Can you please share the answer and the R program code for the solution:

Please use the Facebook Ad datasetKAG_wrangled_dataset.csvfor the next set of questions. We advise to solve these questions using R (preferably usingdplyrlibrary wherever applicable) after reviewing Week 7 and other resources provided for learningdplyrin R Learning Guide

NOTE: For no clicks and no amount spent, please consider CPC as 0 for all the questions.

Load the dataset as:

data <-read.csv("KAG_wrangled_dataset.csv",stringsAsFactors= FALSE)

Question: Which of the following market segmentshas thehighest cost-per-click (CPC)? if the Campaign ID is assumed to be 916, how can I proceed with this question?

a. Males, Age 30 - 34

b. Females, Age 40 - 44

c. Males, Age 45 - 49

d. Females, Age 35 - 39

dataset: KAG_wrangled_dataset.csv

ad_id,xyz_campaign_id,fb_campaign_id,age,gender,interest,Impressions,Clicks,Spent,Total_Conversion,Approved_Conversion

708746,916,103916,30-34,M,15,7350,1,1.429999948,2,1

708749,916,103917,30-34,M,16,17861,2,1.820000023,2,0

708771,916,103920,30-34,M,20,693,0,0,1,0

708815,916,103928,30-34,M,28,4259,1,1.25,1,0

708818,916,103928,30-34,M,28,4133,1,1.289999962,1,1

708820,916,103929,30-34,M,29,1915,0,0,1,1

708889,916,103940,30-34,M,15,15615,3,4.769999981,1,0

708895,916,103941,30-34,M,16,10951,1,1.269999981,1,1

708953,916,103951,30-34,M,27,2355,1,1.5,1,0

708958,916,103952,30-34,M,28,9502,3,3.159999967,1,0

708979,916,103955,30-34,M,31,1224,0,0,1,0

709023,916,103962,30-34,M,7,735,0,0,1,0

709038,916,103965,30-34,M,16,5117,0,0,1,0

709040,916,103965,30-34,M,16,5120,0,0,1,0

709059,916,103968,30-34,M,20,14669,7,10.28000021,1,1

709105,916,103976,30-34,M,28,1241,0,0,1,1

709115,916,103978,30-34,M,30,2305,1,0.569999993,1,0

709124,916,103979,30-34,M,31,1024,0,0,1,1

709179,916,103988,35-39,M,15,4627,1,1.690000057,1,0

709183,916,103989,35-39,M,16,21026,4,4.630000114,2,1

709320,916,104012,35-39,M,15,1422,0,0,1,1

709323,916,104012,35-39,M,15,7132,2,2.609999895,1,0

709326,916,104013,35-39,M,16,12190,2,3.049999952,1,0

709327,916,104013,35-39,M,16,12193,2,3.059999943,1,1

709328,916,104013,35-39,M,16,3332,0,0,1,1

709455,916,104034,35-39,M,7,559,0,0,1,0

709544,916,104049,35-39,M,29,7440,2,2.980000019,1,1

709614,916,104061,40-44,M,16,19113,4,5.5200001,1,0

709756,916,104085,40-44,M,16,10976,2,1.690000057,1,1

709761,916,104085,40-44,M,16,2861,0,0,1,0

709899,916,104108,40-44,M,15,1398,0,0,1,1

709901,916,104109,40-44,M,16,23817,7,8.470000148,1,1

710045,916,104133,45-49,M,16,47224,12,15.82000017,1,0

710088,916,104140,45-49,M,24,2283,1,1.470000029,1,0

710360,916,104185,45-49,M,21,2182,1,1.529999971,1,1

710477,916,104205,30-34,F,16,2654,0,0,1,1

710480,916,104205,30-34,F,16,57665,14,18.06999969,1,1

710571,916,104220,30-34,F,32,3091,1,1.610000014,1,1

710617,916,104228,30-34,F,15,5014,1,1.190000057,1,0

710623,916,104229,30-34,F,16,38726,7,9.220000267,1,0

710628,916,104230,30-34,F,18,1473,0,0,1,0

710682,916,104239,30-34,F,27,1186,0,0,1,0

710763,916,104252,30-34,F,15,5369,1,1.50999999,1,0

710836,916,104265,30-34,F,29,22221,7,9.430000067,1,1

710867,916,104270,30-34,F,63,1185,0,0,1,0

710880,916,104272,30-34,F,65,13019,5,6.960000038,1,0

710961,916,104285,35-39,F,25,2508,1,1.220000029,1,0

710968,916,104287,35-39,F,27,5864,2,2.799999952,1,1

711217,916,104328,35-39,F,20,2783,1,1.600000024,1,0

711623,916,104396,40-44,F,15,3812,1,1.129999995,2,1

711764,916,104419,45-49,F,10,11199,4,5.730000019,1,1

711785,916,104423,45-49,F,19,292,0,0,1,0

711877,916,104438,45-49,F,63,17572,7,9.379999995,1,0

712052,916,104467,45-49,F,10,1448,0,0,1,1

734209,936,108654,30-34,M,10,1772,0,0,1,1

734210,936,108654,30-34,M,10,13329,4,5.629999995,1,1

734215,936,108655,30-34,M,15,13659,3,3.840000033,1,0

734243,936,108660,30-34,M,21,739,0,0,1,1

734266,936,108664,30-34,M,25,605,0,0,1,0

734272,936,108665,30-34,M,26,1030,0,0,1,0

734290,936,108668,30-34,M,29,5374,1,1.039999962,4,0

734313,936,108672,30-34,M,36,790,0,0,1,1

734314,936,108672,30-34,M,36,962,0,0,1,0

734352,936,108678,35-39,M,10,4423,1,1.460000038,1,1

734361,936,108680,35-39,M,16,12382,2,2.839999914,1,1

734381,936,108683,35-39,M,20,2938,1,1.350000024,1,1

734399,936,108686,35-39,M,23,239,0,0,1,0

734418,936,108689,35-39,M,26,591,0,0,1,0

734421,936,108690,35-39,M,27,10332,4,5.75,1,0

734427,936,108691,35-39,M,28,8259,3,3.980000019,1,0

734433,936,108692,35-39,M,29,12158,3,4.449999928,1,0

734582,936,108716,40-44,M,29,7709,2,1.320000052,2,0

734605,936,108720,40-44,M,36,834,0,0,1,0

734660,936,108729,45-49,M,18,1299,0,0,2,0

734666,936,108730,45-49,M,19,371,0,0,1,0

734726,936,108740,45-49,M,29,10466,3,4.090000033,1,0

734737,936,108742,45-49,M,31,839,0,0,1,0

734785,936,108750,30-34,F,10,5576,1,1.529999971,1,1

734794,936,108752,30-34,F,16,4010,0,0,1,0

734796,936,108752,30-34,F,16,39337,7,10.03000009,1,1

734800,936,108753,30-34,F,18,1635,0,0,1,0

734803,936,108753,30-34,F,18,1631,0,0,1,0

734852,936,108761,30-34,F,26,13479,3,4.25,1,0

734854,936,108762,30-34,F,27,57022,13,20.29000032,3,3

734856,936,108762,30-34,F,27,5453,1,1.389999986,1,1

734866,936,108764,30-34,F,29,11803,3,4.440000057,1,0

734881,936,108766,30-34,F,31,4259,1,1.570000052,1,1

734901,936,108770,30-34,F,64,1554,0,0,1,0

734903,936,108770,30-34,F,64,5323,1,1.289999962,1,1

734925,936,108774,35-39,F,10,5024,1,1.409999967,1,1

734939,936,108776,35-39,F,16,104648,24,33.33000004,4,2

734968,936,108781,35-39,F,22,8504,3,3.340000093,1,1

734999,936,108786,35-39,F,27,20277,6,8.050000072,1,0

735014,936,108788,35-39,F,29,12403,4,5.210000038,1,1

735032,936,108791,35-39,F,32,498,0,0,1,1

735033,936,108792,35-39,F,36,652,0,0,0,0

735043,936,108793,35-39,F,63,1357,0,0,1,1

735048,936,108794,35-39,F,64,1393,0,0,1,0

735065,936,108797,40-44,F,7,648,0,0,1,0

735109,936,108804,40-44,F,21,708,0,0,1,1

735140,936,108809,40-44,F,26,6907,2,2.349999964,1,0

735143,936,108810,40-44,F,27,39035,13,19.32999957,1,0

735151,936,108811,40-44,F,28,926,0,0,1,0

735184,936,108817,40-44,F,63,4412,1,1.450000048,1,0

735189,936,108818,40-44,F,64,9965,3,4.050000072,1,0

735213,936,108822,45-49,F,10,73634,23,32.97999978,1,0

735220,936,108823,45-49,F,15,69708,20,31.28999949,1,0

735242,936,108826,45-49,F,19,530,0,0,1,0

735247,936,108827,45-49,F,20,14257,6,8.789999962,1,0

735289,936,108834,45-49,F,27,20362,5,9.119999886,1,1

735290,936,108834,45-49,F,27,12215,4,6.26000011,1,0

735298,936,108836,45-49,F,29,85412,28,38.63999999,2,1

736869,936,109448,30-34,M,2,2338,1,0.239999995,1,0

736890,936,109451,30-34,M,15,2522,0,0,1,0

736893,936,109452,30-34,M,16,3587,0,0,1,0

736977,936,109470,30-34,M,27,1273,0,0,1,0

736988,936,109472,30-34,M,28,3891,1,1.090000033,1,0

736995,936,109473,30-34,M,29,1888,0,0,1,0

736997,936,109473,30-34,M,29,1895,0,0,1,0

737097,936,109498,35-39,M,7,715,0,0,1,0

737130,936,109507,35-39,M,16,11199,2,2.680000067,1,0

737320,936,109553,35-39,M,63,5676,2,3.00999999,1,0

737375,936,109565,40-44,M,10,1415,0,0,1,0

737524,936,109601,40-44,M,30,2148,1,1.580000043,1,1

737644,936,109629,45-49,M,16,45401,10,14.06000042,1,0

737657,936,109633,45-49,M,18,7478,2,2.900000095,1,1

737658,936,109633,45-49,M,18,4919,1,1.590000033,1,0

737674,936,109637,45-49,M,20,533,0,0,1,1

737766,936,109659,45-49,M,29,1447,0,0,1,1

737896,936,109689,30-34,F,16,17553,3,4.590000153,1,0

737931,936,109698,30-34,F,20,3343,1,0.540000021,1,0

737961,936,109706,30-34,F,23,523,0,0,1,0

737995,936,109714,30-34,F,26,1873,0,0,1,0

738006,936,109717,30-34,F,27,34740,7,13.41000009,1,1

738067,936,109731,30-34,F,32,658,0,0,1,0

738098,936,109738,30-34,F,64,1539,0,0,1,0

738307,936,109788,35-39,F,31,3010,1,0.860000014,1,1

738389,936,109808,40-44,F,10,27081,9,10.77000046,1,1

738408,936,109813,40-44,F,16,20233,4,5.590000153,3,0

738413,936,109813,40-44,F,16,147159,36,58.16000044,3,1

738423,936,109816,40-44,F,18,21664,7,10.61999977,1,1

738436,936,109820,40-44,F,19,9112,4,5.460000038,1,1

738463,936,109826,40-44,F,21,542,0,0,1,0

738528,936,109839,40-44,F,30,402,0,0,1,1

738560,936,109844,40-44,F,64,1338,0,0,1,0

738582,936,109848,45-49,F,10,46150,15,20.17999983,1,1

738592,936,109850,45-49,F,16,493821,116,176.3799977,4,1

738593,936,109850,45-49,F,16,92011,27,34.39000046,2,1

738598,936,109851,45-49,F,18,12956,4,5.49000001,1,1

738606,936,109852,45-49,F,19,529,0,0,1,0

738637,936,109857,45-49,F,24,944,1,1.419999957,1,0

738648,936,109859,45-49,F,26,111090,38,51.97000027,5,1

747212,936,110836,30-34,M,10,7208,2,3.190000057,1,0

747213,936,110836,30-34,M,10,1746,0,0,1,0

747220,936,110837,30-34,M,15,2474,0,0,2,2

747222,936,110838,30-34,M,16,12489,2,1.960000038,1,0

747223,936,110838,30-34,M,16,8032,1,0.600000024,2,0

747248,936,110842,30-34,M,21,472,0,0,1,1

747332,936,110856,30-34,M,64,792,0,0,1,1

747362,936,110861,35-39,M,15,4607,1,1.149999976,1,1

747369,936,110862,35-39,M,16,13355,2,3.180000067,1,1

747370,936,110862,35-39,M,16,2936,0,0,1,0

747401,936,110867,35-39,M,22,2793,1,0.980000019,1,1

747435,936,110873,35-39,M,28,1032,0,0,1,0

747439,936,110874,35-39,M,29,1662,0,0,1,1

747489,936,110882,40-44,M,2,4016,2,1.480000049,1,1

747514,936,110886,40-44,M,16,14843,3,2.939999938,1,1

747645,936,110908,45-49,M,10,9674,3,4.600000024,1,1

747659,936,110910,45-49,M,16,12186,2,2.669999957,1,0

747675,936,110913,45-49,M,20,673,0,0,1,0

747678,936,110914,45-49,M,21,370,0,0,1,1

747712,936,110919,45-49,M,26,450,0,0,1,1

747790,936,110932,30-34,F,10,2077,0,0,1,1

747791,936,110932,30-34,F,10,31393,8,10.96000051,1,1

747795,936,110933,30-34,F,15,8410,2,2.359999895,1,1

747798,936,110934,30-34,F,16,25884,5,7.350000143,1,0

747824,936,110938,30-34,F,21,608,0,0,1,1

747828,936,110939,30-34,F,22,28488,10,9.340000033,1,0

747852,936,110943,30-34,F,26,10126,3,4.619999886,1,0

747859,936,110944,30-34,F,27,22572,5,8.5,1,0

747863,936,110944,30-34,F,27,1955,0,0,1,1

747879,936,110947,30-34,F,30,493,0,0,1,0

747903,936,110951,30-34,F,63,1491,0,0,1,1

747911,936,110952,30-34,F,64,1495,0,0,1,1

747968,936,110962,35-39,F,21,512,0,0,0,0

747991,936,110966,35-39,F,25,4868,2,2.420000076,1,0

748000,936,110967,35-39,F,26,6585,2,2.950000048,1,0

748007,936,110968,35-39,F,27,10164,2,3.720000029,1,1

748014,936,110970,35-39,F,29,11182,4,4.449999809,1,0

748045,936,110975,35-39,F,63,1238,0,0,1,0

748086,936,110982,40-44,F,16,34127,8,13.07000017,1,0

748087,936,110982,40-44,F,16,29466,7,10.84999967,2,0

748089,936,110982,40-44,F,16,38759,9,10.84999967,1,0

748091,936,110982,40-44,F,16,41720,10,12.06000006,1,1

748225,936,111005,45-49,F,15,18602,5,8.860000134,1,0

748230,936,111006,45-49,F,16,83929,21,27.72999954,4,1

748231,936,111006,45-49,F,16,25194,6,7.349999905,1,0

748233,936,111006,45-49,F,16,78627,19,26.53000045,1,0

748235,936,111006,45-49,F,16,102695,25,39.42999983,3,0

748294,936,111016,45-49,F,27,82827,24,47.93000031,3,0

748295,936,111016,45-49,F,27,9240,3,6.039999962,1,0

748303,936,111018,45-49,F,29,7706,2,2.369999886,1,0

748314,936,111020,45-49,F,31,7821,4,6.340000153,1,1

748341,936,111024,45-49,F,64,1363,0,0,1,1

776318,936,115484,45-49,F,15,3569,0,0,1,1

776322,936,115485,45-49,F,16,119063,34,53.21999949,1,0

776323,936,115485,45-49,F,16,99078,23,35.79999948,2,0

776325,936,115485,45-49,F,16,452398,114,180.2200012,1,0

776334,936,115487,45-49,F,10,191223,48,76.41000056,1,0

776336,936,115487,45-49,F,10,22216,6,9.549999952,1,0

776338,936,115487,45-49,F,10,48291,11,18.01999998,1,0

776353,936,115490,40-44,F,63,27559,8,13.37,1,0

776373,936,115493,45-49,F,25,10194,4,4.590000033,2,1

776383,936,115495,45-49,F,23,1168,0,0,1,1

776405,936,115498,45-49,F,21,40126,16,25.86000001,1,0

776416,936,115500,45-49,F,19,3659,1,0.49000001,1,1

776430,936,115503,30-34,M,10,3200,0,0,1,0

776464,936,115508,45-49,F,29,7550,1,1.679999948,1,1

776469,936,115509,45-49,F,28,45397,15,25.41999936,1,1

776473,936,115510,30-34,M,16,23086,2,3.310000062,1,1

776475,936,115510,30-34,M,16,16425,1,1.549999952,1,0

776476,936,115510,30-34,M,16,43756,5,5.439999938,0,0

776477,936,115510,30-34,M,16,9982,0,0,1,0

776489,936,115512,45-49,F,26,175389,55,81.60999787,1,0

776494,936,115513,30-34,M,15,7015,0,0,1,0

776515,936,115517,45-49,F,65,12706,3,4.98999989,1,1

776519,936,115517,45-49,F,65,70702,20,31.7099998,1,0

776533,936,115520,45-49,F,63,63927,16,25.52000046,2,0

776534,936,115520,45-49,F,63,15105,3,4.25999999,1,0

776538,936,115521,30-34,F,15,8774,1,1.830000043,1,0

776551,936,115523,30-34,F,16,14459,1,1.389999986,1,0

776552,936,115523,30-34,F,16,21596,2,2.809999943,1,0

776553,936,115523,30-34,F,16,66765,8,11.04999971,1,0

776563,936,115525,30-34,F,7,1369,0,0,1,1

776579,936,115527,30-34,F,10,26910,5,7.229999781,1,0

776603,936,115531,30-34,F,2,506,0,0,1,0

776615,936,115533,45-49,M,63,11988,3,4.269999862,1,0

776623,936,115535,45-49,M,64,19353,6,9.4799999,1,1

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