Question
The data in the Airlines data file contains data from 3,999 airline customers enrolled in East-WestAirlines’ customer rewards program. (Note that while East-West Airlines is clearly fictional, this is data from a real airlines reward program; names have been changed to protect the innocent and not-so-innocent alike.) East-West Airlines has two goals with this analysis: (1) identifying if a customer will claim a travel award using their rewards, and (2) identifying factors that lead to customers claiming atravel award. The data contains information about each customer’s history:
Field Name      Description
ID                      Unique ID
Balance             Number of miles eligible for award travel
Qual_miles         Number of miles counted as qualifying for Topflight status
cc1_miles          Number of miles earned with freq. flyer creditcard in the past 12 months:
cc2_miles          Number of miles earned with Rewards creditcard in the past 12 months:
cc3_miles          Number of miles earned with Small Businesscredit card in the past 12 months
note: miles arebinned
1 = under 5,000
2 = 5,000 - 10,000
3 = 10,001 - 25,000
4 = 25,001 - 50,000
5 = over 50,000
Bonus_miles       Number of miles earned from non-flightbonus transactions in the past 12 months
Bonus_trans       Number of non-flight bonus transactions inthe past 12 months
Flight_miles_12mo Number of flight miles in the past 12 months
Flight_trans_12       Number of flight transactions in the past 12months
Days_since_enroll   Number of days since Enroll_date
Award                      Dummy variable for travel award claimed (1 =award claimed, 0 = not claimed)
Include the relevant computer output you used to answer each question with your response.
Data Preparation
1. Read the data.
2. Set the seed 101
3. Randomly partition the data set into training, validation, and testing data by:
1. First, splitting off 25% of the data for testing
2. Second, splitting off 25% of the remaining data for validation
3. Third,setting the remaining data as training data
Please include a file with any output or graphs used for each method and the R code.
1.If East-West Airlines is most concerned with identifying if a new customer will claim a travel award using their rewards, what three methods would you suggest as the most appropriate for this problem? Why did you use each method?
The three methods to use:
a.Logistic regression
b.CART
c.KNN

2.If East-West Airlines is most concerned with identifying factors that lead to customers claiming a travel award, what three methods would you suggest as the most appropriate for this problem? Why did you use each method?
The three methods to use:
a.Logistic regression
b.Clustering
c.Association rules
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# Loading package for csv file read.
library(readr)
# Loading package for confusion matrix.
library(caret)


dat <- read_csv("Airlines_Data.csv")

set.seed(101)

dat$ID <- NULL

dat$Award <- as.factor(dat$Award)

# Creating test data split 25%
test_index <- sample(1:nrow(dat), 0.25*nrow(dat), replace=F)
test_dat <- dat[test_index, ]
test_class <- test_dat$Award
test_dat$Award <- NULL
dat <- dat[-test_index,]

# Creating validation data split 25% on remaining data
validation_index <- sample(1:nrow(dat), 0.25*nrow(dat), replace=F)
validation_dat <- dat[validation_index, ]
valid_class <- validation_dat$Award
validation_dat$Award <- NULL

# remaining data is considered as training dataset.
train_dat <- dat[-validation_index,]
train_class <- train_dat$Award
#train_dat$Award <- NULL

# Printing proportions
dims <- c(nrow(test_dat), nrow(validation_dat), nrow(train_dat))
prop.table(dims)


# Fitting logistic regression.
lr.fit <- glm(Award ~., data = train_dat, family = binomial)

# Predicting on test dataset.
pred.test <- predict(lr.fit, test_dat, type="response")
pred.test <- ifelse(pred.test > 0.5, 1, 0)
res <- table(actual=test_class, predicted=pred.test)
confusionMatrix
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      • Illuminate\Cache\Events\CacheHit (204μs)
      • Illuminate\Cache\Events\CacheHit (172μs)
      • Illuminate\Cache\Events\CacheHit (182μs)
      • Illuminate\Cache\Events\CacheHit (146μs)
      • Illuminate\Cache\Events\CacheHit (168μs)
      • Illuminate\Cache\Events\CacheHit (146μs)
      • Illuminate\Cache\Events\CacheHit (167μs)
      • Illuminate\Cache\Events\CacheHit (147μs)
      • Illuminate\Cache\Events\CacheHit (197μs)
      • Illuminate\Cache\Events\CacheHit (149μs)
      • Illuminate\Cache\Events\CacheHit (193μs)
      • Illuminate\Cache\Events\CacheHit (305μs)
      • Illuminate\Cache\Events\CacheHit (192μs)
      • Illuminate\Cache\Events\CacheHit (146μs)
      • Illuminate\Cache\Events\CacheHit (235μs)
      • Illuminate\Cache\Events\CacheHit (153μs)
      • Illuminate\Cache\Events\CacheHit (329μs)
      • Illuminate\Cache\Events\CacheHit (203μs)
      • Illuminate\Cache\Events\CacheHit (191μs)
      • Illuminate\Cache\Events\CacheHit (150μs)
      • Illuminate\Cache\Events\CacheHit (202μs)
      • Illuminate\Cache\Events\CacheHit (147μs)
      • Illuminate\Cache\Events\CacheHit (189μs)
      • Illuminate\Cache\Events\CacheHit (161μs)
      • Illuminate\Cache\Events\CacheHit (174μs)
      • Illuminate\Cache\Events\CacheHit (150μs)
      • Illuminate\Cache\Events\CacheHit (171μs)
      • Illuminate\Cache\Events\CacheHit (149μs)
      • Illuminate\Cache\Events\CacheHit (208μs)
      • Illuminate\Cache\Events\CacheHit (158μs)
      • Illuminate\Cache\Events\CacheHit (185μs)
      • Illuminate\Cache\Events\CacheHit (200μs)
      • Illuminate\Cache\Events\CacheHit (193μs)
      • Illuminate\Cache\Events\CacheHit (175μs)
      • Illuminate\Cache\Events\CacheHit (196μs)
      • Illuminate\Cache\Events\CacheHit (221μs)
      • Illuminate\Cache\Events\CacheHit (202μs)
      • Illuminate\Cache\Events\CacheHit (175μs)
      • creating: site.layouts.app (493μs)
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      • creating: components.canonical (414μs)
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      • creating: components.open-graph (188μs)
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      • creating: site.headers.header (252μs)
      • composing: site.headers.header (70μs)
      • Illuminate\Cache\Events\CacheHit (1.84ms)
      • creating: components.footer (131μs)
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      • Illuminate\Cache\Events\CacheHit (159μs)
      • Illuminate\Cache\Events\CacheHit (266μs)
      • Illuminate\Cache\Events\CacheHit (292μs)
      • Illuminate\Cache\Events\CacheHit (209μs)
      • Illuminate\Cache\Events\CacheHit (178μs)
      • Illuminate\Cache\Events\CacheHit (169μs)
      • Illuminate\Cache\Events\CacheHit (182μs)
      • Illuminate\Cache\Events\CacheHit (234μs)
      • creating: components.forms.contact-us (241μs)
      • composing: components.forms.contact-us (165μs)
      • creating: components.forms.get-started (131μs)
      • composing: components.forms.get-started (65μs)
      • creating: components.forms.free-tool-download (94μs)
      • composing: components.forms.free-tool-download (59μs)
      • creating: components.forms.claim-free-worksheet (91μs)
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      • creating: components.forms.tutor-subscription-waitlist (88μs)
      • composing: components.forms.tutor-subscription-waitlist (145μs)
      • creating: components.forms.tutor-subscription-join (117μs)
      • composing: components.forms.tutor-subscription-join (61μs)
      • creating: components.forms.tutor-support (103μs)
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      • 321 x Illuminate\Cache\Events\CacheHit (22.05%)
        178ms
        10 x Illuminate\Database\Events\QueryExecuted (5.29%)
        42.60ms
        10 x Illuminate\Database\Events\StatementPrepared (3.57%)
        28.76ms
        1 x Illuminate\Foundation\Events\LocaleUpdated (0.32%)
        2.54ms
        1 x Illuminate\Cache\Events\KeyWritten (0.3%)
        2.40ms
        1 x Illuminate\Routing\Events\Routing (0.12%)
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        1 x Illuminate\Cache\Events\CacheMissed (0.11%)
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        1 x creating: homework.show (0.06%)
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        1 x eloquent.booting: App\Models\SubjectCat (0.05%)
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        16 x eloquent.retrieved: App\Models\HomeworkLibrary\HomeworkLibraryFile (0.04%)
        285μs
        1 x creating: site.headers.header (0.03%)
        252μs
        1 x creating: components.forms.contact-us (0.03%)
        241μs
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        1 x composing: components.forms.contact-us (0.02%)
        165μs
        1 x composing: components.forms.tutor-subscription-waitlist (0.02%)
        145μs
        1 x composing: components.breadcrumbs (0.02%)
        141μs
        1 x eloquent.booting: App\Models\HomeworkLibrary\HomeworkLibraryFile (0.02%)
        133μs
        1 x creating: components.footer (0.02%)
        131μs
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        117μs
        1 x composing: homework.show (0.01%)
        115μs
        1 x composing: components.canonical (0.01%)
        108μs
        1 x creating: components.forms.tutor-support (0.01%)
        103μs
        1 x composing: components.footer (0.01%)
        96μs
        1 x creating: components.forms.free-tool-download (0.01%)
        94μs
        1 x creating: components.forms.claim-free-worksheet (0.01%)
        91μs
        1 x creating: components.forms.tutor-subscription-waitlist (0.01%)
        88μs
        1 x eloquent.booting: App\Models\Subject (0.01%)
        85μs
        1 x composing: components.forms.claim-free-worksheet (0.01%)
        76μs
        1 x composing: components.forms.tutor-support (0.01%)
        76μs
        1 x composing: components.open-graph (0.01%)
        75μs
        1 x eloquent.booted: App\Models\HomeworkLibrary\HomeworkLibraryFile (0.01%)
        73μs
        1 x composing: site.headers.header (0.01%)
        70μs
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        65μs
        1 x eloquent.booted: App\Models\Subject (0.01%)
        62μs
        1 x composing: components.forms.tutor-subscription-join (0.01%)
        61μs
        1 x composing: components.forms.free-tool-download (0.01%)
        59μs
        1 x eloquent.booted: App\Models\SubjectCat (0.01%)
        43μs
        1 x composing: site.layouts.app (0%)
        24μs
      14 templates were rendered
      • 1x homework.showshow.blade.phpblade
      • 1x components.breadcrumbsbreadcrumbs.blade.phpblade
      • 1x site.layouts.appapp.blade.phpblade
      • 1x components.canonicalcanonical.blade.phpblade
      • 1x components.open-graphopen-graph.blade.phpblade
      • 1x site.headers.headerheader.blade.phpblade
      • 1x components.footerfooter.blade.phpblade
      • 1x components.forms.contact-uscontact-us.blade.phpblade
      • 1x components.forms.get-startedget-started.blade.phpblade
      • 1x components.forms.free-tool-downloadfree-tool-download.blade.phpblade
      • 1x components.forms.claim-free-worksheetclaim-free-worksheet.blade.phpblade
      • 1x components.forms.tutor-subscription-waitlisttutor-subscription-waitlist.blade.phpblade
      • 1x components.forms.tutor-subscription-jointutor-subscription-join.blade.phpblade
      • 1x components.forms.tutor-supporttutor-support.blade.phpblade
      uri
      GET college-homework-library/{category}/{subject}/{id}
      middleware
      web, utm.parameters
      controller
      App\Http\Controllers\HomeworkLibraryController@show
      namespace
      where
      as
      homework.show
      file
      app/Http/Controllers/HomeworkLibraryController.php:79-176
      10 statements were executed, 4 of which were duplicates, 6 unique. Show only duplicated59.82ms
      • Connection Establishedtwenty4_siteHomeworkLibraryController.php#91
        Backtrace
        • 13. app/Http/Controllers/HomeworkLibraryController.php:91
        • 14. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 15. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 16. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `solutionslibrary` where `status` = 'published' and `price` > 0 and `solutionslibrary`.`id` = '50680' limit 1
        15.41mstwenty4_siteHomeworkLibraryController.php#97
        Bindings
        • 0: published
        • 1: 0
        • 2: 50680
        Backtrace
        • 16. app/Http/Controllers/HomeworkLibraryController.php:97
        • 17. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 18. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 19. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 20. vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `subjects` where `subjects`.`id` in (299)
        1.13mstwenty4_siteHomeworkLibraryController.php#97
        Backtrace
        • 21. app/Http/Controllers/HomeworkLibraryController.php:97
        • 22. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 23. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 24. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 25. vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `solutionslibrary_files` where `solutionslibrary_files`.`solutionlib_id` in (50680)
        5.36mstwenty4_siteHomeworkLibraryController.php#97
        Backtrace
        • 21. app/Http/Controllers/HomeworkLibraryController.php:97
        • 22. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 23. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 24. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 25. vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `subject_cats` where `subject_cats`.`id` = 1 limit 1
        1.25mstwenty4_siteHomeworkLibrary.php#201
        Bindings
        • 0: 1
        Backtrace
        • 20. app/Models/HomeworkLibrary/HomeworkLibrary.php:201
        • 26. app/Http/Controllers/HomeworkLibraryController.php:105
        • 27. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 28. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 29. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
      • select * from `solutionslibrary` where `id` <> 50680 and `subject` = 299 and `status` = 'published' and `price` > 0 order by RAND() limit 6
        15.97mstwenty4_siteHomeworkLibraryRepository.php#30
        Bindings
        • 0: 50680
        • 1: 299
        • 2: published
        • 3: 0
        Backtrace
        • 14. app/Repositories/HomeworkLibraryRepository.php:30
        • 15. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 16. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 18. app/Repositories/HomeworkLibraryRepository.php:39
        • 19. app/Http/Controllers/HomeworkLibraryController.php:139
      • select * from `subjects` where `subjects`.`id` in (299)
        1.4mstwenty4_siteHomeworkLibraryRepository.php#30
        Backtrace
        • 19. app/Repositories/HomeworkLibraryRepository.php:30
        • 20. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 21. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 23. app/Repositories/HomeworkLibraryRepository.php:39
        • 24. app/Http/Controllers/HomeworkLibraryController.php:139
      • select * from `solutionslibrary_files` where `solutionslibrary_files`.`solutionlib_id` = 50680 and `solutionslibrary_files`.`solutionlib_id` is not null and `publish` = 'question' order by `order` asc, `id` asc
        6.02mstwenty4_siteHomeworkLibrary.php#260
        Bindings
        • 0: 50680
        • 1: question
        Backtrace
        • 15. app/Models/HomeworkLibrary/HomeworkLibrary.php:260
        • 16. app/Transformers/HomeworkLibrary/HomeworkLibraryTransformer.php:58
        • 19. vendor/league/fractal/src/TransformerAbstract.php:128
        • 20. vendor/league/fractal/src/TransformerAbstract.php:107
        • 21. vendor/league/fractal/src/Scope.php:383
      • select * from `solutionslibrary_files` where `solutionslibrary_files`.`solutionlib_id` = 50680 and `solutionslibrary_files`.`solutionlib_id` is not null and `publish` = 'teaser' order by `order` asc, `id` asc
        10.65mstwenty4_siteHomeworkLibrary.php#260
        Bindings
        • 0: 50680
        • 1: teaser
        Backtrace
        • 15. app/Models/HomeworkLibrary/HomeworkLibrary.php:260
        • 16. app/Transformers/HomeworkLibrary/HomeworkLibraryTransformer.php:69
        • 19. vendor/league/fractal/src/TransformerAbstract.php:128
        • 20. vendor/league/fractal/src/TransformerAbstract.php:107
        • 21. vendor/league/fractal/src/Scope.php:383
      • select * from `solutionslibrary_files` where `solutionslibrary_files`.`solutionlib_id` = 50680 and `solutionslibrary_files`.`solutionlib_id` is not null and `publish` = 'solution' order by `order` asc, `id` asc
        1.21mstwenty4_siteHomeworkLibrary.php#260
        Bindings
        • 0: 50680
        • 1: solution
        Backtrace
        • 15. app/Models/HomeworkLibrary/HomeworkLibrary.php:260
        • 16. app/Transformers/HomeworkLibrary/HomeworkLibraryTransformer.php:80
        • 19. vendor/league/fractal/src/TransformerAbstract.php:128
        • 20. vendor/league/fractal/src/TransformerAbstract.php:107
        • 21. vendor/league/fractal/src/Scope.php:383
      • select * from `subject_cats` where `subject_cats`.`id` = 1 limit 1
        1.42mstwenty4_siteHomeworkLibrary.php#201
        Bindings
        • 0: 1
        Backtrace
        • 20. app/Models/HomeworkLibrary/HomeworkLibrary.php:201
        • 32. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
        • 33. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
        • 34. vendor/livewire/livewire/src/ComponentConcerns/RendersLivewireComponents.php:69
        • 35. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70
      App\Models\HomeworkLibrary\HomeworkLibraryFile
      16HomeworkLibraryFile.php
      App\Models\HomeworkLibrary\HomeworkLibrary
      7HomeworkLibrary.php
      App\Models\Subject
      2Subject.php
      App\Models\SubjectCat
      2SubjectCat.php
          _token
          wZsa7mGv3NkU94CToMETUUc3UtPa1FccOClEV7c6
          utm_source
          direct
          redirectUrl
          /college-homework-library/Mathematics/Statistics-R-Programming/50680
          _previous
          array:1 [ "url" => "https://staging.dev.24houranswers.com/college-homework-library/Mathematics/Sta...
          _flash
          array:2 [ "old" => [] "new" => [] ]
          PHPDEBUGBAR_STACK_DATA
          []
          path_info
          /college-homework-library/Mathematics/Statistics-R-Programming/50680
          status_code
          200
          
          status_text
          OK
          format
          html
          content_type
          text/html; charset=UTF-8
          request_query
          []
          
          request_request
          []
          
          request_headers
          0 of 0
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          request_cookies
          []
          
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