ivos c3. How was the data collected? ## Warning: package 'mosaic' was built under R version 4.1.2## Registered 53 method overwritten by 'mosaic':methodfromfortify.SpatialIPolygonsDataFrame geplot2* The 'mosaic' package masks several functions from core packages in order to addadditional features.The original behavior of these functions should notbe affected by this.e Attaching package: 'mosaic** The following objects are masked from "package:dplyr:count, do, tally## The following object is masked from 'package:Matrix':meanee The following object is masked from "package:ggplot2:##state The following objects are masked from 'package:stats':binom.test, cor, cor.test, cov, fivenum, IQR, median, prop.test,quantile, sd, t.test, var** The following objects are masked from 'package:base':max, mean, min, prod, range, sample, sumPHELPrct## starting httpd help server ...donehead (HELPrct)age anysubstatus anysub cesd di daysanysub dayslink drugrisk e2b female#1 372 371772e NAe NA149 3225yesyesyesyes30 2239 eNA36520 NA#3 264 39189343115 239 126 1sex gib homeless i1 12 id indtot linkstatus 1ink4e 1O NA2575 32#6 47yes3136511yespcs pSs fr1 male yeshoused 13 26 11 yes 25.111990 58.41369139male yes homeless 56 62 243NA NA 26.670307 36.03694male nohoused e @341no 6.762923 74, 88633134 female nohoused 5 5428no 43.967880 61.9316811male no honeless 10 13S381 yes 21.675755 37.34558106 fenale no housed 4 4 6529e no 55.508991 46.47521# 1 blacke 2racegrp satreat sexrisk substance treat avg drinks max drinks4 cocainealcohol13562662noyeswhitenoyesblacknoheroinnowhiteblackblack* hospitalizationsheroincocaine4yesno6cocaine10134.nononoyes3.22112tall(HELPret)## 452 59NA11 2NA3650 1## 453 45NA35 1NA3650 1##sex gib home less 11 12 id indtot linkstatus link448mcspcsno 25.85177 50.60834no 41.94307 56.968681 yes 62.17550 57.25384no 33.43454 40.04572no 54.42482 53.73204no 30.21223 43.47607pss_fr racegrp satreat sexrisk substance treat avg_drinks max_drinksmale no home less e e 453housed 0 @ 454housed 13 20 455no homeless 1 24 460no homeless 13 13 462no homeless 51 51 46336##449## 450## 451 femalemaleпо3839male no28## 452malemale26## 45343## 4485 white4yesheroinno# 4497whiteno4heroinalcohol2yese 450e 45111whitenoyes1320whitenoheroin## 452no124blackwhitee 453ves9cocaineno131311no4alcoholno5151hospitalizations## 448## 4491## 450## 451## 452e 45321tally(sex, data-HELPrct)## sex## fenalemale107346bargraph(sex, data-HELPrct)

Question

ivos c3. How was the data collected? ## Warning: package 'mosaic' was built under R version 4.1.2## Registered 53 method overwritten by 'mosaic':methodfromfortify.SpatialIPolygonsDataFrame geplot2* The 'mosaic' package masks several functions from core packages in order to addadditional features.The original behavior of these functions should notbe affected by this.e Attaching package: 'mosaic** The following objects are masked from &#34;package:dplyr:count, do, tally## The following object is masked from 'package:Matrix':meanee The following object is masked from &#34;package:ggplot2:##state The following objects are masked from 'package:stats':binom.test, cor, cor.test, cov, fivenum, IQR, median, prop.test,quantile, sd, t.test, var** The following objects are masked from 'package:base':max, mean, min, prod, range, sample, sumPHELPrct## starting httpd help server ...donehead (HELPrct)age anysubstatus anysub cesd di daysanysub dayslink drugrisk e2b female#1 372 371772e NAe NA149 3225yesyesyesyes30 2239 eNA36520 NA#3 264 39189343115 239 126 1sex gib homeless i1 12 id indtot linkstatus 1ink4e 1O NA2575 32#6 47yes3136511yespcs pSs fr1 male yeshoused 13 26 11 yes 25.111990 58.41369139male yes homeless 56 62 243NA NA> 26.670307 36.03694male nohoused e @341no 6.762923 74, 88633134 female nohoused 5 5428no 43.967880 61.9316811male no honeless 10 13S381 yes 21.675755 37.34558106 fenale no housed 4 4 6529e no 55.508991 46.47521# 1 blacke 2racegrp satreat sexrisk substance treat avg drinks max drinks4 cocainealcohol13562662noyeswhitenoyesblacknoheroinnowhiteblackblack* hospitalizationsheroincocaine4yesno6cocaine10134.nononoyes3.22112tall(HELPret)## 452 59NA11 2NA3650 1## 453 45NA35 1NA3650 1##sex gib home less 11 12 id indtot linkstatus link448mcspcsno 25.85177 50.60834no 41.94307 56.968681 yes 62.17550 57.25384no 33.43454 40.04572no 54.42482 53.73204no 30.21223 43.47607pss_fr racegrp satreat sexrisk substance treat avg_drinks max_drinksmale no home less e e 453housed 0 @ 454housed 13 20 455no homeless 1 24 460no homeless 13 13 462no homeless 51 51 46336##449## 450## 451 femalemaleпо3839male no28## 452malemale26## 45343## 4485 white4yesheroinno# 4497whiteno4heroinalcohol2yese 450e 45111whitenoyes1320whitenoheroin## 452no124blackwhitee 453ves9cocaineno131311no4alcoholno5151hospitalizations## 448## 4491## 450## 451## 452e 45321tally(sex, data-HELPrct)## sex## fenalemale107346bargraph(sex, data-HELPrct)

Accepted Answer

Data collection is an important part because the whole analysis will depend upon the collected data.…