Data Mining Assignment 2
Subba Reddy Yeruva
24 August 2016
1. Association Rules on Cosmetics data
Data Set name : Cosmetics.xlsx Step 1: Download the data on cosmetics purchases (Cosmetics.xls) from below link website http://dataminingbook.com/.
Step 2: Using XLMiner, apply association rules to these data.
Step 3: Order the rules based on Lift Ratio, highest to lowest.
1.1. Association Rules Execution through XLMiner
Steps to follow in XLMiner
Step 1:
Select XLminer -> Associate -> Association Rules
Step 2:
In Association Rules box select the worksheet where the cosmetics data present and check the box “Data in binary matrix foramt” in Input Data Foramt. In parameters box by default the “Minimum support” will be 20% of the total transctions. Here the total number of trasnctions are 1000 and hence the minimum support is 200. Minimum Confidence should be given in input. Here the input value is 40%. Generally the acceptable confidence level is more than 50%.
Step 3:
The below are the input details.
Step 4:
List of Rules in Sorted order of Lift Ratio. 
Steps to follow in R
#Specify the libraries required
library("xlsx")
library("Matrix")
library("arules")
#library("arulesViz")
#Set working directory
setwd("J:\\ISB Business Analytics\\Data Mining\\Data Mining Assignment 2")
#Read the data
mydata<-read.xlsx("Cosmetics.xls", sheetName = "Sheet1")#first records of data
head(mydata)## Trans.. Bag Blush Nail.Polish Brushes Concealer Eyebrow.Pencils Bronzer
## 1 1 0 1 1 1 1 0 1
## 2 2 0 0 1 0 1 0 1
## 3 3 0 1 0 0 1 1 1
## 4 4 0 0 1 1 1 0 1
## 5 5 0 1 0 0 1 0 1
## 6 6 0 0 0 0 1 0 0
## Lip.liner Mascara Eye.shadow Foundation Lip.Gloss Lipstick Eyeliner
## 1 1 1 0 0 0 0 1
## 2 1 0 0 1 1 0 0
## 3 1 1 1 1 1 1 0
## 4 0 0 0 1 0 0 1
## 5 1 1 1 0 1 1 0
## 6 0 0 0 0 0 0 1#trailer records of data
tail(mydata)## Trans.. Bag Blush Nail.Polish Brushes Concealer Eyebrow.Pencils
## 995 995 0 1 0 0 0 0
## 996 996 0 0 0 0 0 0
## 997 997 0 0 0 0 0 0
## 998 998 0 1 1 1 1 0
## 999 999 1 1 0 0 1 0
## 1000 1000 0 0 0 0 1 0
## Bronzer Lip.liner Mascara Eye.shadow Foundation Lip.Gloss Lipstick
## 995 0 0 1 1 1 1 0
## 996 0 0 0 0 0 0 0
## 997 0 0 0 0 1 1 0
## 998 0 1 0 0 1 0 1
## 999 0 0 1 1 0 0 1
## 1000 1 1 0 1 0 0 0
## Eyeliner
## 995 0
## 996 0
## 997 0
## 998 1
## 999 1
## 1000 1#Number of rows in the data set
nrow(mydata)## [1] 1000#Number of columns in the data set
ncol(mydata)## [1] 15#Summary
summary(mydata)## Trans.. Bag Blush Nail.Polish
## Min. : 1.0 Min. :0.000 Min. :0.000 Min. :0.00
## 1st Qu.: 250.8 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.00
## Median : 500.5 Median :0.000 Median :0.000 Median :0.00
## Mean : 500.5 Mean :0.054 Mean :0.363 Mean :0.28
## 3rd Qu.: 750.2 3rd Qu.:0.000 3rd Qu.:1.000 3rd Qu.:1.00
## Max. :1000.0 Max. :1.000 Max. :1.000 Max. :1.00
## Brushes Concealer Eyebrow.Pencils Bronzer
## 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 :0.149 Mean :0.442 Mean :0.042 Mean :0.279
## 3rd Qu.:0.000 3rd Qu.:1.000 3rd Qu.:0.000 3rd Qu.:1.000
## Max. :1.000 Max. :1.000 Max. :1.000 Max. :1.000
## Lip.liner Mascara Eye.shadow Foundation
## 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 :1.000
## Mean :0.234 Mean :0.357 Mean :0.381 Mean :0.536
## 3rd Qu.:0.000 3rd Qu.:1.000 3rd Qu.:1.000 3rd Qu.:1.000
## Max. :1.000 Max. :1.000 Max. :1.000 Max. :1.000
## Lip.Gloss Lipstick Eyeliner
## Min. :0.00 Min. :0.000 Min. :0.000
## 1st Qu.:0.00 1st Qu.:0.000 1st Qu.:0.000
## Median :0.00 Median :0.000 Median :0.000
## Mean :0.49 Mean :0.322 Mean :0.457
## 3rd Qu.:1.00 3rd Qu.:1.000 3rd Qu.:1.000
## Max. :1.00 Max. :1.000 Max. :1.000# Apriori application
# Support will indicate the percentage of transctions, Here it's 20% and confidence is 40%
rules = apriori(as.matrix(mydata[,2:15]), parameter=list(support=0.1, confidence=0.80,minlen=2))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport support minlen maxlen
## 0.8 0.1 1 none FALSE TRUE 0.1 2 10
## target ext
## rules FALSE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 100
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[14 item(s), 1000 transaction(s)] done [0.00s].
## sorting and recoding items ... [12 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 done [0.00s].
## writing ... [26 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].rules## set of 26 rules# Output of Apriori with first 15 rules
rules15 <- inspect(head(sort(rules, by="lift"),15))## lhs rhs support confidence
## 1 {Brushes} => {Nail.Polish} 0.149 1.0000000
## 23 {Blush,Concealer,Eye.shadow} => {Mascara} 0.119 0.9596774
## 15 {Blush,Eye.shadow} => {Mascara} 0.169 0.9285714
## 10 {Nail.Polish,Eye.shadow} => {Mascara} 0.119 0.9083969
## 20 {Concealer,Eye.shadow} => {Mascara} 0.179 0.8905473
## 12 {Bronzer,Eye.shadow} => {Mascara} 0.124 0.8794326
## 25 {Concealer,Eye.shadow,Eyeliner} => {Mascara} 0.114 0.8769231
## 14 {Blush,Mascara} => {Eye.shadow} 0.169 0.9184783
## 8 {Eye.shadow,Lipstick} => {Mascara} 0.110 0.8527132
## 7 {Mascara,Lipstick} => {Eye.shadow} 0.110 0.9090909
## 22 {Blush,Concealer,Mascara} => {Eye.shadow} 0.119 0.9083969
## 11 {Bronzer,Mascara} => {Eye.shadow} 0.124 0.9051095
## 2 {Mascara} => {Eye.shadow} 0.321 0.8991597
## 3 {Eye.shadow} => {Mascara} 0.321 0.8425197
## 9 {Nail.Polish,Mascara} => {Eye.shadow} 0.119 0.8880597
## lift
## 1 3.571429
## 23 2.688172
## 15 2.601040
## 10 2.544529
## 20 2.494530
## 12 2.463397
## 25 2.456367
## 14 2.410704
## 8 2.388552
## 7 2.386065
## 22 2.384244
## 11 2.375615
## 2 2.359999
## 3 2.359999
## 9 2.330865a) Please include (copy-paste) the XLMiner (or whichever software that you are using) output ??? first fifteen rules along with header and input details ??? in your submission.
In the above section all the oupt details are included.
b) For the first row, explain the “Support(a)”, “Support(c)”, and “Support (aUc)” output and how it is calculated.
The first row of the rules output.
inspect(head(sort(rules, by="lift"),1))## lhs rhs support confidence lift
## 1 {Brushes} => {Nail.Polish} 0.149 1 3.571429Each product count which is support of the respective product.
colSums(mydata[,-1])## Bag Blush Nail.Polish Brushes
## 54 363 280 149
## Concealer Eyebrow.Pencils Bronzer Lip.liner
## 442 42 279 234
## Mascara Eye.shadow Foundation Lip.Gloss
## 357 381 536 490
## Lipstick Eyeliner
## 322 457Union count which is support of both the products together if the sum is 2.
BrushesNail.Polish <- mydata$Brushes + mydata$Nail.Polish
as.data.frame(table(BrushesNail.Polish))## BrushesNail.Polish Freq
## 1 0 720
## 2 1 131
## 3 2 149Calculation and Explanation :
Support(Brushes/Antecedent) = (Total Number of transactions for Brushes / Total Number of transactions)100 = (149/1000)100 = 0.149*100 = 14.9%
Support(Nail.Polish/Consequent) = (Total Number of transactions for Nail.Polish / Total Number of transactions)100 = (280/1000)100 = 0.280*100 = 28.0%
Support(Brushes U Nail.Polish / Antecedent U Consequent)
= (Total number of transactions both Brushes and Nail.Polish together / Total Number of transactions)100 = (149/1000)100 = 14.9%
From above, 14.9% of transactions involve purchase of Brushes, 28.0% of transactions involve purchase of Nail.Polish and 14.9% of transactions involve both Mascara and Eye.shadow purchases. c) For the first row, explain the “Conf. %” output and how it is calculated.
For first row of the rules output the confidence % is 1 = 100%
Confidence(Brushes, Nail.Polish) = P(Nail.Polish/Brushes) = P(Brushes & Nail.Polish) / P(Brushes) = 0.149 / 0.149 = 1 = 100 %
Out of 149 customers who purchase Brushes, 149 bought Nail.Polish. It can be infered that if a customer buys
Brushes then there is 100 % chance that the same customer buys Nail.Polish also.d) For the first row, explain the “Lift Ratio” and how it is calculated.
For first row of the rules output the Lift ratio is 3.571429.
The lift ratio is given by:
Lift Ratio = Confidence / Benchmark Confidence
Benchmark Confidence is given by assuming the independence between Antecedent and Consequent.
Benchmark COnfidence = P(Nail.Polish/Brushes) = P(Brushes & Nail.Polish) / P(Brushes) = P(Brushes)*P(Nail.Polish) / P(Brushes) = P(Nail.Polish) = Number of purchases of Nail.Polish / Total Number of Purchases = 280/1000 = 0.28
Lift Ratio = 1/0.28 = 3.5714
The lift ratio is greater than 1, Hence pruschase of Brushes have increased probability to buy Nail.Polish along with Brushes.
e) Reviewing the first fifteen rules, comment on their redundancy (read as, has same item set). How many unique rules did you find from the first 15 rules ?
The 15 rules are as given below.
# first 15 rules
rules15## lhs rhs support confidence
## 1 {Brushes} => {Nail.Polish} 0.149 1.0000000
## 23 {Blush,Concealer,Eye.shadow} => {Mascara} 0.119 0.9596774
## 15 {Blush,Eye.shadow} => {Mascara} 0.169 0.9285714
## 10 {Nail.Polish,Eye.shadow} => {Mascara} 0.119 0.9083969
## 20 {Concealer,Eye.shadow} => {Mascara} 0.179 0.8905473
## 12 {Bronzer,Eye.shadow} => {Mascara} 0.124 0.8794326
## 25 {Concealer,Eye.shadow,Eyeliner} => {Mascara} 0.114 0.8769231
## 14 {Blush,Mascara} => {Eye.shadow} 0.169 0.9184783
## 8 {Eye.shadow,Lipstick} => {Mascara} 0.110 0.8527132
## 7 {Mascara,Lipstick} => {Eye.shadow} 0.110 0.9090909
## 22 {Blush,Concealer,Mascara} => {Eye.shadow} 0.119 0.9083969
## 11 {Bronzer,Mascara} => {Eye.shadow} 0.124 0.9051095
## 2 {Mascara} => {Eye.shadow} 0.321 0.8991597
## 3 {Eye.shadow} => {Mascara} 0.321 0.8425197
## 9 {Nail.Polish,Mascara} => {Eye.shadow} 0.119 0.8880597
## lift
## 1 3.571429
## 23 2.688172
## 15 2.601040
## 10 2.544529
## 20 2.494530
## 12 2.463397
## 25 2.456367
## 14 2.410704
## 8 2.388552
## 7 2.386065
## 22 2.384244
## 11 2.375615
## 2 2.359999
## 3 2.359999
## 9 2.330865The Unique rules from first 15 rules are 3.
Total 6 rules are redudantant in first 15 rules. 
Out of 6 redudant rules, thes rules have approximately same lift ratio. (f) Interpret the first three distinct (i.e., excluding the redundant - consisting same item set) rules in the output in words.
# first 3 rules excluding redudant rules
rules.sorted <- sort(rules, by="lift")
subset.matrix <- is.subset(rules.sorted, rules.sorted)
subset.matrix[lower.tri(subset.matrix, diag=T)] <- NA
redundant <- colSums(subset.matrix, na.rm=T) >= 1
rules.pruned <- rules.sorted[!redundant]
inspect(rules.pruned)## lhs rhs support confidence
## 1 {Brushes} => {Nail.Polish} 0.149 1.0000000
## 23 {Blush,Concealer,Eye.shadow} => {Mascara} 0.119 0.9596774
## 15 {Blush,Eye.shadow} => {Mascara} 0.169 0.9285714
## 10 {Nail.Polish,Eye.shadow} => {Mascara} 0.119 0.9083969
## 20 {Concealer,Eye.shadow} => {Mascara} 0.179 0.8905473
## 12 {Bronzer,Eye.shadow} => {Mascara} 0.124 0.8794326
## 8 {Eye.shadow,Lipstick} => {Mascara} 0.110 0.8527132
## 2 {Mascara} => {Eye.shadow} 0.321 0.8991597
## 6 {Lip.liner,Eyeliner} => {Concealer} 0.120 0.9230769
## 5 {Blush,Lip.liner} => {Concealer} 0.108 0.8709677
## 13 {Bronzer,Eyeliner} => {Concealer} 0.119 0.8150685
## 4 {Bronzer,Lip.liner} => {Concealer} 0.103 0.8046875
## lift
## 1 3.571429
## 23 2.688172
## 15 2.601040
## 10 2.544529
## 20 2.494530
## 12 2.463397
## 8 2.388552
## 2 2.359999
## 6 2.088409
## 5 1.970515
## 13 1.844046
## 4 1.820560#inspect(head(rules.sorted[!redundant]),3))The first 3 rules are as below.
{Brushes} => {Nail.Polish}
{Blush,Concealer,Eye.shadow} => {Mascara}
{Blush,Eye.shadow} => {Mascara}
The first rule (Brushes,Nail.Polish) is having lift ratio very high(3.571429) and confidence of 100%. The support is 149 which means out of 1000 transctions for 149 transactions both Brushes and Nail.Polish are happening.
The second rule ({Blush,Concealer,Eye.shadow},{Mascara})
The third rule ({Blush,Eye.shadow} ,{Mascara})
From the first three it can inferred that customers buying Concealer and Eye Shadow can opt for multiple items to go along with it whereas Nail Polish has one item as a consequent. The Lift ratio is above 3 for all the three transactions making it most likely item to be picked up in combination (strong association).g) Based on the distinct rules that you identified in Part (f), suggest some action that’ll benefit the business owner.
Seeing the above three rules the variety of products that can be sold with Concealer & Eye Shadow are more. The store manager can strategically place the Mascara and Blush on one side of the Concealer and on the other side can place the Eyeliner along with Eye Shadow making each item easily accessible and reachable for the customer. 2. Airlines Network
2.1 Step 1:
Download (1) airports.dat, (2) airlines.dat, and (3) routes.dat from http://openflights.org/data.html Refer to the data descriptions provided on the site itself.
#Airlines Network using Edge List
library("igraph")##
## Attaching package: 'igraph'## The following object is masked from 'package:arules':
##
## union## The following objects are masked from 'package:stats':
##
## decompose, spectrum## The following object is masked from 'package:base':
##
## unionsetwd("J:\\ISB Business Analytics\\Data Mining\\Data Mining Assignment 2\\New folder")
#Load airports.csv data
airports <- read.csv("airports.csv",header=FALSE)
colnames(airports) <- c("Airport ID","Name","City","Country","IATA_FAA","ICAO","Latitude","Longitude","Altitude","Timezone","DST","Tz database timezone")
head(airports)## Airport ID Name City Country
## 1 1 Goroka Goroka Papua New Guinea
## 2 2 Madang Madang Papua New Guinea
## 3 3 Mount Hagen Mount Hagen Papua New Guinea
## 4 4 Nadzab Nadzab Papua New Guinea
## 5 5 Port Moresby Jacksons Intl Port Moresby Papua New Guinea
## 6 6 Wewak Intl Wewak Papua New Guinea
## IATA_FAA ICAO Latitude Longitude Altitude Timezone DST
## 1 GKA AYGA -6.081689 145.3919 5282 10 U
## 2 MAG AYMD -5.207083 145.7887 20 10 U
## 3 HGU AYMH -5.826789 144.2959 5388 10 U
## 4 LAE AYNZ -6.569828 146.7262 239 10 U
## 5 POM AYPY -9.443383 147.2200 146 10 U
## 6 WWK AYWK -3.583828 143.6692 19 10 U
## Tz database timezone
## 1 Pacific/Port_Moresby
## 2 Pacific/Port_Moresby
## 3 Pacific/Port_Moresby
## 4 Pacific/Port_Moresby
## 5 Pacific/Port_Moresby
## 6 Pacific/Port_Moresbytail(airports)## Airport ID Name City
## 8102 9536 Pender Harbour Water Aerodrome Pender Harbour
## 8103 9537 Mansons Landing Water Aerodrome Mansons Landing
## 8104 9538 Port McNeill Airport Port McNeill
## 8105 9539 Sullivan Bay Water Aerodrome Sullivan Bay
## 8106 9540 Deer Harbor Seaplane Deer Harbor
## 8107 9541 San Diego Old Town Transit Center San Diego
## Country IATA_FAA ICAO Latitude Longitude Altitude Timezone DST
## 8102 Canada YPT \\N 49.61667 -124.0167 0 -8 A
## 8103 Canada YMU \\N 50.06667 -124.9833 0 -8 A
## 8104 Canada YMP \\N 50.57556 -127.0286 225 -8 A
## 8105 Canada YTG \\N 50.88333 -126.8333 0 -8 A
## 8106 United States DHB \\N 48.61840 -123.0060 0 -8 A
## 8107 United States OLT \\N 32.75520 -117.1995 0 -8 A
## Tz database timezone
## 8102 America/Vancouver
## 8103 America/Vancouver
## 8104 America/Vancouver
## 8105 America/Vancouver
## 8106 America/Los_Angeles
## 8107 America/Los_Angeles#Load routes.csv
setwd("J:\\ISB Business Analytics\\Data Mining\\Data Mining Assignment 2\\New folder")
airline_routes <- read.csv("routes.csv",header=FALSE) ## source: http://openflights.org/data.html
colnames(airline_routes) <- c("Airline", "Airline ID", "Source Airport","Source Airport ID","Destination Airport","Destination Airport ID","Codeshare","Stops","Equipment")
head(airline_routes)## Airline Airline ID Source Airport Source Airport ID Destination Airport
## 1 2B 410 AER 2965 KZN
## 2 2B 410 ASF 2966 KZN
## 3 2B 410 ASF 2966 MRV
## 4 2B 410 CEK 2968 KZN
## 5 2B 410 CEK 2968 OVB
## 6 2B 410 DME 4029 KZN
## Destination Airport ID Codeshare Stops Equipment
## 1 2990 0 CR2
## 2 2990 0 CR2
## 3 2962 0 CR2
## 4 2990 0 CR2
## 5 4078 0 CR2
## 6 2990 0 CR2tail(airline_routes)## Airline Airline ID Source Airport Source Airport ID
## 67658 ZL 4178 WIN 6337
## 67659 ZL 4178 WYA 6334
## 67660 ZM 19016 DME 4029
## 67661 ZM 19016 FRU 2912
## 67662 ZM 19016 FRU 2912
## 67663 ZM 19016 OSS 2913
## Destination Airport Destination Airport ID Codeshare Stops Equipment
## 67658 TSV 3330 0 SF3
## 67659 ADL 3341 0 SF3
## 67660 FRU 2912 0 734
## 67661 DME 4029 0 734
## 67662 OSS 2913 0 734
## 67663 FRU 2912 0 7342.2 Step 2: Create a directed network graph of airline routes using routes.dat
#Create a graph from an edge list matrix
AirlineNW <- graph_from_edgelist(as.matrix(airline_routes[,c(3,5)]),directed=TRUE)
plot(AirlineNW)
2.3 Step 3: Create community based clusters.
AAA <- leading.eigenvector.community(AirlineNW)
#membership(AAA)
plot(AAA,AirlineNW)
2.4 Step 4: Communicty
(b) Extend the definition of community (as you suggested above in Part a) to the community of airports.
Airports can be broadly categorized into below communities.
- Domestic or International Airports
- Commerical or Non-Commercial Airports
- Civil or Non Civil Airports
- Primary or secondary Airports
(c) How many distinct airports are there in the dataset? How many communities of airports got identified? List the number of airports in each cluster/community in a table.
Distinct Airports
length(unique(AAA$names))## [1] 3425Number of community Airports
max(AAA$membership)## [1] 25List the number of airports in each cluster/community in a table
comm <- membership(AAA)
# table of communities and their counts
table(comm)## comm
## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
## 137 2 4 2 4 2 4 10 635 340 776 334 274 1 6 1 2 21
## 19 20 21 22 23 24 25
## 198 656 1 1 1 1 122.5 Step 5: Compute the centralities (in-degree, out-degree, in-closeness, eigenvector,betweenness) of each airport. Now, run k-Means clustering to group the airports based on centralities alone. Take k as the number of communities you obtained in Part c, above.
In-Degree
indegree <- degree(AirlineNW,mode="in")
max(indegree)## [1] 911head(indegree)## AER KZN ASF MRV CEK OVB
## 26 28 8 22 20 90Out-Degree
outdegree <- degree(AirlineNW,mode="out")
max(outdegree)## [1] 915head(outdegree)## AER KZN ASF MRV CEK OVB
## 26 28 8 22 20 87In-Closeness
closeness_in <- closeness(AirlineNW, mode="in",normalized = TRUE)
max(closeness_in)## [1] 0.01835305head(closeness_in)## AER KZN ASF MRV CEK OVB
## 0.01801138 0.01801868 0.01796951 0.01805165 0.01797724 0.01813761Eigenvector
indegree <- degree(AirlineNW,mode="in")
max(indegree)## [1] 911head(indegree)## AER KZN ASF MRV CEK OVB
## 26 28 8 22 20 90Eigenvector
pg_rank <- page_rank(AirlineNW,damping = 0)
pg_rank$vector## AER KZN ASF MRV CEK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OVB DME NBC TGK UUA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EGO KGD GYD LED SVX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NJC NUX BTK IKT HTA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KCK ODO UKX ULK YKS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MJZ AYP LIM CUZ PEM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HUU IQT PCL TPP ABJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BOY OUA ACC BKO DKR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## COO LFW NIM BOG GYE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UIO CLO SCY OCC BDS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ZRH BOD BRS GVA LPA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LCA RMF TFS AJR LYC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ARN GEV HAD JKG KRF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KSD MHQ OER POR TRF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VBY VHM VXO HMV KOK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TKU OSL ADQ AOS KKB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KLN KOZ OLH KZB SYB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KYK ORI KPR BSO MNL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BXU CBO CGY CRM DGT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DWC GES KLO LGP MPH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OZC PPS RXS SUG TUG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ZAM AUX PMW BRA BSB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SSA OPS RAO CAC GRU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CGB GYN CGR DOU GIG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UBA UDI VDC PLU SJP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BRL ORD STL DEC JBR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CGA HYL KTN KTB MTM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LOS ROB BCN BJL FNA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CKY OXB DLA LGW AKV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YIK YPX XGR YVP YGL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YGW YUL YPH YSK YUD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YUY YZG YKG YPJ YQC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YKL YQB YWK YZV YTQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YWB JIB DXB JED MGQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NBO BKK SIN DRW HAK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HGH HKG HKT KIX TPE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KUL PEN PER PNH REP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RGN SGN SWA ACH EBA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DRS DUS FDH MUC HAM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OLB TXL ZAD FMM NAP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GRZ SZG ATL LWB MCN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MEI MSL PIB TUP BIM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FLL ELH PBI EYW RSW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TPA FPO GGT GHB MCO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MHH TCB GLH GNV JAX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PNS TLH AMS NDR TNG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CMN BGY BLQ BRU CGN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CUF LYS MPL SAW TLS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TSF FEZ PMI AUA LSP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MAR BON CUR BHK FEG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KSQ NMA NVI SKD TIV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ANU PTP CAY FDF SDQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DOM SXM SLU SBH SFG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BHY XIY CAN CKG CTU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SPN CGO CGQ HRB KMG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## URC NKG TNA TSN CSX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CZX DLC DYG INC KHN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LHW LJG LXA NGB NNG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PEK PVG PZI SYD SYX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SZX TSA TYN WUH WUX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## XNN YIH ZHA FOC SHE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WNZ XMN DCY DSN HDG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HET HFE ICN JHG JIQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JZH KOW KWE LUM LZY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MEL SJW TAO WXN XIC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## XUZ YTY ZUH DAT DNH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GXH NZH KWL JGN JJN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KHG MIG LYI NTG ZHY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YVR YBP TVS UYN LAS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LAX CAI TLV MCG NIB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TCT TLJ EYK VKO NCU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TJM UFA NYM OVS UCT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DAC BZL CCU CGP MCT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CXB JSR KTM SPD ZYL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RJH YGZ YRB DFW EZE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JFK MIA PUJ YEG YXY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YLW YOW YZF YYC ACA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MEX TLC AGU CEN CJS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CME CPE CTM CUL CUN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MTY CUU CZM GDL SAT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SJD SNA TIJ GUA HAV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HMO HUX LAP MID MTT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MZT OAX PQM PVR REX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SJO TAM TGZ TRC VER
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VSA ZCL ZIH ZLO DEL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HEA KBL ISB MZR AYT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BSL HRG PRN SKP AGP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## STR ALG AOI ATH HAJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BEG BGO BHX BIA BIO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BRE BRI BUD CAG CDG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CFU CLY CTA DBV DUB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EDI FAO FCO HDF HER
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IBZ JMK JTR KGS KLU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KVA LEJ LHR LIS MAN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MXP NCE PMO PRG PSA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PUY RAK RHO RJK RLG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SJJ SKG SPU STN SUF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TUN VCE VIE VRN WAW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## XRY ZAG CWL DTM KTW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MAD NQY NUE POZ TRN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WRO FKB FRA HEL KRK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LIN AKP FAI BTT CXF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CEM IRC CIK FYU MLY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RMP SVS TAL WBQ MNT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AKI TLT ATT KUK BET
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EEK GNU KPN KWN KWT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MLL NME WNA WTL CYF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PTU KKH KWK KKI NUP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PQS OOK TNK PKA WWT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BOC DRK FON XQP GLF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PJM LIR SYQ TNO MGA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NOB TMU PMZ TTQ KMS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EDL LOK JUB KIS LAU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MYD MBA ZNZ BCD CEB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DVO BKI BWN CGM CRK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DPL IAO ILO PAG PUS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TAC USU CGK MFM CYZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DPS HAN LAO NGO NRT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SJI TAG VRC WNP NEV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ARH CSH MMK NNM SVO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## USK SCW TOS ANF IQQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CCP SCL AEP MVD PDP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ASU CWB POA YBK YCS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YXN YCB YCO YYH YRT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YCY YFB YIO YEK YYQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YEV YVQ YGT YTE YUX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YXP YHK YUT YZS YTH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YVM YWG BZE FRS SAP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TGU RTB CPT PBZ ELL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JNB MGH AMD BLR BOM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GOI HYD JAI MAA PNQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BBI VTZ BDQ COK GAU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LKO NAG TRV CJB IDR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IXC IXJ PAT SXR DIB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IMF IXA IXB IXR RPR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VNS ETH SDV SXF TBS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CPH SGD YHI YPC YSY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YUB ZFM KRR PYJ KJA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AKY SNW HEH MDL KAW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MGZ NYU THL TVY RTW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EVN RIX CJJ CJU GMP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FUK GUM GWT YAB YLC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YFS YHY HND KKJ ABL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OTZ SHG ANC AIN ATK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BRW ANI CDV ENA HOM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KSM UNK VDZ CHU HCR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KLG RSH SHX ANV KGX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AUK EMK SXP HPB VAK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BKC DRG NUI PIZ BTI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SCC CKD RDV SLQ ELI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KKA OME KOT GAL RBY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HSL KAL NUL GAM SVA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GLV WMO SCM KYU IAN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ORV SKK WBB MOU KTS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TLA WAA KVL TOG MYU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OBU SHH PHO WLK WTK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SRV SMK CCS LRM VLN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BRM CLT KIN MDE PBM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## POS PAP DYU ALA LBD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FRU IKA IST SGC SHJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ACU PAC BFQ JQE CHX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DAV GHE MPP OGM OTD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SIC PUE PVE PYC SAX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CZJ AKX CSY ESL GRV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IJK MCX PES PEZ SKX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ULV VKT VOZ KUF ROV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VOG IAR KRO KVX MQF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## URJ CNX AKK LUR TNC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BAV TCZ DIG DLU SYM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YIC SHA QBC YAA YBL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YQQ ZEL YKT YXC YPW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YWL YYJ YZT YZZ ZMT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ADA ADB BJV DIY DLM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ECN ERZ EZS GNY GZP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GZT MLX ODS TZX MDQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PRA ROS SFN BHI REL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BRC CRD EQS COR MDZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NQN RGL RGA USH YFJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YLE YRA YSG AKF BEN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AMM TIP MRA HBE SFA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TOB AET HUS ARC VEE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KBC LMA CGD LYA HIA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HSG IBR KHH ZYI TAK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NDJ AZO CHA CID CRW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CVG EVV FWA GSO GSP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LAN LEX MBS MSP ROA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SYR TYS XNA DTW MSY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GFK TVF LGA MDT MEM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ACK BOS EWB HYA MVY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ALB MSS OGS AUG AXA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SJU BHB BIL GDV GGW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HVR OLF SDY LEB PVC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RKD RUT SLK CGI CPX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EIS STT HPN IRK MAZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MWA OWB STX VIJ VQS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TBN UIN YDQ YYE YOJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YOP YXJ YKA YXS YLL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YQZ YXT YYD BCV CUK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SPR SQS TZA DGA PLJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CZH PND GDT PLS SLX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ACR LCR SVI ADZ PVA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## APO EOH AUC BUN CZU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FLA IPI MVP PCR PDA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PSO PUU RVE SJE TME
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UIB VGZ VVC BSC GPI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NQU LET LPD TCD LMC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LQM KIV BVA KBP OTP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BLA PMV PTY PZO BNS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MRD VLV AJL AUH ATQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CCJ DMM KWI BAH BHJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BHO BHU IXE CMB DIU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DOH IXU JDH RAJ RUH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UDR EWR YYZ IXS IXZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DED GOP IXL PBD RJA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IXM TRZ JSH JKH KLX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SMI AOK KSJ AXD CHQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EFL IEV IOA JIK JKL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JNX JSI JSY JTY KIT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LRS LXS MJT MLO MRS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NTE PAS PHL SKU SOF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TIA ZTH OPO KZS BYC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SRZ TJA CBB TDD CIJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GYA LPB POI ORU RIB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AGF DCM ORY AJA BVE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PIS CFE SXB AUR BES
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LIL BIQ CFR ETZ FLR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FSC GOT LAI LDE LRH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LRT MLH PUF RNS PGF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RDZ UIP EBB KSE PAF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BUS KUT ABE ABI ABQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PHX ABZ ACT ADL BNE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AEX AGS DCA AKL PPT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ALO AMA AQP ART ASP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IAD LHE AUS AVL AVP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BDA BDL PIT BFL BGI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BGM BGR BHD BHM BJX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BMI BNA CBR CNS TSV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BOI BUF PDX RIC ROC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SAN SEA BPT BRO BTR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BTV BUR BWI CAE CAK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CHC CHO CHS CLE CLL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CMH DAB DAY DEN DSM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EWN FAY FLO GCM GPT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HHH HSV HTS IAH ILM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IND JAN LIT LYH MBJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MCI MGM MHT MKE MLB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MOB MYR NAS OAJ OMA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ORF PGV PHF PVD PWM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RDU SAV SBY SDF SFO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SLC SMF SRQ TRI UVF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VPS CMI CNF COS COU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CRP CTS CWA DBQ ISP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YHZ DRO ELP FAR FAT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FSD FSM GCK GGG GJT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GRI GRK GRR HNL HOU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ICT JLN LAW LBB LCH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LFT LRD MAF MFE MHK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MLI MLM MLU MSN OGG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OKC ONT PBC PIA PSP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## QRO RAP RNO ROW SAF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SAL SGF SHV SJC SJT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SLP SPI SPS TUL TUS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TXK TYR ELM ERI EUG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FLG FNT GEG GIB GLA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GND GRB OAK HVN IPT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ITH ITM LCY JNU JUL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KOA LGK LIH MFR MMH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MRY NAN RDM STS LBA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LGB LUX NCL RTM SVG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VVI LSE MAO POP REC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SKB STI MQT RST SUX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TOL TVC YKF SCE SWF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SBA SBP YUM PMC PUQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ACE FUE ALC FMO PAD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MAH NBE DJE FNC GCI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JER PDL PVK SPC VRA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GDN LNZ INN LEI MLA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SCN SVQ VLC VOL GNM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LAZ ADD AZS BJM KGL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LAD CCC VNO YMM YQR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YXE FIH HOG YYT YXU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SNU TRD YAM YBC YYY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YBG YCD YCG YDF YYR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YQU YFC YGK YGP YGR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YQM YQX YQY YSJ YYG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YPR YQF YQG YQL YQT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YSB YTS YTZ YVO ZBF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ZSA YYF YZP YXH YYB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YZR AAX POJ AFL AJU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MCZ VCP AQA ARU ATM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BEL STM MAB BAZ CKS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FOR IMP MCP BPS SDU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BVB BVH BYO CAW CCM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CFB JPR LDB MGF OAL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PVH ROO CGH CMG CIZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CLV CPV IPN IZA MOC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SLZ VIX PNZ CXJ IGU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ERN TFF FEN NAT FLN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JPA PHB THE IOS NVT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GVR IRZ ITB JDO JOI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JTC MII LEC TUR PIN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TBT MEA OLC PAV PET
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PFB SJK RIA XAP PPB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RBR RVD SJL TMT RMQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HUN KNH MXZ MZG OKA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YNZ TTT ABV PHC ABY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LGG HRE JRO ANR ATW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BQK CSG DAL DHN ECP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GTR MDW SBN VLD SOU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BEY BGF NSI EBU KBV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LPQ BLL BZV EXT GOA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LBV LJU MRU NKC PNR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RBA TNR VGO DAR SSG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DOL DZA HAH EGC ENH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LUN IVL KTT LIG LLW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LVI RUN ZSE NBS TLN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ROR AAE ORN AZR BJA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BLJ BSK CZL DJG EBH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ELU GHA HME HRM INZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MUW MZW OGX QSF TEE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TGR TID TLM BMW CBH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CFK TMR ELG IAM AGR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HJR AGX GWL IXD JGA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DMU SHL DHM JLR KNU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KUU LUH STV TIR VGA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MLE AOR BDO JHB KBR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KCH MYY SDK TWU BPN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BTJ BTU DMK HDY SBW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JOG LBU LOP PDG PKU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PLM SOC SRG SUB TGG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UPG URT VTE CLQ CVM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DGO TAP LMM MXL JAL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LZC MAM NLD PAZ PDS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PXM SLW TPQ AFA CPC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CTC FMA FTE IGR IRJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JUJ LUQ PSS RES RHD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RSA SDE SLA TUC UAQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VDM ADK AKN ALW CDB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DLG SDP SNP STG BLI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LWS PBG PQI BZN YAK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EAT FCA GTF HLN PSG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SIT WRG LTO PUW MSO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PSC YKM AGA EUN VIL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AHU RAI OUD GLN OZZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TFN TTU ESU TTA AXM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BAQ BGA CTG CUC EJA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EYP IBE MTR MZL NVA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PEI PPN RCH SMR VUP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TCO TML BMA MMX UME
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JOE JYV KAJ KAO KEF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KEM KUO MSQ NRK OUL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RVN SVL TAY TLL TMP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VAA AAL PNA AES AHO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HUY KRS MME NWI KHI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KRT SEZ BAY IAS BZO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CIY CLJ REG TGD TRS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LCG PSR OMR SUJ TSR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TAS TGM ASB TSE ASV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WIL HGA WJR KTL LKG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MRE UKA BQN ORH PSE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ABD MHD THR AWZ IFN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KIH SRY SYZ AZD BND
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GSM KSH RAS TBZ ZAH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AAR TAB DUR PLZ GRX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IOM VFA WDH PFO SPB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SSB SDJ UKB YGJ KOJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ISG MMY NGS KOI LSI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EMA INV BEB SYY NOC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WAT BRR CAL CFN DND
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DSA WIC ILY TRE LPL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GTE MZV MIR HJJ LLF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TEN YNT HEK OHE JGD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JMU JXA BMV VII CXR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DAD HPH PQC EBJ KSU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EVE BBK GBE MUB FRW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AKJ HKD KMQ OKJ TXN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PLQ BKY KND KOO BNB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MDK BNC BUX GOM IRP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FBM KGA MJM FKI TSH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GMA FMI LJA CYO SCU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GEO BSG AKU BPX DAX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GYS HYN JDZ LZO WUS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YCU CHG CIF CIH KRL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YIN YIW DDG HIJ DQA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FNJ FUG HLD HLH HMI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HSN HTN YNJ JGS JIU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JNZ JUZ LZH MDG MWX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NDG RLK TAE TGO ULN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WUA XFN XIL PEU AVN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## POM BUA RAB DAU LAE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UNG GKA HGU MAG GUR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LSA MIS PNP MXH TBG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TIZ WWK HKN KVG MAS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LNV TFI BUL FSZ TNN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KMI TOY CMW GAO KHV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## USM VVO AAT ACX AOG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AQG AVA BFJ BSD HZH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JNG JUH LLB LYG NAO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NNY KIJ LDS KCA LNJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WNH ZAT KRY NLT OSS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TCG ENY CEE VUS KVK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NLA OOL AGH KLR RNB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SDL THN GSE BFV CEI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CJM UTH KOP LOE MAQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NNT NST PHS PRH ROI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SNO TST UBP UNN ABR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## APN BIS BJI BRD INL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BTM BTS CDC CIU CNY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## COD CPR DIK DLH ESC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PLN EKO GCC RKS HIB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IDA IMT RHI ISN JAC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KSC LNK MOT PIH SGU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TWF VEL CSK ZIG CAB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SZA CBT VPE LUO MEG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MSZ NOV SDD SPP SVP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TMS VHC SCO CIT DMB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DZN KGF KOV KSN PLX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PPK UKK GUW KZO URA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SZI RNN MOL SRP RYG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ALF KRN LLA BDU BOJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BOO KRP HAU KKN LYR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MJV SZZ POG COQ MXV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ULG ULO KQT TJU REN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ORK SNN BLK BOH KIR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SCQ SEN BGW BKQ LRE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ROK BSR GOV EBL MED
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PEW SAH SKT WLG ZQN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DOK ELQ TIF TUU YNB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ACZ ADU AFZ PGU BDH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BJB BUZ BXR DEF LFM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LRR ZBR GBT GCH HDM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IIL ISU KDH KER KHY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NSH RZR OMH PFQ SDG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YES ESM CUE ETR GPS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LOH LTX LGQ MEC TNW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TUA XMS MLW AMH ASO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AXU BJR DIR ENU GDQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GMB JIJ JIM MPM MQX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SZE LLI BLZ GDE SHC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HRI PXO NYK UAS SSY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LMP LUG PNL TPS AIA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CDR ALS FMN TTN ATY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PIR BKG CYS WRL DDC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LBL ILG SOW HON IGM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PGA UST VAR KKC NAW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ESB SFB APW CXI FUN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SUV HIR VLI ICI KDV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LBS LKB RTA SVU TBU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TRW TVU VBV HRL SHP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AAY ADE AHB GXF RIY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AXK TAI HOD SCT CRL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EIN HHN LTN NRN PIK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SDR ZAZ CIA NYO VST
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GRO PMF KUN MST WMI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VLL LBC LPP BZG LDY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## REU CCF BZR BRQ RZE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PEG FNI DLE DNR TUF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GPA GRQ SFT PDV LUZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## XCR OSI OSR FKS OIT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SZB BTH IPH KTE KUA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HAS HRK MUX NJF PZU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SLL CZS PGD PIE AZA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OGD PVU RFD STC BLV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CKB HGR IAG SCK SMX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LCK YNG PSM AEB DOY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WUZ ATZ HMB HOF AMQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BDJ BEJ BIK DJJ BKS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BMU MDC TRK TKG DJB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MLG PGK PKY PLW PNK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TJQ TNJ TTE MKQ MKW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TIM KOE LBJ TMC ENE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GTO KDI SOQ KUH MYJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AGM IOQ KUS KUZ SGG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TQI AOQ JUV CNP OBY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SFJ GOH JAV JFR JHS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JSU UAK IKE SAE UMD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IOT JUU IUI TQA JEG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JQA JJU JNN JNS LLU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## QFG QJH QUW XEQ QFX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## JUK KGQ KHQ NAQ NSQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UPK SRK THU NIQ QOQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## QFN QUV SVR KSO KZI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ACI BPL ERL IQN JIC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YZY AKB DUT KCG KLL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PIP WSN KFP KVC NLG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IKO KQA EGX IGG KCL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KCQ KPV UGB PTH AIT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AIU RAR MGS MOI MUK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CJC LSC ARI BBA ZAL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ZCO CPO RUA ITO LNY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MKK PPG MMB OBO BLD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GCW PRI LCX YNY OST
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BLE ORB OSD WEF SID
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YGH ZFN YWJ AZN UGC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TMJ BVV UUS DEE EKS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OHH KLW BHV UET LYP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MLN OVD EAS LEN RGS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SLM ILD RJL ATD BNY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RNL CHY GZO EGM RBV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VAO FRE MUA IRA JJA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KGE NNB RNA RUS SCZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OMO SSH SXK PKN OKL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WMX DOB LUV KTG ABA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BQS OMS ISC GDX KYZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UUD LEQ SLY KHD XBJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AAN ASM HFA KVD YSM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YPY EGN ELF UYL AGN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TKE ELV GST HNH HNS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SGY PEC RDN LXR BNX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CXH YWH YIE BFN HLA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GRJ AOJ NKM MMJ GAJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HNA KCZ KMJ AGT RIG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ASJ AXT IZO MSJ SHM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TKS UBJ DUD AVV AYQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HBA HTI LST MKY NTL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PPP BNK MCY FKQ NBX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KBU NTX BUW BXB MOF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WGP KNG KAZ LUW MNA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NAH MJU PSJ PUM BBO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BSA GLK YAG YQK YFO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YQD YHD YRL YXL YYU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CAP XSC EDA HYG KCC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WWP KPB PPV NKI AHN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MKL IPL ELD HOT HRO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SLN OTH PDT KOS HGN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PYY PBH PWQ HIN KUV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KWJ RSU USN WJU KPO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LPI NAY FUO ILI APL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## POL MWZ CYB LYB LCE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OUZ NDB CIX CJA IPC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PIU TBP TCQ TRU MHC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MPN ZOS OLL ANG BVC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BFS GOJ LWO SBZ OGL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SVD EOI NDY NRL PPW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SOY WRY GHT LAQ LTD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## QUB SRX CNM LAM LNS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VCT OLA VDB ASW BFI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CLM ESD DHB RCE WSX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FRD FBS LKE LPS ORX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BVS MEU MTE OZH UDJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ANM TMM WMN DIE NOS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SVB MJN FTU TLE MOQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SMS WMR KAN BBN MUR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KUD LDU LWY BKM MKM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TGC LBP LGL LKH LMN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ODN DIL RRG ELS YGX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BYN LTI HVD DLZ ULZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ABS KGT GOQ NGQ NYT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ZQZ YUS JHM HNM MUE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ORZ INB SVK JBQ AUY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TAH AWD FTA SON CCV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LNB NUS ULB DLY IPA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EAE LNE LOD LPM MTV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SLH TOH ZGU MWF NOU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SWJ PBJ SSR WLH TGH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VLS SHB WKJ FUJ TSJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HAC IWJ IWK MBE NTQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## OIM ONJ SYO TTJ IKI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CFC JCB GPB ERM GEL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SRA URG ACY LBE SKZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GMZ VDE UEO AEY RKV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EGS IFJ BHE GIS HLZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KAT KKE NPE NPL NSN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PMR PPQ ROT TRG TUO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WAG WHK WRE ALH CNJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NLK BQB HKK IVC DCN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EPR GET IUE KGI KNX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LEA PBO RVT PQQ TIU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WSZ NYI TKD SRE KLV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PEE INU MAJ DNK BWK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PMY CIP KAA MFU SLI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MNS LUK MMU MBL GJA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UII YHU YVB YGV YAY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YBX YCL YDP YNP YHO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YMN YJT YSO ZUM VAN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ASR HTY MQM VAS KYA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BAL DNZ EDO ERC KCM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MSR MZH NAV LPT TDX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## THS UTP CKH CYX IKS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MQJ NER SUK FSP RYK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CJL DBA DEA DSK PZH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GIL GWD TUK KDU MJD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PJG ATC LGI RCY RSD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SML TBI CYP JOL MBT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## IFO ARK BKZ MBI MYW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CMU VAI MDU WBM GAN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DRV HAQ FVM KDM GKK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KDO CKX TKJ HKB ABM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AUU CUQ BEU BQL BVI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RMA TWB ISA BUC DMD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ONG WNR CMA SGO XTG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## EDR IRG KWM NTN WEI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CTL ULP YPN YIF ZGS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YNA SXI GOU MVR NGE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ABX OLP PLO ARM BCI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BDB BME KTA EMD GLT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HVB LDH MOV PHE ZBL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CFS HID DBO DPO MQL
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MRZ ZNE TMW WGA STD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VIG ZVK HOE PKZ LXG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ODY XKH OSW DYR NGK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RMI PWE MUN FAE AZI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FJR XSB ZDY AQJ OSM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HOR PIX SMA TER CDJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CMP GRP MQH BSS OIA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RDC STZ SXO SXX AAQ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BAX KEJ NOZ NSK OGZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RGK SIP STW TOF PKC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BEW BUQ HDS KIM MQP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UTN WVB MSU MTS PHW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PTG PZB RCB TET UTT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VNX FUT WLS HBX IXG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MYQ TCR PUG BWT KNS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FLS MEB PTJ CVU FLW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## GRW SJZ AGB ERF KSF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CEG ONQ XFW GDZ ABT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AJF AQI BHH EAM GIZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## DWD EJH RAE SHW URY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WAE ULH RAH TUI ERS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MPA NDU OND LUD OMD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BRN HMA DIJ PGX LEH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VDA TEB ADF AJI AOE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BGG CKZ CND IGD KCO
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KSY TEQ ISE KFS KZR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NAJ NOP MCV MNG ELC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MGT VXC UEL INH VPY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VXE TOE BMY GEA KOC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ILP KNQ LIF MEE TGJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TOU UVE GBB LLK LWN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ACV CEC AOO JST ASE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BFD JHW BKW SHD CIC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MGW CLD DUJ FKL PKB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CMX EGE GUC HDN LAR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MTJ PUB EAU FOE ROP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TKK YAP HOB KSA KWA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PNI LMT MKG MOD PAH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RDD LPY MSW GAE GAF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BTC GIU KCT DIW TRR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PED AXP CRI IGA MYG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NYA UTS TBW URS BJZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CAJ CBS CUM CZE LFR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## PYH SOM SVZ PBL SNV
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VLY GLO CCK XCH DLI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HUI UIH CAH PXU DIN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TBB VCA VCL VDH THD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## VCS VKG MMO SFL SNE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## AHE XMH AUQ NHV UAH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## UAP AXR KKR BOB HUH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MAU MOZ RFP RGI TIH
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FAV GMR HOI MKP KHZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KXU MVT RKA RMT RUR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RVV TKX TUB TKP EVG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## HFS KID MXX TYF PJA
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MHG URE VIN ABB BNI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## CBQ GMO IBA ILR QOW
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## QRW SKO YOL JOS KAD
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## QUO ANS ATA JAU TGI
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ARW CRA DEB TZL KET
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## KYP MYT PBU KME HFT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## LKL SOJ VDS ANX BNN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## FDE FRO HOV SKE SOG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BJF BVG MEH VAW MQN
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SSJ LKN MJF NVK RET
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SKN SVJ HAA HVG OSY
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RVK RRS SDN YHR ZTB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ZLT YRG ZKG EUX SAB
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YBR YHM YXX KEW KIF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WNN MSA XBE ZPB ZRJ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SUR YAX YTL XKS YAC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YER YFH YLH YOG YHP
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YNO YWP YPL YPM YVZ
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## ZSJ KHS ZQW EXI KAE
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## APF UPN IAA TGP THX
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MRX NOJ KGP TQL YAT
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YPO ZKE YFA YMO YKU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## YKQ YMT YNS ZEM YNC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MCM GCN BDP BHR BIR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BWA DHI JKR KEP PKR
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## TMI KWF UKS RBQ UYU
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## BFF CEZ EAR LBF MCK
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## RIW SHR MCE PRC VIS
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## SVC BHQ CED CPD KGC
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## MGB WYA BHS PKE GFF
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## NRA GFN TRO JCK RCM
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708
## WIN LSY MIM MYA OAG
## 0.0002919708 0.0002919708 0.0002919708 0.0002919708 0.0002919708max(pg_rank$vector)## [1] 0.0002919708K-means Clustering
setwd("J:\\ISB Business Analytics\\Data Mining\\Data Mining Assignment 2\\New folder")
airports <- read.csv("airports.csv",header=FALSE) ## source: http://openflights.org/data.html
colnames(airports) <- c("Airport ID","Name","City","Country","IATA_FAA","ICAO","Latitude","Longitude","Altitude","Timezone","DST","Tz database timezone")
setwd("J:\\ISB Business Analytics\\Data Mining\\Data Mining Assignment 2\\New folder")
airline_routes <- read.csv("routes.csv",header=FALSE) ## source: http://openflights.org/data.html
colnames(airline_routes) <- c("Airline", "Airline ID", "Source Airport","Source Airport ID","Destination Airport","Destination Airport ID","Codeshare","Stops","Equipment")
AirlineNW <- graph.edgelist(as.matrix(airline_routes[,c(3,5)]),directed=TRUE)
indegree <- degree(AirlineNW,mode="in")
outdegree <- degree(AirlineNW,mode="out")
closeness_in <- closeness(AirlineNW, mode="in",normalized = TRUE)
btwn <- betweenness(AirlineNW,normalized = TRUE)
centralities <- cbind(indegree,outdegree,closeness_in,btwn)
normalized_data <- scale(centralities)
fit <- kmeans(normalized_data, 25) # 3 cluster solution
fit## K-means clustering with 25 clusters of sizes 45, 37, 174, 65, 4, 24, 19, 90, 130, 6, 7, 71, 262, 613, 12, 16, 15, 304, 24, 47, 16, 853, 451, 35, 105
##
## Cluster means:
## indegree outdegree closeness_in btwn
## 1 1.610094794 1.604411269 0.25682340 0.15462538
## 2 -0.081085594 -0.074873498 0.10435259 0.90616276
## 3 -0.002746344 -0.002095973 0.20397013 -0.16472135
## 4 -0.230587459 -0.231054792 0.07605877 0.15923278
## 5 3.422859504 3.416968811 0.30672890 11.83519441
## 6 3.634645689 3.636192054 0.30740644 2.79456249
## 7 3.673844026 3.658652274 0.27085042 0.46318611
## 8 0.566220743 0.561709587 0.23498032 0.01836778
## 9 0.256779264 0.256913464 0.21551515 -0.10504238
## 10 2.996161137 3.015969710 0.29707059 6.13113479
## 11 10.419506978 10.457746234 0.35480173 13.05595374
## 12 1.043822935 1.046509669 0.24374267 -0.04930877
## 13 -0.148542471 -0.150001979 0.18946962 -0.18627853
## 14 -0.331953027 -0.332114805 0.05198930 -0.19030391
## 15 0.339065080 0.352524324 0.18147851 3.03487911
## 16 5.480155201 5.497639240 0.30162704 1.58010972
## 17 6.651700112 6.612791213 0.33189773 6.70668220
## 18 -0.328088141 -0.327461914 -0.06904242 -0.16820804
## 19 0.507087331 0.506994794 0.21810750 1.33870402
## 20 -0.344197693 -0.340418322 -8.41655715 -0.16394425
## 21 1.707860299 1.690878325 0.27904673 1.93935852
## 22 -0.328978086 -0.328653374 0.14389456 -0.19543601
## 23 -0.251096506 -0.251453175 0.15689835 -0.18557445
## 24 2.367836069 2.376600161 0.25967009 0.18923492
## 25 -0.340883568 -0.339583629 -0.28149669 -0.14705002
##
## Clustering vector:
## AER KZN ASF MRV CEK OVB DME NBC TGK UUA EGO KGD GYD LED SVX NJC NUX BTK
## 3 9 23 3 3 12 17 23 22 22 13 13 12 7 1 13 3 22
## IKT HTA KCK ODO UKX ULK YKS MJZ AYP LIM CUZ PEM HUU IQT PCL TPP ABJ BOY
## 8 13 14 14 14 23 8 23 22 21 13 22 22 23 23 23 8 14
## OUA ACC BKO DKR COO LFW NIM BOG GYE UIO CLO SCY OCC BDS ZRH BOD BRS GVA
## 9 8 9 12 9 3 3 10 9 19 9 14 14 3 7 12 1 24
## LPA LCA RMF TFS AJR LYC ARN GEV HAD JKG KRF KSD MHQ OER POR TRF VBY VHM
## 24 1 23 24 14 23 6 23 23 22 22 22 22 22 22 9 23 23
## VXO HMV KOK TKU OSL ADQ AOS KKB KLN KOZ OLH KZB SYB KYK ORI KPR BSO MNL
## 23 14 22 23 6 2 14 14 14 18 18 14 14 14 18 14 22 6
## BXU CBO CGY CRM DGT DWC GES KLO LGP MPH OZC PPS RXS SUG TUG ZAM AUX PMW
## 22 22 23 22 22 8 23 3 22 22 22 23 22 22 22 23 14 23
## BRA BSB SSA OPS RAO CAC GRU CGB GYN CGR DOU GIG UBA UDI VDC PLU SJP BRL
## 23 21 8 14 3 22 5 9 3 3 22 21 22 13 23 4 23 22
## ORD STL DEC JBR CGA HYL KTN KTB MTM LOS ROB BCN BJL FNA CKY OXB DLA LGW
## 11 1 22 22 14 14 19 14 14 19 3 16 13 3 3 23 8 16
## AKV YIK YPX XGR YVP YGL YGW YUL YPH YSK YUD YUY YZG YKG YPJ YQC YKL YQB
## 18 25 4 14 2 4 4 10 14 14 14 23 25 4 14 18 23 2
## YWK YZV YTQ YWB JIB DXB JED MGQ NBO BKK SIN DRW HAK HGH HKG HKT KIX TPE
## 3 2 14 25 3 5 6 13 21 17 17 8 1 7 17 12 24 16
## KUL PEN PER PNH REP RGN SGN SWA ACH EBA DRS DUS FDH MUC HAM OLB TXL ZAD
## 6 9 21 9 9 19 21 9 22 23 3 16 13 16 24 8 7 3
## FMM NAP GRZ SZG ATL LWB MCN MEI MSL PIB TUP BIM FLL ELH PBI EYW RSW TPA
## 3 12 3 9 11 22 22 22 22 22 22 22 7 23 8 3 12 24
## FPO GGT GHB MCO MHH TCB GLH GNV JAX PNS TLH AMS NDR TNG CMN BGY BLQ BRU
## 13 13 23 7 13 22 14 13 8 3 13 17 3 3 21 12 12 16
## CGN CUF LYS MPL SAW TLS TSF FEZ PMI AUA LSP MAR BON CUR BHK FEG KSQ NMA
## 24 23 24 3 24 12 9 3 16 8 22 13 13 9 23 23 23 13
## NVI SKD TIV ANU PTP CAY FDF SDQ DOM SXM SLU SBH SFG BHY XIY CAN CKG CTU
## 23 23 13 9 9 23 3 8 3 8 13 13 14 3 16 16 7 16
## SPN CGO CGQ HRB KMG URC NKG TNA TSN CSX CZX DLC DYG INC KHN LHW LJG LXA
## 13 24 12 24 16 24 24 24 24 7 9 24 3 12 12 12 12 9
## NGB NNG PEK PVG PZI SYD SYX SZX TSA TYN WUH WUX XNN YIH ZHA FOC SHE WNZ
## 12 1 11 17 22 10 1 7 9 1 7 8 8 3 3 24 24 12
## XMN DCY DSN HDG HET HFE ICN JHG JIQ JZH KOW KWE LUM LZY MEL SJW TAO WXN
## 7 22 3 23 12 12 17 3 23 3 13 24 23 23 21 12 7 13
## XIC XUZ YTY ZUH DAT DNH GXH NZH KWL JGN JJN KHG MIG LYI NTG ZHY YVR YBP
## 23 3 3 8 13 23 14 13 1 23 8 13 3 3 3 22 6 13
## TVS UYN LAS LAX CAI TLV MCG NIB TCT TLJ EYK VKO NCU TJM UFA NYM OVS UCT
## 23 13 6 11 24 24 4 18 18 25 22 21 22 3 3 23 23 22
## DAC BZL CCU CGP MCT CXB JSR KTM SPD ZYL RJH YGZ YRB DFW EZE JFK MIA PUJ
## 12 22 1 3 1 22 22 19 22 23 18 25 25 17 12 17 17 12
## YEG YXY YLW YOW YZF YYC ACA MEX TLC AGU CEN CJS CME CPE CTM CUL CUN MTY
## 19 23 13 19 15 21 23 6 13 13 23 13 22 22 22 3 24 12
## CUU CZM GDL SAT SJD SNA TIJ GUA HAV HMO HUX LAP MID MTT MZT OAX PQM PVR
## 3 3 1 12 8 9 9 9 8 3 22 13 13 22 13 23 22 8
## REX SJO TAM TGZ TRC VER VSA ZCL ZIH ZLO DEL HEA KBL ISB MZR AYT BSL HRG
## 23 15 23 23 13 3 13 23 13 23 6 23 9 8 22 24 1 9
## PRN SKP AGP STR ALG AOI ATH HAJ BEG BGO BHX BIA BIO BRE BRI BUD CAG CDG
## 3 3 7 24 21 13 6 12 12 12 24 9 12 8 8 1 8 11
## CFU CLY CTA DBV DUB EDI FAO FCO HDF HER IBZ JMK JTR KGS KLU KVA LEJ LHR
## 8 3 1 8 7 1 1 16 23 1 1 13 13 8 23 23 9 11
## LIS MAN MXP NCE PMO PRG PSA PUY RAK RHO RJK RLG SJJ SKG SPU STN SUF TUN
## 6 16 7 24 12 24 12 13 12 12 23 23 3 12 8 24 3 1
## VCE VIE VRN WAW XRY ZAG CWL DTM KTW MAD NQY NUE POZ TRN WRO FKB FRA HEL
## 1 16 9 1 3 8 9 9 9 17 23 8 3 9 9 3 11 21
## KRK LIN AKP FAI BTT CXF CEM IRC CIK FYU MLY RMP SVS TAL WBQ MNT AKI TLT
## 8 8 14 15 14 18 14 18 14 4 14 14 14 14 14 18 25 18
## ATT KUK BET EEK GNU KPN KWN KWT MLL NME WNA WTL CYF PTU KKH KWK KKI NUP
## 18 18 15 18 18 18 18 18 18 18 18 18 18 25 18 18 25 25
## PQS OOK TNK PKA WWT BOC DRK FON XQP GLF PJM LIR SYQ TNO MGA NOB TMU PMZ
## 18 18 25 25 25 2 22 22 23 22 22 3 14 22 13 22 22 22
## TTQ KMS EDL LOK JUB KIS LAU MYD MBA ZNZ BCD CEB DVO BKI BWN CGM CRK DPL
## 22 22 22 22 13 22 18 23 13 13 23 8 13 8 3 14 13 22
## IAO ILO PAG PUS TAC USU CGK MFM CYZ DPS HAN LAO NGO NRT SJI TAG VRC WNP
## 14 13 22 12 23 22 6 12 22 1 1 22 12 17 22 22 22 22
## NEV ARH CSH MMK NNM SVO USK SCW TOS ANF IQQ CCP SCL AEP MVD PDP ASU CWB
## 23 4 14 23 14 6 14 23 2 13 13 23 15 15 3 14 3 8
## POA YBK YCS YXN YCB YCO YYH YRT YCY YFB YIO YEK YYQ YEV YVQ YGT YTE YUX
## 19 18 18 18 18 18 14 2 18 2 25 18 23 4 2 18 18 18
## YXP YHK YUT YZS YTH YVM YWG BZE FRS SAP TGU RTB CPT PBZ ELL JNB MGH AMD
## 18 14 18 18 23 25 15 19 22 3 3 13 8 14 22 10 22 9
## BLR BOM GOI HYD JAI MAA PNQ BBI VTZ BDQ COK GAU LKO NAG TRV CJB IDR IXC
## 1 6 9 12 3 1 9 23 3 23 8 9 3 13 8 3 3 23
## IXJ PAT SXR DIB IMF IXA IXB IXR RPR VNS ETH SDV SXF TBS CPH SGD YHI YPC
## 13 13 13 23 23 23 3 13 13 13 4 14 12 9 10 22 18 25
## YSY YUB ZFM KRR PYJ KJA AKY SNW HEH MDL KAW MGZ NYU THL TVY RTW EVN RIX
## 25 25 25 8 23 8 14 14 23 3 25 18 23 14 4 23 8 1
## CJJ CJU GMP FUK GUM GWT YAB YLC YFS YHY HND KKJ ABL OTZ SHG ANC AIN ATK
## 13 8 9 12 9 23 4 18 14 22 6 22 18 2 18 5 18 18
## BRW ANI CDV ENA HOM KSM UNK VDZ CHU HCR KLG RSH SHX ANV KGX AUK EMK SXP
## 4 2 14 14 14 4 4 14 18 18 18 18 18 25 25 25 18 18
## HPB VAK BKC DRG NUI PIZ BTI SCC CKD RDV SLQ ELI KKA OME KOT GAL RBY HSL
## 18 18 18 18 18 18 18 4 25 25 25 18 18 2 18 4 14 18
## KAL NUL GAM SVA GLV WMO SCM KYU IAN ORV SKK WBB MOU KTS TLA WAA KVL TOG
## 18 18 18 18 18 18 25 25 18 18 18 18 18 18 18 18 18 25
## MYU OBU SHH PHO WLK WTK SRV SMK CCS LRM VLN BRM CLT KIN MDE PBM POS PAP
## 25 25 18 18 18 18 25 18 21 13 13 23 16 9 3 13 9 3
## DYU ALA LBD FRU IKA IST SGC SHJ ACU PAC BFQ JQE CHX DAV GHE MPP OGM OTD
## 8 12 9 8 8 17 13 1 25 2 25 25 25 2 25 25 25 25
## SIC PUE PVE PYC SAX CZJ AKX CSY ESL GRV IJK MCX PES PEZ SKX ULV VKT VOZ
## 25 25 18 25 25 18 23 22 22 22 22 22 22 22 22 22 22 23
## KUF ROV VOG IAR KRO KVX MQF URJ CNX AKK LUR TNC BAV TCZ DIG DLU SYM YIC
## 9 9 13 22 22 22 22 22 8 18 25 18 9 23 23 23 14 23
## SHA QBC YAA YBL YQQ ZEL YKT YXC YPW YWL YYJ YZT YZZ ZMT ADA ADB BJV DIY
## 7 22 14 23 23 18 18 22 22 23 13 22 22 22 3 12 9 23
## DLM ECN ERZ EZS GNY GZP GZT MLX ODS TZX MDQ PRA ROS SFN BHI REL BRC CRD
## 8 13 23 23 23 23 13 22 3 13 14 14 23 14 14 23 23 14
## EQS COR MDZ NQN RGL RGA USH YFJ YLE YRA YSG AKF BEN AMM TIP MRA HBE SFA
## 14 13 13 14 14 14 23 14 14 14 14 22 3 1 8 13 9 13
## TOB AET HUS ARC VEE KBC LMA CGD LYA HIA HSG IBR KHH ZYI TAK NDJ AZO CHA
## 23 14 18 25 18 14 14 23 13 13 22 23 12 13 23 13 23 3
## CID CRW CVG EVV FWA GSO GSP LAN LEX MBS MSP ROA SYR TYS XNA DTW MSY GFK
## 3 13 12 13 3 3 9 23 3 23 6 13 3 9 3 7 1 23
## TVF LGA MDT MEM ACK BOS EWB HYA MVY ALB MSS OGS AUG AXA SJU BHB BIL GDV
## 14 24 3 8 23 6 14 22 22 9 14 14 22 23 1 22 4 14
## GGW HVR OLF SDY LEB PVC RKD RUT SLK CGI CPX EIS STT HPN IRK MAZ MWA OWB
## 14 14 14 14 22 22 22 22 22 22 22 13 9 3 22 22 22 22
## STX VIJ VQS TBN UIN YDQ YYE YOJ YOP YXJ YKA YXS YLL YQZ YXT YYD BCV CUK
## 23 22 23 22 22 22 14 22 22 23 23 13 22 22 23 22 23 23
## SPR SQS TZA DGA PLJ CZH PND GDT PLS SLX ACR LCR SVI ADZ PVA APO EOH AUC
## 4 14 23 23 4 18 18 14 9 18 18 18 22 13 14 22 4 22
## BUN CZU FLA IPI MVP PCR PDA PSO PUU RVE SJE TME UIB VGZ VVC BSC GPI NQU
## 22 22 22 22 22 22 22 22 22 22 22 22 23 22 23 18 14 18
## LET LPD TCD LMC LQM KIV BVA KBP OTP BLA PMV PTY PZO BNS MRD VLV AJL AUH
## 4 18 18 18 18 9 8 1 1 13 3 1 4 22 22 22 23 6
## ATQ CCJ DMM KWI BAH BHJ BHO BHU IXE CMB DIU DOH IXU JDH RAJ RUH UDR EWR
## 13 9 12 1 12 22 23 22 13 1 22 6 23 23 22 24 23 6
## YYZ IXS IXZ DED GOP IXL PBD RJA IXM TRZ JSH JKH KLX SMI AOK KSJ AXD CHQ
## 17 23 13 23 22 23 18 14 23 23 23 23 13 13 23 14 22 8
## EFL IEV IOA JIK JKL JNX JSI JSY JTY KIT LRS LXS MJT MLO MRS NTE PAS PHL
## 23 3 22 22 23 22 22 22 22 22 23 23 13 22 24 12 22 16
## SKU SOF TIA ZTH OPO KZS BYC SRZ TJA CBB TDD CIJ GYA LPB POI ORU RIB AGF
## 22 12 9 3 1 14 18 14 23 4 4 14 18 2 14 18 18 22
## DCM ORY AJA BVE PIS CFE SXB AUR BES LIL BIQ CFR ETZ FLR FSC GOT LAI LDE
## 22 6 9 23 23 13 9 22 3 9 13 22 23 8 13 8 22 23
## LRH LRT MLH PUF RNS PGF RDZ UIP EBB KSE PAF BUS KUT ABE ABI ABQ PHX ABZ
## 13 22 13 23 13 23 22 22 9 14 14 23 23 13 22 8 7 8
## ACT ADL BNE AEX AGS DCA AKL PPT ALO AMA AQP ART ASP IAD LHE AUS AVL AVP
## 22 19 10 23 23 7 21 15 22 13 13 22 13 6 8 12 13 13
## BDA BDL PIT BFL BGI BGM BGR BHD BHM BJX BMI BNA CBR CNS TSV BOI BUF PDX
## 13 8 12 23 3 22 23 3 9 13 13 12 13 19 3 3 9 1
## RIC ROC SAN SEA BPT BRO BTR BTV BUR BWI CAE CAK CHC CHO CHS CLE CLL CMH
## 9 9 1 5 22 22 23 13 3 24 3 3 9 13 9 12 22 12
## DAB DAY DEN DSM EWN FAY FLO GCM GPT HHH HSV HTS IAH ILM IND JAN LIT LYH
## 23 9 17 9 23 23 22 9 13 22 3 23 6 13 12 3 9 22
## MBJ MCI MGM MHT MKE MLB MOB MYR NAS OAJ OMA ORF PGV PHF PVD PWM RDU SAV
## 8 12 23 3 12 23 13 9 19 23 9 9 22 13 9 13 12 3
## SBY SDF SFO SLC SMF SRQ TRI UVF VPS CMI CNF COS COU CRP CTS CWA DBQ ISP
## 22 9 6 24 8 13 23 3 13 22 8 13 22 23 12 23 22 3
## YHZ DRO ELP FAR FAT FSD FSM GCK GGG GJT GRI GRK GRR HNL HOU ICT JLN LAW
## 8 23 3 13 3 13 23 22 22 23 22 23 9 21 12 3 22 22
## LBB LCH LFT LRD MAF MFE MHK MLI MLM MLU MSN OGG OKC ONT PBC PIA PSP QRO
## 13 22 23 22 23 23 22 13 13 23 3 8 9 3 23 13 3 23
## RAP RNO ROW SAF SAL SGF SHV SJC SJT SLP SPI SPS TUL TUS TXK TYR ELM ERI
## 23 9 22 23 8 13 23 8 22 23 22 22 9 9 22 22 23 22
## EUG FLG FNT GEG GIB GLA GND GRB OAK HVN IPT ITH ITM LCY JNU JUL KOA LGK
## 13 22 13 13 23 1 13 23 8 22 22 22 9 12 2 23 3 3
## LIH MFR MMH MRY NAN RDM STS LBA LGB LUX NCL RTM SVG VVI LSE MAO POP REC
## 3 13 22 13 19 23 23 12 3 12 12 9 8 4 22 19 13 9
## SKB STI MQT RST SUX TOL TVC YKF SCE SWF SBA SBP YUM PMC PUQ ACE FUE ALC
## 13 13 22 22 22 23 23 22 23 23 23 22 22 13 23 1 1 24
## FMO PAD MAH NBE DJE FNC GCI JER PDL PVK SPC VRA GDN LNZ INN LEI MLA SCN
## 13 13 9 8 9 8 3 9 3 13 23 13 8 13 23 3 1 23
## SVQ VLC VOL GNM LAZ ADD AZS BJM KGL LAD CCC VNO YMM YQR YXE FIH HOG YYT
## 12 12 23 18 14 21 23 13 9 19 23 8 13 3 13 19 13 2
## YXU SNU TRD YAM YBC YYY YBG YCD YCG YDF YYR YQU YFC YGK YGP YGR YQM YQX
## 23 13 8 22 23 23 22 22 22 23 2 22 22 22 14 14 13 22
## YQY YSJ YYG YPR YQF YQG YQL YQT YSB YTS YTZ YVO ZBF ZSA YYF YZP YXH YYB
## 22 22 22 22 22 22 22 15 23 4 13 4 22 22 22 22 22 22
## YZR AAX POJ AFL AJU MCZ VCP AQA ARU ATM BEL STM MAB BAZ CKS FOR IMP MCP
## 22 14 14 14 13 13 19 14 22 14 2 4 4 14 14 9 23 14
## BPS SDU BVB BVH BYO CAW CCM CFB JPR LDB MGF OAL PVH ROO CGH CMG CIZ CLV
## 13 9 14 14 14 14 14 14 14 13 13 14 23 14 8 14 14 14
## CPV IPN IZA MOC SLZ VIX PNZ CXJ IGU ERN TFF FEN NAT FLN JPA PHB THE IOS
## 14 22 14 14 13 3 23 14 13 18 4 14 3 3 13 14 13 23
## NVT GVR IRZ ITB JDO JOI JTC MII LEC TUR PIN TBT MEA OLC PAV PET PFB SJK
## 23 14 18 18 23 23 14 14 14 18 14 14 14 18 14 14 23 14
## RIA XAP PPB RBR RVD SJL TMT RMQ HUN KNH MXZ MZG OKA YNZ TTT ABV PHC ABY
## 14 14 14 23 14 18 18 9 14 14 23 14 8 3 14 2 23 22
## LGG HRE JRO ANR ATW BQK CSG DAL DHN ECP GTR MDW SBN VLD SOU BEY BGF NSI
## 23 9 2 14 13 22 22 9 22 23 22 24 13 22 9 12 22 3
## EBU KBV LPQ BLL BZV EXT GOA LBV LJU MRU NKC PNR RBA TNR VGO DAR SSG DOL
## 23 3 13 8 3 3 3 3 9 8 13 3 13 2 13 9 13 14
## DZA HAH EGC ENH LUN IVL KTT LIG LLW LVI RUN ZSE NBS TLN ROR AAE ORN AZR
## 13 13 13 22 9 22 18 13 13 23 3 22 23 22 13 13 9 23
## BJA BLJ BSK CZL DJG EBH ELU GHA HME HRM INZ MUW MZW OGX QSF TEE TGR TID
## 23 22 22 3 22 22 22 22 23 22 22 22 22 23 23 22 22 22
## TLM BMW CBH CFK TMR ELG IAM AGR HJR AGX GWL IXD JGA DMU SHL DHM JLR KNU
## 23 18 14 22 18 18 14 22 18 14 22 22 22 14 14 22 22 22
## KUU LUH STV TIR VGA MLE AOR BDO JHB KBR KCH MYY SDK TWU BPN BTJ BTU DMK
## 22 22 22 14 22 8 23 3 3 13 9 2 23 23 9 23 23 19
## HDY SBW JOG LBU LOP PDG PKU PLM SOC SRG SUB TGG UPG URT VTE CLQ CVM DGO
## 23 23 9 22 3 23 3 13 23 3 12 23 19 22 9 22 22 23
## TAP LMM MXL JAL LZC MAM NLD PAZ PDS PXM SLW TPQ AFA CPC CTC FMA FTE IGR
## 22 23 22 22 22 22 22 23 22 22 22 22 14 14 14 14 22 22
## IRJ JUJ LUQ PSS RES RHD RSA SDE SLA TUC UAQ VDM ADK AKN ALW CDB DLG SDP
## 14 14 14 14 14 14 14 14 14 14 14 14 14 2 22 4 14 14
## SNP STG BLI LWS PBG PQI BZN YAK EAT FCA GTF HLN PSG SIT WRG LTO PUW MSO
## 14 14 13 22 23 22 23 14 22 23 23 23 14 14 14 22 22 23
## PSC YKM AGA EUN VIL AHU RAI OUD GLN OZZ TFN TTU ESU TTA AXM BAQ BGA CTG
## 23 22 9 22 22 18 3 13 22 22 9 22 22 14 22 13 23 13
## CUC EJA EYP IBE MTR MZL NVA PEI PPN RCH SMR VUP TCO TML BMA MMX UME JOE
## 22 22 22 22 22 22 22 23 22 22 22 22 14 22 9 3 23 22
## JYV KAJ KAO KEF KEM KUO MSQ NRK OUL RVN SVL TAY TLL TMP VAA AAL PNA AES
## 22 22 22 19 22 22 8 22 22 22 22 22 9 13 23 3 22 13
## AHO HUY KRS MME NWI KHI KRT SEZ BAY IAS BZO CIY CLJ REG TGD TRS LCG PSR
## 9 23 13 22 13 8 8 13 22 13 22 23 3 23 3 13 13 23
## OMR SUJ TSR TAS TGM ASB TSE ASV WIL HGA WJR KTL LKG MRE UKA BQN ORH PSE
## 22 22 13 12 22 13 8 18 2 23 23 18 18 18 18 22 22 22
## ABD MHD THR AWZ IFN KIH SRY SYZ AZD BND GSM KSH RAS TBZ ZAH AAR TAB DUR
## 23 19 19 3 3 3 23 8 23 3 23 23 13 13 13 23 23 3
## PLZ GRX IOM VFA WDH PFO SPB SSB SDJ UKB YGJ KOJ ISG MMY NGS KOI LSI EMA
## 23 13 13 23 3 9 20 20 9 13 23 3 13 23 3 2 23 1
## INV BEB SYY NOC WAT BRR CAL CFN DND DSA WIC ILY TRE LPL GTE MZV MIR HJJ
## 13 22 23 13 22 22 22 22 14 23 22 22 22 8 14 23 13 22
## LLF TEN YNT HEK OHE JGD JMU JXA BMV VII CXR DAD HPH PQC EBJ KSU EVE BBK
## 14 23 8 14 14 14 13 23 23 23 23 9 22 23 22 23 23 22
## GBE MUB FRW AKJ HKD KMQ OKJ TXN PLQ BKY KND KOO BNB MDK BNC BUX GOM IRP
## 23 23 22 23 13 3 13 3 22 18 4 18 14 14 25 25 4 25
## FBM KGA MJM FKI TSH GMA FMI LJA CYO SCU GEO BSG AKU BPX DAX GYS HYN JDZ
## 13 14 14 4 14 18 18 20 22 23 23 14 23 22 13 23 13 3
## LZO WUS YCU CHG CIF CIH KRL YIN YIW DDG HIJ DQA FNJ FUG HLD HLH HMI HSN
## 13 13 9 22 13 3 13 22 3 23 3 23 23 13 3 23 13 13
## HTN YNJ JGS JIU JNZ JUZ LZH MDG MWX NDG RLK TAE TGO ULN WUA XFN XIL PEU
## 23 13 13 23 23 23 13 13 23 23 23 23 13 2 23 13 23 14
## AVN POM BUA RAB DAU LAE UNG GKA HGU MAG GUR LSA MIS PNP MXH TBG TIZ WWK
## 14 15 14 13 14 13 14 14 13 23 4 18 18 14 14 14 14 23
## HKN KVG MAS LNV TFI BUL FSZ TNN KMI TOY CMW GAO KHV USM VVO AAT ACX AOG
## 23 14 14 14 14 14 13 22 13 13 22 22 9 3 3 14 23 22
## AQG AVA BFJ BSD HZH JNG JUH LLB LYG NAO NNY KIJ LDS KCA LNJ WNH ZAT KRY
## 23 22 23 14 22 13 23 22 3 23 23 3 14 14 14 14 22 14
## NLT OSS TCG ENY CEE VUS KVK NLA OOL AGH KLR RNB SDL THN GSE BFV CEI CJM
## 14 9 14 23 23 14 22 13 9 22 22 22 23 14 3 14 13 14
## UTH KOP LOE MAQ NNT NST PHS PRH ROI SNO TST UBP UNN ABR APN BIS BJI BRD
## 23 14 14 14 14 14 14 14 14 14 14 22 14 22 22 23 22 22
## INL BTM BTS CDC CIU CNY COD CPR DIK DLH ESC PLN EKO GCC RKS HIB IDA IMT
## 22 22 3 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22
## RHI ISN JAC KSC LNK MOT PIH SGU TWF VEL CSK ZIG CAB SZA CBT VPE LUO MEG
## 22 22 22 23 22 23 22 22 22 22 18 22 22 22 22 23 22 22
## MSZ NOV SDD SPP SVP TMS VHC SCO CIT DMB DZN KGF KOV KSN PLX PPK UKK GUW
## 22 22 22 22 22 22 22 3 13 22 22 23 22 22 22 22 23 13
## KZO URA SZI RNN MOL SRP RYG ALF KRN LLA BDU BOJ BOO KRP HAU KKN LYR MJV
## 22 22 14 22 23 22 9 4 22 23 22 13 4 22 13 23 22 3
## SZZ POG COQ MXV ULG ULO KQT TJU REN ORK SNN BLK BOH KIR SCQ SEN BGW BKQ
## 23 14 14 14 14 14 23 23 23 9 9 23 3 23 9 13 13 22
## LRE ROK BSR GOV EBL MED PEW SAH SKT WLG ZQN DOK ELQ TIF TUU YNB ACZ ADU
## 22 23 23 14 9 8 9 9 13 9 23 13 13 13 13 13 14 14
## AFZ PGU BDH BJB BUZ BXR DEF LFM LRR ZBR GBT GCH HDM IIL ISU KDH KER KHY
## 14 14 22 14 23 14 14 22 23 23 23 14 14 14 13 23 14 14
## NSH RZR OMH PFQ SDG YES ESM CUE ETR GPS LOH LTX LGQ MEC TNW TUA XMS MLW
## 14 14 22 14 14 14 22 22 14 14 14 14 14 14 18 22 14 22
## AMH ASO AXU BJR DIR ENU GDQ GMB JIJ JIM MPM MQX SZE LLI BLZ GDE SHC HRI
## 22 22 22 22 22 22 22 22 22 22 3 22 22 18 23 18 18 23
## PXO NYK UAS SSY LMP LUG PNL TPS AIA CDR ALS FMN TTN ATY PIR BKG CYS WRL
## 22 18 18 22 22 22 22 9 22 18 23 23 13 22 23 22 23 14
## DDC LBL ILG SOW HON IGM PGA UST VAR KKC NAW ESB SFB APW CXI FUN SUV HIR
## 23 23 23 23 14 22 23 14 13 22 14 8 8 23 22 14 4 19
## VLI ICI KDV LBS LKB RTA SVU TBU TRW TVU VBV HRL SHP AAY ADE AHB GXF RIY
## 19 14 14 14 14 14 14 23 14 14 14 23 23 14 3 13 23 13
## AXK TAI HOD SCT CRL EIN HHN LTN NRN PIK SDR ZAZ CIA NYO VST GRO PMF KUN
## 14 23 23 14 12 12 8 1 9 3 3 23 8 9 22 8 14 3
## MST WMI VLL LBC LPP BZG LDY REU CCF BZR BRQ RZE PEG FNI DLE DNR TUF GPA
## 13 3 22 22 14 22 23 3 13 23 14 13 23 22 22 22 23 22
## GRQ SFT PDV LUZ XCR OSI OSR FKS OIT SZB BTH IPH KTE KUA HAS HRK MUX NJF
## 23 22 14 23 22 22 22 14 13 9 9 22 14 23 23 13 13 13
## PZU SLL CZS PGD PIE AZA OGD PVU RFD STC BLV CKB HGR IAG SCK SMX LCK YNG
## 23 23 18 3 9 9 14 22 23 22 14 14 22 23 22 22 14 22
## PSM AEB DOY WUZ ATZ HMB HOF AMQ BDJ BEJ BIK DJJ BKS BMU MDC TRK TKG DJB
## 14 22 23 14 23 23 22 4 13 14 14 4 23 14 4 23 23 23
## MLG PGK PKY PLW PNK TJQ TNJ TTE MKQ MKW TIM KOE LBJ TMC ENE GTO KDI SOQ
## 22 23 22 23 23 22 22 23 18 14 14 13 14 14 18 14 22 4
## KUH MYJ AGM IOQ KUS KUZ SGG TQI AOQ JUV CNP OBY SFJ GOH JAV JFR JHS JSU
## 23 13 4 25 2 25 25 25 25 2 18 25 15 2 15 18 14 14
## UAK IKE SAE UMD IOT JUU IUI TQA JEG JQA JJU JNN JNS LLU QFG QJH QUW XEQ
## 2 25 25 4 25 25 25 25 14 2 2 25 18 25 25 25 25 25
## QFX JUK KGQ KHQ NAQ NSQ UPK SRK THU NIQ QOQ QFN QUV SVR KSO KZI ACI BPL
## 18 25 25 25 25 25 25 25 25 25 25 25 25 25 22 22 14 14
## ERL IQN JIC YZY AKB DUT KCG KLL PIP WSN KFP KVC NLG IKO KQA EGX IGG KCL
## 22 23 23 14 20 20 18 18 18 18 18 18 18 20 20 25 25 25
## KCQ KPV UGB PTH AIT AIU RAR MGS MOI MUK CJC LSC ARI BBA ZAL ZCO CPO RUA
## 25 25 25 25 14 14 4 14 14 14 23 23 23 22 18 22 22 14
## ITO LNY MKK PPG MMB OBO BLD GCW PRI LCX YNY OST BLE ORB OSD WEF SID YGH
## 22 22 22 22 23 22 20 20 14 14 22 22 14 14 22 23 3 18
## ZFN YWJ AZN UGC TMJ BVV UUS DEE EKS OHH KLW BHV UET LYP MLN OVD EAS LEN
## 18 18 22 23 22 14 4 14 14 14 14 23 13 22 23 3 22 22
## RGS SLM ILD RJL ATD BNY RNL CHY GZO EGM RBV VAO FRE MUA IRA JJA KGE NNB
## 22 22 22 22 18 18 18 18 18 18 18 18 18 18 18 18 18 18
## RNA RUS SCZ OMO SSH SXK PKN OKL WMX DOB LUV KTG ABA BQS OMS ISC GDX KYZ
## 18 18 18 14 9 18 23 18 18 25 18 18 22 23 3 14 23 14
## UUD LEQ SLY KHD XBJ AAN ASM HFA KVD YSM YPY EGN ELF UYL AGN TKE ELV GST
## 13 18 23 14 14 14 23 14 23 22 14 14 14 14 14 18 18 14
## HNH HNS SGY PEC RDN LXR BNX CXH YWH YIE BFN HLA GRJ AOJ NKM MMJ GAJ HNA
## 14 14 14 14 22 13 22 20 20 14 22 14 23 23 14 22 22 22
## KCZ KMJ AGT RIG ASJ AXT IZO MSJ SHM TKS UBJ DUD AVV AYQ HBA HTI LST MKY
## 22 13 22 18 22 23 22 22 22 22 22 23 22 22 23 23 4 23
## NTL PPP BNK MCY FKQ NBX KBU NTX BUW BXB MOF WGP KNG KAZ LUW MNA NAH MJU
## 23 22 23 23 18 18 14 18 14 18 14 14 25 14 14 14 14 14
## PSJ PUM BBO BSA GLK YAG YQK YFO YQD YHD YRL YXL YYU CAP XSC EDA HYG KCC
## 14 14 23 14 22 14 14 14 14 18 2 2 14 14 14 18 14 18
## WWP KPB PPV NKI AHN MKL IPL ELD HOT HRO SLN OTH PDT KOS HGN PYY PBH PWQ
## 18 14 18 25 14 14 22 14 14 22 14 22 22 14 14 14 23 22
## HIN KUV KWJ RSU USN WJU KPO LPI NAY FUO ILI APL POL MWZ CYB LYB LCE OUZ
## 14 14 14 14 14 14 14 22 12 14 14 23 23 23 22 14 4 22
## NDB CIX CJA IPC PIU TBP TCQ TRU MHC MPN ZOS OLL ANG BVC BFS GOJ LWO SBZ
## 22 22 22 22 22 22 22 22 18 18 22 14 14 13 9 3 3 23
## OGL SVD EOI NDY NRL PPW SOY WRY GHT LAQ LTD QUB SRX CNM LAM LNS VCT OLA
## 14 14 18 18 18 18 18 18 14 22 14 14 22 14 14 22 22 22
## VDB ASW BFI CLM ESD DHB RCE WSX FRD FBS LKE LPS ORX BVS MEU MTE OZH UDJ
## 22 23 20 20 20 20 20 20 20 20 20 20 14 22 14 14 22 14
## ANM TMM WMN DIE NOS SVB MJN FTU TLE MOQ SMS WMR KAN BBN MUR KUD LDU LWY
## 14 23 14 23 14 14 14 14 14 14 14 18 23 14 14 14 14 14
## BKM MKM TGC LBP LGL LKH LMN ODN DIL RRG ELS YGX BYN LTI HVD DLZ ULZ ABS
## 18 14 14 18 14 14 14 14 22 22 23 14 14 18 14 22 14 14
## KGT GOQ NGQ NYT ZQZ YUS JHM HNM MUE ORZ INB SVK JBQ AUY TAH AWD FTA SON
## 22 14 14 22 14 14 22 14 14 18 18 18 14 18 4 18 18 2
## CCV LNB NUS ULB DLY IPA EAE LNE LOD LPM MTV SLH TOH ZGU MWF NOU SWJ PBJ
## 14 14 14 18 14 14 14 14 18 14 18 18 18 18 18 13 14 14
## SSR WLH TGH VLS SHB WKJ FUJ TSJ HAC IWJ IWK MBE NTQ OIM ONJ SYO TTJ IKI
## 18 18 14 14 22 22 22 22 22 22 22 22 22 22 22 22 22 14
## CFC JCB GPB ERM GEL SRA URG ACY LBE SKZ GMZ VDE UEO AEY RKV EGS IFJ BHE
## 14 14 14 14 18 14 18 13 22 23 14 22 14 18 4 18 18 22
## GIS HLZ KAT KKE NPE NPL NSN PMR PPQ ROT TRG TUO WAG WHK WRE ALH CNJ NLK
## 22 22 22 22 22 22 22 23 22 22 22 22 22 22 22 14 23 22
## BQB HKK IVC DCN EPR GET IUE KGI KNX LEA PBO RVT PQQ TIU WSZ NYI TKD SRE
## 14 14 14 14 14 14 20 23 23 14 14 14 23 14 14 22 22 23
## KLV PEE INU MAJ DNK BWK PMY CIP KAA MFU SLI MNS LUK MMU MBL GJA UII YHU
## 23 23 22 4 13 14 14 14 14 14 14 14 22 22 14 18 14 14
## YVB YGV YAY YBX YCL YDP YNP YHO YMN YJT YSO ZUM VAN ASR HTY MQM VAS KYA
## 14 14 14 18 22 18 25 25 25 14 18 14 23 23 13 23 22 22
## BAL DNZ EDO ERC KCM MSR MZH NAV LPT TDX THS UTP CKH CYX IKS MQJ NER SUK
## 22 22 22 22 22 22 22 22 22 22 22 22 14 14 14 14 23 14
## FSP RYK CJL DBA DEA DSK PZH GIL GWD TUK KDU MJD PJG ATC LGI RCY RSD SML
## 22 22 22 18 22 14 14 22 22 23 22 22 22 22 22 22 22 22
## TBI CYP JOL MBT IFO ARK BKZ MBI MYW CMU VAI MDU WBM GAN DRV HAQ FVM KDM
## 22 22 18 22 22 14 18 14 14 14 14 14 14 22 22 14 22 22
## GKK KDO CKX TKJ HKB ABM AUU CUQ BEU BQL BVI RMA TWB ISA BUC DMD ONG WNR
## 22 22 20 20 14 14 14 14 18 18 25 22 4 2 18 18 18 18
## CMA SGO XTG EDR IRG KWM NTN WEI CTL ULP YPN YIF ZGS YNA SXI GOU MVR NGE
## 18 4 25 14 14 14 14 14 4 18 14 18 4 4 14 14 14 14
## ABX OLP PLO ARM BCI BDB BME KTA EMD GLT HVB LDH MOV PHE ZBL CFS HID DBO
## 22 14 14 22 22 22 13 23 22 22 22 22 22 23 22 22 14 22
## DPO MQL MRZ ZNE TMW WGA STD VIG ZVK HOE PKZ LXG ODY XKH OSW DYR NGK RMI
## 22 23 22 14 22 22 22 22 22 14 23 14 14 14 22 22 14 22
## PWE MUN FAE AZI FJR XSB ZDY AQJ OSM HOR PIX SMA TER CDJ CMP GRP MQH BSS
## 22 22 22 4 14 22 14 22 22 23 22 22 13 14 14 20 20 14
## OIA RDC STZ SXO SXX AAQ BAX KEJ NOZ NSK OGZ RGK SIP STW TOF PKC BEW BUQ
## 18 14 20 20 20 22 22 22 22 13 22 22 23 22 23 23 23 22
## HDS KIM MQP UTN WVB MSU MTS PHW PTG PZB RCB TET UTT VNX FUT WLS HBX IXG
## 22 22 22 22 22 22 22 22 22 22 22 23 22 22 18 14 22 22
## MYQ TCR PUG BWT KNS FLS MEB PTJ CVU FLW GRW SJZ AGB ERF KSF CEG ONQ XFW
## 22 22 14 22 22 18 20 20 14 14 14 14 22 23 22 22 22 22
## GDZ ABT AJF AQI BHH EAM GIZ DWD EJH RAE SHW URY WAE ULH RAH TUI ERS MPA
## 22 22 22 22 22 22 23 22 22 22 22 22 22 22 22 22 20 20
## NDU OND LUD OMD BRN HMA DIJ PGX LEH VDA TEB ADF AJI AOE BGG CKZ CND IGD
## 20 20 14 18 13 23 22 22 22 20 14 22 22 22 22 14 22 22
## KCO KSY TEQ ISE KFS KZR NAJ NOP MCV MNG ELC MGT VXC UEL INH VPY VXE TOE
## 14 22 14 22 22 22 22 22 14 4 18 18 14 14 22 14 23 22
## BMY GEA KOC ILP KNQ LIF MEE TGJ TOU UVE GBB LLK LWN ACV CEC AOO JST ASE
## 20 20 20 20 20 20 20 20 20 20 22 22 22 22 22 22 22 22
## BFD JHW BKW SHD CIC MGW CLD DUJ FKL PKB CMX EGE GUC HDN LAR MTJ PUB EAU
## 22 22 22 22 22 22 22 22 22 14 22 22 22 22 22 22 22 22
## FOE ROP TKK YAP HOB KSA KWA PNI LMT MKG MOD PAH RDD LPY MSW GAE GAF BTC
## 22 14 14 14 22 18 18 18 22 22 22 22 22 22 20 22 22 18
## GIU KCT DIW TRR PED AXP CRI IGA MYG NYA UTS TBW URS BJZ CAJ CBS CUM CZE
## 4 22 18 18 22 22 22 22 22 22 14 22 22 22 18 22 22 22
## LFR PYH SOM SVZ PBL SNV VLY GLO CCK XCH DLI HUI UIH CAH PXU DIN TBB VCA
## 22 22 22 22 14 18 14 14 18 14 23 22 22 22 22 22 22 22
## VCL VDH THD VCS VKG MMO SFL SNE AHE XMH AUQ NHV UAH UAP AXR KKR BOB HUH
## 22 22 22 22 22 14 14 14 14 14 14 14 18 18 14 18 23 14
## MAU MOZ RFP RGI TIH FAV GMR HOI MKP KHZ KXU MVT RKA RMT RUR RVV TKX TUB
## 14 14 14 23 14 14 18 14 18 18 25 14 14 14 14 14 14 14
## TKP EVG HFS KID MXX TYF PJA MHG URE VIN ABB BNI CBQ GMO IBA ILR QOW QRW
## 18 22 22 22 22 14 14 22 14 22 22 22 22 14 14 14 22 22
## SKO YOL JOS KAD QUO ANS ATA JAU TGI ARW CRA DEB TZL KET KYP MYT PBU KME
## 14 14 22 22 22 22 22 22 22 14 22 22 14 18 14 14 18 14
## HFT LKL SOJ VDS ANX BNN FDE FRO HOV SKE SOG BJF BVG MEH VAW MQN SSJ LKN
## 4 14 14 23 14 23 22 23 22 14 22 18 18 18 18 14 23 18
## MJF NVK RET SKN SVJ HAA HVG OSY RVK RRS SDN YHR ZTB ZLT YRG ZKG EUX SAB
## 14 18 18 14 18 14 18 14 14 22 22 18 25 25 18 18 22 22
## YBR YHM YXX KEW KIF WNN MSA XBE ZPB ZRJ SUR YAX YTL XKS YAC YER YFH YLH
## 22 22 22 25 18 18 18 18 18 18 25 18 18 18 18 18 4 18
## YOG YHP YNO YWP YPL YPM YVZ ZSJ KHS ZQW EXI KAE APF UPN IAA TGP THX MRX
## 18 25 25 14 18 18 18 18 22 23 14 14 22 22 14 14 14 14
## NOJ KGP TQL YAT YPO ZKE YFA YMO YKU YKQ YMT YNS ZEM YNC MCM GCN BDP BHR
## 23 22 14 25 25 25 4 4 18 18 4 14 18 18 22 14 14 14
## BIR BWA DHI JKR KEP PKR TMI KWF UKS RBQ UYU BFF CEZ EAR LBF MCK RIW SHR
## 14 14 14 14 14 14 14 14 22 14 14 22 22 22 22 22 22 22
## MCE PRC VIS SVC BHQ CED CPD KGC MGB WYA BHS PKE GFF NRA GFN TRO JCK RCM
## 22 22 22 22 22 14 14 14 22 14 22 22 22 22 14 22 18 18
## WIN LSY MIM MYA OAG
## 14 22 22 22 22
##
## Within cluster sum of squares by cluster:
## [1] 8.0436976 5.6999398 2.0068893 2.7816807 49.4401768
## [6] 26.6731883 14.8075891 7.8556135 4.5286978 8.5245708
## [11] 167.8981048 6.0945424 1.3037050 1.7156726 8.8787815
## [16] 22.9882700 58.5233522 1.7169417 6.7776807 0.3868652
## [21] 8.7060835 1.5636750 1.7056406 9.5042685 1.5921893
## (between_SS / total_SS = 96.9 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
## Warning: did *not* converge in specified number of iterationscentralities<- data.frame(centralities, fit$cluster) # append cluster membership
head(centralities)## indegree outdegree closeness_in btwn fit.cluster
## AER 26 26 0.01801138 2.057750e-05 3
## KZN 28 28 0.01801868 2.211094e-05 9
## ASF 8 8 0.01796951 3.970297e-07 23
## MRV 22 22 0.01805165 2.315226e-05 3
## CEK 20 20 0.01797724 2.473746e-06 3
## OVB 90 87 0.01813761 1.385724e-03 12aggregate(centralities, by=list(fit$cluster), FUN=mean) ## Group.1 indegree outdegree closeness_in btwn fit.cluster
## 1 1 105.600000 105.444444 0.0181196358 1.589851e-03 1
## 2 2 15.432432 15.756757 0.0178062465 4.977908e-03 2
## 3 3 19.609195 19.643678 0.0180110009 1.501828e-04 3
## 4 4 7.461538 7.415385 0.0177480913 1.610622e-03 4
## 5 5 202.250000 202.250000 0.0182222118 5.424781e-02 5
## 6 6 213.541667 213.958333 0.0182236044 1.349113e-02 6
## 7 7 215.631579 215.157895 0.0181484670 2.980895e-03 7
## 8 8 49.944444 49.755556 0.0180747394 9.755793e-04 8
## 9 9 33.446154 33.476923 0.0180347306 4.192256e-04 9
## 10 10 179.500000 180.833333 0.0182023601 2.853296e-02 10
## 11 11 575.285714 578.285714 0.0183210210 5.975120e-02 11
## 12 12 75.408451 75.647887 0.0180927496 6.704821e-04 12
## 13 13 11.835878 11.744275 0.0179811965 5.299944e-05 13
## 14 14 2.057096 2.017945 0.0176986187 3.485233e-05 14
## 15 15 37.833333 38.583333 0.0179647715 1.457452e-02 15
## 16 16 311.937500 313.375000 0.0182117254 8.016174e-03 16
## 17 17 374.400000 372.933333 0.0182739440 3.112762e-02 17
## 18 18 2.263158 2.266447 0.0174498495 1.344642e-04 18
## 19 19 46.791667 46.833333 0.0180400589 6.927876e-03 19
## 20 20 1.404255 1.574468 0.0002923251 1.536861e-04 20
## 21 21 110.812500 110.062500 0.0181653137 9.635728e-03 21
## 22 22 2.215709 2.202814 0.0178875213 1.171597e-05 22
## 23 23 6.368071 6.325942 0.0179142493 5.617353e-05 23
## 24 24 146.000000 146.685714 0.0181254869 1.745877e-03 24
## 25 25 1.580952 1.619048 0.0170131699 2.298481e-04 25(d) Do you observe the groups obtained in Step 4 to be similar to or different from what you obtained in Step 5? Why?
From the above it can be inferred that K-Mean Clustering is more efficient as it groups the Airports with higher Modularity. With Clauset-Newman-Moore Algorithm having low modularity reduces its strength to bring out the optimized solution. K-mean provide us with that, With K-mean airports are spread across different grops efficiently. 2.6 Step 6: Carefully observe the centralities of the airports in the dataset
(e) Identify a few (3-4) airports that you already know of to some extent in terms of their characteristics. Explain how centralities of those airports relative to that of the other airports in the network are in line with the characteristics you alreadyknow of about those airports.
The above results show that main airports are Delhi, Bangalore, Mumbai, Hyderabad as they have high closeness and betweeness centrality which is quiet apt as these are the metropolitan cities of India and have majority of corporate hubs. On the other hand if the Airport in Leh, depending on the Leh topography it is opened only for couple of months in the entire year making the usage of the airport here almost nil.(f) If your organization is planning on launching a new flight service on a couple of new routes, what will that be (based on the information you have in THIS dataset)? Explain your answer. What other information will help you being more comfortable you’re your decision.
It's advisable to introduce the new flight between two airports which are not having direct flights i.e., not having direct edge but connected using some other nodes, the metric is that the airports which are having more between centrality.