question1 1a. This problem continues using the data and description for the Oxford comma. Assuming that this is a random sample that is representative of the population, focus on the variables:

• care_comma. A categorical variable that tells you how much the individual cares for the Oxford comma, with categories: Not at all, I don't care that much, and I do care
• care_grammar.A categorical variable that tells you whether proper grammar was: Unimportant, Somewhat important, or Very important

Using the data set, obtained the contingency table forobserved counts. Looking at this table, enter the number of individuals that do care for the Oxford comma and consider proper grammar very important.

Hint: Using the R function table the way it's used at the end of lecture 8.1 may be useful

question21b. This problem continues using the data and description for the Oxford comma.

Using the table of observed counts obtained in the previous question. Assuming that preferences for the Oxford comma (care_comma) are independent of preferences for proper grammar (care_grammar), obtain the table forexpected countsfor these two variables. Looking at the table, enter theexpectednumber of individuals that do care for the Oxford comma and consider proper grammar very important. Round your answer to a number with no decimals.

Hint: The outer product in R could be useful

question31c. This problem continues using the data and description for the Oxford comma and your answers to the previous two questions.

You would like to use these data and perform a test to determine whether or not preferences for the Oxford comma (care_comma) are independent of preferences for proper grammar (care_grammar). What test would be appropriate to use here?

1-sample t-test for independence

2-sample Welch's t-test for independence

Chi-square test for independence

None of the test seems appropriate

question4 1d. This problem continues using the data and description for the Oxford comma and your answers to the previous three questions.

Use these data and perform a test to determine whether or not preferences for the Oxford comma (care_comma) are independent of preferences for proper grammar (care_grammar). What is your test statistic? Use three decimals.

question 51e. This problem continues using the data and description for the Oxford comma and your answers to the previous question. Based on the test statistic obtained in the previous questions, what is the corresponding p-value? If the p-value is very very small enter zero, otherwise round your response to 3 decimals.

Lifesaver: If you're not sure whether your previous answer was correct, assume that the test statistic is 13.03. You still need some information from the previous questions in order to get the degrees of freedom.

question 6 1f. This problem continues using the data and description for the Oxford comma and your answers to the previous questions.

Based on your results of the test, what is your conclusion?

Preferences for the Oxford comma are independent of preferences for proper grammar.

Preferences for the Oxford comma are related to preferences for proper grammar.

Preferences for the Oxford comma are different than preferences for proper grammar.

If someone has good grammar, this person uses the Oxford comma when writing.

The results of the test were inconclusive.

"respondent_id" "educ" "care_comma" "care_grammar" "1" 3292953864 "Bachelor degree" "I do care" "Somewhat important" "2" 3292950324 "Graduate degree" "I don't care much" "Unimportant" "3" 3292932796 "High School or less" "I do care" "Somewhat important" "4" 3292926586 "Some college" "I do care" "Very important" "5" 3292908135 "Some college" "I do care" "Very important" "6" 3292869879 "Some college" "I do care" "Very important" "7" 3292863455 "Graduate degree" "I do care" "Very important" "8" 3292860428 "Bachelor degree" "Not at all" "Very important" "9" 3292753795 "Bachelor degree" "I do care" "Very important" "10" 3292742681 "Some college" "Not at all" "Somewhat important" "11" 3292735069 "Bachelor degree" "I do care" "Very important" "12" 3292720964 "Some college" "I do care" "Somewhat important" "13" 3292707770 "Some college" "I do care" "Very important" "14" 3292702854 "Graduate degree" "I do care" "Very important" "15" 3292692304 "Graduate degree" "I don't care much" "Somewhat important" "16" 3292653724 "Some college" "I do care" "Somewhat important" "17" 3292648325 "Bachelor degree" "I do care" "Very important" "18" 3292644552 "Bachelor degree" "Not at all" "Very important" "19" 3292631647 "Some college" "I do care" "Somewhat important" "20" 3292625431 "Bachelor degree" "I do care" "Very important" "21" 3292615827 "Bachelor degree" "I don't care much" "Somewhat important" "22" 3292583593 "Bachelor degree" "I do care" "Somewhat important" "23" 3292576591 "Bachelor degree" "I do care" "Very important" "24" 3292568162 "Bachelor degree" "I do care" "Very important" "25" 3292565382 "Some college" "I don't care much" "Unimportant" "26" 3292552180 "Bachelor degree" "I do care" "Very important" "27" 3292538254 "Bachelor degree" "I do care" "Somewhat important" "28" 3292525186 "Graduate degree" "I don't care much" "Somewhat important" "29" 3292516800 "Some college" "I don't care much" "Unimportant" "30" 3292500526 "Some college" "I do care" "Very important" "31" 3292476328 "Bachelor degree" "I do care" "Very important" "32" 3292471540 "Bachelor degree" "I do care" "Very important" "33" 3292470085 "High School or less" "I don't care much" "Somewhat important" "34" 3292461339 "Bachelor degree" "I do care" "Very important" "35" 3292459579 "High School or less" "I do care" "Very important" "36" 3292445554 "Some college" "I do care" "Very important" "37" 3292442484 "Some college" "I do care" "Very important" "38" 3292393560 "Some college" "I do care" "Somewhat important" "39" 3292379467 "Some college" "I do care" "Very important" "40" 3292345432 "Some college" "I do care" "Somewhat important" "41" 3292335822 "Some college" "I don't care much" "Very important" "42" 3292322774 "Bachelor degree" "Not at all" "Very important" "43" 3292282953 "Some college" "I do care" "Somewhat important" "44" 3292263118 "Graduate degree" "I do care" "Somewhat important" "45" 3292257628 "Bachelor degree" "I do care" "Somewhat important""46" 3292253077 "Bachelor degree" "I do care" "Somewhat important" "47" 3292214390 "Some college" "I don't care much" "Very important" "48" 3292205163 "High School or less" "I do care" "Very important" "49" 3292192357 "Some college" "I don't care much" "Very important" "50" 3292183306 "Some college" "I do care" "Somewhat important" "51" 3292170498 "Bachelor degree" "I don't care much" "Somewhat important" "52" 3292161436 "Bachelor degree" "I do care" "Somewhat important" "53" 3292149318 "Bachelor degree" "I do care" "Very important" "54" 3292137946 "High School or less" "Not at all" "Somewhat important" "55" 3292117389 "Some college" "I do care" "Somewhat important" "56" 3292105747 "Bachelor degree" "I don't care much" "Somewhat important" "57" 3292101250 "High School or less" "I do care" "Very important" "58" 3292096238 "Some college" "I do care" "Very important" "59" 3292089591 "Bachelor degree" "Not at all" "Unimportant" "60" 3292073795 "Some college" "I do care" "Unimportant" "61" 3292023968 "Graduate degree" "I don't care much" "Somewhat important" "62" 3291984774 "High School or less" "I don't care much" "Somewhat important" "63" 3291950618 "Graduate degree" "I don't care much" "Somewhat important" "64" 3291948110 "Bachelor degree" "Not at all" "Somewhat important" "65" 3291919494 "Graduate degree" "I do care" "Very important" "66" 3291874328 "High School or less" "I don't care much" "Somewhat important" "67" 3291857979 "High School or less" "I do care" "Very important" "68" 3291853466 "High School or less" "I don't care much" "Unimportant" "69" 3291817712 "High School or less" "I do care" "Very important" "70" 3291815581 "Some college" "I don't care much" "Unimportant" "71" 3291811837 "High School or less" "I do care" "Very important" "72" 3291803239 "Bachelor degree" "I don't care much" "Very important" "73" 3291775856 "Bachelor degree" "I do care" "Somewhat important" "74" 3291768087 "Graduate degree" "I do care" "Somewhat important" "75" 3291753086 "Bachelor degree" "I do care" "Very 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"Some college" "I do care" "Somewhat important" "197" 3290894640 "Bachelor degree" "I don't care much" "Very important" "198" 3290893445 "Bachelor degree" "I do care" "Very important" "199" 3290892772 "Bachelor degree" "I do care" "Very important" "200" 3290891200 "Bachelor degree" "I do care" "Very important" "201" 3290889338 "Some college" "I don't care much" "Somewhat important" "202" 3290884570 "Graduate degree" "I do care" "Somewhat important" "203" 3290882028 "Graduate degree" "I do care" "Very important" "204" 3290880520 "Bachelor degree" "Not at all" "Very important" "205" 3290878007 "Graduate degree" "I don't care much" "Very important" "206" 3290874638 "Graduate degree" "I do care" "Very important" "207" 3290872774 "Some college" "I do care" "Unimportant" "208" 3290870942 "Bachelor degree" "I don't care much" "Somewhat important" "209" 3290864497 "Bachelor degree" "I do care" "Very important" "210" 3290863545 "Bachelor degree" "I do care" "Very important" "211" 3290862245 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important" "645" 3289783537 "Some college" "Not at all" "Somewhat important" "646" 3289782173 "Graduate degree" "I don't care much" "Somewhat important" "647" 3289779925 "Graduate degree" "Not at all" "Very important" "648" 3289775604 "Bachelor degree" "I don't care much" "Somewhat important" "649" 3289763606 "Some college" "I do care" "Very important" "650" 3289756491 "Graduate degree" "I do care" "Somewhat important" "651" 3289749543 "Some college" "I do care" "Very important" "652" 3289749353 "Graduate degree" "Not at all" "Very important" "653" 3289748699 "Some college" "I do care" "Very important" "654" 3289748262 "Graduate degree" "I don't care much" "Somewhat important" "655" 3289746704 "Bachelor degree" "I do care" "Somewhat important" "656" 3289744322 "Some college" "I don't care much" "Very important" "657" 3289743436 "Some college" "I do care" "Very important" "658" 3289743410 "Graduate degree" "I do care" "Very important" "659" 3289736727 "Bachelor degree" "I do care" "Very important" "660" 3289735014 "Bachelor degree" "Not at all" "Somewhat important""661" 3289734912 "Graduate degree" "I don't care much" "Very important" "662" 3289731266 "Some college" "I do care" "Very important" "663" 3289729276 "High School or less" "I do care" "Very important" "664" 3289728114 "Graduate degree" "Not at all" "Very important" "665" 3289725265 "Some college" "I do care" "Very important" "666" 3289723941 "Bachelor degree" "I do care" "Very important" "667" 3289721761 "High School or less" "I do care" "Very important" "668" 3289718871 "Some college" "I do care" "Very important" "669" 3289715081 "Graduate degree" "I do care" "Very important" "670" 3289710680 "Bachelor degree" "I don't care much" "Somewhat important" "671" 3289710324 "Graduate degree" "I do care" "Very important" "672" 3289708128 "Some college" "Not at all" "Very important" "673" 3289701431 "Bachelor degree" "I do care" "Very important" "674" 3289700810 "Graduate degree" "I do care" "Somewhat important" "675" 3289700642 "Bachelor degree" "I do care" "Very important" "676" 3289695851 "Bachelor degree" "I do care" "Very important" "677" 3289695334 "Bachelor degree" "I do care" "Very important" "678" 3289691568 "Graduate degree" "I don't care much" "Somewhat important" "679" 3289690901 "Bachelor degree" "I do care" "Very important" "680" 3289686662 "Graduate degree" "I do care" "Very important" "681" 3289683140 "Bachelor degree" "I do care" "Very important" "682" 3289680921 "Some college" "Not at all" "Somewhat important" "683" 3289680875 "Graduate degree" "I do care" "Very important" "684" 3289675458 "Graduate degree" "I do care" "Somewhat important" "685" 3289667670 "Graduate degree" "I don't care much" "Somewhat important" "686" 3289659318 "Some college" "I do care" "Very important" "687" 3289656446 "Bachelor degree" "I do care" "Very important" "688" 3289656444 "Graduate degree" "I do care" "Very important" "689" 3289655694 "High School or less" "I do care" "Somewhat important" "690" 3289655562 "Some college" "I do care" "Very important" "691" 3289649613 "Some college" "I don't care much" "Somewhat important" "692" 3289649280 "Some college" "I do care" "Very important" "693" 3289648606 "Bachelor degree" "I do care" "Very important" "694" 3289642755 "Bachelor degree" "I don't care much" "Somewhat important" "695" 3289639955 "Bachelor degree" "I do care" "Very important" "696" 3289638783 "Graduate degree" "Not at all" "Somewhat important" "697" 3289638487 "Some college" "I do care" "Very important" "698" 3289635188 "Some college" "I do care" "Very important" "699" 3289634285 "Bachelor degree" "I do care" "Very important" "700" 3289632743 "High School or less" "I do care" "Very important" "701" 3289631526 "Some college" "I don't care much" "Very important" "702" 3289629992 "Graduate degree" "I do care" "Somewhat important" "703" 3289628411 "Bachelor degree" "I do care" "Very important" "704" 3289627867 "Some college" "I do care" "Somewhat important" "705" 3289626140 "Bachelor degree" "I do care" "Very important" "706" 3289621717 "Graduate degree" "I do care" "Very important" "707" 3289621348 "Some college" "I don't care much" "Very important" "708" 3289619170 "Some college" "I do care" "Very important" "709" 3289618677 "Graduate degree" "I do care" "Very important" "710" 3289616115 "Bachelor degree" "I do care" "Very important" "711" 3289614061 "Graduate degree" "I do care" "Very important" "712" 3289609967 "Some college" "I do care" "Very important" "713" 3289605906 "Bachelor degree" "I do care" "Somewhat important" "714" 3289600869 "Bachelor degree" "I do care" "Somewhat important" "715" 3289589272 "Bachelor degree" "I do care" "Somewhat important" "716" 3289589139 "Graduate degree" "Not at all" "Somewhat important" "717" 3289587923 "High School or less" "Not at all" "Unimportant" "718" 3289587722 "Bachelor degree" "Not at all" "Very important" "719" 3289587552 "Bachelor degree" "I do care" "Very important" "720" 3289583380 "Bachelor degree" "I do care" "Very important" "721" 3289582248 "Graduate degree" "I do care" "Very important" "722" 3289575690 "Some college" "I do care" "Very important" "723" 3289575659 "Graduate degree" "I do care" "Very important" "724" 3289570038 "Some college" "Not at all" "Somewhat important" "725" 3289568342 "Graduate degree" "I do care" "Very important" "726" 3289564665 "Graduate degree" "I do care" "Somewhat important" "727" 3289561244 "Graduate degree" "I do care" "Very important" "728" 3289558419 "Bachelor degree" "I do care" "Very important" "729" 3289556325 "High School or less" "I don't care much" "Unimportant" "730" 3289554986 "Bachelor degree" "I do care" "Very important" "731" 3289551888 "High School or less" "I don't care much" "Unimportant" "732" 3289548330 "Some college" "I do care" "Somewhat important" "733" 3289548090 "Graduate degree" "I don't care much" "Somewhat important" "734" 3289540835 "Bachelor degree" "I don't care much" "Very important" "735" 3289537289 "Graduate degree" "I do care" "Somewhat important" "736" 3289536724 "High School or less" "I don't care much" "Very important" "737" 3289536414 "Some college" "I do care" "Very important" "738" 3289536042 "Bachelor degree" "I don't care much" "Somewhat important" "739" 3289534224 "Bachelor degree" "I do care" "Very important" "740" 3289532427 "Graduate degree" "I don't care much" "Very important" "741" 3289532093 "Bachelor degree" "I do care" "Very important" "742" 3289530165 "Bachelor degree" "I don't care much" "Very important" "743" 3289522253 "Some college" "I don't care much" "Very important" "744" 3289521857 "Graduate degree" "I do care" "Very important" "745" 3289520331 "High School or less" "Not at all" "Somewhat important" "746" 3289519995 "Graduate degree" "I don't care much" "Very important" "747" 3289514054 "Some college" "I do care" "Very important" "748" 3289509830 "Bachelor degree" "I do care" "Very important" "749" 3289508591 "Bachelor degree" "I don't care much" "Somewhat important" "750" 3289505489 "Bachelor degree" "I don't care much" "Very important" "751" 3289504069 "Graduate degree" "I don't care much" "Very important" "752" 3289501217 "Some college" "I do care" "Very important" "753" 3289499652 "Graduate degree" "I do care" "Very important" "754" 3289497631 "Bachelor degree" "I do care" "Very important" "755" 3289497290 "Bachelor degree" "I don't care much" "Unimportant" "756" 3289497272 "Some college" "I do care" "Very important" "757" 3289495019 "Graduate degree" "I do care" "Very important" "758" 3289494206 "Some college" "I do care" "Very important" "759" 3289494031 "Some college" "I do care" "Very important" "760" 3289492332 "Graduate degree" "I don't care much" "Very important" "761" 3289483811 "High School or less" "I do care" "Very important" "762" 3289483764 "Graduate degree" "I don't care much" "Unimportant" "763" 3289481961 "Bachelor degree" "I don't care much" "Somewhat important" "764" 3289478116 "Graduate degree" "I don't care much" "Very important" "765" 3289474884 "High School or less" "I do care" "Very important" "766" 3289460543 "Some college" "I do care" "Very important" "767" 3289457474 "Some college" "Not at all" "Very important" "768" 3289454687 "Graduate degree" "I don't care much" "Somewhat important" "769" 3289449189 "Some college" "I do care" "Somewhat important" "770" 3289443422 "Graduate degree" "I do care" "Very important" "771" 3289442552 "Bachelor degree" "I do care" "Very important" "772" 3289440940 "Graduate degree" "I do care" "Somewhat important" "773" 3289440244 "Graduate degree" "I don't care much" "Very important" "774" 3289435171 "Bachelor degree" "I do care" "Somewhat important" "775" 3289432024 "Graduate degree" "I don't care much" "Somewhat important" "776" 3289430258 "High School or less" "Not at all" "Very important" "777" 3289426582 "Some college" "Not at all" "Unimportant" "778" 3289412375 "Bachelor degree" "Not at all" "Somewhat important" "779" 3289397349 "Some college" "I don't care 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care much" "Somewhat important" "795" 3289287785 "High School or less" "I do care" "Somewhat important" "796" 3289281623 "High School or less" "I do care" "Very important" "797" 3289277242 "Graduate degree" "I do care" "Very important" "798" 3289271773 "Bachelor degree" "I do care" "Very important" "799" 3289266335 "Bachelor degree" "I don't care much" "Very important" "800" 3289265461 "Graduate degree" "I don't care much" "Somewhat important" "801" 3289256877 "Some college" "I don't care much" "Very important" "802" 3289255470 "Bachelor degree" "I do care" "Very important" "803" 3289254331 "Bachelor degree" "I don't care much" "Very important" "804" 3289237679 "Graduate degree" "I do care" "Very important" "805" 3289233020 "High School or less" "Not at all" "Unimportant" "806" 3289232894 "Bachelor degree" "I do care" "Very important" "807" 3289227444 "Bachelor degree" "I do care" "Unimportant" "808" 3289227293 "Graduate degree" "I do care" "Somewhat important" "809" 3289224931 "Some 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3288701351 "Some college" "I don't care much" "Somewhat important" "855" 3288699992 "Some college" "I don't care much" "Somewhat important" "856" 3288697673 "Bachelor degree" "I do care" "Very important" "857" 3288696930 "Bachelor degree" "I do care" "Very important" "858" 3288696774 "Graduate degree" "I do care" "Very important" "859" 3288694456 "Some college" "I don't care much" "Somewhat important" "860" 3288691486 "Bachelor degree" "I do care" "Somewhat important" "861" 3288690403 "Graduate degree" "I don't care much" "Somewhatimportant" "862" 3288689358 "Bachelor degree" "I don't care much" "Very important" "863" 3288689231 "Bachelor degree" "I do care" "Very important" "864" 3288687155 "Some college" "I don't care much" "Very important" "865" 3288678413 "Graduate degree" "Not at all" "Very important" "866" 3288677472 "Some college" "I do care" "Very important" "867" 3288671070 "Some college" "I do care" "Very important" "868" 3288670219 "Graduate degree" "I don't care much" "Very important" "869" 3288668394 "Bachelor degree" "I don't care much" "Very important" "870" 3288667556 "Some college" "I do care" "Very important" "871" 3288667349 "Bachelor degree" "I do care" "Very important" "872" 3288664069 "Some college" "I do care" "Somewhat important" "873" 3288660326 "Bachelor degree" "Not at all" "Somewhat important" "874" 3288657832 "Bachelor degree" "I do care" "Somewhat important" "875" 3288656939 "Bachelor degree" "I do care" "Very important" "876" 3288652535 "Bachelor degree" "I don't care much" "Very important" "877" 3288652031 "Some college" "Not at all" "Very important" "878" 3288648676 "Bachelor degree" "I do care" "Somewhat important" "879" 3288648159 "Graduate degree" "I don't care much" "Very important" "880" 3288646317 "Graduate degree" "I do care" "Somewhat important" "881" 3288644636 "Bachelor degree" "I don't care much" "Somewhat important" "882" 3288643235 "High School or less" "I do care" "Very important" "883" 3288640131 "Graduate degree" "I do care" "Somewhat important" "884" 3288637151 "Bachelor degree" "Not at all" "Somewhat important" "885" 3288636415 "High School or less" "I don't care much" "Somewhat important" "886" 3288635648 "Bachelor degree" "I do care" "Very important" "887" 3288631845 "Some college" "I don't care much" "Very important" "888" 3288629920 "Some college" "I do care" "Very important" "889" 3288629792 "Some college" "I don't care much" "Very important" "890" 3288629736 "Bachelor degree" "I don't care much" "Somewhat important" "891" 3288626964 "High School or less" "I do care" "Very important" "892" 3288625691 "Bachelor degree" "Not at all" "Very important" "893" 3288625266 "Some college" "I do care" "Unimportant" "894" 3288622922 "Graduate degree" "I do care" "Very important" "895" 3288622551 "Graduate degree" "I don't care much" "Somewhat important" "896" 3288622398 "Bachelor degree" "I do care" "Very important" "897" 3288621573 "Graduate degree" "I do care" "Very important" "898" 3288619725 "Graduate degree" "I don't care much" "Somewhat important" "899" 3288619289 "Some college" "I do care" "Somewhat important" "900" 3288617669 "Bachelor degree" "I do care" "Very important" "901" 3288616764 "Graduate degree" "I do care" "Very important" "902" 3288616235 "Bachelor degree" "I do care" "Very important" "903" 3288614867 "Bachelor degree" "I do care" "Very important" "904" 3288614408 "Graduate degree" "I do care" "Very important" "905" 3288614364 "Some college" "I do care" "Very important" "906" 3288610808 "High School or less" "I don't care much" "Very important" "907" 3288607926 "Some college" "Not at all" "Somewhat important" "908" 3288607087 "Some college" "I do care" "Very important" "909" 3288606905 "Some college" "I do care" "Somewhat important" "910" 3288604310 "Some college" "I do care" "Very important" "911" 3288603263 "Graduate degree" "I don't care much" "Very important" "912" 3288601933 "Bachelor degree" "I do care" "Very important" "913" 3288598959 "Some college" "I do care" "Very important" "914" 3288598875 "Bachelor degree" "Not at all" "Somewhat important" "915" 3288597942 "Some college" "I do care" "Very important" "916" 3288596276 "High School or less" "I don't care much" "Very important" "917" 3288594770 "High School or less" "I do care" "Very important" "918" 3288594622 "Some college" "I do care" "Very important" "919" 3288594136 "Bachelor degree" "I do care" "Very important" "920" 3288591854 "Bachelor degree" "I do care" "Somewhat important" "921" 3288590727 "Graduate degree" "I don't care much" "Very important" "922" 3288588826 "Bachelor degree" "I don't care much" "Somewhat important" "923" 3288587762 "Bachelor degree" "I do care" "Very important" "924" 3288582451 "Bachelor degree" "I do care" "Very important" "925" 3288582330 "High School or less" "Not at all" "Somewhat important" "926" 3288582033 "High Sch