Question
From the attach data, I would like to create an aggregate variable.
This variable is the average of the below combination variables:
sp_caregiver_hyper35 and seqhyper14
sp_caregiver_hyper36 and seqhyper14
sp_caregiver_hyper38 and seqhyper14
sp_caregiver_hyper39 and seqhyper14
sp_caregiver_hyper30 and seqhyper15
sp_caregiver_hyper32 and seqhyper15
sp_caregiver_hyper37 and seqhyper15
sp_caregiver_hyper29 and seqhyper16
sp_caregiver_hyper31 and seqhyper16
sp_caregiver_hyper33 and seqhyper16
sp_caregiver_hyper36 and seqhyper16
sp_caregiver_hyper38 and seqhyper16
sp_caregiver_hyper31 and seqhyper17
sp_caregiver_hyper35 and seqhyper17
sp_caregiver_hyper36 and seqhyper17
sp_caregiver_hyper38 and seqhyper17
sp_caregiver_hyper39 and seqhyper17
sp_caregiver_hyper30 and seqhyper18
sp_caregiver_hyper32 and seqhyper18
sp_caregiver_hyper36 and seqhyper18
sp_caregiver_hyper37 and seqhyper18
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library(reshape2)
library(dplyr)

dat <- read.csv("data.csv")

d <- melt(dat, id.vars = c("id","seqhyper14","seqhyper15","seqhyper16",          "seqhyper17", "seqhyper18", "seqhyper20"))

names(d) <- c("id","seqhyper14","seqhyper15","seqhyper16", "seqhyper17", "seqhyper18", "seqhyper20", "sp_caregiver_hyper_all", "sp_caregiver_hyper_value")
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      • Illuminate\Cache\Events\CacheHit (118μs)
      • Illuminate\Cache\Events\CacheHit (152μs)
      • Illuminate\Cache\Events\CacheHit (100μs)
      • Illuminate\Cache\Events\CacheHit (121μs)
      • Illuminate\Cache\Events\CacheHit (103μs)
      • Illuminate\Cache\Events\CacheHit (181μs)
      • Illuminate\Cache\Events\CacheHit (106μs)
      • Illuminate\Cache\Events\CacheHit (120μs)
      • Illuminate\Cache\Events\CacheHit (112μs)
      • Illuminate\Cache\Events\CacheMissed (187μs)
      • Illuminate\Database\Events\StatementPrepared (685μs)
      • Illuminate\Database\Events\QueryExecuted (787μs)
      • eloquent.retrieved: App\Models\SubjectCat (71μs)
      • Illuminate\Cache\Events\KeyWritten (1.18ms)
      • Illuminate\Cache\Events\CacheHit (442μs)
      • Illuminate\Cache\Events\CacheHit (283μs)
      • Illuminate\Cache\Events\CacheHit (184μs)
      • Illuminate\Cache\Events\CacheHit (224μs)
      • Illuminate\Cache\Events\CacheHit (176μs)
      • Illuminate\Cache\Events\CacheHit (190μs)
      • Illuminate\Cache\Events\CacheHit (168μs)
      • Illuminate\Cache\Events\CacheHit (199μs)
      • Illuminate\Cache\Events\CacheHit (172μs)
      • Illuminate\Cache\Events\CacheHit (198μs)
      • Illuminate\Cache\Events\CacheHit (169μs)
      • Illuminate\Cache\Events\CacheHit (201μs)
      • Illuminate\Cache\Events\CacheHit (165μs)
      • Illuminate\Cache\Events\CacheHit (189μs)
      • Illuminate\Cache\Events\CacheHit (175μs)
      • Illuminate\Cache\Events\CacheHit (191μs)
      • Illuminate\Cache\Events\CacheHit (170μs)
      • creating: site.layouts.app (474μs)
      • composing: site.layouts.app (21μs)
      • creating: components.canonical (463μs)
      • composing: components.canonical (103μs)
      • creating: components.open-graph (279μs)
      • composing: components.open-graph (88μs)
      • creating: site.headers.header (324μs)
      • composing: site.headers.header (77μs)
      • Illuminate\Cache\Events\CacheHit (1.86ms)
      • creating: components.footer (90μs)
      • composing: components.footer (97μs)
      • Illuminate\Cache\Events\CacheHit (990μs)
      • Illuminate\Cache\Events\CacheMissed (516μs)
      • Illuminate\Database\Events\StatementPrepared (808μs)
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      • Illuminate\Cache\Events\KeyWritten (392μs)
      • Illuminate\Cache\Events\CacheHit (297μs)
      • Illuminate\Cache\Events\CacheHit (159μs)
      • Illuminate\Cache\Events\CacheHit (125μs)
      • Illuminate\Cache\Events\CacheHit (114μs)
      • Illuminate\Cache\Events\CacheHit (221μs)
      • Illuminate\Cache\Events\CacheHit (373μs)
      • Illuminate\Cache\Events\CacheHit (416μs)
      • Illuminate\Cache\Events\CacheHit (206μs)
      • Illuminate\Cache\Events\CacheHit (199μs)
      • Illuminate\Cache\Events\CacheHit (180μs)
      • Illuminate\Cache\Events\CacheHit (218μs)
      • Illuminate\Cache\Events\CacheHit (180μs)
      • creating: components.forms.contact-us (301μs)
      • composing: components.forms.contact-us (202μs)
      • creating: components.forms.get-started (226μs)
      • composing: components.forms.get-started (91μs)
      • creating: components.forms.free-tool-download (148μs)
      • composing: components.forms.free-tool-download (77μs)
      • creating: components.forms.claim-free-worksheet (146μs)
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      • creating: components.forms.tutor-subscription-waitlist (142μs)
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      • creating: components.forms.tutor-subscription-join (141μs)
      • composing: components.forms.tutor-subscription-join (59μs)
      • creating: components.forms.tutor-support (128μs)
      • composing: components.forms.tutor-support (69μs)
      • 313 x Illuminate\Cache\Events\CacheHit (14.62%)
        64.81ms
        18 x Illuminate\Database\Events\QueryExecuted (8.57%)
        37.99ms
        18 x Illuminate\Database\Events\StatementPrepared (6.49%)
        28.75ms
        9 x Illuminate\Cache\Events\KeyWritten (1.54%)
        6.84ms
        1 x Illuminate\Foundation\Events\LocaleUpdated (0.99%)
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        9 x Illuminate\Cache\Events\CacheMissed (0.83%)
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        1 x Illuminate\Routing\Events\Routing (0.31%)
        1.36ms
        1 x Illuminate\Database\Events\ConnectionEstablished (0.26%)
        1.16ms
        10 x eloquent.retrieved: App\Models\SubjectCat (0.2%)
        879μs
        1 x Illuminate\Routing\Events\RouteMatched (0.13%)
        566μs
        1 x creating: site.layouts.app (0.11%)
        474μs
        1 x creating: components.canonical (0.1%)
        463μs
        7 x eloquent.retrieved: App\Models\HomeworkLibrary\HomeworkLibrary (0.08%)
        369μs
        1 x creating: site.headers.header (0.07%)
        324μs
        1 x eloquent.booting: App\Models\SubjectCat (0.07%)
        319μs
        1 x creating: components.forms.contact-us (0.07%)
        301μs
        15 x eloquent.retrieved: App\Models\HomeworkLibrary\HomeworkLibraryFile (0.07%)
        300μs
        1 x creating: components.breadcrumbs (0.06%)
        287μs
        1 x creating: components.open-graph (0.06%)
        279μs
        1 x creating: homework.show (0.06%)
        264μs
        1 x eloquent.booting: App\Models\HomeworkLibrary\HomeworkLibrary (0.05%)
        234μs
        1 x creating: components.forms.get-started (0.05%)
        226μs
        1 x eloquent.booted: App\Models\HomeworkLibrary\HomeworkLibrary (0.05%)
        210μs
        1 x composing: components.forms.contact-us (0.05%)
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        2 x eloquent.retrieved: App\Models\Subject (0.04%)
        199μs
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        148μs
        1 x creating: components.forms.claim-free-worksheet (0.03%)
        146μs
        1 x creating: components.forms.tutor-subscription-waitlist (0.03%)
        142μs
        1 x creating: components.forms.tutor-subscription-join (0.03%)
        141μs
        1 x creating: components.forms.tutor-support (0.03%)
        128μs
        1 x composing: components.breadcrumbs (0.03%)
        117μs
        1 x composing: homework.show (0.02%)
        103μs
        1 x composing: components.canonical (0.02%)
        103μs
        1 x eloquent.booting: App\Models\HomeworkLibrary\HomeworkLibraryFile (0.02%)
        100μs
        1 x composing: components.footer (0.02%)
        97μs
        1 x composing: components.forms.get-started (0.02%)
        91μs
        1 x creating: components.footer (0.02%)
        90μs
        1 x composing: components.open-graph (0.02%)
        88μs
        1 x composing: components.forms.claim-free-worksheet (0.02%)
        78μs
        1 x composing: components.forms.free-tool-download (0.02%)
        77μs
        1 x composing: site.headers.header (0.02%)
        77μs
        1 x composing: components.forms.tutor-subscription-waitlist (0.02%)
        73μs
        1 x composing: components.forms.tutor-support (0.02%)
        69μs
        1 x composing: components.forms.tutor-subscription-join (0.01%)
        59μs
        1 x eloquent.booting: App\Models\Subject (0.01%)
        53μs
        1 x eloquent.booted: App\Models\SubjectCat (0.01%)
        43μs
        1 x eloquent.booted: App\Models\Subject (0.01%)
        38μs
        1 x eloquent.booted: App\Models\HomeworkLibrary\HomeworkLibraryFile (0.01%)
        37μs
        1 x composing: site.layouts.app (0%)
        21μs
      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
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      • 1x components.forms.get-startedget-started.blade.phpblade
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      • 1x components.forms.claim-free-worksheetclaim-free-worksheet.blade.phpblade
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      uri
      GET college-homework-library/{category}/{subject}/{id}
      middleware
      web, utm.parameters
      controller
      App\Http\Controllers\HomeworkLibraryController@show
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      where
      as
      homework.show
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      app/Http/Controllers/HomeworkLibraryController.php:79-176
      18 statements were executed, 4 of which were duplicates, 14 unique. Show only duplicated53.12ms
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        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
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        13.86mstwenty4_siteHomeworkLibraryController.php#97
        Bindings
        • 0: published
        • 1: 0
        • 2: 40845
        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)
        1.14mstwenty4_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 (40845)
        9.25mstwenty4_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
        1.06mstwenty4_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` <> 40845 and `subject` = 299 and `status` = 'published' and `price` > 0 order by RAND() limit 6
        12.62mstwenty4_siteHomeworkLibraryRepository.php#30
        Bindings
        • 0: 40845
        • 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)
        1.13mstwenty4_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` = 40845 and `solutionslibrary_files`.`solutionlib_id` is not null and `publish` = 'question' order by `order` asc, `id` asc
        1.61mstwenty4_siteHomeworkLibrary.php#260
        Bindings
        • 0: 40845
        • 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
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        1.21mstwenty4_siteHomeworkLibrary.php#260
        Bindings
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        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` = 40845 and `solutionslibrary_files`.`solutionlib_id` is not null and `publish` = 'solution' order by `order` asc, `id` asc
        1.09mstwenty4_siteHomeworkLibrary.php#260
        Bindings
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        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
        1.12mstwenty4_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
      • select * from `subject_cats` where `subject_cats`.`id` = 4 limit 1
        1.15mstwenty4_siteSubject.php#100
        Bindings
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        Backtrace
        • 18. app/Models/Subject.php:100
        • 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 22. app/Models/Subject.php:101
        • 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
      • select * from `subject_cats` where `subject_cats`.`id` = 10 limit 1
        1.23mstwenty4_siteSubject.php#100
        Bindings
        • 0: 10
        Backtrace
        • 18. app/Models/Subject.php:100
        • 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 22. app/Models/Subject.php:101
        • 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
      • select * from `subject_cats` where `subject_cats`.`id` = 33 limit 1
        1.21mstwenty4_siteSubject.php#100
        Bindings
        • 0: 33
        Backtrace
        • 18. app/Models/Subject.php:100
        • 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 22. app/Models/Subject.php:101
        • 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
      • select * from `subject_cats` where `subject_cats`.`id` = 11 limit 1
        1mstwenty4_siteSubject.php#100
        Bindings
        • 0: 11
        Backtrace
        • 18. app/Models/Subject.php:100
        • 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 22. app/Models/Subject.php:101
        • 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
      • select * from `subject_cats` where `subject_cats`.`id` = 5 limit 1
        1.31mstwenty4_siteSubject.php#100
        Bindings
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        Backtrace
        • 18. app/Models/Subject.php:100
        • 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 22. app/Models/Subject.php:101
        • 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
      • select * from `subject_cats` where `subject_cats`.`id` = 34 limit 1
        950μstwenty4_siteSubject.php#100
        Bindings
        • 0: 34
        Backtrace
        • 18. app/Models/Subject.php:100
        • 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 22. app/Models/Subject.php:101
        • 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
      • select * from `subject_cats` where `subject_cats`.`id` = 31 limit 1
        970μstwenty4_siteSubject.php#100
        Bindings
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        Backtrace
        • 18. app/Models/Subject.php:100
        • 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 22. app/Models/Subject.php:101
        • 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
      • select * from `subject_cats` where `subject_cats`.`id` = 36 limit 1
        1.21mstwenty4_siteSubject.php#100
        Bindings
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        Backtrace
        • 18. app/Models/Subject.php:100
        • 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
        • 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
        • 22. app/Models/Subject.php:101
        • 28. view::components.footer:170
      App\Models\HomeworkLibrary\HomeworkLibraryFile
      15HomeworkLibraryFile.php
      App\Models\SubjectCat
      10SubjectCat.php
      App\Models\HomeworkLibrary\HomeworkLibrary
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      App\Models\Subject
      2Subject.php
          _token
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          utm_source
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          status_text
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