8 8 4 5 5 3 10 4 4 5 11 9 3 1 7 6 4 10 7 7 5 3 7 7
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## [35329] 8 7 4 9 7 6 4 9 6 4 6 5 8 2 10 5 2 9 3 3 6 6 3 3
## [35353] 8 8 8 8 7 2 3 7 3 4 9 7 4 6 6 4 2 3 8 3 5 9 4 7
## [35377] 4 6 7 7 5 6 7 4 7 4 9 5 4 4 5 7 1 4 7 4 2 5 6 5
## [35401] 1 11 1 3 8 6 1 10 7 3 6 6 6 12 4 8 9 3 8 7 6 6 5 8
## [35425] 5 4 5 7 4 3 2 9 10 2 8 6 4 7 8 8 6 4 4 4 4 4 7 3
## [35449] 1 7 3 8 3 7 6 4 6 8 9 5 8 5 6 4 3 8 4 7 5 4 8 1
## [35473] 8 8 5 8 6 1 3 5 9 4 3 8 5 8 4 1 4 10 4 4 3 5 8 3
## [35497] 4 4 5 6 5 5 9 4 7 6 10 4 4 9 7 7 7 6 4 9 2 6 3 5
## [35521] 2 6 6 8 8 1 8 7 6 6 7 4 7 5 7 4 5 4 6 5 4 8 7 3
## [35545] 3 7 6 8 9 6 5 5 6 5 3 8 6 4 5 6 3 11 7 10 5 2 10 7
## [35569] 5 3 9 4 11 7 5 3 3 5 2 8 7 7 8 7 3 4 4 9 7 10 10 10
## [35593] 7 4 3 2 3 3 6 4 6 3 2 8 5 3 3 5 7 3 2 2 4 3 3 4
## [35617] 3 5 2 11 8 3 6 6 3 7 6 10 1 4 5 9 5 3 7 7 9 5 6 5
## [35641] 7 2 5 6 9 6 7 8 4 5 6 10 7 8 5 7 4 4 4 8 4 8 7 8
## [35665] 8 5 9 8 8 10 8 4 6 1 8 4 5 2 8 5 7 3 2 4 4 9 5 6
## [35689] 9 5 4 4 2 6 2 7 1 2 2 4 9 6 4 7 9 3 3 9 7 5 7 2
## [35713] 8 10 5 9 8 6 4 6 5 9 6 7 9 2 9 4 8 1 4 6 8 8 4 9
## [35737] 2 4 5 11 4 10 10 4 4 9 8 7 6 6 4 8 11 6 5 9 6 8 9 5
## [35761] 5 3 3 9 11 9 5 5 1 3 5 7 7 4 7 6 4 6 4 6 8 6 5 5
## [35785] 9 7 11 5 7 3 5 6 10 9 9 6 6 6 6 8 6 6 6 6 8 7 2 12
## [35809] 9 7 8 6 7 4 5 6 10 9 9 5 9 9 6 6 4 7 6 4 2 6 4 9
## [35833] 4 5 3 4 7 4 1 3 11 3 10 5 2 3 7 7 5 9 9 5 4 11 5 6
## [35857] 8 9 6 5 6 7 6 4 7 6 5 7 7 6 8 7 6 7 7 10 5 3 10 6
## [35881] 2 9 6 4 3 5 5 9 2 4 8 3 3 9 10 5 3 10 5 5 6 9 5 9
## [35905] 7 8 8 10 7 3 2 6 1 6 2 5 2 6 8 1 5 4 7 4 1 7 8 5
## [35929] 8 10 3 8 7 5 5 3 4 3 9 4 3 3 6 7 8 6 5 7 8 8 8 8
## [35953] 6 5 7 3 1 6 7 6 6 6 5 6 9 6 8 6 5 6 6 9 9 4 5 9
## [35977] 8 5 8 7 6 7 6 2 6 4 7 6 8 4 11 2 5 4 7 8 7 4 7 7
## [36001] 4 6 5 2 3 3 9 5 3 2 2 7 1 8 5 9 6 3 8 5 9 8 6 3
## [36025] 2 7 5 7 5 3 6 5 5 1 5 8 5 7 4 5 3 7 2 3 7 4 4 6
## [36049] 7 7 7 6 4 7 7 5 5 5 2 6 3 6 7 7 6 10 5 7 6 2 5 2
## [36073] 3 6 12 10 9 7 8 6 6 5 3 5 3 8 6 5 7 4 4 4 4 4 5 7
## [36097] 5 5 3 6 3 5 5 4 3 2 8 3 8 8 8 5 4 3 4 7 8 6 8 2
## [36121] 7 4 2 7 3 2 3 5 4 6 5 5 5 8 2 4 6 3 7 10 6 7 3 5
## [36145] 4 4 2 2 5 3 5 6 8 2 9 5 4 7 3 9 5 6 5 5 4 8 6 5
## [36169] 8 3 4 5 4 7 4 3 5 5 4 7 14 9 6 9 4 8 6 4 3 6 6 9
## [36193] 5 6 5 10 10 4 11 8 3 5 3 3 4 9 7 9 3 11 6 6 4 5 8 6
## [36217] 3 6 7 5 6 8 8 7 6 7 4 5 7 7 10 5 6 10 2 3 10 7 7 4
## [36241] 5 8 8 6 5 8 7 11 5 8 5 1 4 4 5 3 8 5 12 7 4 5 8 8
## [36265] 7 8 7 7 10 11 7 1 4 8 2 5 7 5 3 10 4 4 8 8 4 4 10 5
## [36289] 10 4 7 7 9 5 6 2 9 4 7 8 8 10 7 7 10 10 2 10 10 10 10 10
## [36313] 10 10 10 10 10 6 10 10 10 10 10 10 10 10 5 10 10 10 10 1 5 4 10 10
## [36337] 10 6 10 6 10 10 10 5 10 10 10 10 10 7 10 10 10 10 10 10 10 7 5 10
## [36361] 7 3 4 4 5 7 7 8 5 4 5 2 7 3 9 7 3 7 5 9 6 5 6 5
## [36385] 6 5 4 4 2 3 5 5 5 5 7 7 4 1 4 4 7 5 3 3 3 10 3 4
## [36409] 7 7 8 4 6 1 6 9 4 3 3 5 11 11 4 5 5 5 6 6 2 1 4 5
## [36433] 4 4 5 9 5 4 6 6 7 4 6 5 6 6 7 2 1 5 3 4 4 2 9 6
## [36457] 6 2 11 3 7 8 9 3 2 9 3 6 9 9 10 7 9 8 7 7 7 6 6 5
## [36481] 3 6 4 5 5 7 6 11 6 11 7 3 7 7 4 4 5 6 7 5 7 5 9 11
## [36505] 12 4 4 7 6 5 5 4 5 2 6 7 8 8 8 3 7 5 3 3 6 2 7 5
## [36529] 5 8 4 6 7 3 2 1 3 8 5 4 9 3 7 5 3 5 3 5 7 6 3 8
## [36553] 7 4 4 5 3 3 4 6 5 6 6 6 2 3 4 6 1 3 6 4 3 6 4 6
## [36577] 3 11 4 7 12 9 6 7 6 6 5 5 6 5 11 4 6 7 7 8 3 7 5 3
## [36601] 8 6 8 10 7 4 3 5 7 8 8 6 6 14 8 4 9 10 6 5 8 5 9 6
## [36625] 8 9 6 10 9 4 7 4 8 6 10 7 2 6 8 6 1 6 6 5 4 3 3 9
## [36649] 3 7 7 5 4 1 4 7 8 6 5 7 2 8 7 7 4 4 5 3 8 4 8 4
## [36673] 5 7 7 10 6 5 6 1 4 10 8 4 5 3 9 8 5 8 10 5 4 10 6 9
## [36697] 2 7 2 4 7 5 5 6 9 4 8 10 5 8 1 4 2 4 5 5 5 9 7 8
## [36721] 9 4 7 6 7 4 6 5 5 7 8 8 5 2 3 8 5 4 4 6 5 6 6 9
## [36745] 8 6 3 6 8 10 10 3 9 6 10 4 6 5 6 9 2 7 9 6 6 7 5 4
## [36769] 4 4 11 4 5 7 4 8 5 3 2 2 2 2 8 3 2 6 4 3 9 2 4 4
## [36793] 3 9 4 3 2 4 7 9 3 8 7 9 3 5 6 5 8 3 4 3 3 3 5 6
## [36817] 7 4 6 6 6 7 8 9 6 9 7 6 6 1 2 9 9 3 4 5 6 11 2 5
## [36841] 8 3 6 6 8 10 4 2 5 5 5 5 9 5 9 8 6 4 5 3 6 4 5 7
## [36865] 4 4 5 6 7 6 6 8 7 6 4 4 5 7 7 9 2 3 4 2 8 10 2 7
## [36889] 7 1 6 5 5 5 2 3 7 7 7 4 5 11 4 8 5 3 7 5 10 2 5 0
## [36913] 6 5 10 2 12 5 2 4 6 4 7 6 5 4 8 2 2 5 6 3 6 1 4 6
## [36937] 3 7 5 2 10 7 5 2 2 3 6 4 3 1 4 5 3 6 4 6 7 8 5 6
## [36961] 4 2 3 6 2 3 3 5 2 3 5 5 5 4 2 5 3 7 4 8 2 8 3 2
## [36985] 3 3 1 7 6 4 3 3 1 6 8 4 3 8 6 6 5 3 7 3 6 4 3 5
## [37009] 7 10 9 7 6 6 6 6 2 7 7 5 2 6 9 7 3 4 2 4 4 4 8 11
## [37033] 5 3 2 8 4 6 8 3 10 5 8 6 8 5 7 11 6 6 6 7 6 3 6 8
## [37057] 2 6 8 9 4 10 8 1 7 3 4 6 7 11 5 9 6 9 3 7 7 4 4 9
## [37081] 3 5 6 7 3 7 2 4 7 9 5 4 8 8 5 5 3 10 8 6 5 8 7 5
## [37105] 3 5 5 7 7 3 4 1 4 7 6 5 10 3 6 5 6 5 3 1 5 1 10 8
## [37129] 5 1 8 3 5 7 5 10 7 9 7 7 10 9 6 9 6 7 1 3 4 5 7 8
## [37153] 6 7 4 4 10 8 8 4 7 11 7 7 7 6 7 7 11 6 7 7 10 7 7 7
## [37177] 5 7 7 2 9 2 0 9 5 4 3 6 4 7 2 4 7 6 2 8 6 3 2 6
## [37201] 7 7 4 10 4 2 4 4 3 6 3 7 11 5 3 10 7 10 1 2 8 7 7 7
## [37225] 5 6 11 4 3 4 2 5 5 9 4 5 7 6 3 3 2 5 3 6 6 4 4 6
## [37249] 5 6 3 4 3 4 9 8 8 4 5 6 3 3 5 4 2 5 3 5 5 8 6 7
## [37273] 4 9 7 6 9 1 6 5 7 7 5 7 4 2 4 4 4 5 5 5 5 2 4 6
## [37297] 8 6 3 6 7 5 7 11 7 3 6 5 5 3 3 5 6 9 7 7 5 1 2 5
## [37321] 9 6 4 3 4 4 5 12 7 5 5 7 7 5 11 2 2 8 5 9 7 3 9 5
## [37345] 5 6 5 7 2 3 5 2 4 10 7 5 3 8 3 5 6 7 7 4 5 5 4 4
## [37369] 3 2 4 8 5 4 4 5 2 6 7 5 5 8 10 8 4 6 6 3 8 3 1 5
## [37393] 6 7 8 8 4 7 4 8 3 3 6 6 11 3 7 4 6 2 9 3 5 4 7 5
## [37417] 5 7 9 5 2 3 3 5 4 7 6 7 7 6 7 11 2 1 8 4 8 5 9 3
## [37441] 6 4 5 4 5 2 7 9 4 7 7 9 6 4 2 7 3 6 6 10 2 9 3 6
## [37465] 3 1 1 4 7 5 7 6 5 11 7 3 5 5 1 5 4 4 4 2 8 5 7 9
## [37489] 5 7 9 2 7 3 6 7 8 6 2 8 5 7 1 9 10 6 10 6 7 3 8 6
## [37513] 8 3 5 6 4 4 5 5 12 3 7 3 6 5 11 7 6 3 2 6 10 6 10 4
## [37537] 4 6 7 7 3 5 6 5 4 3 6 6 1 6 9 4 7 11 2 3 9 5 5 8
## [37561] 8 4 6 11 7 5 2 2 6 6 5 12 3 5 12 5 7 0 6 4 3 2 5 4
## [37585] 2 1 5 6 6 3 4 6 7 5 7 8 9 6 4 5 1 8 4 2 7 6 9 3
## [37609] 4 6 4 5 4 3 7 8 9 10 3 2 4 2 4 4 4 4 10 6 8 2 5 9
## [37633] 4 5 9 11 5 6 11 3 8 7 4 4 5 7 6 6 3 3 8 3 6 4 4 6
## [37657] 5 3 8 8 7 5 5 3 8 6 6 4 6 11 1 2 2 5 7 5 8 7 7 1
## [37681] 8 6 7 6 3 8 6 4 6 7 4 9 3 2 7 6 6 10 3 10 1 3 5 7
## [37705] 10 2 3 3 2 6 6 6 8 3 5 5 9 7 4 5 6 6 8 8 8 8 4 8
## [37729] 3 7 7 7 4 10 2 6 6 6 2 6 9 3 8 7 3 10 8 7 8 5 4 7
## [37753] 5 9 7 5 5 4 4 5 6 3 9 8 4 6 6 4 8 7 1 6 4 5 4 6
## [37777] 5 4 5 6 6 4 5 8 4 4 2 2 5 2 7 6 8 5 5 5 8 5 6 5
## [37801] 3 7 7 2 7 6 8 8 8 5 6 8 6 8 2 5 2 6 7 2 8 8 1 7
## [37825] 4 5 5 5 7 11 5 5 10 7 7 9 5 5 10 5 5 7 7 5 9 3 8 3
## [37849] 6 7 9 2 4 6 7 6 7 5 7 6 3 8 5 5 4 8 7 4 4 3 5 5
## [37873] 4 7 2 8 7 6 2 5 2 6 7 7 9 7 5 8 6 5 8 1 7 4 10 6
## [37897] 7 7 9 7 8 5 6 7 6 6 1 1 1 7 4 6 9 6 7 9 4 7 4 7
## [37921] 6 7 10 2 5 11 6 5 3 10 7 2 6 8 2 3 2 2 8 1 3 4 4 6
## [37945] 10 6 11 6 4 3 2 7 8 5 7 9 5 5 1 3 5 8 8 8 6 5 7 4
## [37969] 6 9 6 8 4 8 3 2 10 1 4 8 7 6 3 4 3 5 9 8 3 3 4 6
## [37993] 7 4 5 7 8 5 7 6 6 7 8 4 9 8 4 3 3 4 1 9 5 6 4 8
## [38017] 7 9 7 3 6 7 3 7 3 4 6 6 1 5 4 2 2 6 6 7 7 7 3 1
## [38041] 7 7 5 5 9 3 5 3 5 2 4 3 2 6 3 4 6 10 3 3 11 6 5 7
## [38065] 4 10 3 5 5 3 5 6 8 6 11 6 8 7 11 5 3 4 6 3 9 6 5 4
## [38089] 5 9 7 6 4 8 6 4 4 5 5 9 1 8 1 4 1 8 7 12 2 2 8 8
## [38113] 5 4 5 8 5 5 5 9 3 2 6 1 6 1 2 3 3 5 4 8 8 4 2 5
## [38137] 2 8 6 8 9 6 4 8 9 2 3 5 7 5 5 8 7 8 6 5 7 1 1 1
## [38161] 2 4 3 1 5 1 8 6 2 3 3 2 4 7 2 4 2 7 4 5 6 5 7 10
## [38185] 4 7 4 7 7 0 1 4 5 10 2 2 4 3 7 6 5 5 8 6 6 3 6 9
## [38209] 5 4 3 7 6 6 1 6 3 13 9 4 3 3 4 5 6 4 9 7 3 2 6 6
## [38233] 6 9 8 3 3 6 10 8 8 3 1 2 5 11 5 5 4 6 5 7 5 7 1 5
## [38257] 3 7 4 0 5 4 5 8 4 5 5 3 4 3 5 4 8 7 2 5 2 4 5 9
## [38281] 7 7 3 4 3 6 3 4 3 4 4 9 5 6 4 4 4 7 4 2 5 12 4 7
## [38305] 1 6 6 7 6 2 9 8 3 8 9 5 9 2 9 4 8 3 3 5 5 2 3 8
## [38329] 10 4 2 7 10 7 4 6 6 4 8 10 6 4 7 7 8 6 3 4 6 6 4 4
## [38353] 2 4 4 5 2 6 6 7 3 8 5 2 9 5 3 5 2 2 5 1 6 7 7 7
## [38377] 9 6 7 7 5 5 5 10 6 8 11 8 4 5 5 8 10 10 9 3 5 2 6 5
## [38401] 3 8 6 9 6 7 8 5 5 7 8 5 5 6 7 4 6 4 7 7 4 4 4 5
## [38425] 1 11 6 5 2 7 6 7 6 8 8 6 5 10 5 5 4 10 2 2 6 3 8 6
## [38449] 4 4 3 5 5 8 4 9 5 2 5 6 4 4 3 6 9 6 4 3 6 7 6 2
## [38473] 6 3 6 4 4 4 8 7 7 9 9 9 2 2 3 2 3 9 4 5 10 1 6 2
## [38497] 6 8 8 4 7 4 5 6 7 6 5 6 7 2 5 6 2 9 7 4 6 3 5 7
## [38521] 2 2 6 5 4 5 6 5 6 4 5 7 8 4 7 4 6 7 3 6 6 9 5 8
## [38545] 9 11 9 2 1 6 11 7 9 9 8 12 5 10 3 7 7 7 6 10 9 3 13 5
## [38569] 2 6 5 8 4 7 1 6 3 3 3 6 7 10 7 5 2 5 4 2 7 7 6 6
## [38593] 7 5 6 2 5 8 6 5 5 3 7 6 2 2 3 5 3 4 3 11 2 4 10 6
## [38617] 4 6 4 5 8 6 6 5 6 2 4 3 4 3 9 8 8 4 7 3 6 6 6 6
## [38641] 6 6 6 6 5 2 3 4 8 4 9 6 3 9 7 7 4 2 7 6 2 9 5 4
## [38665] 7 7 3 4 4 7 9 3 5 8 10 7 2 2 5 3 7 3 7 4 7 2 5 3
## [38689] 6 2 6 4 2 3 7 7 7 5 3 7 8 6 3 3 11 3 3 6 4 5 5 4
## [38713] 5 7 6 8 7 5 6 7 5 9 3 2 7 4 4 8 7 4 9 7 9 11 5 9
## [38737] 7 7 4 2 5 6 9 5 5 4 7 6 10 4 7 3 6 9 7 6 7 4 5 6
## [38761] 6 8 9 9 3 8 2 3 2 9 2 3 1 8 4 9 8 7 8 5 12 3 7 6
## [38785] 6 8 4 7 3 6 7 7 9 7 7 6 7 3 6 4 4 10 10 4 7 7 7 7
## [38809] 5 6 2 2 2 6 3 3 7 7 10 6 6 10 6 7 10 6 3 11 5 5 7 3
## [38833] 5 7 6 5 3 3 4 3 5 3 7 6 3 3 9 10 5 5 3 5 8 6 6 3
## [38857] 1 5 4 11 3 5 0 4 6 5 5 6 6 3 8 7 4 4 6 7 8 5 4 4
## [38881] 6 3 8 3 4 7 3 4 9 7 3 4 6 7 5 7 6 5 4 4 4 4 7 5
## [38905] 9 4 4 4 4 4 2 8 4 8 7 6 6 3 7 8 6 4 3 5 8 6 10 7
## [38929] 9 3 6 6 5 5 4 3 8 4 4 3 4 6 3 2 8 4 4 6 3 3 7 6
## [38953] 5 6 7 9 4 8 10 2 6 3 3 6 6 8 4 2 3 7 7 6 4 6 11 7
## [38977] 4 4 4 5 8 3 3 5 6 3 2 9 12 7 9 3 3 4 9 6 4 4 3 5
## [39001] 6 6 13 10 3 10 4 3 4 8 4 4 3 7 5 7 7 0 7 6 6 7 5 3
## [39025] 7 7 5 8 7 5 4 5 6 5 4 3 7 7 4 6 3 8 6 3 4 4 9 3
## [39049] 6 6 11 1 5 6 9 7 3 4 9 6 8 8 11 5 6 11 6 5 4 9 0 8
## [39073] 7 3 5 5 5 5 3 9 6 7 3 4 8 6 11 3 4 7 6 7 4 4 3 1
## [39097] 5 9 2 8 3 1 2 4 4 2 6 4 7 0 7 6 8 7 1 8 3 5 8 4
## [39121] 7 6 11 6 1 9 7 3 7 8 4 3 4 6 6 7 7 7 5 9 9 2 7 7
## [39145] 6 6 7 11 11 4 5 4 9 7 6 7 6 7 11 4 2 3 3 4 5 8 5 4
## [39169] 9 3 6 6 5 5 8 7 10 1 2 3 3 4 4 9 4 8 5 3 5 7 6 7
## [39193] 5 8 7 5 7 6 5 3 6 5 6 3 5 10 7 9 3 7 8 7 3 10 6 3
## [39217] 6 4 4 9 4 3 2 3 7 3 7 10 8 6 8 4 2 7 7 8 2 9 9 2
## [39241] 3 3 7 2 2 4 3 3 3 5 7 7 7 6 6 7 7 5 7 5 3 3 6 7
## [39265] 4 3 11 5 5 2 3 4 3 7 8 4 3 4 9 8 5 4 5 6 6 7 9 8
## [39289] 3 8 5 10 7 9 10 4 4 6 6 3 2 2 2 3 3 5 9 4 5 8 2 6
## [39313] 4 4 7 7 7 10 6 4 5 7 5 7 3 8 4 7 7 9 7 4 4 10 5 5
## [39337] 5 6 2 3 9 2 4 7 5 7 4 6 6 7 6 5 7 4 7 6 8 6 9 3
## [39361] 8 4 6 7 7 1 8 4 4 10 7 7 4 5 7 3 4 7 4 11 3 7 5 6
## [39385] 10 7 6 2 3 5 8 7 4 7 4 4 6 7 5 3 2 5 4 9 7 4 5 10
## [39409] 6 4 3 3 4 5 5 3 3 10 5 3 3 11 5 9 3 2 4 1 4 7 3 5
## [39433] 2 4 5 10 4 6 7 6 9 6 2 5 5 11 5 4 10 5 8 7 9 7 4 8
## [39457] 8 3 3 3 4 9 7 9 4 5 10 5 11 4 2 2 5 4 3 5 9 3 2 9
## [39481] 6 10 1 5 6 4 7 7 6 11 6 7 5 7 8 4 2 4 8 4 6 9 6 10
## [39505] 8 7 3 5 4 3 8 4 7 7 6 6 7 12 1 7 7 9 7 9 4 3 2 3
## [39529] 3 7 2 6 7 4 6 4 2 11 10 3 11 2 7 11 6 7 2 9 6 2 8 9
## [39553] 1 7 4 9 7 6 2 1 5 8 9 8 2 6 2 2 8 2 3 9 10 7 4 9
## [39577] 4 5 3 5 4 7 4 4 6 3 6 5 5 5 1 5 9 5 4 6 7 5 6 2
## [39601] 2 7 4 4 7 7 6 5 7 8 6 9 7 8 4 9 3 11 9 5 6 3 5 3
## [39625] 6 2 6 3 3 3 2 4 6 9 2 4 6 8 5 3 4 7 5 11 8 7 4 4
## [39649] 5 12 7 5 3 3 5 8 7 10 8 11 11 5 12 4 10 1 3 6 5 4 4 4
## [39673] 3 5 1 6 4 2 2 8 8 7 3 6 5 2 3 9 4 10 4 4 6 5 11 1
## [39697] 6 9 3 8 5 9 8 7 6 2 7 3 3 5 3 6 9 6 9 4 3 2 4 0
## [39721] 4 11 7 4 7 6 4 7 5 4 6 8 3 3 7 11 4 10 7 3 4 3 4 3
## [39745] 7 7 2 4 9 5 7 6 5 5 5 3 3 8 2 7 4 8 4 4 4 4 7 8
## [39769] 6 9 4 10 3 6 7 8 7 1 6 2 6 7 8 7 3 4 1 5 7 9 7 9
## [39793] 7 4 3 1 3 3 4 6 6 9 5 7 7 8 5 7 7 8 3 9 7 5 9 2
## [39817] 7 8 4 3 11 2 7 6 6 4 7 6 3 4 7 3 4 7 7 5 5 3 4 4
## [39841] 6 6 8 6 8 5 7 7 4 7 8 4 4 6 5 2 4 6 7 5 2 6 8 2
## [39865] 3 7 6 8 3 5 6 5 9 4 7 5 4 6 5 1 3 3 2 1 9 7 4 3
## [39889] 6 3 3 5 3 6 5 4 6 5 6 6 9 5 5 1 3 5 5 4 4 3 8 7
## [39913] 5 0 5 9 4 10 8 7 9 9 8 8 5 5 2 1 2 8 7 6 9 2 5 7
## [39937] 4 3 9 6 8 6 5 5 3 2 2 7 6 5 8 6 10 3 8 6 5 9 8 5
## [39961] 3 11 6 4 3 10 11 5 6 5 2 3 9 6 3 9 4 4 5 9 6 7 5 12
## [39985] 9 1 4 5 8 2 8 7 4 7 1 4 6 4 10 9 2 7 5 4 10 2 8 5
## [40009] 2 6 7 7 6 7 2 4 8 2 5 5 8 8 6 3 7 5 4 4 3 8 4 4
## [40033] 1 4 6 4 5 6 3 8 4 3 3 4 4 6 2 8 10 7 1 3 6 6 5 4
## [40057] 5 4 7 3 8 3 6 7 3 4 5 3 8 4 4 11 8 6 3 1 7 3 7 5
## [40081] 9 3 7 3 3 4 5 6 6 4 6 2 5 4 5 3 8 9 4 2 5 3 1 8
## [40105] 6 8 3 7 5 10 4 4 5 7 4 2 2 6 7 3 3 9 8 4 8 7 5 4
## [40129] 8 6 5 4 4 3 2 3 7 1 6 4 7 3 4 4 5 4 7 6 3 7 3 4
## [40153] 1 10 3 12 7 6 11 7 7 7 5 4 4 7 5 3 1 6 7 7 8 8 5 8
## [40177] 8 4 8 6 11 3 6 6 3 3 5 3 7 8 8 6 5 3 8 7 6 5 6 5
## [40201] 4 10 6 10 10 3 6 9 9 6 5 6 7 2 4 7 3 6 9 4 7 3 9 4
## [40225] 6 2 2 3 4 9 5 7 7 6 5 7 10 7 8 5 4 6 7 5 6 10 5 3
## [40249] 3 7 9 2 6 12 12 6 5 6 6 2 12 4 4 4 4 4 3 7 5 1 5 7
## [40273] 5 3 3 2 6 6 3 3 7 1 9 8 5 5 4 7 4 8 3 7 9 9 4 4
## [40297] 3 5 5 5 7 7 6 4 5 7 5 5 7 7 9 10 1 6 4 4 4 4 5 5
## [40321] 6 5 4 6 7 5 5 4 8 2 3 6 4 5 7 7 4 8 7 9 4 3 4 6
## [40345] 8 3 5 10 8 4 10 4 7 9 4 5 5 8 7 6 4 1 1 7 4 7 5 10
## [40369] 4 8 6 3 3 3 4 6 8 5 4 4 9 7 4 10 4 2 7 5 9 8 9 7
## [40393] 5 8 7 6 7 7 9 8 3 7 9 4 4 5 10 5 7 9 4 10 4 10 5 4
## [40417] 3 5 10 4 4 6 6 6 4 5 3 10 6 5 11 5 6 6 9 3 11 6 4 4
## [40441] 2 6 3 0 4 8 3 6 12 6 8 7 5 3 4 6 2 4 3 1 5 2 10 6
## [40465] 9 6 0 4 9 6 5 4 5 3 2 5 6 6 4 5 6 3 5 2 6 6 5 7
## [40489] 5 4 6 6 3 0 8 7 10 9 4 11 10 3 5 4 6 6 4 5 6 5 9 7
## [40513] 1 7 6 3 4 4 6 9 4 9 5 11 4 6 6 9 2 7 2 3 3 1 8 5
## [40537] 4 5 13 5 9 11 5 2 6 2 2 6 3 5 9 5 7 9 3 2 6 6 5 3
## [40561] 10 7 8 2 5 4 4 9 3 6 1 5 4 7 6 3 5 3 3 4 7 9 6 11
## [40585] 5 5 3 7 6 8 4 5 3 5 4 4 5 5 7 5 6 4 6 5 6 4 3 7
## [40609] 9 5 9 1 8 1 8 1 8 9 5 3 4 6 5 4 6 5 13 8 5 5 8 8
## [40633] 7 4 7 4 4 4 8 6 7 2 6 3 7 5 4 4 4 4 4 9 7 11 3 6
## [40657] 5 6 9 3 7 4 10 8 4 5 7 7 5 7 4 10 10 4 7 4 2 5 5 4
## [40681] 4 2 4 6 4 6 5 11 3 10 3 8 9 4 5 3 6 6 6 5 7 6 6 3
## [40705] 2 6 6 6 4 4 5 5 7 2 8 3 7 8 3 7 4 8 9 2 4 7 2 7
## [40729] 7 9 2 3 4 7 7 7 4 6 6 6 4 7 8 5 3 5 1 5 8 8 6 4
## [40753] 3 4 5 4 7 6 8 3 4 2 7 1 7 8 6 4 5 7 4 8 1 3 3 4
## [40777] 8 5 5 6 3 1 2 8 7 9 7 4 10 5 4 8 1 5 6 7 1 7 9 9
## [40801] 4 3 9 11 7 4 4 6 3 9 5 5 7 5 6 8 4 5 6 6 3 5 6 4
## [40825] 5 8 4 5 4 6 3 4 6 4 8 6 7 10 10 7 6 7 7 5 5 2 8 4
## [40849] 8 7 9 7 9 6 2 5 6 1 6 5 8 2 4 5 11 7 11 8 7 9 2 3
## [40873] 8 3 4 7 4 9 6 6 8 4 7 1 4 4 5 7 5 6 6 8 7 5 8 5
## [40897] 9 5 5 6 2 7 8 2 7 6 9 5 3 4 7 6 6 5 8 5 8 6 8 6
## [40921] 8 8 3 3 3 3 4 3 7 5 1 3 6 5 5 5 6 3 7 7 3 6 5 10
## [40945] 13 4 7 1 7 1 4 3 7 4 4 3 2 3 4 4 7 3 8 7 4 3 3 6
## [40969] 7 4 6 5 3 6 5 4 3 4 5 5 5 9 5 3 3 6 4 7 6 5 3 7
## [40993] 2 10 3 6 3 6 3 6 2 4 2 3 4 9 5 9 6 6 5 6 2 5 4 8
## [41017] 5 9 7 9 3 7 1 2 7 3 2 5 2 7 7 9 4 2 7 2 8 3 8 3
## [41041] 6 8 3 3 9 7 7 10 7 6 7 6 7 3 8 6 8 6 2 6 7 6 7 2
## [41065] 2 3 12 3 7 3 4 4 5 7 8 9 4 7 7 6 9 2 10 5 6 5 6 2
## [41089] 1 5 4 3 5 5 5 4 5 5 6 4 2 8 6 8 5 3 9 8 7 6 6 2
## [41113] 3 5 5 5 6 7 3 5 4 4 3 4 5 7 6 9 6 4 8 6 3 6 5 8
## [41137] 2 2 4 3 7 7 5 8 5 10 9 11 3 6 7 7 6 7 5 9 4 6 6 5
## [41161] 4 4 7 7 5 1 8 7 3 3 7 8 5 7 2 3 3 2 8 5 8 1 5 9
## [41185] 10 7 6 6 5 2 7 4 3 2 7 3 2 7 5 2 7 6 7 7 8 9 5 7
## [41209] 3 4 6 5 9 5 8 4 4 5 4 6 2 7 6 6 1 5 4 4 3 5 4 7
## [41233] 3 4 7 7 7 5 10 4 2 4 3 4 4 5 7 10 8 6 3 7 3 4 10 7
## [41257] 5 4 8 5 6 5 4 2 7 9 4 5 4 6 9 7 6 6 4 5 8 8 5 0
## [41281] 7 6 6 3 6 3 4 11 5 6 7 5 8 6 8 6 4 7 6 5 6 4 6 6
## [41305] 6 5 7 4 5 6 5 9 8 7 7 4 5 6 5 7 7 8 8 6 8 9 5 6
## [41329] 0 8 7 2 5 4 5 6 6 10 3 2 3 5 4 7 2 4 5 8 5 6 8 5
## [41353] 6 1 5 2 4 5 6 9 9 5 7 3 4 7 5 8 7 4 7 2 6 8 7 2
## [41377] 6 6 5 9 5 1 5 6 8 5 10 9 6 7 2 7 5 11 2 4 7 6 3 2
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## [41425] 8 7 7 10 4 7 4 1 6 7 3 4 7 6 5 4 4 4 4 5 4 2 6 3
## [41449] 11 2 3 4 6 4 6 3 6 2 8 6 6 8 3 5 7 7 9 4 5 8 6 7
## [41473] 8 5 7 7 8 3 10 4 1 3 5 3 6 2 6 8 7 3 8 8 5 5 8 9
## [41497] 7 2 11 4 7 5 7 10 5 9 9 4 10 6 5 8 6 5 7 6 6 4 7 4
## [41521] 3 4 3 2 5 7 8 7 7 2 6 6 7 8 7 2 10 6 6 2 8 8 2 8
## [41545] 6 6 5 4 6 3 5 2 6 5 4 5 3 5 5 7 8 6 6 2 3 2 9 8
## [41569] 2 7 4 7 3 7 7 8 3 7 3 7 3 5 8 6 8 2 7 7 8 7 7 5
## [41593] 3 7 2 4 6 8 4 5 2 7 6 1 7 9 7 6 5 1 3 4 6 6 11 8
## [41617] 8 6 6 3 6 7 3 7 7 5 6 6 7 2 7 5 4 7 6 4 4 4 4 5
## [41641] 8 2 1 3 2 5 3 7 7 7 4 6 3 5 3 4 10 10 7 7 7 7 3 8
## [41665] 1 4 5 6 5 7 6 8 8 7 7 8 6 6 5 5 4 5 3 4 3 6 7 2
## [41689] 7 3 7 8 7 6 8 9 5 8 4 8 2 2 3 6 3 2 5 4 7 9 7 5
## [41713] 6 7 4 8 7 6 4 3 7 3 7 7 3 8 5 5 9 7 8 6 7 6 7 9
## [41737] 7 7 2 6 4 9 4 7 11 8 6 5 7 3 4 5 5 7 8 9 4 6 9 5
## [41761] 5 7 2 8 1 0 4 7 6 6 3 6 5 5 4 4 2 4 4 4 2 3 6 7
## [41785] 6 6 2 11 1 3 6 7 2 6 8 5 4 2 5 5 7 7 5 3 3 5 9 5
## [41809] 3 5 5 4 9 5 6 1 11 11 6 6 6 8 3 6 7 8 5 2 7 7 5 4
## [41833] 2 7 8 9 9 9 6 8 8 7 8 6 8 6 8 9 6 5 8 8 7 8 7 8
## [41857] 8 7 8 7 8 3 4 7 5 8 5 7 7 5 5 7 8 7 8 7 8 8 8 7
## [41881] 8 7 8 7 8 7 7 7 8 8 8 5 8 7 8 7 8 7 8 6 8 2 12 3
## [41905] 6 4 6 5 5 3 10 4 10 6 2 7 10 7 1 6 2 7 3 5 0 3 7 9
## [41929] 7 4 2 8 10 2 9 6 6 5 4 5 3 10 2 10 6 5 10 5 6 9 2 7
## [41953] 2 2 4 5 6 8 3 6 4 7 10 8 4 3 3 7 6 7 9 8 5 5 8 7
## [41977] 7 8 2 5 6 3 6 7 10 4 4 4 7 6 7 4 1 5 4 5 3 1 1 5
## [42001] 6 3 7 7 2 7 6 8 5 5 7 3 2 6 4 3 2 7 6 1 5 5 2 2
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## please plugin plus
## 321 144 47
## podcast point police
## 82 178 100
## polish poor populated
## 60 58 112
## portrait portraits possible
## 117 75 72
## post posted power
## 189 72 54
## pretty price pro
## 272 71 93
## probably problem problems
## 173 93 92
## product progress project
## 57 58 593
## projekt promised promostreams
## 2222 55 121
## promoteamgamers proud pspro
## 151 67 92
## psshare pst pull
## 2600 72 46
## punk put quality
## 104 242 77
## queen quest question
## 55 137 56
## quests quick quite
## 97 96 80
## raellelogan rain random
## 64 62 140
## razorsharp rcyberpunk rcyberpunkgame
## 959 725 614
## read reading ready
## 176 55 270
## real really reason
## 200 852 103
## receive recent recently
## 47 110 67
## record red reeves
## 51 2653 66
## refund refunded refunds
## 90 62 225
## release released releases
## 388 267 48
## releasing remember report
## 73 176 69
## repost reputation reshade
## 79 56 106
## response rest return
## 53 51 94
## revenue review ride
## 50 245 139
## right river road
## 430 101 95
## rock rockstar rogue
## 49 143 161
## romance rpg rtsmallstreams
## 102 155 184
## rtx rtxon run
## 157 144 160
## running runs ryzen
## 102 70 163
## sad safe said
## 123 92 318
## sale sales samurai
## 91 148 208
## save saw say
## 99 104 486
## saying says scene
## 145 211 68
## school scifi screenshot
## 56 71 120
## screenshots season second
## 171 46 163
## secret see seeing
## 96 922 89
## seem seems seen
## 61 146 130
## sell sense series
## 73 59 259
## serious seriously set
## 54 68 155
## settings shame share
## 50 62 122
## sharing sheilaclark shit
## 49 49 333
## shoot short shot
## 52 73 354
## shots show shows
## 355 201 50
## shutterpunk side silver
## 242 216 53
## silverhand simple simpleshotsaturday
## 285 59 57
## since single size
## 342 211 48
## sketch sky skyrim
## 61 49 72
## sleep small smallstreamer
## 51 74 105
## smert sold someone
## 184 149 152
## something sometimes song
## 308 85 126
## sony soon sorry
## 245 227 150
## soul sounds soundtrack
## 66 49 65
## space special spent
## 72 75 66
## stadia star start
## 150 77 234
## started starting starts
## 180 283 51
## state stay steam
## 106 136 119
## still stock stop
## 1286 57 201
## store story straight
## 360 353 62
## strategy stream streamer
## 53 609 133
## streaming street streetkid
## 325 203 77
## streets streetstyle stuck
## 67 72 62
## studio studios stuff
## 179 59 136
## style sun sunday
## 116 47 52
## sup super support
## 49 90 119
## supportsmallstreamers supposed supstreamers
## 105 51 156
## sure sweet synthwave
## 260 76 49
## system tag take
## 85 94 447
## takemura taken takes
## 183 91 75
## taking talk talking
## 164 134 126
## tap tbh tcoehentrqya
## 76 58 62
## tcogluuchpxq tcoknhfzfm tcoltwjzbui
## 73 53 64
## tcolyvcdttx team teamjudy
## 70 172 129
## tech techwear tees
## 69 122 50
## tell test testing
## 157 75 47
## thank thanks thats
## 325 291 72
## thecapturedcollective theme themoodchallenge
## 401 61 106
## thephotomode thewitcher thewitcherwildhunt
## 380 252 123
## thing things think
## 319 238 787
## thinking third tho
## 113 61 68
## though thought thoughts
## 187 244 72
## three till time
## 71 53 2101
## times title today
## 130 53 608
## todays together told
## 46 100 62
## tomorrow tonight took
## 185 319 229
## tools top totally
## 89 147 80
## town track trailer
## 66 64 150
## trash travel tried
## 78 830 129
## true truly trust
## 133 65 77
## try trying tshirt
## 218 240 66
## turn turned tweet
## 67 69 87
## twitch twitchaffiliate twitchstreamer
## 1044 108 156
## twitchtv twitter twitwatchtv
## 96 96 157
## two type ubisoft
## 219 78 106
## understand unfinished upcoming
## 91 59 64
## update updated updates
## 789 58 162
## upgrade uploaded use
## 74 48 144
## used using valerie
## 111 166 114
## valheim version vertical
## 50 252 79
## vgpnetwork vgpunite via
## 133 1595 1957
## vibes video videogames
## 61 543 152
## videomortals videos view
## 59 50 88
## views vincent virtualphotography
## 47 69 2748
## visit vlootio voice
## 50 83 52
## vpcontext vpcyberpunk vpeclipse
## 140 65 307
## vpgamers vzcorps wait
## 168 121 268
## waiting wake walk
## 206 66 51
## walking walkthrough wanna
## 49 139 129
## want wanted wants
## 542 179 65
## war warzone wasnt
## 55 50 50
## watch watching way
## 283 66 412
## week weekend weekly
## 240 94 62
## weeks weird welcome
## 52 64 106
## well welles went
## 525 55 161
## whatever white whole
## 55 64 152
## wild will wip
## 168 1312 65
## wish witcher witchergame
## 170 998 132
## without wizebot woman
## 130 176 48
## wonder wonderful wont
## 83 78 64
## word words work
## 80 54 458
## worked working workplace
## 79 239 79
## works world worldofvp
## 75 337 520
## worse worst worth
## 117 69 137
## wow wrong wtf
## 138 140 58
## wvpportrait xbox xboxone
## 86 686 186
## xboxseriess xboxseriesx xboxshare
## 46 318 845
## yeah year years
## 260 230 294
## yes yesterday yet
## 272 82 307
## youtube
## 769itemFrequencyPlot(trans, support = 0.022)
itemFrequencyPlot(trans, topN = 25)
image(sample(trans, 1000))rules <- apriori(trans, parameter = list(support = 0.01, confidence = 0.25, minlen = 2))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.25 0.1 1 none FALSE TRUE 5 0.01 2
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 455
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[1123 item(s), 45559 transaction(s)] done [0.05s].
## sorting and recoding items ... [92 item(s)] done [0.00s].
## creating transaction tree ... done [0.02s].
## checking subsets of size 1 2 3 4 5 6 7 8 9 10## Warning in apriori(trans, parameter = list(support = 0.01, confidence = 0.25, :
## Mining stopped (maxlen reached). Only patterns up to a length of 10 returned!## done [0.00s].
## writing ... [5318 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].arules::inspect(sort(rules, by = "lift")[1:15])## lhs rhs support confidence
## [1] {edge, razorsharp} => {travel} 0.01025 1.0000
## [2] {edge, epic} => {travel} 0.01025 1.0000
## [3] {edge, time} => {travel} 0.01025 1.0000
## [4] {edge, epic, razorsharp} => {travel} 0.01025 1.0000
## [5] {edge, razorsharp, time} => {travel} 0.01025 1.0000
## [6] {cyberpunk, edge, razorsharp} => {travel} 0.01025 1.0000
## [7] {edge, epic, time} => {travel} 0.01025 1.0000
## [8] {cyberpunk, edge, epic} => {travel} 0.01025 1.0000
## [9] {cyberpunk, edge, time} => {travel} 0.01025 1.0000
## [10] {edge, epic, razorsharp, time} => {travel} 0.01025 1.0000
## [11] {cyberpunk, edge, epic, razorsharp} => {travel} 0.01025 1.0000
## [12] {cyberpunk, edge, razorsharp, time} => {travel} 0.01025 1.0000
## [13] {cyberpunk, edge, epic, time} => {travel} 0.01025 1.0000
## [14] {cyberpunk, edge, epic, razorsharp, time} => {travel} 0.01025 1.0000
## [15] {epic, travel} => {edge} 0.01025 0.5808
## coverage lift count
## [1] 0.01025 54.89 467
## [2] 0.01025 54.89 467
## [3] 0.01025 54.89 467
## [4] 0.01025 54.89 467
## [5] 0.01025 54.89 467
## [6] 0.01025 54.89 467
## [7] 0.01025 54.89 467
## [8] 0.01025 54.89 467
## [9] 0.01025 54.89 467
## [10] 0.01025 54.89 467
## [11] 0.01025 54.89 467
## [12] 0.01025 54.89 467
## [13] 0.01025 54.89 467
## [14] 0.01025 54.89 467
## [15] 0.01765 54.68 467arules::inspect(sort(rules, by = "confidence")[1:15])## lhs rhs support confidence coverage
## [1] {rcyberpunkgame} => {via} 0.01348 1 0.01348
## [2] {rcyberpunk} => {via} 0.01591 1 0.01591
## [3] {razorsharp} => {cyberpunk} 0.02105 1 0.02105
## [4] {cyberpunk, rcyberpunkgame} => {via} 0.01137 1 0.01137
## [5] {gaming, rcyberpunk} => {via} 0.01051 1 0.01051
## [6] {cyberpunk, rcyberpunk} => {via} 0.01414 1 0.01414
## [7] {edge, travel} => {razorsharp} 0.01025 1 0.01025
## [8] {edge, razorsharp} => {travel} 0.01025 1 0.01025
## [9] {edge, travel} => {epic} 0.01025 1 0.01025
## [10] {edge, epic} => {travel} 0.01025 1 0.01025
## [11] {edge, travel} => {time} 0.01025 1 0.01025
## [12] {edge, time} => {travel} 0.01025 1 0.01025
## [13] {edge, travel} => {cyberpunk} 0.01025 1 0.01025
## [14] {edge, razorsharp} => {epic} 0.01025 1 0.01025
## [15] {edge, epic} => {razorsharp} 0.01025 1 0.01025
## lift count
## [1] 23.28 614
## [2] 23.28 725
## [3] 1.49 959
## [4] 23.28 518
## [5] 23.28 479
## [6] 23.28 644
## [7] 47.51 467
## [8] 54.89 467
## [9] 43.22 467
## [10] 54.89 467
## [11] 21.68 467
## [12] 54.89 467
## [13] 1.49 467
## [14] 43.22 467
## [15] 47.51 467arules::inspect(sort(rules, by = "support")[1:15])## lhs rhs support confidence coverage lift
## [1] {cdprojektred} => {cyberpunk} 0.07636 0.8050 0.09487 1.1993
## [2] {game} => {cyberpunk} 0.05641 0.5539 0.10185 0.8252
## [3] {psshare} => {cyberpunk} 0.05555 0.9735 0.05707 1.4503
## [4] {virtualphotography} => {cyberpunk} 0.05408 0.8967 0.06032 1.3359
## [5] {projekt} => {red} 0.04486 0.9199 0.04877 15.7970
## [6] {red} => {projekt} 0.04486 0.7704 0.05823 15.7970
## [7] {cyberpunkgame} => {cyberpunk} 0.03729 0.6198 0.06016 0.9235
## [8] {via} => {cyberpunk} 0.03584 0.8344 0.04296 1.2432
## [9] {time} => {cyberpunk} 0.03494 0.7577 0.04612 1.1289
## [10] {photomode} => {cyberpunk} 0.03448 0.9521 0.03622 1.4185
## [11] {night} => {cyberpunk} 0.03288 0.7939 0.04142 1.1827
## [12] {city} => {night} 0.03222 0.8261 0.03900 19.9453
## [13] {night} => {city} 0.03222 0.7780 0.04142 19.9453
## [14] {vgpunite} => {cyberpunk} 0.03106 0.8871 0.03501 1.3217
## [15] {city} => {cyberpunk} 0.03104 0.7957 0.03900 1.1855
## count
## [1] 3479
## [2] 2570
## [3] 2531
## [4] 2464
## [5] 2044
## [6] 2044
## [7] 1699
## [8] 1633
## [9] 1592
## [10] 1571
## [11] 1498
## [12] 1468
## [13] 1468
## [14] 1415
## [15] 1414arules::inspect(sort(rules, by = "count")[1:15])## lhs rhs support confidence coverage lift
## [1] {cdprojektred} => {cyberpunk} 0.07636 0.8050 0.09487 1.1993
## [2] {game} => {cyberpunk} 0.05641 0.5539 0.10185 0.8252
## [3] {psshare} => {cyberpunk} 0.05555 0.9735 0.05707 1.4503
## [4] {virtualphotography} => {cyberpunk} 0.05408 0.8967 0.06032 1.3359
## [5] {projekt} => {red} 0.04486 0.9199 0.04877 15.7970
## [6] {red} => {projekt} 0.04486 0.7704 0.05823 15.7970
## [7] {cyberpunkgame} => {cyberpunk} 0.03729 0.6198 0.06016 0.9235
## [8] {via} => {cyberpunk} 0.03584 0.8344 0.04296 1.2432
## [9] {time} => {cyberpunk} 0.03494 0.7577 0.04612 1.1289
## [10] {photomode} => {cyberpunk} 0.03448 0.9521 0.03622 1.4185
## [11] {night} => {cyberpunk} 0.03288 0.7939 0.04142 1.1827
## [12] {city} => {night} 0.03222 0.8261 0.03900 19.9453
## [13] {night} => {city} 0.03222 0.7780 0.04142 19.9453
## [14] {vgpunite} => {cyberpunk} 0.03106 0.8871 0.03501 1.3217
## [15] {city} => {cyberpunk} 0.03104 0.7957 0.03900 1.1855
## count
## [1] 3479
## [2] 2570
## [3] 2531
## [4] 2464
## [5] 2044
## [6] 2044
## [7] 1699
## [8] 1633
## [9] 1592
## [10] 1571
## [11] 1498
## [12] 1468
## [13] 1468
## [14] 1415
## [15] 1414rules.xbox<-apriori(data=trans, parameter=list(supp=0.001,conf = 0.0025),
appearance=list(default="lhs", rhs="xbox"), control=list(verbose=F))
rules.xbox.byconf<-sort(rules.xbox, by="confidence", decreasing=TRUE)
arules::inspect(rules.xbox.byconf[1:10])## lhs rhs support confidence coverage lift
## [1] {xboxseriesx} => {xbox} 0.002173 0.31132 0.006980 20.676
## [2] {cyberpunk, xboxseriesx} => {xbox} 0.001954 0.30479 0.006409 20.242
## [3] {series} => {xbox} 0.001383 0.24324 0.005685 16.154
## [4] {cyberpunk, one} => {xbox} 0.002744 0.13951 0.019667 9.265
## [5] {playstation} => {xbox} 0.001405 0.09861 0.014245 6.549
## [6] {one} => {xbox} 0.003292 0.09677 0.034022 6.427
## [7] {cyberpunk, part} => {xbox} 0.001032 0.08918 0.011567 5.923
## [8] {cyberpunk, xboxshare} => {xbox} 0.001427 0.07711 0.018503 5.121
## [9] {xboxshare} => {xbox} 0.001427 0.07692 0.018547 5.109
## [10] {part} => {xbox} 0.001097 0.07519 0.014596 4.993
## count
## [1] 99
## [2] 89
## [3] 63
## [4] 125
## [5] 64
## [6] 150
## [7] 47
## [8] 65
## [9] 65
## [10] 50rules.sony<-apriori(data=trans, parameter=list(supp=0.001,conf = 0.0025),
appearance=list(default="lhs", rhs="sony"), control=list(verbose=F))
rules.sony.byconf<-sort(rules.sony, by="confidence", decreasing=TRUE)
arules::inspect(rules.sony.byconf[1:2])## lhs rhs support confidence coverage lift count
## [1] {playstation} => {sony} 0.001778 0.12481 0.01425 23.209 81
## [2] {cdpr} => {sony} 0.001756 0.01625 0.10808 3.021 80rules.witcher<-apriori(data=trans, parameter=list(supp=0.001,conf = 0.0025),
appearance=list(default="lhs", rhs="witcher"), control=list(verbose=F))
rules.witcher.byconf<-sort(rules.witcher, by="confidence", decreasing=TRUE)
arules::inspect(head(rules.witcher.byconf))## lhs rhs support confidence coverage lift
## [1] {following, workplace} => {witcher} 0.001097 1 0.001097 45.65
## [2] {projekt, workplace} => {witcher} 0.001251 1 0.001251 45.65
## [3] {hunt, thewitcherwildhunt} => {witcher} 0.001119 1 0.001119 45.65
## [4] {thewitcherwildhunt, wild} => {witcher} 0.001119 1 0.001119 45.65
## [5] {thewitcher, wild} => {witcher} 0.001163 1 0.001163 45.65
## [6] {play, wild} => {witcher} 0.001010 1 0.001010 45.65
## count
## [1] 50
## [2] 57
## [3] 51
## [4] 51
## [5] 53
## [6] 46rules.love<-apriori(data=trans, parameter=list(supp=0.001,conf = 0.0025),
appearance=list(default="lhs", rhs="love"), control=list(verbose=F))
rules.love.byconf<-sort(rules.love, by="confidence", decreasing=TRUE)
arules::inspect(head(rules.love.byconf))## lhs rhs support confidence coverage lift count
## [1] {cyberpunk, much} => {love} 0.001163 0.17608 0.006607 7.326 53
## [2] {much} => {love} 0.001866 0.14050 0.013279 5.846 85
## [3] {really} => {love} 0.001032 0.05516 0.018701 2.295 47
## [4] {fef} => {love} 0.001251 0.05312 0.023552 2.210 57
## [5] {cyberpunk, game} => {love} 0.002963 0.05253 0.056410 2.186 135
## [6] {judy} => {love} 0.001054 0.04683 0.022498 1.948 48rules.xbox.r<-apriori(data=trans, parameter=list(supp=0.001,conf = 0.0025),
appearance=list(default="rhs", lhs="xbox"), control=list(verbose=F))
rules.xbox.byconf<-sort(rules.xbox.r, by="confidence", decreasing=TRUE)
arules::inspect(rules.xbox.byconf[1:10])## lhs rhs support confidence coverage lift count
## [1] {xbox} => {cyberpunk} 0.011611 0.77114 0.01506 1.1489 529
## [2] {} => {cyberpunk} 0.671196 0.67120 1.00000 1.0000 30579
## [3] {xbox} => {one} 0.003292 0.21866 0.01506 6.4270 150
## [4] {xbox} => {cdprojektred} 0.002371 0.15743 0.01506 1.6595 108
## [5] {xbox} => {xboxseriesx} 0.002173 0.14431 0.01506 20.6756 99
## [6] {} => {cdpr} 0.108080 0.10808 1.00000 1.0000 4924
## [7] {} => {game} 0.101846 0.10185 1.00000 1.0000 4640
## [8] {xbox} => {game} 0.001493 0.09913 0.01506 0.9733 68
## [9] {} => {cdprojektred} 0.094866 0.09487 1.00000 1.0000 4322
## [10] {xbox} => {xboxshare} 0.001427 0.09475 0.01506 5.1087 65rules.sony.r<-apriori(data=trans, parameter=list(supp=0.001,conf = 0.0025),
appearance=list(default="rhs", lhs="sony"), control=list(verbose=F))
rules.sony.byconf<-sort(rules.sony.r, by="confidence", decreasing=TRUE)
arules::inspect(rules.sony.byconf[1:5])## lhs rhs support confidence coverage lift count
## [1] {} => {cyberpunk} 0.671196 0.6712 1.000000 1.000 30579
## [2] {sony} => {playstation} 0.001778 0.3306 0.005378 23.209 81
## [3] {sony} => {cdpr} 0.001756 0.3265 0.005378 3.021 80
## [4] {sony} => {cyberpunk} 0.001624 0.3020 0.005378 0.450 74
## [5] {} => {cdpr} 0.108080 0.1081 1.000000 1.000 4924rules.witcher.r<-apriori(data=trans, parameter=list(supp=0.001,conf = 0.0025),
appearance=list(default="rhs", lhs="witcher"), control=list(verbose=F))
rules.witcher.byconf<-sort(rules.witcher.r, by="confidence", decreasing=TRUE)
arules::inspect(head(rules.witcher.byconf))## lhs rhs support confidence coverage lift count
## [1] {} => {cyberpunk} 0.671196 0.6712 1.00000 1.0000 30579
## [2] {witcher} => {cdpr} 0.006629 0.3026 0.02191 2.7998 302
## [3] {witcher} => {red} 0.005904 0.2695 0.02191 4.6287 269
## [4] {witcher} => {projekt} 0.005663 0.2585 0.02191 5.3005 258
## [5] {witcher} => {cyberpunk} 0.004170 0.1904 0.02191 0.2836 190
## [6] {witcher} => {cdprojektred} 0.003753 0.1713 0.02191 1.8062 171rules.love.r<-apriori(data=trans, parameter=list(supp=0.001,conf = 0.0025),
appearance=list(default="rhs", lhs="love"), control=list(verbose=F))
rules.love.byconf<-sort(rules.love.r, by="confidence", decreasing=TRUE)
arules::inspect(head(rules.love.byconf))## lhs rhs support confidence coverage lift count
## [1] {} => {cyberpunk} 0.671196 0.67120 1.00000 1.0000 30579
## [2] {love} => {cyberpunk} 0.016001 0.66575 0.02403 0.9919 729
## [3] {love} => {game} 0.004258 0.17717 0.02403 1.7396 194
## [4] {} => {cdpr} 0.108080 0.10808 1.00000 1.0000 4924
## [5] {} => {game} 0.101846 0.10185 1.00000 1.0000 4640
## [6] {love} => {cdpr} 0.002283 0.09498 0.02403 0.8788 104plot(rules, method="matrix", measure="lift")## Itemsets in Antecedent (LHS)
## [1] "{cyberpunk,edge,epic,razorsharp,time}"
## [2] "{cyberpunk,enter,epic,explore,future,inspired,neojapanese,razorsharp,time}"
## [3] "{cyberpunk,edge,epic,time}"
## [4] "{cyberpunk,enter,epic,explore,future,inspired,razorsharp,time}"
## [5] "{cyberpunk,enter,epic,explore,future,inspired,neojapanese,time}"
## [6] "{cyberpunk,enter,epic,future,inspired,neojapanese,razorsharp,time}"
## [7] "{cyberpunk,epic,explore,future,inspired,neojapanese,razorsharp,time}"
## [8] "{cyberpunk,enter,epic,explore,future,inspired,time}"
## [9] "{cyberpunk,edge,razorsharp,time}"
## [10] "{cyberpunk,enter,epic,future,inspired,razorsharp,time}"
## [11] "{cyberpunk,enter,epic,future,inspired,neojapanese,time}"
## [12] "{cyberpunk,epic,explore,future,inspired,razorsharp,time}"
## [13] "{cyberpunk,epic,explore,future,inspired,neojapanese,time}"
## [14] "{cyberpunk,enter,epic,future,inspired,time}"
## [15] "{cyberpunk,edge,time}"
## [16] "{cyberpunk,epic,future,inspired,neojapanese,razorsharp,time}"
## [17] "{cyberpunk,epic,explore,future,inspired,time}"
## [18] "{cyberpunk,epic,future,inspired,razorsharp,time}"
## [19] "{cyberpunk,epic,future,inspired,neojapanese,time}"
## [20] "{cyberpunk,epic,future,inspired,time}"
## [21] "{cyberpunk,enter,explore,future,inspired,neojapanese,razorsharp,time}"
## [22] "{cyberpunk,enter,explore,future,inspired,razorsharp,time}"
## [23] "{cyberpunk,enter,epic,explore,future,neojapanese,razorsharp,time}"
## [24] "{cyberpunk,enter,epic,explore,future,razorsharp,time}"
## [25] "{cyberpunk,enter,explore,future,inspired,neojapanese,time}"
## [26] "{cyberpunk,enter,explore,future,inspired,time}"
## [27] "{cyberpunk,enter,epic,explore,future,inspired,razorsharp,time,travel}"
## [28] "{cyberpunk,enter,epic,explore,future,time}"
## [29] "{cyberpunk,enter,epic,explore,future,neojapanese,time}"
## [30] "{cyberpunk,enter,epic,explore,future,inspired,time,travel}"
## [31] "{cyberpunk,enter,future,inspired,razorsharp,time}"
## [32] "{cyberpunk,enter,future,inspired,time}"
## [33] "{cyberpunk,enter,epic,future,razorsharp,time}"
## [34] "{cyberpunk,enter,epic,future,time}"
## [35] "{cyberpunk,enter,future,inspired,neojapanese,razorsharp,time}"
## [36] "{cyberpunk,enter,future,inspired,neojapanese,time}"
## [37] "{cyberpunk,edge,epic,time,travel}"
## [38] "{cyberpunk,enter,epic,explore,future,inspired,neojapanese,time,travel}"
## [39] "{cyberpunk,enter,epic,future,neojapanese,time}"
## [40] "{cyberpunk,enter,epic,future,neojapanese,razorsharp,time}"
## [41] "{cyberpunk,explore,future,inspired,time}"
## [42] "{cyberpunk,explore,future,inspired,razorsharp,time}"
## [43] "{cyberpunk,epic,explore,future,time}"
## [44] "{cyberpunk,epic,explore,future,razorsharp,time}"
## [45] "{cyberpunk,explore,future,inspired,neojapanese,time}"
## [46] "{cyberpunk,enter,epic,future,inspired,time,travel}"
## [47] "{cyberpunk,future,inspired,time}"
## [48] "{cyberpunk,epic,explore,future,neojapanese,time}"
## [49] "{cyberpunk,explore,future,inspired,neojapanese,razorsharp,time}"
## [50] "{cyberpunk,epic,future,time}"
## [51] "{cyberpunk,future,inspired,razorsharp,time}"
## [52] "{cyberpunk,enter,epic,future,inspired,razorsharp,time,travel}"
## [53] "{cyberpunk,epic,future,razorsharp,time}"
## [54] "{cyberpunk,epic,explore,future,neojapanese,razorsharp,time}"
## [55] "{cyberpunk,future,inspired,neojapanese,time}"
## [56] "{cyberpunk,epic,future,neojapanese,time}"
## [57] "{cyberpunk,future,inspired,neojapanese,razorsharp,time}"
## [58] "{cyberpunk,enter,epic,future,inspired,neojapanese,time,travel}"
## [59] "{cyberpunk,epic,future,neojapanese,razorsharp,time}"
## [60] "{cyberpunk,epic,explore,future,inspired,time,travel}"
## [61] "{cyberpunk,epic,future,inspired,time,travel}"
## [62] "{cyberpunk,epic,explore,future,inspired,razorsharp,time,travel}"
## [63] "{cyberpunk,epic,future,inspired,razorsharp,time,travel}"
## [64] "{cyberpunk,epic,explore,future,inspired,neojapanese,time,travel}"
## [65] "{cyberpunk,epic,future,inspired,neojapanese,time,travel}"
## [66] "{cyberpunk,enter,epic,future,inspired,neojapanese,razorsharp,time,travel}"
## [67] "{cyberpunk,enter,future,time}"
## [68] "{cyberpunk,enter,explore,future,time}"
## [69] "{cyberpunk,explore,future,time}"
## [70] "{cyberpunk,enter,future,razorsharp,time}"
## [71] "{cyberpunk,future,time}"
## [72] "{cyberpunk,enter,explore,future,razorsharp,time}"
## [73] "{cyberpunk,enter,future,neojapanese,time}"
## [74] "{cyberpunk,future,razorsharp,time}"
## [75] "{cyberpunk,enter,explore,future,neojapanese,time}"
## [76] "{cyberpunk,future,neojapanese,time}"
## [77] "{cyberpunk,explore,future,razorsharp,time}"
## [78] "{cyberpunk,epic,future,inspired,neojapanese,razorsharp,time,travel}"
## [79] "{cyberpunk,explore,future,neojapanese,time}"
## [80] "{cyberpunk,enter,future,neojapanese,razorsharp,time}"
## [81] "{cyberpunk,future,neojapanese,razorsharp,time}"
## [82] "{cyberpunk,enter,epic,inspired,time}"
## [83] "{cyberpunk,epic,inspired,time}"
## [84] "{cyberpunk,enter,future,inspired,time,travel}"
## [85] "{cyberpunk,future,inspired,time,travel}"
## [86] "{cyberpunk,enter,epic,future,time,travel}"
## [87] "{cyberpunk,enter,explore,future,neojapanese,razorsharp,time}"
## [88] "{cyberpunk,epic,future,time,travel}"
## [89] "{cyberpunk,explore,future,neojapanese,razorsharp,time}"
## [90] "{cyberpunk,enter,epic,explore,inspired,time}"
## [91] "{cyberpunk,epic,explore,inspired,time}"
## [92] "{cyberpunk,epic,explore,future,inspired,neojapanese,razorsharp,time,travel}"
## [93] "{cyberpunk,explore,future,inspired,time,travel}"
## [94] "{cyberpunk,enter,explore,future,inspired,time,travel}"
## [95] "{cyberpunk,epic,explore,future,time,travel}"
## [96] "{cyberpunk,enter,epic,explore,future,time,travel}"
## [97] "{cyberpunk,epic,inspired,razorsharp,time}"
## [98] "{cyberpunk,enter,epic,inspired,razorsharp,time}"
## [99] "{cyberpunk,epic,inspired,neojapanese,time}"
## [100] "{cyberpunk,enter,epic,inspired,neojapanese,time}"
## [101] "{cyberpunk,future,inspired,razorsharp,time,travel}"
## [102] "{cyberpunk,epic,future,razorsharp,time,travel}"
## [103] "{cyberpunk,future,inspired,neojapanese,time,travel}"
## [104] "{cyberpunk,enter,future,inspired,razorsharp,time,travel}"
## [105] "{cyberpunk,epic,explore,inspired,razorsharp,time}"
## [106] "{cyberpunk,epic,time}"
## [107] "{cyberpunk,epic,future,neojapanese,time,travel}"
## [108] "{cyberpunk,inspired,time}"
## [109] "{cyberpunk,enter,epic,future,razorsharp,time,travel}"
## [110] "{cyberpunk,epic,explore,inspired,neojapanese,time}"
## [111] "{cyberpunk,enter,future,inspired,neojapanese,time,travel}"
## [112] "{cyberpunk,enter,inspired,time}"
## [113] "{cyberpunk,enter,epic,explore,inspired,razorsharp,time}"
## [114] "{cyberpunk,epic,razorsharp,time}"
## [115] "{cyberpunk,enter,epic,time}"
## [116] "{cyberpunk,enter,epic,future,neojapanese,time,travel}"
## [117] "{cyberpunk,future,time,travel}"
## [118] "{cyberpunk,enter,epic,explore,inspired,neojapanese,time}"
## [119] "{cyberpunk,explore,inspired,time}"
## [120] "{cyberpunk,explore,future,inspired,razorsharp,time,travel}"
## [121] "{cyberpunk,epic,explore,time}"
## [122] "{cyberpunk,epic,inspired,neojapanese,razorsharp,time}"
## [123] "{cyberpunk,enter,future,time,travel}"
## [124] "{cyberpunk,epic,explore,future,razorsharp,time,travel}"
## [125] "{cyberpunk,explore,future,inspired,neojapanese,time,travel}"
## [126] "{cyberpunk,enter,explore,inspired,time}"
## [127] "{cyberpunk,inspired,razorsharp,time}"
## [128] "{cyberpunk,enter,epic,explore,time}"
## [129] "{cyberpunk,epic,explore,future,neojapanese,time,travel}"
## [130] "{cyberpunk,inspired,neojapanese,time}"
## [131] "{cyberpunk,epic,neojapanese,time}"
## [132] "{cyberpunk,explore,future,time,travel}"
## [133] "{cyberpunk,enter,epic,inspired,neojapanese,razorsharp,time}"
## [134] "{cyberpunk,enter,inspired,razorsharp,time}"
## [135] "{cyberpunk,enter,explore,future,inspired,razorsharp,time,travel}"
## [136] "{cyberpunk,enter,epic,razorsharp,time}"
## [137] "{cyberpunk,razorsharp,time}"
## [138] "{cyberpunk,enter,inspired,neojapanese,time}"
## [139] "{cyberpunk,enter,epic,neojapanese,time}"
## [140] "{cyberpunk,future,inspired,neojapanese,razorsharp,time,travel}"
## [141] "{cyberpunk,future,razorsharp,time,travel}"
## [142] "{cyberpunk,enter,epic,explore,future,razorsharp,time,travel}"
## [143] "{cyberpunk,epic,time,travel}"
## [144] "{cyberpunk,enter,time}"
## [145] "{cyberpunk,enter,explore,future,time,travel}"
## [146] "{cyberpunk,explore,inspired,razorsharp,time}"
## [147] "{cyberpunk,edge,time,travel}"
## [148] "{cyberpunk,enter,explore,future,inspired,neojapanese,time,travel}"
## [149] "{cyberpunk,future,neojapanese,time,travel}"
## [150] "{cyberpunk,epic,future,neojapanese,razorsharp,time,travel}"
## [151] "{cyberpunk,epic,explore,razorsharp,time}"
## [152] "{cyberpunk,explore,inspired,neojapanese,time}"
## [153] "{cyberpunk,epic,explore,inspired,neojapanese,razorsharp,time}"
## [154] "{cyberpunk,epic,explore,neojapanese,time}"
## [155] "{cyberpunk,explore,time}"
## [156] "{cyberpunk,enter,epic,explore,future,neojapanese,time,travel}"
## [157] "{cyberpunk,enter,future,razorsharp,time,travel}"
## [158] "{cyberpunk,enter,explore,time}"
## [159] "{cyberpunk,inspired,neojapanese,razorsharp,time}"
## [160] "{cyberpunk,neojapanese,time}"
## [161] "{cyberpunk,enter,explore,inspired,razorsharp,time}"
## [162] "{cyberpunk,epic,neojapanese,razorsharp,time}"
## [163] "{cyberpunk,enter,future,neojapanese,time,travel}"
## [164] "{cyberpunk,enter,epic,explore,razorsharp,time}"
## [165] "{cyberpunk,enter,explore,inspired,neojapanese,time}"
## [166] "{cyberpunk,enter,razorsharp,time}"
## [167] "{cyberpunk,epic,inspired,time,travel}"
## [168] "{cyberpunk,enter,epic,explore,neojapanese,time}"
## [169] "{cyberpunk,explore,future,razorsharp,time,travel}"
## [170] "{cyberpunk,enter,neojapanese,time}"
## [171] "{cyberpunk,epic,razorsharp,time,travel}"
## [172] "{cyberpunk,enter,future,inspired,neojapanese,razorsharp,time,travel}"
## [173] "{cyberpunk,explore,future,neojapanese,time,travel}"
## [174] "{cyberpunk,explore,razorsharp,time}"
## [175] "{cyberpunk,time,travel}"
## [176] "{cyberpunk,explore,neojapanese,time}"
## [177] "{cyberpunk,enter,inspired,neojapanese,razorsharp,time}"
## [178] "{cyberpunk,enter,epic,future,neojapanese,razorsharp,time,travel}"
## [179] "{cyberpunk,enter,epic,neojapanese,razorsharp,time}"
## [180] "{cyberpunk,enter,epic,explore,inspired,neojapanese,razorsharp,time}"
## [181] "{cyberpunk,future,neojapanese,razorsharp,time,travel}"
## [182] "{cyberpunk,enter,epic,inspired,time,travel}"
## [183] "{cyberpunk,neojapanese,razorsharp,time}"
## [184] "{cyberpunk,explore,inspired,neojapanese,razorsharp,time}"
## [185] "{cyberpunk,inspired,time,travel}"
## [186] "{cyberpunk,enter,explore,razorsharp,time}"
## [187] "{cyberpunk,epic,explore,neojapanese,razorsharp,time}"
## [188] "{cyberpunk,razorsharp,time,travel}"
## [189] "{cyberpunk,explore,future,inspired,neojapanese,razorsharp,time,travel}"
## [190] "{cyberpunk,enter,explore,neojapanese,time}"
## [191] "{cyberpunk,enter,explore,future,razorsharp,time,travel}"
## [192] "{cyberpunk,epic,explore,inspired,time,travel}"
## [193] "{cyberpunk,epic,explore,future,neojapanese,razorsharp,time,travel}"
## [194] "{cyberpunk,enter,explore,future,neojapanese,time,travel}"
## [195] "{cyberpunk,enter,neojapanese,razorsharp,time}"
## [196] "{cyberpunk,enter,inspired,time,travel}"
## [197] "{cyberpunk,epic,inspired,razorsharp,time,travel}"
## [198] "{cyberpunk,enter,epic,time,travel}"
## [199] "{cyberpunk,explore,neojapanese,razorsharp,time}"
## [200] "{cyberpunk,epic,inspired,neojapanese,time,travel}"
## [201] "{cyberpunk,explore,inspired,time,travel}"
## [202] "{cyberpunk,enter,future,neojapanese,razorsharp,time,travel}"
## [203] "{cyberpunk,epic,explore,time,travel}"
## [204] "{cyberpunk,enter,explore,inspired,neojapanese,razorsharp,time}"
## [205] "{cyberpunk,enter,epic,explore,neojapanese,razorsharp,time}"
## [206] "{cyberpunk,enter,time,travel}"
## [207] "{cyberpunk,inspired,razorsharp,time,travel}"
## [208] "{cyberpunk,inspired,neojapanese,time,travel}"
## [209] "{cyberpunk,explore,future,neojapanese,razorsharp,time,travel}"
## [210] "{cyberpunk,epic,neojapanese,time,travel}"
## [211] "{cyberpunk,explore,time,travel}"
## [212] "{cyberpunk,enter,epic,explore,inspired,time,travel}"
## [213] "{cyberpunk,enter,explore,neojapanese,razorsharp,time}"
## [214] "{cyberpunk,neojapanese,time,travel}"
## [215] "{cyberpunk,enter,epic,inspired,razorsharp,time,travel}"
## [216] "{cyberpunk,enter,explore,inspired,time,travel}"
## [217] "{cyberpunk,enter,epic,explore,time,travel}"
## [218] "{cyberpunk,enter,epic,inspired,neojapanese,time,travel}"
## [219] "{cyberpunk,enter,inspired,razorsharp,time,travel}"
## [220] "{cyberpunk,enter,explore,time,travel}"
## [221] "{cyberpunk,epic,explore,inspired,razorsharp,time,travel}"
## [222] "{cyberpunk,enter,epic,razorsharp,time,travel}"
## [223] "{cyberpunk,enter,inspired,neojapanese,time,travel}"
## [224] "{cyberpunk,enter,epic,neojapanese,time,travel}"
## [225] "{cyberpunk,epic,explore,inspired,neojapanese,time,travel}"
## [226] "{cyberpunk,enter,razorsharp,time,travel}"
## [227] "{cyberpunk,explore,inspired,razorsharp,time,travel}"
## [228] "{cyberpunk,enter,neojapanese,time,travel}"
## [229] "{cyberpunk,epic,explore,razorsharp,time,travel}"
## [230] "{cyberpunk,explore,inspired,neojapanese,time,travel}"
## [231] "{cyberpunk,epic,explore,neojapanese,time,travel}"
## [232] "{cyberpunk,explore,razorsharp,time,travel}"
## [233] "{cyberpunk,explore,neojapanese,time,travel}"
## [234] "{cyberpunk,epic,inspired,neojapanese,razorsharp,time,travel}"
## [235] "{cyberpunk,inspired,neojapanese,razorsharp,time,travel}"
## [236] "{cyberpunk,epic,neojapanese,razorsharp,time,travel}"
## [237] "{cyberpunk,neojapanese,razorsharp,time,travel}"
## [238] "{cyberpunk,edge,razorsharp,time,travel}"
## [239] "{cyberpunk,enter,explore,future,inspired,neojapanese,razorsharp,time,travel}"
## [240] "{cyberpunk,enter,explore,future,neojapanese,razorsharp,time,travel}"
## [241] "{cyberpunk,enter,epic,explore,future,neojapanese,razorsharp,time,travel}"
## [242] "{cyberpunk,enter,explore,razorsharp,time,travel}"
## [243] "{cyberpunk,enter,explore,neojapanese,time,travel}"
## [244] "{cyberpunk,enter,explore,inspired,razorsharp,time,travel}"
## [245] "{cyberpunk,enter,epic,explore,razorsharp,time,travel}"
## [246] "{cyberpunk,enter,explore,inspired,neojapanese,time,travel}"
## [247] "{cyberpunk,enter,epic,explore,neojapanese,time,travel}"
## [248] "{cyberpunk,enter,neojapanese,razorsharp,time,travel}"
## [249] "{cyberpunk,enter,epic,explore,inspired,razorsharp,time,travel}"
## [250] "{cyberpunk,epic,travel}"
## [251] "{cyberpunk,explore,neojapanese,razorsharp,time,travel}"
## [252] "{cyberpunk,enter,inspired,neojapanese,razorsharp,time,travel}"
## [253] "{cyberpunk,enter,epic,neojapanese,razorsharp,time,travel}"
## [254] "{cyberpunk,enter,epic,explore,inspired,neojapanese,time,travel}"
## [255] "{cyberpunk,future,travel}"
## [256] "{cyberpunk,explore,inspired,neojapanese,razorsharp,time,travel}"
## [257] "{cyberpunk,future,inspired,travel}"
## [258] "{cyberpunk,epic,future,travel}"
## [259] "{cyberpunk,epic,explore,neojapanese,razorsharp,time,travel}"
## [260] "{cyberpunk,future,inspired}"
## [261] "{cyberpunk,epic,future}"
## [262] "{cyberpunk,enter,epic,inspired,neojapanese,razorsharp,time,travel}"
## [263] "{cyberpunk,epic,future,inspired,travel}"
## [264] "{cyberpunk,epic,future,inspired}"
## [265] "{cyberpunk,razorsharp,travel}"
## [266] "{cyberpunk,future,razorsharp}"
## [267] "{cyberpunk,travel}"
## [268] "{cyberpunk,epic,razorsharp,travel}"
## [269] "{cyberpunk,epic,explore,inspired,neojapanese,razorsharp,time,travel}"
## [270] "{cyberpunk,enter,future,travel}"
## [271] "{cyberpunk,future,inspired,razorsharp}"
## [272] "{cyberpunk,enter,future}"
## [273] "{cyberpunk,epic,future,razorsharp}"
## [274] "{cyberpunk,explore,future}"
## [275] "{cyberpunk,explore,future,travel}"
## [276] "{cyberpunk,inspired,travel}"
## [277] "{cyberpunk,future,razorsharp,travel}"
## [278] "{cyberpunk,future,neojapanese}"
## [279] "{cyberpunk,enter,future,inspired}"
## [280] "{cyberpunk,enter,epic,future}"
## [281] "{cyberpunk,future,neojapanese,travel}"
## [282] "{cyberpunk,enter,future,inspired,travel}"
## [283] "{cyberpunk,enter,epic,future,travel}"
## [284] "{cyberpunk,edge,epic}"
## [285] "{cyberpunk,explore,future,inspired}"
## [286] "{cyberpunk,epic,explore,future}"
## [287] "{cyberpunk,epic,future,inspired,razorsharp}"
## [288] "{cyberpunk,explore,future,inspired,travel}"
## [289] "{cyberpunk,epic,explore,future,travel}"
## [290] "{cyberpunk,epic,inspired}"
## [291] "{cyberpunk,epic,inspired,travel}"
## [292] "{cyberpunk,future,inspired,neojapanese}"
## [293] "{cyberpunk,epic,future,neojapanese}"
## [294] "{cyberpunk,enter,explore,neojapanese,razorsharp,time,travel}"
## [295] "{cyberpunk,future,inspired,razorsharp,travel}"
## [296] "{cyberpunk,enter,epic,future,inspired}"
## [297] "{cyberpunk,epic,razorsharp}"
## [298] "{cyberpunk,enter,future,razorsharp}"
## [299] "{cyberpunk,epic,future,razorsharp,travel}"
## [300] "{cyberpunk,future,inspired,neojapanese,travel}"
## [301] "{cyberpunk,epic,future,neojapanese,travel}"
## [302] "{cyberpunk,enter,travel}"
## [303] "{cyberpunk,explore,future,razorsharp}"
## [304] "{cyberpunk,inspired,razorsharp}"
## [305] "{cyberpunk,epic,explore,future,inspired}"
## [306] "{cyberpunk,explore,travel}"
## [307] "{cyberpunk,enter,epic,future,inspired,travel}"
## [308] "{cyberpunk,neojapanese}"
## [309] "{cyberpunk,future,neojapanese,razorsharp}"
## [310] "{epic,time}"
## [311] "{cyberpunk,enter,inspired}"
## [312] "{cyberpunk,enter,epic}"
## [313] "{cyberpunk,enter,explore,future}"
## [314] "{cyberpunk,epic,future,inspired,neojapanese}"
## [315] "{future,inspired,time}"
## [316] "{cyberpunk,epic,explore,future,inspired,travel}"
## [317] "{cyberpunk,neojapanese,travel}"
## [318] "{epic,future,time}"
## [319] "{cyberpunk,explore,inspired}"
## [320] "{cyberpunk,epic,explore}"
## [321] "{future,time}"
## [322] "{cyberpunk,razorsharp}"
## [323] "{cyberpunk,enter,future,inspired,razorsharp}"
## [324] "{cyberpunk,enter,inspired,travel}"
## [325] "{cyberpunk,edge}"
## [326] "{cyberpunk,enter,epic,future,razorsharp}"
## [327] "{cyberpunk,enter,epic,travel}"
## [328] "{cyberpunk,enter,future,neojapanese}"
## [329] "{cyberpunk,enter,explore,future,travel}"
## [330] "{cyberpunk,epic,inspired,razorsharp}"
## [331] "{cyberpunk,epic,future,inspired,razorsharp,travel}"
## [332] "{cyberpunk,inspired,neojapanese}"
## [333] "{cyberpunk,epic,neojapanese}"
## [334] "{cyberpunk,explore,future,inspired,razorsharp}"
## [335] "{cyberpunk,explore,inspired,travel}"
## [336] "{razorsharp,time}"
## [337] "{cyberpunk,epic,explore,travel}"
## [338] "{cyberpunk,epic,explore,future,razorsharp}"
## [339] "{cyberpunk,explore,future,neojapanese}"
## [340] "{cyberpunk,epic,future,inspired,neojapanese,travel}"
## [341] "{cyberpunk,enter,razorsharp}"
## [342] "{cyberpunk,enter,future,razorsharp,travel}"
## [343] "{cyberpunk,inspired,razorsharp,travel}"
## [344] "{cyberpunk,enter,epic,inspired}"
## [345] "{cyberpunk,explore,razorsharp}"
## [346] "{cyberpunk,enter,future,neojapanese,travel}"
## [347] "{cyberpunk,inspired,neojapanese,travel}"
## [348] "{cyberpunk,epic,neojapanese,travel}"
## [349] "{cyberpunk,future,inspired,neojapanese,razorsharp}"
## [350] "{epic,future,inspired,time}"
## [351] "{cyberpunk,explore,future,razorsharp,travel}"
## [352] "{cyberpunk,epic,future,neojapanese,razorsharp}"
## [353] "{cyberpunk,enter,explore,future,inspired}"
## [354] "{cyberpunk,enter,epic,explore,future}"
## [355] "{cyberpunk,epic,explore,inspired}"
## [356] "{cyberpunk,explore}"
## [357] "{enter,future,time}"
## [358] "{inspired,time}"
## [359] "{cyberpunk,explore,future,neojapanese,travel}"
## [360] "{cyberpunk,enter}"
## [361] "{cyberpunk,neojapanese,razorsharp}"
## [362] "{epic,razorsharp,time}"
## [363] "{explore,future,time}"
## [364] "{cyberpunk,enter,explore}"
## [365] "{cyberpunk,enter,explore,inspired,neojapanese,razorsharp,time,travel}"
## [366] "{cyberpunk,epic,inspired,neojapanese}"
## [367] "{cyberpunk,future,neojapanese,razorsharp,travel}"
## [368] "{cyberpunk,enter,epic,inspired,travel}"
## [369] "{cyberpunk,enter,future,inspired,neojapanese}"
## [370] "{cyberpunk,enter,epic,future,neojapanese}"
## [371] "{cyberpunk,enter,neojapanese}"
## [372] "{future,razorsharp,time}"
## [373] "{cyberpunk,enter,inspired,razorsharp}"
## [374] "{cyberpunk,enter,epic,explore,neojapanese,razorsharp,time,travel}"
## [375] "{future,neojapanese,time}"
## [376] "{cyberpunk,enter,epic,razorsharp}"
## [377] "{cyberpunk,enter,epic,future,inspired,razorsharp}"
## [378] "{cyberpunk,explore,neojapanese}"
## [379] "{cyberpunk,enter,explore,travel}"
## [380] "{cyberpunk,epic,explore,inspired,travel}"
## [381] "{cyberpunk,explore,future,inspired,neojapanese}"
## [382] "{cyberpunk,epic,explore,future,neojapanese}"
## [383] "{cyberpunk,enter,explore,future,inspired,travel}"
## [384] "{cyberpunk,explore,inspired,razorsharp}"
## [385] "{cyberpunk,enter,epic,explore,future,travel}"
## [386] "{cyberpunk,epic,explore,razorsharp}"
## [387] "{time,travel}"
## [388] "{cyberpunk,enter,explore,future,razorsharp}"
## [389] "{cyberpunk,enter,razorsharp,travel}"
## [390] "{cyberpunk,epic,explore,future,inspired,razorsharp}"
## [391] "{cyberpunk,edge,razorsharp}"
## [392] "{cyberpunk,epic,inspired,razorsharp,travel}"
## [393] "{epic,inspired,time}"
## [394] "{cyberpunk,enter,neojapanese,travel}"
## [395] "{epic,time,travel}"
## [396] "{enter,time}"
## [397] "{enter,future,inspired,time}"
## [398] "{cyberpunk,epic,inspired,neojapanese,travel}"
## [399] "{cyberpunk,inspired,neojapanese,razorsharp}"
## [400] "{cyberpunk,enter,future,inspired,razorsharp,travel}"
## [401] "{enter,epic,future,time}"
## [402] "{cyberpunk,explore,razorsharp,travel}"
## [403] "{cyberpunk,epic,neojapanese,razorsharp}"
## [404] "{cyberpunk,enter,explore,inspired}"
## [405] "{cyberpunk,enter,epic,explore}"
## [406] "{cyberpunk,enter,epic,future,razorsharp,travel}"
## [407] "{cyberpunk,explore,neojapanese,travel}"
## [408] "{cyberpunk,enter,future,inspired,neojapanese,travel}"
## [409] "{explore,future,inspired,time}"
## [410] "{cyberpunk,enter,future,neojapanese,razorsharp}"
## [411] "{explore,time}"
## [412] "{cyberpunk,enter,epic,future,neojapanese,travel}"
## [413] "{epic,explore,future,time}"
## [414] "{neojapanese,time}"
## [415] "{cyberpunk,explore,future,inspired,razorsharp,travel}"
## [416] "{cyberpunk,epic,future,inspired,neojapanese,razorsharp}"
## [417] "{cyberpunk,enter,epic,explore,future,inspired}"
## [418] "{cyberpunk,enter,inspired,neojapanese}"
## [419] "{cyberpunk,enter,epic,neojapanese}"
## [420] "{cyberpunk,epic,explore,future,razorsharp,travel}"
## [421] "{future,inspired,razorsharp,time}"
## [422] "{cyberpunk,explore,future,neojapanese,razorsharp}"
## [423] "{cyberpunk,explore,future,inspired,neojapanese,travel}"
## [424] "{cyberpunk,neojapanese,razorsharp,travel}"
## [425] "{epic,future,razorsharp,time}"
## [426] "{future,inspired,neojapanese,time}"
## [427] "{cyberpunk,epic,explore,future,neojapanese,travel}"
## [428] "{epic,future,neojapanese,time}"
## [429] "{cyberpunk,explore,inspired,neojapanese}"
## [430] "{cyberpunk,epic,explore,neojapanese}"
## [431] "{cyberpunk,enter,epic,inspired,razorsharp}"
## [432] "{enter,inspired,time}"
## [433] "{cyberpunk,enter,explore,razorsharp}"
## [434] "{cyberpunk,epic}"
## [435] "{cyberpunk,future,inspired,neojapanese,razorsharp,travel}"
## [436] "{enter,epic,time}"
## [437] "{cyberpunk,enter,explore,inspired,travel}"
## [438] "{cyberpunk,enter,epic,future,inspired,neojapanese}"
## [439] "{cyberpunk,epic,future,neojapanese,razorsharp,travel}"
## [440] "{cyberpunk,enter,epic,explore,travel}"
## [441] "{future,time,travel}"
## [442] "{cyberpunk,enter,explore,future,neojapanese}"
## [443] "{explore,inspired,time}"
## [444] "{epic,explore,time}"
## [445] "{cyberpunk,epic,explore,inspired,razorsharp}"
## [446] "{cyberpunk,enter,neojapanese,razorsharp}"
## [447] "{cyberpunk,enter,inspired,razorsharp,travel}"
## [448] "{razorsharp,time,travel}"
## [449] "{inspired,razorsharp,time}"
## [450] "{cyberpunk,epic,explore,future,inspired,neojapanese}"
## [451] "{cyberpunk,enter,epic,razorsharp,travel}"
## [452] "{cyberpunk,enter,inspired,neojapanese,travel}"
## [453] "{inspired,neojapanese,time}"
## [454] "{enter,explore,future,time}"
## [455] "{epic,neojapanese,time}"
## [456] "{cyberpunk,enter,epic,neojapanese,travel}"
## [457] "{cyberpunk,explore,neojapanese,razorsharp}"
## [458] "{enter,epic,future,inspired,time}"
## [459] "{cyberpunk,explore,inspired,razorsharp,travel}"
## [460] "{cyberpunk,epic,inspired,neojapanese,razorsharp}"
## [461] "{cyberpunk,enter,explore,future,inspired,razorsharp}"
## [462] "{cyberpunk,enter,epic,explore,inspired}"
## [463] "{cyberpunk,epic,explore,razorsharp,travel}"
## [464] "{cyberpunk,explore,inspired,neojapanese,travel}"
## [465] "{cyberpunk,enter,epic,explore,future,razorsharp}"
## [466] "{enter,future,razorsharp,time}"
## [467] "{cyberpunk,epic,explore,neojapanese,travel}"
## [468] "{enter,future,neojapanese,time}"
## [469] "{epic,explore,future,inspired,time}"
## [470] "{cyberpunk,enter,explore,neojapanese}"
## [471] "{explore,future,razorsharp,time}"
## [472] "{cyberpunk,inspired,neojapanese,razorsharp,travel}"
## [473] "{cyberpunk,enter,epic,inspired,neojapanese}"
## [474] "{explore,future,neojapanese,time}"
## [475] "{cyberpunk,epic,neojapanese,razorsharp,travel}"
## [476] "{cyberpunk,enter,epic,explore,future,inspired,travel}"
## [477] "{enter,explore,time}"
## [478] "{epic,future,inspired,razorsharp,time}"
## [479] "{cyberpunk,enter,future,inspired,neojapanese,razorsharp}"
## [480] "{cyberpunk,enter,explore,future,razorsharp,travel}"
## [481] "{cyberpunk,enter,epic,future,neojapanese,razorsharp}"
## [482] "{epic,future,inspired,neojapanese,time}"
## [483] "{future,neojapanese,razorsharp,time}"
## [484] "{enter,epic,inspired,time}"
## [485] "{cyberpunk,epic,explore,inspired,neojapanese}"
## [486] "{enter,razorsharp,time}"
## [487] "{cyberpunk,enter,explore,future,neojapanese,travel}"
## [488] "{enter,neojapanese,time}"
## [489] "{future,inspired,time,travel}"
## [490] "{epic,razorsharp,time,travel}"
## [491] "{epic,future,time,travel}"
## [492] "{cyberpunk,explore,future,inspired,neojapanese,razorsharp}"
## [493] "{cyberpunk,enter,explore,inspired,razorsharp}"
## [494] "{epic,explore,inspired,time}"
## [495] "{explore,razorsharp,time}"
## [496] "{cyberpunk,epic,explore,future,neojapanese,razorsharp}"
## [497] "{cyberpunk,enter,epic,explore,razorsharp}"
## [498] "{cyberpunk,enter,epic,future,inspired,razorsharp,travel}"
## [499] "{explore,neojapanese,time}"
## [500] "{cyberpunk,enter,future,neojapanese,razorsharp,travel}"
## [501] "{cyberpunk,enter,epic,future,inspired,neojapanese,travel}"
## [502] "{epic,inspired,razorsharp,time}"
## [503] "{epic,inspired,neojapanese,time}"
## [504] "{neojapanese,razorsharp,time}"
## [505] "{cyberpunk,enter,inspired,neojapanese,razorsharp}"
## [506] "{inspired,time,travel}"
## [507] "{cyberpunk,enter,explore,razorsharp,travel}"
## [508] "{cyberpunk,enter,epic,neojapanese,razorsharp}"
## [509] "{cyberpunk,epic,explore,future,inspired,razorsharp,travel}"
## [510] "{cyberpunk,explore,future,neojapanese,razorsharp,travel}"
## [511] "{cyberpunk,enter,epic,explore,inspired,travel}"
## [512] "{cyberpunk,enter,explore,neojapanese,travel}"
## [513] "{cyberpunk,enter,explore,future,inspired,neojapanese}"
## [514] "{cyberpunk,enter,epic,explore,future,neojapanese}"
## [515] "{enter,explore,future,inspired,time}"
## [516] "{cyberpunk,explore,inspired,neojapanese,razorsharp}"
## [517] "{enter,epic,explore,future,time}"
## [518] "{cyberpunk,epic,explore,future,inspired,neojapanese,travel}"
## [519] "{cyberpunk,epic,explore,neojapanese,razorsharp}"
## [520] "{cyberpunk,inspired}"
## [521] "{cyberpunk,enter,neojapanese,razorsharp,travel}"
## [522] "{enter,future,inspired,razorsharp,time}"
## [523] "{cyberpunk,enter,epic,inspired,razorsharp,travel}"
## [524] "{enter,epic,future,razorsharp,time}"
## [525] "{enter,future,inspired,neojapanese,time}"
## [526] "{enter,future,time,travel}"
## [527] "{cyberpunk,enter,epic,inspired,neojapanese,travel}"
## [528] "{cyberpunk,edge,epic,razorsharp}"
## [529] "{enter,explore,inspired,time}"
## [530] "{enter,epic,future,neojapanese,time}"
## [531] "{cyberpunk,explore,neojapanese,razorsharp,travel}"
## [532] "{enter,epic,explore,time}"
## [533] "{cyberpunk,enter,explore,inspired,neojapanese}"
## [534] "{cyberpunk,enter,epic,explore,neojapanese}"
## [535] "{explore,future,inspired,razorsharp,time}"
## [536] "{cyberpunk,epic,future,inspired,neojapanese,razorsharp,travel}"
## [537] "{epic,explore,future,razorsharp,time}"
## [538] "{cyberpunk,epic,explore,inspired,razorsharp,travel}"
## [539] "{explore,future,time,travel}"
## [540] "{explore,future,inspired,neojapanese,time}"
## [541] "{enter,inspired,razorsharp,time}"
## [542] "{epic,explore,future,neojapanese,time}"
## [543] "{enter,time,travel}"
## [544] "{cyberpunk,epic,explore,inspired,neojapanese,travel}"
## [545] "{enter,epic,razorsharp,time}"
## [546] "{enter,inspired,neojapanese,time}"
## [547] "{enter,epic,neojapanese,time}"
## [548] "{future,razorsharp,time,travel}"
## [549] "{explore,inspired,razorsharp,time}"
## [550] "{explore,time,travel}"
## [551] "{future,inspired,neojapanese,razorsharp,time}"
## [552] "{future,neojapanese,time,travel}"
## [553] "{epic,explore,razorsharp,time}"
## [554] "{explore,inspired,neojapanese,time}"
## [555] "{epic,future,neojapanese,razorsharp,time}"
## [556] "{cyberpunk,enter,explore,future,neojapanese,razorsharp}"
## [557] "{epic,explore,neojapanese,time}"
## [558] "{cyberpunk,epic,inspired,neojapanese,razorsharp,travel}"
## [559] "{epic,future,inspired,time,travel}"
## [560] "{inspired,neojapanese,razorsharp,time}"
## [561] "{neojapanese,time,travel}"
## [562] "{epic,neojapanese,razorsharp,time}"
## [563] "{epic,travel}"
## [564] "{cyberpunk,enter,explore,neojapanese,razorsharp}"
## [565] "{cyberpunk,enter,epic,explore,future,inspired,razorsharp}"
## [566] "{epic,inspired,time,travel}"
## [567] "{cyberpunk,gaming,via}"
## [568] "{cyberpunk,enter,epic,explore,inspired,razorsharp}"
## [569] "{enter,explore,future,razorsharp,time}"
## [570] "{enter,explore,future,neojapanese,time}"
## [571] "{cyberpunk,enter,explore,future,inspired,razorsharp,travel}"
## [572] "{enter,explore,razorsharp,time}"
## [573] "{cyberpunk,enter,epic,future,inspired,neojapanese,razorsharp}"
## [574] "{enter,explore,neojapanese,time}"
## [575] "{cyberpunk,enter,epic,explore,future,razorsharp,travel}"
## [576] "{cyberpunk,edge,travel}"
## [577] "{cyberpunk,enter,explore,future,inspired,neojapanese,travel}"
## [578] "{cyberpunk,enter,explore,inspired,razorsharp,travel}"
## [579] "{cyberpunk,enter,epic,inspired,neojapanese,razorsharp}"
## [580] "{enter,future,neojapanese,razorsharp,time}"
## [581] "{cyberpunk,enter,epic,explore,razorsharp,travel}"
## [582] "{cyberpunk,enter,epic,explore,future,neojapanese,travel}"
## [583] "{cyberpunk,enter,explore,inspired,neojapanese,travel}"
## [584] "{enter,neojapanese,razorsharp,time}"
## [585] "{razorsharp,travel}"
## [586] "{cyberpunk,enter,epic,explore,neojapanese,travel}"
## [587] "{enter,future,inspired,time,travel}"
## [588] "{cyberpunk,epic,explore,future,inspired,neojapanese,razorsharp}"
## [589] "{enter,inspired,time,travel}"
## [590] "{enter,epic,future,time,travel}"
## [591] "{enter,epic,explore,future,inspired,time}"
## [592] "{explore,future,neojapanese,razorsharp,time}"
## [593] "{enter,epic,time,travel}"
## [594] "{cyberpunk,epic,explore,inspired,neojapanese,razorsharp}"
## [595] "{enter,epic,explore,inspired,time}"
## [596] "{explore,neojapanese,razorsharp,time}"
## [597] "{cyberpunk,enter,future,inspired,neojapanese,razorsharp,travel}"
## [598] "{travel}"
## [599] "{explore,future,inspired,time,travel}"
## [600] "{cyberpunk,enter,inspired,neojapanese,razorsharp,travel}"
## [601] "{explore,inspired,time,travel}"
## [602] "{future,travel}"
## [603] "{epic,explore,future,time,travel}"
## [604] "{epic,explore,time,travel}"
## [605] "{cyberpunk,enter,epic,explore,inspired,neojapanese,razorsharp,time,travel}"
## [606] "{cyberpunk,enter,epic,neojapanese,razorsharp,travel}"
## [607] "{cyberpunk,enter,epic,future,neojapanese,razorsharp,travel}"
## [608] "{enter,epic,inspired,razorsharp,time}"
## [609] "{enter,epic,future,inspired,razorsharp,time}"
## [610] "{inspired,razorsharp,time,travel}"
## [611] "{enter,epic,inspired,neojapanese,time}"
## [612] "{future,inspired,razorsharp,time,travel}"
## [613] "{enter,epic,future,inspired,neojapanese,time}"
## [614] "{cyberpunk,explore,inspired,neojapanese,razorsharp,travel}"
## [615] "{inspired,neojapanese,time,travel}"
## [616] "{epic,future,razorsharp,time,travel}"
## [617] "{cyberpunk,enter,epic,explore,inspired,neojapanese}"
## [618] "{future,inspired,neojapanese,time,travel}"
## [619] "{epic,neojapanese,time,travel}"
## [620] "{cyberpunk,explore,future,inspired,neojapanese,razorsharp,travel}"
## [621] "{epic,explore,inspired,razorsharp,time}"
## [622] "{cyberpunk,epic,explore,neojapanese,razorsharp,travel}"
## [623] "{epic,future,neojapanese,time,travel}"
## [624] "{cyberpunk,enter,epic,explore,future,inspired,neojapanese}"
## [625] "{epic,future}"
## [626] "{epic,explore,future,inspired,razorsharp,time}"
## [627] "{epic,explore,inspired,neojapanese,time}"
## [628] "{cyberpunk,epic,explore,future,neojapanese,razorsharp,travel}"
## [629] "{epic,explore,future,inspired,neojapanese,time}"
## [630] "{epic,inspired,neojapanese,razorsharp,time}"
## [631] "{future,inspired}"
## [632] "{razorsharp}"
## [633] "{future,razorsharp}"
## [634] "{edge,time}"
## [635] "{epic,future,inspired,neojapanese,razorsharp,time}"
## [636] "{epic,razorsharp}"
## [637] "{enter,explore,time,travel}"
## [638] "{epic,razorsharp,travel}"
## [639] "{enter,explore,future,time,travel}"
## [640] "{enter,razorsharp,time,travel}"
## [641] "{cyberpunk,enter,explore,inspired,neojapanese,razorsharp}"
## [642] "{enter,neojapanese,time,travel}"
## [643] "{explore,future}"
## [644] "{cyberpunk,enter,epic,explore,neojapanese,razorsharp}"
## [645] "{explore,razorsharp,time,travel}"
## [646] "{inspired,travel}"
## [647] "{enter,future,razorsharp,time,travel}"
## [648] "{explore,neojapanese,time,travel}"
## [649] "{enter,explore,inspired,razorsharp,time}"
## [650] "{enter,future}"
## [651] "{enter,future,neojapanese,time,travel}"
## [652] "{enter,epic,explore,razorsharp,time}"
## [653] "{enter,explore,inspired,neojapanese,time}"
## [654] "{future,inspired,travel}"
## [655] "{epic,future,travel}"
## [656] "{enter,epic,explore,neojapanese,time}"
## [657] "{explore,future,razorsharp,time,travel}"
## [658] "{cyberpunk,enter,explore,future,inspired,neojapanese,razorsharp}"
## [659] "{future,neojapanese}"
## [660] "{neojapanese}"
## [661] "{explore,future,neojapanese,time,travel}"
## [662] "{cyberpunk,enter,explore,neojapanese,razorsharp,travel}"
## [663] "{neojapanese,razorsharp,time,travel}"
## [664] "{cyberpunk,enter,epic,explore,future,neojapanese,razorsharp}"
## [665] "{epic,inspired}"
## [666] "{enter,inspired,neojapanese,razorsharp,time}"
## [667] "{enter,explore,future,inspired,razorsharp,time}"
## [668] "{enter,epic,neojapanese,razorsharp,time}"
## [669] "{enter,epic,explore,future,razorsharp,time}"
## [670] "{enter,explore,future,inspired,neojapanese,time}"
## [671] "{epic,future,inspired}"
## [672] "{future,neojapanese,razorsharp,time,travel}"
## [673] "{enter,epic,inspired,time,travel}"
## [674] "{enter,epic,explore,future,neojapanese,time}"
## [675] "{explore,inspired,neojapanese,razorsharp,time}"
## [676] "{epic,explore,neojapanese,razorsharp,time}"
## [677] "{enter,travel}"
## [678] "{inspired,razorsharp}"
## [679] "{epic,explore,inspired,time,travel}"
## [680] "{enter,future,inspired,neojapanese,razorsharp,time}"
## [681] "{explore,travel}"
## [682] "{cyberpunk,enter,explore,future,neojapanese,razorsharp,travel}"
## [683] "{enter,epic,future,neojapanese,razorsharp,time}"
## [684] "{enter,future,travel}"
## [685] "{enter,epic}"
## [686] "{future,inspired,razorsharp}"
## [687] "{enter,epic,future,inspired,time,travel}"
## [688] "{epic,inspired,razorsharp,time,travel}"
## [689] "{epic,future,razorsharp}"
## [690] "{explore,future,inspired,neojapanese,razorsharp,time}"
## [691] "{neojapanese,travel}"
## [692] "{explore,future,travel}"
## [693] "{epic,inspired,neojapanese,time,travel}"
## [694] "{epic,explore}"
## [695] "{epic,explore,future,neojapanese,razorsharp,time}"
## [696] "{explore,inspired}"
## [697] "{future,razorsharp,travel}"
## [698] "{epic,explore,future,inspired,time,travel}"
## [699] "{enter,epic,future}"
## [700] "{epic,neojapanese}"
## [701] "{future,neojapanese,travel}"
## [702] "{enter,inspired}"
## [703] "{cyberpunk,future}"
## [704] "{enter,razorsharp}"
## [705] "{epic,explore,future}"
## [706] "{explore}"
## [707] "{explore,razorsharp}"
## [708] "{explore,future,inspired}"
## [709] "{enter,future,inspired}"
## [710] "{epic,future,inspired,razorsharp,time,travel}"
## [711] "{cyberpunk,enter,epic,explore,inspired,razorsharp,travel}"
## [712] "{epic,inspired,travel}"
## [713] "{inspired,neojapanese}"
## [714] "{epic,future,neojapanese}"
## [715] "{epic,future,inspired,neojapanese,time,travel}"
## [716] "{enter,explore,neojapanese,razorsharp,time}"
## [717] "{cyberpunk,enter,epic,explore,inspired,neojapanese,travel}"
## [718] "{enter,future,razorsharp}"
## [719] "{neojapanese,razorsharp}"
## [720] "{enter,explore,inspired,time,travel}"
## [721] "{enter,epic,explore,time,travel}"
## [722] "{explore,future,razorsharp}"
## [723] "{future,inspired,neojapanese}"
## [724] "{enter,explore}"
## [725] "{enter,inspired,razorsharp,time,travel}"
## [726] "{enter}"
## [727] "{enter,epic,razorsharp,time,travel}"
## [728] "{enter,inspired,neojapanese,time,travel}"
## [729] "{epic,future,inspired,travel}"
## [730] "{cyberpunk,enter,epic,inspired,neojapanese,razorsharp,travel}"
## [731] "{future,neojapanese,razorsharp}"
## [732] "{enter,epic,neojapanese,time,travel}"
## [733] "{explore,neojapanese}"
## [734] "{explore,inspired,razorsharp,time,travel}"
## [735] "{epic,explore,razorsharp,time,travel}"
## [736] "{enter,explore,future}"
## [737] "{explore,inspired,neojapanese,time,travel}"
## [738] "{enter,inspired,travel}"
## [739] "{epic,explore,neojapanese,time,travel}"
## [740] "{enter,neojapanese}"
## [741] "{enter,explore,future,neojapanese,razorsharp,time}"
## [742] "{enter,epic,travel}"
## [743] "{epic,inspired,razorsharp}"
## [744] "{cyberpunk,epic,explore,inspired,neojapanese,razorsharp,travel}"
## [745] "{explore,inspired,travel}"
## [746] "{enter,explore,future,inspired,time,travel}"
## [747] "{inspired,neojapanese,razorsharp,time,travel}"
## [748] "{epic,explore,travel}"
## [749] "{epic,neojapanese,razorsharp,time,travel}"
## [750] "{enter,epic,explore,future,time,travel}"
## [751] "{inspired,razorsharp,travel}"
## [752] "{explore,future,neojapanese}"
## [753] "{enter,future,neojapanese}"
## [754] "{enter,epic,inspired}"
## [755] "{inspired,neojapanese,travel}"
## [756] "{epic,neojapanese,travel}"
## [757] "{enter,future,inspired,razorsharp,time,travel}"
## [758] "{epic,explore,inspired}"
## [759] "{enter,epic,future,razorsharp,time,travel}"
## [760] "{enter,future,inspired,neojapanese,time,travel}"
## [761] "{enter,future,inspired,travel}"
## [762] "{enter,epic,explore,inspired,razorsharp,time}"
## [763] "{enter,epic,future,neojapanese,time,travel}"
## [764] "{enter,epic,future,travel}"
## [765] "{cyberpunk,enter,epic,explore,future,inspired,razorsharp,travel}"
## [766] "{enter,epic,explore,inspired,neojapanese,time}"
## [767] "{epic,future,inspired,razorsharp}"
## [768] "{epic,inspired,neojapanese}"
## [769] "{explore,future,inspired,razorsharp,time,travel}"
## [770] "{explore,future,inspired,travel}"
## [771] "{edge,epic,time}"
## [772] "{epic,explore,future,razorsharp,time,travel}"
## [773] "{epic,explore,future,travel}"
## [774] "{enter,inspired,razorsharp}"
## [775] "{explore,future,inspired,neojapanese,time,travel}"
## [776] "{cyberpunk,edge,epic,travel}"
## [777] "{cyberpunk,enter,epic,explore,future,inspired,neojapanese,travel}"
## [778] "{enter,epic,razorsharp}"
## [779] "{epic,explore,future,neojapanese,time,travel}"
## [780] "{enter,explore,travel}"
## [781] "{enter,explore,razorsharp,time,travel}"
## [782] "{future,inspired,razorsharp,travel}"
## [783] "{explore,inspired,razorsharp}"
## [784] "{enter,epic,future,inspired}"
## [785] "{enter,epic,inspired,neojapanese,razorsharp,time}"
## [786] "{epic,future,razorsharp,travel}"
## [787] "{epic,explore,razorsharp}"
## [788] "{enter,explore,neojapanese,time,travel}"
## [789] "{future,inspired,neojapanese,travel}"
## [790] "{epic,future,neojapanese,travel}"
## [791] "{enter,razorsharp,travel}"
## [792] "{future,inspired,neojapanese,razorsharp,time,travel}"
## [793] "{enter,neojapanese,travel}"
## [794] "{epic,explore,future,inspired}"
## [795] "{epic,future,neojapanese,razorsharp,time,travel}"
## [796] "{inspired,neojapanese,razorsharp}"
## [797] "{explore,razorsharp,travel}"
## [798] "{epic,neojapanese,razorsharp}"
## [799] "{enter,epic,explore}"
## [800] "{enter,neojapanese,razorsharp,time,travel}"
## [801] "{epic,explore,inspired,neojapanese,razorsharp,time}"
## [802] "{explore,neojapanese,travel}"
## [803] "{cyberpunk,enter,epic,explore,inspired,neojapanese,razorsharp}"
## [804] "{enter,explore,inspired}"
## [805] "{epic}"
## [806] "{epic,future,inspired,neojapanese}"
## [807] "{cyberpunk,enter,epic,future,inspired,neojapanese,razorsharp,travel}"
## [808] "{explore,neojapanese,razorsharp,time,travel}"
## [809] "{enter,epic,neojapanese}"
## [810] "{neojapanese,razorsharp,travel}"
## [811] "{enter,future,inspired,razorsharp}"
## [812] "{enter,epic,future,razorsharp}"
## [813] "{epic,explore,neojapanese}"
## [814] "{enter,explore,future,travel}"
## [815] "{explore,future,inspired,razorsharp}"
## [816] "{enter,explore,razorsharp}"
## [817] "{explore,inspired,neojapanese}"
## [818] "{epic,explore,future,razorsharp}"
## [819] "{cyberpunk,enter,explore,inspired,neojapanese,razorsharp,travel}"
## [820] "{enter,future,razorsharp,travel}"
## [821] "{enter,inspired,neojapanese}"
## [822] "{cyberpunk,enter,epic,explore,neojapanese,razorsharp,travel}"
## [823] "{enter,future,neojapanese,travel}"
## [824] "{cyberpunk,epic,explore,future,inspired,neojapanese,razorsharp,travel}"
## [825] "{enter,neojapanese,razorsharp}"
## [826] "{enter,epic,explore,future,inspired,razorsharp,time}"
## [827] "{future,inspired,neojapanese,razorsharp}"
## [828] "{explore,future,razorsharp,travel}"
## [829] "{epic,future,neojapanese,razorsharp}"
## [830] "{enter,epic,explore,future}"
## [831] "{enter,explore,future,razorsharp,time,travel}"
## [832] "{explore,future,neojapanese,travel}"
## [833] "{explore,neojapanese,razorsharp}"
## [834] "{enter,epic,explore,future,inspired,neojapanese,time}"
## [835] "{enter,explore,future,neojapanese,time,travel}"
## [836] "{enter,explore,future,inspired}"
## [837] "{future,neojapanese,razorsharp,travel}"
## [838] "{enter,epic,inspired,travel}"
## [839] "{enter,epic,future,neojapanese}"
## [840] "{enter,future,neojapanese,razorsharp,time,travel}"
## [841] "{epic,explore,inspired,travel}"
## [842] "{epic,explore,future,neojapanese}"
## [843] "{enter,epic,future,inspired,neojapanese,razorsharp,time}"
## [844] "{enter,explore,neojapanese}"
## [845] "{enter,explore,inspired,neojapanese,razorsharp,time}"
## [846] "{enter,epic,explore,neojapanese,razorsharp,time}"
## [847] "{enter,explore,future,razorsharp}"
## [848] "{explore,future,inspired,neojapanese}"
## [849] "{enter,future,inspired,neojapanese}"
## [850] "{epic,inspired,razorsharp,travel}"
## [851] "{explore,future,neojapanese,razorsharp,time,travel}"
## [852] "{enter,epic,explore,inspired,time,travel}"
## [853] "{epic,inspired,neojapanese,travel}"
## [854] "{epic,explore,future,inspired,neojapanese,razorsharp,time}"
## [855] "{enter,future,neojapanese,razorsharp}"
## [856] "{enter,epic,inspired,razorsharp,time,travel}"
## [857] "{explore,future,neojapanese,razorsharp}"
## [858] "{enter,epic,inspired,neojapanese,time,travel}"
## [859] "{inspired}"
## [860] "{edge,razorsharp,time}"
## [861] "{enter,epic,inspired,razorsharp}"
## [862] "{epic,explore,inspired,razorsharp,time,travel}"
## [863] "{enter,explore,inspired,travel}"
## [864] "{enter,epic,explore,travel}"
## [865] "{epic,explore,inspired,neojapanese,time,travel}"
## [866] "{epic,explore,inspired,razorsharp}"
## [867] "{enter,epic,future,inspired,travel}"
## [868] "{enter,inspired,razorsharp,travel}"
## [869] "{enter,explore,future,neojapanese}"
## [870] "{enter,epic,razorsharp,travel}"
## [871] "{enter,inspired,neojapanese,travel}"
## [872] "{enter,epic,neojapanese,travel}"
## [873] "{epic,explore,future,inspired,travel}"
## [874] "{epic,inspired,neojapanese,razorsharp,time,travel}"
## [875] "{explore,inspired,razorsharp,travel}"
## [876] "{epic,inspired,neojapanese,razorsharp}"
## [877] "{enter,epic,explore,inspired}"
## [878] "{epic,explore,razorsharp,travel}"
## [879] "{cyberpunk,enter,epic,explore,future,inspired,neojapanese,razorsharp}"
## [880] "{explore,inspired,neojapanese,travel}"
## [881] "{epic,explore,neojapanese,travel}"
## [882] "{epic,future,inspired,razorsharp,travel}"
## [883] "{inspired,neojapanese,razorsharp,travel}"
## [884] "{enter,epic,inspired,neojapanese}"
## [885] "{epic,neojapanese,razorsharp,travel}"
## [886] "{epic,future,inspired,neojapanese,travel}"
## [887] "{epic,explore,inspired,neojapanese}"
## [888] "{edge}"
## [889] "{enter,explore,inspired,razorsharp}"
## [890] "{enter,epic,explore,razorsharp}"
## [891] "{cyberpunk,edge,razorsharp,travel}"
## [892] "{cyberpunk,enter,explore,future,inspired,neojapanese,razorsharp,travel}"
## [893] "{enter,inspired,neojapanese,razorsharp}"
## [894] "{enter,explore,future,inspired,neojapanese,razorsharp,time}"
## [895] "{enter,explore,inspired,razorsharp,time,travel}"
## [896] "{enter,explore,razorsharp,travel}"
## [897] "{enter,epic,neojapanese,razorsharp}"
## [898] "{enter,epic,explore,razorsharp,time,travel}"
## [899] "{cyberpunk,enter,epic,explore,future,neojapanese,razorsharp,travel}"
## [900] "{enter,epic,future,inspired,razorsharp}"
## [901] "{enter,epic,explore,future,neojapanese,razorsharp,time}"
## [902] "{enter,explore,neojapanese,travel}"
## [903] "{enter,explore,inspired,neojapanese,time,travel}"
## [904] "{enter,explore,future,inspired,travel}"
## [905] "{explore,inspired,neojapanese,razorsharp}"
## [906] "{enter,epic,explore,neojapanese,time,travel}"
## [907] "{enter,epic,explore,future,travel}"
## [908] "{epic,explore,neojapanese,razorsharp}"
## [909] "{enter,epic,explore,future,inspired,time,travel}"
## [910] "{epic,explore,future,inspired,razorsharp}"
## [911] "{enter,neojapanese,razorsharp,travel}"
## [912] "{enter,future,inspired,razorsharp,travel}"
## [913] "{enter,inspired,neojapanese,razorsharp,time,travel}"
## [914] "{enter,epic,future,razorsharp,travel}"
## [915] "{enter,future,inspired,neojapanese,travel}"
## [916] "{explore,neojapanese,razorsharp,travel}"
## [917] "{enter,epic,neojapanese,razorsharp,time,travel}"
## [918] "{enter,epic,explore,neojapanese}"
## [919] "{enter,epic,future,neojapanese,travel}"
## [920] "{explore,future,inspired,razorsharp,travel}"
## [921] "{epic,future,inspired,neojapanese,razorsharp}"
## [922] "{enter,epic,explore,future,inspired}"
## [923] "{enter,explore,inspired,neojapanese}"
## [924] "{epic,explore,future,razorsharp,travel}"
## [925] "{explore,inspired,neojapanese,razorsharp,time,travel}"
## [926] "{enter,epic,future,inspired,razorsharp,time,travel}"
## [927] "{explore,future,inspired,neojapanese,travel}"
## [928] "{epic,explore,future,neojapanese,travel}"
## [929] "{epic,explore,neojapanese,razorsharp,time,travel}"
## [930] "{enter,epic,future,inspired,neojapanese,time,travel}"
## [931] "{future,inspired,neojapanese,razorsharp,travel}"
## [932] "{enter,epic,future,inspired,neojapanese}"
## [933] "{epic,future,neojapanese,razorsharp,travel}"
## [934] "{epic,explore,future,inspired,razorsharp,time,travel}"
## [935] "{enter,explore,neojapanese,razorsharp}"
## [936] "{epic,explore,future,inspired,neojapanese}"
## [937] "{epic,explore,future,inspired,neojapanese,time,travel}"
## [938] "{enter,explore,future,inspired,razorsharp}"
## [939] "{enter,epic,explore,future,razorsharp}"
## [940] "{epic,future,inspired,neojapanese,razorsharp,time,travel}"
## [941] "{enter,future,inspired,neojapanese,razorsharp}"
## [942] "{enter,explore,future,razorsharp,travel}"
## [943] "{enter,epic,future,neojapanese,razorsharp}"
## [944] "{enter,explore,future,neojapanese,travel}"
## [945] "{edge,epic}"
## [946] "{explore,future,inspired,neojapanese,razorsharp}"
## [947] "{epic,explore,future,neojapanese,razorsharp}"
## [948] "{enter,future,neojapanese,razorsharp,travel}"
## [949] "{enter,explore,neojapanese,razorsharp,time,travel}"
## [950] "{explore,future,neojapanese,razorsharp,travel}"
## [951] "{enter,epic,explore,inspired,travel}"
## [952] "{enter,epic,explore,future,neojapanese}"
## [953] "{enter,explore,future,inspired,neojapanese}"
## [954] "{enter,epic,inspired,razorsharp,travel}"
## [955] "{enter,epic,inspired,neojapanese,travel}"
## [956] "{epic,explore,inspired,razorsharp,travel}"
## [957] "{enter,explore,future,inspired,razorsharp,time,travel}"
## [958] "{epic,explore,inspired,neojapanese,travel}"
## [959] "{enter,epic,explore,future,razorsharp,time,travel}"
## [960] "{edge,time,travel}"
## [961] "{enter,explore,future,inspired,neojapanese,time,travel}"
## [962] "{enter,explore,future,neojapanese,razorsharp}"
## [963] "{enter,epic,explore,future,neojapanese,time,travel}"
## [964] "{epic,inspired,neojapanese,razorsharp,travel}"
## [965] "{enter,future,inspired,neojapanese,razorsharp,time,travel}"
## [966] "{enter,epic,future,neojapanese,razorsharp,time,travel}"
## [967] "{enter,epic,explore,inspired,razorsharp}"
## [968] "{enter,epic,explore,inspired,neojapanese,razorsharp,time}"
## [969] "{edge,razorsharp}"
## [970] "{explore,future,inspired,neojapanese,razorsharp,time,travel}"
## [971] "{enter,explore,inspired,razorsharp,travel}"
## [972] "{enter,epic,inspired,neojapanese,razorsharp}"
## [973] "{epic,explore,future,neojapanese,razorsharp,time,travel}"
## [974] "{enter,epic,explore,razorsharp,travel}"
## [975] "{enter,explore,inspired,neojapanese,travel}"
## [976] "{enter,epic,explore,neojapanese,travel}"
## [977] "{epic,explore,inspired,neojapanese,razorsharp}"
## [978] "{enter,inspired,neojapanese,razorsharp,travel}"
## [979] "{enter,epic,neojapanese,razorsharp,travel}"
## [980] "{explore,inspired,neojapanese,razorsharp,travel}"
## [981] "{enter,epic,explore,inspired,neojapanese}"
## [982] "{epic,explore,neojapanese,razorsharp,travel}"
## [983] "{enter,epic,explore,future,inspired,travel}"
## [984] "{enter,explore,inspired,neojapanese,razorsharp}"
## [985] "{enter,epic,explore,neojapanese,razorsharp}"
## [986] "{enter,epic,future,inspired,razorsharp,travel}"
## [987] "{cyberpunk,enter,epic,explore,inspired,neojapanese,razorsharp,travel}"
## [988] "{enter,epic,future,inspired,neojapanese,travel}"
## [989] "{enter,explore,neojapanese,razorsharp,travel}"
## [990] "{epic,explore,future,inspired,razorsharp,travel}"
## [991] "{enter,explore,future,neojapanese,razorsharp,time,travel}"
## [992] "{epic,explore,future,inspired,neojapanese,travel}"
## [993] "{future}"
## [994] "{epic,future,inspired,neojapanese,razorsharp,travel}"
## [995] "{enter,epic,explore,inspired,razorsharp,time,travel}"
## [996] "{enter,epic,explore,future,inspired,razorsharp}"
## [997] "{enter,epic,explore,inspired,neojapanese,time,travel}"
## [998] "{enter,explore,future,inspired,razorsharp,travel}"
## [999] "{enter,epic,future,inspired,neojapanese,razorsharp}"
## [1000] "{enter,epic,inspired,neojapanese,razorsharp,time,travel}"
## [1001] "{enter,epic,explore,future,razorsharp,travel}"
## [1002] "{edge,travel}"
## [1003] "{enter,explore,future,inspired,neojapanese,travel}"
## [1004] "{enter,epic,explore,future,neojapanese,travel}"
## [1005] "{epic,explore,future,inspired,neojapanese,razorsharp}"
## [1006] "{enter,future,inspired,neojapanese,razorsharp,travel}"
## [1007] "{epic,explore,inspired,neojapanese,razorsharp,time,travel}"
## [1008] "{enter,epic,future,neojapanese,razorsharp,travel}"
## [1009] "{edge,epic,razorsharp,time}"
## [1010] "{explore,future,inspired,neojapanese,razorsharp,travel}"
## [1011] "{enter,epic,explore,future,inspired,neojapanese}"
## [1012] "{epic,explore,future,neojapanese,razorsharp,travel}"
## [1013] "{enter,explore,future,inspired,neojapanese,razorsharp}"
## [1014] "{enter,epic,explore,future,neojapanese,razorsharp}"
## [1015] "{enter,explore,future,neojapanese,razorsharp,travel}"
## [1016] "{enter,explore,inspired,neojapanese,razorsharp,time,travel}"
## [1017] "{enter,epic,explore,neojapanese,razorsharp,time,travel}"
## [1018] "{enter,epic,explore,inspired,razorsharp,travel}"
## [1019] "{enter,epic,explore,future,inspired,neojapanese,razorsharp,time}"
## [1020] "{enter,epic,explore,inspired,neojapanese,travel}"
## [1021] "{enter,epic,inspired,neojapanese,razorsharp,travel}"
## [1022] "{epic,explore,inspired,neojapanese,razorsharp,travel}"
## [1023] "{enter,epic,explore,inspired,neojapanese,razorsharp}"
## [1024] "{edge,epic,razorsharp}"
## [1025] "{enter,explore,inspired,neojapanese,razorsharp,travel}"
## [1026] "{enter,epic,explore,neojapanese,razorsharp,travel}"
## [1027] "{enter,epic,explore,future,inspired,razorsharp,time,travel}"
## [1028] "{edge,epic,time,travel}"
## [1029] "{enter,epic,explore,future,inspired,neojapanese,time,travel}"
## [1030] "{enter,epic,future,inspired,neojapanese,razorsharp,time,travel}"
## [1031] "{cyberpunk,time}"
## [1032] "{epic,explore,future,inspired,neojapanese,razorsharp,time,travel}"
## [1033] "{enter,epic,explore,future,inspired,razorsharp,travel}"
## [1034] "{edge,epic,travel}"
## [1035] "{enter,epic,explore,future,inspired,neojapanese,travel}"
## [1036] "{enter,epic,future,inspired,neojapanese,razorsharp,travel}"
## [1037] "{cyberpunk,rcyberpunkgame}"
## [1038] "{cyberpunk,gaming,rcyberpunk}"
## [1039] "{epic,explore,future,inspired,neojapanese,razorsharp,travel}"
## [1040] "{enter,epic,explore,future,inspired,neojapanese,razorsharp}"
## [1041] "{edge,razorsharp,time,travel}"
## [1042] "{enter,explore,future,inspired,neojapanese,razorsharp,time,travel}"
## [1043] "{enter,epic,explore,future,neojapanese,razorsharp,time,travel}"
## [1044] "{edge,razorsharp,travel}"
## [1045] "{enter,explore,future,inspired,neojapanese,razorsharp,travel}"
## [1046] "{enter,epic,explore,future,neojapanese,razorsharp,travel}"
## [1047] "{cyberpunk,rcyberpunk}"
## [1048] "{cyberpunk,edge,epic,razorsharp,travel}"
## [1049] "{cyberpunk,enter,epic,explore,future,inspired,neojapanese,razorsharp,travel}"
## [1050] "{cyberpunk,via}"
## [1051] "{cyberpunk,rcyberpunk,via}"
## [1052] "{cyberpunk,night}"
## [1053] "{city,cyberpunk}"
## [1054] "{enter,epic,explore,inspired,neojapanese,razorsharp,travel}"
## [1055] "{gaming,via}"
## [1056] "{enter,epic,explore,inspired,neojapanese,razorsharp,time,travel}"
## [1057] "{cyberpunk,red}"
## [1058] "{cyberpunk,gaming}"
## [1059] "{time}"
## [1060] "{cyberpunk,projekt}"
## [1061] "{via}"
## [1062] "{rcyberpunk}"
## [1063] "{project}"
## [1064] "{gaming,rcyberpunk}"
## [1065] "{rcyberpunkgame}"
## [1066] "{edge,epic,razorsharp,travel}"
## [1067] "{enter,epic,explore,future,inspired,neojapanese,razorsharp,travel}"
## [1068] "{cyberpunk,vgpunite}"
## [1069] "{city}"
## [1070] "{night}"
## [1071] "{gaming}"
## [1072] "{rcyberpunk,via}"
## [1073] "{projekt}"
## [1074] "{red}"
## [1075] "{cyberpunk,virtualphotography}"
## [1076] "{virtualphotography}"
## [1077] "{vgpunite}"
## [1078] "{cyberpunk,photomode}"
## [1079] "{cyberpunk,cyberpunkgame}"
## [1080] "{photomode}"
## [1081] "{cyberpunkgame}"
## [1082] "{edge,epic,razorsharp,time,travel}"
## [1083] "{enter,epic,explore,future,inspired,neojapanese,razorsharp,time,travel}"
## [1084] "{gaming,rcyberpunk,via}"
## [1085] "{xboxshare}"
## [1086] "{cdprojektred,psshare}"
## [1087] "{cyberpunkphotomode}"
## [1088] "{psshare}"
## [1089] "{photomode,virtualphotography}"
## [1090] "{cdprojektred,photomode}"
## [1091] "{nightcity}"
## [1092] "{cdprojektred,virtualphotography}"
## [1093] "{judyalvarez}"
## [1094] "{vgpunite,virtualphotography}"
## [1095] "{twitch}"
## [1096] "{rcyberpunkgame,via}"
## [1097] "{live}"
## [1098] "{patch}"
## [1099] "{cdprojektred,game}"
## [1100] "{cdprojektred,cyberpunkgame}"
## [1101] "{cdprojektred}"
## [1102] "{city,night}"
## [1103] "{part}"
## [1104] "{xbox}"
## [1105] "{update}"
## [1106] "{johnny}"
## [1107] "{playing}"
## [1108] "{come}"
## [1109] "{fef}"
## [1110] "{playstation}"
## [1111] "{judy}"
## [1112] "{youtube}"
## [1113] "{check}"
## [1114] "{love}"
## [1115] "{see}"
## [1116] "{play}"
## [1117] "{now}"
## [1118] "{got}"
## [1119] "{new}"
## [1120] "{back}"
## [1121] "{going}"
## [1122] "{good}"
## [1123] "{still}"
## [1124] "{one}"
## [1125] "{game}"
## [1126] "{just}"
## [1127] "{like}"
## [1128] "{can}"
## [1129] "{will}"
## [1130] "{get}"
## [1131] "{projekt,red}"
## Itemsets in Consequent (RHS)
## [1] "{cyberpunk}" "{cdprojektred}" "{photomode}"
## [4] "{virtualphotography}" "{vgpunite}" "{red}"
## [7] "{projekt}" "{gaming}" "{night}"
## [10] "{city}" "{time}" "{via}"
## [13] "{rcyberpunkgame}" "{rcyberpunk}" "{future}"
## [16] "{inspired}" "{epic}" "{enter}"
## [19] "{explore}" "{razorsharp}" "{neojapanese}"
## [22] "{travel}" "{edge}"
plot(rules, measure=c("support","lift"), shading="confidence")## To reduce overplotting, jitter is added! Use jitter = 0 to prevent jitter.
plot(rules, method="grouped")
plot(rules.xbox, method="graph")
plot(rules.sony, method="graph")
plot(rules.witcher, method="graph")
plot(rules.love, method="graph")
plot(rules.xbox, method="paracoord", control=list(reorder=TRUE))
plot(rules.sony, method="paracoord", control=list(reorder=TRUE))
plot(rules.witcher, method="paracoord", control=list(reorder=TRUE))
plot(rules.love, method="paracoord", control=list(reorder=TRUE))
freq.items<-eclat(trans, parameter=list(supp=0.006, maxlen=15)) ## Eclat
##
## parameter specification:
## tidLists support minlen maxlen target ext
## FALSE 0.006 1 15 frequent itemsets TRUE
##
## algorithmic control:
## sparse sort verbose
## 7 -2 TRUE
##
## Absolute minimum support count: 273
##
## create itemset ...
## set transactions ...[1123 item(s), 45559 transaction(s)] done [0.06s].
## sorting and recoding items ... [176 item(s)] done [0.00s].
## creating sparse bit matrix ... [176 row(s), 45559 column(s)] done [0.00s].
## writing ... [2370 set(s)] done [0.06s].
## Creating S4 object ... done [0.00s].freq.rules<-ruleInduction(freq.items, trans, confidence=0.5)
freq.rules## set of 11129 rulesfreq.items<-eclat(trans, parameter=list(supp=0.05, maxlen=15)) ## Eclat
##
## parameter specification:
## tidLists support minlen maxlen target ext
## FALSE 0.05 1 15 frequent itemsets TRUE
##
## algorithmic control:
## sparse sort verbose
## 7 -2 TRUE
##
## Absolute minimum support count: 2277
##
## create itemset ...
## set transactions ...[1123 item(s), 45559 transaction(s)] done [0.05s].
## sorting and recoding items ... [9 item(s)] done [0.00s].
## creating sparse bit matrix ... [9 row(s), 45559 column(s)] done [0.00s].
## writing ... [13 set(s)] done [0.00s].
## Creating S4 object ... done [0.00s].arules::inspect(freq.items)## items support count
## [1] {cyberpunk, psshare} 0.05555 2531
## [2] {cyberpunk, virtualphotography} 0.05408 2464
## [3] {cdprojektred, cyberpunk} 0.07636 3479
## [4] {cyberpunk, game} 0.05641 2570
## [5] {cyberpunk} 0.67120 30579
## [6] {game} 0.10185 4640
## [7] {cdpr} 0.10808 4924
## [8] {cdprojektred} 0.09487 4322
## [9] {red} 0.05823 2653
## [10] {virtualphotography} 0.06032 2748
## [11] {just} 0.05261 2397
## [12] {cyberpunkgame} 0.06016 2741
## [13] {psshare} 0.05707 2600freq.rules<-ruleInduction(freq.items, trans, confidence=0.1)
freq.rules## set of 5 rulesarules::inspect(freq.rules)## lhs rhs support confidence lift itemset
## [1] {psshare} => {cyberpunk} 0.05555 0.9735 1.4503 1
## [2] {virtualphotography} => {cyberpunk} 0.05408 0.8967 1.3359 2
## [3] {cyberpunk} => {cdprojektred} 0.07636 0.1138 1.1993 3
## [4] {cdprojektred} => {cyberpunk} 0.07636 0.8050 1.1993 3
## [5] {game} => {cyberpunk} 0.05641 0.5539 0.8252 4