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1. Question #2 - Page # 88, Use data P02_03.xlsx.
The file P02_03.xlsx contains data from a survey of 399
people regarding a government environmental policy.
a. Create a crosstabs and an associated column chart for
Gender versus Opinion. Express the counts as percentages
so that for either gender, the percentages add
to 100%. Discuss your findings. Specifically, do the
two genders tend to differ in their opinions about the
environmental policy?
b. Repeat part a with Age versus Opinion.
c. Recode Salary to be categorical with categories “Less
than $40K,” “Between $40K and $70K,” “Between $70K
and $100K,” and “Greater than $100K” (where you can
treat the breakpoints however you like). Then repeat
part a with this new Salary variable versus Opinion.
2. Question #20 - Page #96, Use data P02_56.xlsx
The file P02_56.xlsx contains monthly values of indexes
that measure the amount of energy necessary to heat or cool
buildings due to outside temperatures. (See the explanation
in the Source sheet of the file.) These are reported for each
state in the United States and also for several regions, as
listed in the Locations sheet, from 1931 to 2000.
a. For each of the Heating Degree Days and Cooling
Degree Days sheets, create a new Season variable
with values “Winter,” “Spring,” “Summer,” and “Fall.”
Winter consists of December, January, and February;
Spring consists of March, April, and May; Summer
consists of June, July, and August; and Fall consists of
September, October, and November.
b. Find the mean, median, and standard deviation
of Heating Degree Days (HDD), broken down by
Season,
for the 48 contiguous states location (code
5999). (Ignore the first and last rows for the given location,
the ones that contain -9999, the code for missing
values.)
Also, create side-by-side box plots of HDD,
broken down by season. Comment on the results. Do they go in
the direction you would expect? Do the
same for Cooling Degree Days (which has no missing data).
c. Repeat part b for California (code 0499).
d. Repeat part b for the New England group of states
(code 5801).
3. Question #30 - Page #105, Use data P03_30.xlsx
rates of various currencies versus the U.S. dollar. It is of
interest to financial analysts and economists to see whether
exchange rates move together through time. You could find
the correlations between the exchange rates themselves,
but it is often more useful with time series data to check for
correlations between differences from day to day.
a. Create a column of differences for each currency.
b. Create a table of correlations between all of the original
variables. Then on the same sheet, create a second
table of correlations between the difference variables.
On this same sheet, enter two cutoff values, one positive
such as 0.6 and one negative such as 20.5, and
use conditional formatting to color all correlations (in
both tables) above the positive cutoff green and all
correlations below the negative cutoff red. Do it so
that the 1’s on the diagonal are not colored.
c. Based on the second table and your coloring, can you
conclude that these currencies tend to move together
in the same direction? If not, what can you conclude?
d. Repeat part c for Ratio2.
1. Question #49 - Page #125, Use data P03_22.xlsx
The file P03_22.xlsx lists financial data on movies
released from 1980 to 2011 with budgets of at least
$20 million.
a. Create three new variables, Ratio1, Ratio2, and
Decade. Ratio1 should be US Gross divided by
Budget,
Ratio2 should be Worldwide Gross divided by
Budget, and Decade should list 1980s, 1990s, or
2000s, depending on the year of the release date.
If either US Gross or Worldwide Gross is listed as
“Unknown,” the corresponding ratio should be blank.
(Hint: For Decade, use the YEAR function to fill in a
new Year column. Then use a lookup table to populate
the Decade column.)
b. Use a pivot table to find counts of movies by various
distributors. Then go back to the data and create one
more column, Distributor New, which lists the distributor
for distributors with at least 30 movies and lists
Other for the rest. (Hint: Use a lookup table to populate
Distributor New, but also use an IF to fill in Other
where the distributor is missing.)
c. Create a pivot table and corresponding pivot chart
that shows average and standard deviation of Ratio1,
broken down by Distributor New, with Decade in the
Filters area. Comment on any
d. Repeat part c for Ratio2.
1. Question #63 - Page #129, Use data P03_63.xlsx
63. The file P03_63.xlsx contains financial data on 85
U.S. companies in the Computer and Electronic Product
Manufacturing sector (NAICS code 334) with 2009
earnings before taxes of at least $10,000. Each of these
companies listed R&D (research and development)
expenses on its income statement. Create a table of correlations
between all of the variables and use conditional
formatting to color green all correlations involving
R&D that are strongly positive or negative. (Use cutoff
values of your choice to define “strongly.”) Then create
scatterplots of R&D (Y axis) versus each of the other
most highly correlated variables. Comment on any patterns
you see in these scatterplots, including any obvious
outliers, and explain why (or if) it makes sense that
these variables are highly correlated with R&D. If there
are highly correlated variables with R&D, can you tell
which way the causality goes?
Data-Q#02-Pg88-P02_03PersonAge
A satisfied Microsoft Office user: Code:
Young - 34 or younger
Middle-aged - from 34 to 59
Elderly - 60 or older
Gender
A satisfied Microsoft Office user: Code:
1 - male
2 - female
StateChildrenSalaryOpinion1Middle-
aged2Texas2$63,017Strongly agree2Middle-
aged2Virginia3$100,302Strongly disagree3Middle-
aged2California0$144,043Strongly
agree4Young2California0$36,025Agree5Middle-
aged1Texas0$97,543Neutral6Middle-
aged1California3$69,222Disagree7Middle-
aged2Michigan2$81,799Disagree8Middle-
aged2Texas1$101,894Agree9Middle-
aged1Virginia0$83,843Strongly disagree10Middle-
aged1Illinois3$87,457Agree11Elderly2Arizona0$48,966Disagre
e12Middle-aged2Arizona1$88,855Disagree13Middle-
aged1Minnesota1$115,138Strongly
agree14Elderly2Texas2$67,748Neutral15Young2Texas2$47,172
Neutral16Middle-aged2Michigan0$39,086Disagree17Middle-
aged1Texas0$126,983Disagree18Elderly2California2$66,001Ne
utral19Elderly2Florida2$67,723Disagree20Young2Illinois1$53,
335Strongly
disagree21Elderly2Florida2$67,683Neutral22Elderly1New
York3$45,483Disagree23Elderly1Texas0$64,364Agree24Middle
-aged1Florida2$102,315Neutral25Middle-
aged2Michigan2$93,370Strongly agree26Middle-
aged2Arizona2$148,075Disagree27Middle-aged1New
York0$97,857Agree28Elderly1Illinois2$62,929Strongly
agree29Young2California2$37,963Strongly disagree30Middle-
aged1New York0$76,476Strongly agree31Middle-
aged2Texas2$81,674Strongly
disagree32Young2Virginia2$49,505Strongly
disagree33Young1California3$49,723Strongly
disagree34Elderly2Arizona0$81,981Agree35Elderly2Michigan2
$66,636Agree36Young2Arizona3$39,665Strongly
disagree37Middle-aged2Virginia0$102,213Strongly
agree38Middle-aged1Arizona0$91,650Strongly agree39Middle-
aged1Virginia0$90,349Agree40Young2Virginia2$47,927Disagr
ee41Middle-aged2Florida3$81,926Neutral42Middle-
aged1Ohio0$104,032Strongly disagree43Middle-
aged1Arizona2$92,590Strongly disagree44Middle-
aged1California0$62,268Strongly agree45Middle-
aged1Florida2$107,121Strongly agree46Middle-aged2New
York3$75,368Disagree47Middle-
aged2Illinois3$120,713Strongly agree48Middle-aged2New
York1$93,344Agree49Young2Ohio0$35,629Disagree50Middle-
aged2Ohio2$122,748Strongly
agree51Young1California0$41,967Strongly disagree52Middle-
aged2Virginia3$63,642Disagree53Middle-
aged1Michigan2$97,785Strongly
disagree54Elderly2Florida1$82,218Neutral55Middle-
aged2Arizona2$127,638Strongly
disagree56Young2Minnesota2$55,958Disagree57Middle-
aged2Texas2$73,629Disagree58Middle-
aged1Florida3$127,108Neutral59Elderly2Virginia0$91,767Stro
ngly disagree60Elderly1California3$80,366Strongly
agree61Middle-aged1Texas0$109,183Disagree62Middle-
aged2Ohio3$80,445Agree63Young1Minnesota2$30,020Neutral6
4Young2New York0$37,255Disagree65Middle-aged1New
York0$96,180Agree66Young1Arizona2$45,424Disagree67Midd
le-
aged1Illinois2$85,526Neutral68Elderly1California2$67,073Stro
ngly agree69Middle-aged1Arizona3$127,725Agree70Middle-
aged1California0$61,803Agree71Elderly2Texas0$34,199Disagr
ee72Middle-aged1Virginia2$85,906Strongly
disagree73Elderly2Illinois3$79,877Strongly agree74Middle-
aged2Arizona0$71,281Strongly
disagree75Young2Virginia0$55,269Strongly
agree76Young2Arizona2$26,600Agree77Middle-
aged2Ohio2$102,900Strongly
disagree78Elderly2Virginia2$84,837Agree79Elderly1Florida0$1
06,185Strongly
disagree80Young1Florida2$48,213Agree81Middle-
aged2Illinois2$71,679Agree82Middle-
aged2Florida3$74,707Strongly
agree83Elderly2Florida0$80,440Strongly agree84Middle-
aged1New York1$92,094Agree85Middle-
aged1Florida2$54,291Strongly agree86Middle-
aged2Michigan2$85,534Agree87Middle-aged2New
York2$71,370Disagree88Young2Ohio2$39,733Neutral89Elderly
2Michigan0$59,892Strongly
disagree90Young2Virginia2$38,097Strongly agree91Middle-
aged2Texas2$144,884Strongly
disagree92Young2California3$48,251Strongly
disagree93Middle-aged1Texas0$91,778Agree94Middle-
aged1Illinois0$96,961Strongly
disagree95Elderly2Texas2$83,939Disagree96Young2Ohio2$41,
734Neutral97Middle-aged2Texas3$148,408Strongly
agree98Middle-aged2California0$79,709Neutral99Middle-
aged1Minnesota0$86,896Strongly disagree100Middle-
aged2New York2$86,913Strongly
disagree101Young2Arizona2$43,267Strongly
agree102Elderly2Virginia0$88,636Strongly agree103Middle-
aged1Illinois1$111,391Neutral104Middle-
aged1Texas2$85,110Disagree105Middle-
aged2Ohio0$132,182Strongly disagree106Middle-
aged2Illinois2$101,475Strongly agree107Middle-
aged2Michigan1$72,888Strongly agree108Middle-
aged2Virginia2$140,022Strongly disagree109Middle-
aged1Arizona2$144,335Neutral110Elderly2California1$77,506S
trongly agree111Middle-aged2Ohio2$106,139Agree112Middle-
aged1Ohio0$93,790Agree113Middle-
aged1Ohio3$98,341Strongly agree114Middle-
aged1Michigan0$133,741Strongly agree115Middle-
aged1Michigan0$88,427Disagree116Middle-aged2New
York2$144,518Disagree117Young1New
York0$72,239Neutral118Elderly2Ohio0$74,438Strongly
agree119Elderly2Ohio0$59,629Neutral120Middle-
aged2Arizona2$79,122Strongly
agree121Elderly2Florida3$75,892Strongly disagree122Middle-
aged1Ohio2$127,032Strongly
disagree123Elderly2Michigan1$65,626Neutral124Middle-
aged2New York0$103,667Disagree125Middle-
aged2Texas0$131,312Strongly disagree126Middle-
aged2Arizona0$109,677Agree127Middle-aged2New
York2$111,921Strongly
agree128Elderly1Michigan2$83,914Strongly
disagree129Elderly2Virginia2$69,622Disagree130Young1Virgi
nia1$52,163Disagree131Elderly2Texas0$96,274Agree132Young
2Ohio2$54,784Agree133Middle-aged1New
York0$97,814Disagree134Middle-
aged1Illinois2$77,804Neutral135Middle-aged2New
York2$103,419Agree136Middle-
aged2Minnesota0$91,844Strongly
agree137Elderly2California0$84,163Disagree138Young2Florida
2$46,015Disagree139Middle-
aged2Texas3$64,443Agree140Middle-
aged2Texas1$90,218Disagree141Middle-
aged1Ohio1$110,627Strongly
disagree142Elderly1Minnesota0$58,608Strongly
agree143Middle-aged2Florida2$115,555Strongly
agree144Elderly1New
York0$44,155Disagree145Elderly2Florida2$60,375Agree146Mi
ddle-aged2California2$115,659Strongly
disagree147Elderly1Florida1$77,152Agree148Middle-
aged1California0$132,176Disagree149Young2California0$53,3
06Neutral150Young2Florida2$41,978Strongly
disagree151Elderly1Virginia0$72,423Strongly
disagree152Young1Florida3$49,165Agree153Elderly2Arizona0
$92,888Strongly agree154Middle-
aged2Illinois1$108,552Disagree155Middle-
aged2Minnesota1$111,796Agree156Young1Ohio0$51,612Neutr
al157Elderly1California0$81,099Disagree158Elderly2Illinois3$
74,219Neutral159Young1Texas0$57,217Strongly
agree160Middle-aged2Michigan2$43,824Strongly
agree161Elderly1Michigan1$64,658Strongly agree162Middle-
aged1Illinois0$92,025Agree163Young2Ohio3$51,169Neutral16
4Middle-aged1New York2$124,005Neutral165Middle-
aged2Michigan0$82,101Neutral166Middle-
aged2Illinois1$111,213Agree167Middle-
aged2Virginia1$71,078Strongly disagree168Middle-aged1New
York2$124,798Agree169Young2Michigan1$36,564Agree170Mi
ddle-aged2Texas0$82,327Agree171Middle-
aged1Michigan0$119,992Disagree172Middle-
aged2Florida2$160,134Neutral173Elderly1Texas2$92,538Agree
174Elderly2Ohio1$46,243Agree175Middle-
aged2Minnesota2$104,772Agree176Middle-
aged1Minnesota0$85,603Strongly disagree177Middle-
aged2Florida2$75,997Neutral178Middle-aged2New
York2$84,313Neutral179Middle-aged1New
York2$98,889Disagree180Young2Ohio2$28,124Disagree181Eld
erly2Minnesota2$79,212Strongly
disagree182Elderly1Michigan2$85,301Disagree183Middle-
aged2Texas0$59,157Disagree184Middle-
aged2Michigan1$70,989Disagree185Young1Virginia1$65,992A
gree186Young2California0$46,848Strongly
disagree187Young2New
York2$45,950Neutral188Elderly2Michigan2$78,500Strongly
disagree189Middle-aged2California2$88,561Agree190Middle-
aged2Ohio0$121,206Neutral191Middle-
aged1Minnesota1$109,315Disagree192Middle-
aged2Ohio1$85,732Strongly
agree193Young1Minnesota2$41,774Neutral194Middle-
aged1Illinois3$80,193Strongly
agree195Elderly1Michigan0$76,193Agree196Young1California
1$57,429Strongly disagree197Young1Arizona0$37,929Strongly
agree198Middle-aged2Texas2$65,563Neutral199Middle-
aged2Ohio3$129,493Neutral200Middle-
aged1Ohio0$107,931Neutral201Elderly2Florida2$69,700Strongl
y disagree202Elderly1New York2$57,713Strongly
agree203Elderly2Virginia2$62,043Strongly disagree204Middle-
aged1Minnesota1$86,840Disagree205Elderly2Texas2$84,185Ag
ree206Elderly1Illinois0$81,163Disagree207Young1Florida3$47
,017Agree208Middle-
aged1California2$107,069Disagree209Middle-
aged1Illinois0$73,224Neutral210Middle-
aged1Virginia2$79,244Neutral211Elderly2Minnesota1$72,263A
gree212Middle-aged1Florida2$95,760Strongly agree213Middle-
aged2New
York0$101,962Disagree214Elderly2Texas1$79,204Neutral215M
iddle-
aged2Michigan2$84,005Neutral216Young1Arizona0$43,045Stro
ngly agree217Elderly1Florida0$65,530Strongly
agree218Middle-aged2Michigan2$129,494Strongly
disagree219Middle-aged2New York0$110,945Strongly
agree220Middle-aged2Texas2$110,102Disagree221Middle-
aged1Illinois3$94,296Disagree222Middle-
aged2Illinois0$103,500Strongly
agree223Young2Michigan2$50,386Strongly
disagree224Young2Illinois2$23,109Strongly
disagree225Elderly2Ohio2$101,526Disagree226Elderly2Michig
an2$88,448Disagree227Middle-aged2Texas1$83,191Strongly
disagree228Middle-aged1Michigan2$150,149Strongly
agree229Middle-
aged1Arizona1$148,014Neutral230Young2Michigan0$53,071Str
ongly disagree231Middle-
aged2Florida2$103,708Neutral232Young2Illinois1$55,677Agre
e233Young1Illinois3$40,741Disagree234Middle-aged2New
York2$99,813Agree235Middle-
aged1Michigan2$86,791Strongly disagree236Middle-aged1New
York0$110,389Strongly agree237Middle-
aged2Minnesota1$93,524Neutral238Middle-
aged2Minnesota2$78,578Disagree239Young2Virginia0$36,973S
trongly agree240Middle-
aged1Michigan1$100,009Disagree241Middle-
aged1Ohio2$91,299Strongly
disagree242Young2Florida0$52,109Disagree243Young2Califor
nia3$44,176Disagree244Middle-
aged1Florida1$77,085Agree245Young1Florida2$47,096Strongly
agree246Middle-aged2California2$77,753Strongly
disagree247Middle-aged2New York2$100,062Strongly
agree248Middle-aged2Illinois2$131,489Strongly
disagree249Young1Michigan0$51,081Agree250Young2Minneso
ta1$31,314Strongly agree251Middle-
aged1California2$62,454Strongly
disagree252Young1Virginia0$53,173Disagree253Elderly2Michi
gan0$54,506Strongly
disagree254Elderly2Michigan2$84,168Neutral255Middle-
aged2Texas0$109,022Disagree256Elderly2Arizona3$60,242Agr
ee257Middle-aged2Minnesota3$134,254Agree258Middle-
aged2Michigan1$107,768Neutral259Elderly1Texas2$79,433Agr
ee260Middle-aged2New
York2$110,266Agree261Elderly1Ohio0$66,120Strongly
agree262Middle-aged1New York2$83,848Disagree263Middle-
aged2New York0$69,546Strongly
agree264Elderly2Minnesota2$65,085Disagree265Middle-
aged1Minnesota2$73,359Neutral266Young2Texas1$36,749Agre
e267Elderly1Florida2$91,007Strongly disagree268Middle-
aged1New York0$76,408Strongly agree269Middle-
aged2Texas0$84,572Strongly agree270Middle-
aged1Minnesota3$107,253Strongly
disagree271Young2Minnesota1$60,924Disagree272Young2Mich
igan0$50,516Strongly
disagree273Elderly2Michigan0$84,571Agree274Middle-
aged2Minnesota2$78,090Strongly agree275Middle-
aged2Florida2$90,190Neutral276Middle-
aged2Virginia0$45,516Neutral277Young2Ohio2$23,657Strongl
y agree278Young2New York3$45,022Strongly agree279Middle-
aged2Florida2$109,270Agree280Elderly1Texas3$95,962Neutral
281Middle-
aged2Michigan1$94,339Neutral282Elderly1Illinois0$83,768Agr
ee283Elderly2Ohio1$68,783Disagree284Elderly2Ohio0$75,011
Disagree285Middle-aged1New York2$110,140Agree286Middle-
aged2New York0$122,617Strongly disagree287Middle-
aged2Texas1$91,557Strongly disagree288Middle-
aged1Ohio2$75,359Agree289Middle-
aged2Ohio0$76,219Strongly
disagree290Elderly1Michigan0$84,038Neutral291Middle-
aged2Ohio0$84,454Agree292Elderly2Michigan0$74,623Strongl
y disagree293Young2Michigan2$58,544Strongly
agree294Elderly2California2$59,906Disagree295Young2Florida
2$38,514Strongly disagree296Middle-
aged2Illinois0$83,326Disagree297Elderly1Illinois3$72,085Stro
ngly disagree298Elderly1Florida1$73,618Disagree299Middle-
aged2Texas1$101,325Strongly agree300Middle-
aged1Ohio0$73,823Strongly disagree301Middle-aged1New
York2$86,538Disagree302Middle-
aged1Virginia0$76,810Neutral303Young1Virginia2$44,006Stro
ngly disagree304Young2California1$46,239Strongly
agree305Middle-
aged1Texas0$75,250Neutral306Elderly2Ohio2$74,751Strongly
agree307Young1California2$52,686Strongly
agree308Elderly2Texas1$75,365Strongly disagree309Middle-
aged1Illinois3$103,556Agree310Elderly1Minnesota2$69,817Str
ongly agree311Middle-
aged1Florida2$20,735Neutral312Young2New
York2$20,687Strongly
agree313Elderly1Illinois3$97,975Disagree314Middle-
aged1Virginia2$98,774Agree315Middle-
aged1Virginia2$85,412Disagree316Middle-
aged1Arizona0$71,280Strongly
agree317Young1Arizona1$38,114Strongly agree318Middle-
aged1Minnesota2$66,348Strongly agree319Middle-
aged1Arizona1$60,580Disagree320Young2Michigan2$43,604A
gree321Middle-
aged2Minnesota0$68,017Disagree322Young2Virginia2$44,107
Disagree323Elderly2Texas2$76,391Agree324Young1Arizona0$
43,773Agree325Middle-
aged1Illinois2$96,949Disagree326Middle-
aged1Illinois1$91,331Strongly agree327Middle-
aged1Florida2$119,453Agree328Young2Texas2$48,643Disagre
e329Elderly2Texas0$37,289Disagree330Middle-
aged1Texas0$126,369Disagree331Young1Arizona2$40,883Disa
gree332Elderly1Arizona2$82,092Strongly
disagree333Young1Virginia2$36,607Neutral334Elderly2Ohio2$
78,030Strongly
disagree335Young1Michigan1$48,225Neutral336Elderly1New
York0$91,183Strongly
disagree337Elderly2Texas0$78,850Disagree338Middle-
aged2Illinois2$70,903Agree339Middle-
aged2Texas2$116,079Disagree340Young2Virginia2$38,258Neut
ral341Middle-
aged2Illinois0$80,701Disagree342Elderly2Minnesota0$75,851S
trongly agree343Middle-
aged2Ohio1$106,828Neutral344Young1Virginia2$44,628Neutra
l345Middle-aged2Arizona1$95,833Neutral346Elderly2New
York0$64,293Agree347Middle-aged2New
York2$52,008Strongly disagree348Middle-
aged2Michigan0$91,531Strongly agree349Middle-
aged1California1$108,418Strongly agree350Middle-
aged2Florida0$48,975Disagree351Young2Arizona1$49,687Agre
e352Young1New York2$44,964Strongly disagree353Middle-
aged2Illinois2$94,679Disagree354Young2Ohio2$44,511Agree3
55Middle-aged1New York2$85,886Strongly
agree356Young1Virginia1$50,729Strongly agree357Middle-
aged2California2$78,689Strongly agree358Middle-
aged2Ohio0$102,405Strongly
disagree359Young2Texas2$69,785Disagree360Middle-
aged2Virginia2$132,655Strongly
disagree361Elderly2Minnesota2$83,433Strongly
agree362Middle-
aged2Texas0$85,489Agree363Elderly2Michigan1$64,844Strong
ly disagree364Young1Arizona3$42,300Disagree365Middle-
aged2Michigan2$109,819Agree366Elderly1Virginia0$68,506Str
ongly agree367Middle-aged1Illinois0$38,235Strongly
agree368Middle-aged2Florida2$84,146Agree369Middle-
aged1Virginia2$94,455Strongly agree370Middle-
aged1California1$87,854Neutral371Elderly1Ohio0$64,879Neutr
al372Elderly1Illinois2$56,140Strongly disagree373Middle-
aged1Ohio2$90,675Agree374Middle-
aged2Ohio2$109,417Agree375Elderly2New
York2$79,958Neutral376Young2Arizona0$41,126Agree377Mid
dle-aged2Illinois1$78,374Agree378Middle-
aged1Michigan0$90,021Agree379Middle-
aged2Florida0$86,486Agree380Elderly2Michigan3$95,120Stron
gly agree381Young2Virginia2$46,198Neutral382Middle-
aged1Minnesota0$134,634Strongly
agree383Young2Florida2$49,538Disagree384Middle-
aged2Minnesota1$87,254Neutral385Middle-aged1New
York1$78,483Agree386Elderly1Ohio0$80,256Neutral387Elderl
y2Ohio2$87,059Neutral388Young1Minnesota1$43,918Strongly
agree389Middle-aged2Virginia1$80,112Strongly
disagree390Young2Florida2$47,293Strongly
disagree391Middle-
aged2Texas1$72,802Agree392Young1Arizona1$50,434Strongly
disagree393Middle-aged1Texas3$100,403Agree394Middle-
aged1New York2$43,644Neutral395Middle-
aged2California0$60,715Neutral396Middle-
aged1Virginia2$91,760Disagree397Middle-
aged2Arizona1$82,558Strongly disagree398Middle-aged1New
York1$84,880Strongly agree399Middle-
aged2Illinois2$76,933Strongly agree
Data from a questionnaire on environmental policy
Solution
-Q#2-Pg88-S02_03
Data-Q#20-Pg96-P02_56-LocationLocation
codeLocation0199Alabama0299Arizona0399Arkansas0499Calif
ornia0599Colorado0699Connecticut0799Delaware0899Florida0
999Georgia1099Idaho1199Illinois1299Indiana1399Iowa1499Ka
nsas1599Kentucky1699Louisiana1799Maine1899Maryland &
D.C.1999Massachusetts2099Michigan2199Minnesota2299Missis
sippi2399Missouri2499Montana2599Nebraska2699Nevada2799
New Hampshire2899New Jersey2999New Mexico3099New
York3199North Carolina3299North
Dakota3399Ohio3499Oklahoma3599Oregon3699Pennsylvania37
99Rhode Island3899South Carolina3999South
Dakota4099Tennessee4199Texas4299Utah4399Vermont4499Vir
ginia4599Washington4699West
Virginia4799Washington4899Wyoming5099Alaska5199Hawaii6
699Puerto Rico6799Virgin Islands9199Pacific Islands5801New
EnglandConnecticut, Maine, Massachusetts, New Hampshire,
Rhode Island, Vermont5802Middle AtlanticNew Jersey, New
York, Pennsylvania5803East North CentralIllinois, Indiana,
Michigan, Ohio, Wisconsin5804West North CentralIowa,
Kansas, Minnesota, Missouri, Nebraska, North Dakota, South
Dakota5805South AtlanticDelaware, Florida, Georgia, Maryland
& D.C., North Carolina, South Carolina, Virginia, West
Virginia5806East South CentralAlabama, Kentucky,
Mississippi, Tennessee5807West South CentralArkansas,
Louisiana, Oklahoma, Texas5808MountainArizona, Colorado,
Idaho, Montana, Nevada, New Mexico, Utah,
Wyoming5809PacificCalifornia, Oregon,
Washington5999Continental U.S.48 contiguous states
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26991943517312195167668456935583701388426991944111546
17457673976058159333314265269919453105719155482080665
74932171273926991946456235660967185448138926571552699
19478154421865682574169466231716748269919488165522462
39051234823551217153392699194951243280357831909536502
24815046269919504956154404583787620528260135412699195
13123927357787390163466827311164269919526940149652772
62361448431325974269919533133024245779676846158220877
52269919543226220841782696774554137616037269919551044
81735256856847284652951303826991956415402695887659114
84459320186272699195751545293644718747507626352823826
99195883491705256467236514622191782526991959113782065
26755926701412265157222699196021337250551769770539497
27915417269919612796257656852871637650202191432699196
28154419443372489141654043411073269919631411321595097
78872715627355186642699196451576148652753727586571341
19562269919659201061594708158617184642608641269919667
65022747676975855047052815558269919673234183439914801
44244934614430269919681295421950588571169358130088462
69919694539331508722763493530436126352699197035872904
80823770574518340212522699197134873295879178705483102
88113252699197238752856129169065906093389427269919733
96323654971789262142233211717269919745939211508826806
63558148117148269919752173725556069073654056636396442
69919763294824344478682048860522225220269919773555172
45161370255738234016843269919785128115457890594063947
92991153226991979411281725967006914975732901816326991
98041252209466597646527497211134212699198144372944196
44839574535344139482699198277753016177967145394934331
58472699198315845208514729764604448345945526991984365
23515568808486645462161182026991985116106252647754576
46433126912218269919869411925448376185057952820110825
26991987137361515218768535294552681382826991988165310
84868018816683561591183026991989317552294356897586433
81181141362699199038321854859637964185733181915526991
99126361564807417644674221775930269919928542157562853
84363037025692582699199320165020261374866963433422610
52626991994154324568773069937345231017664269919951083
81863296406674664002281103126991996176021944568070653
33302796740269919978643222437776642609454344201632699
19983442249480749630516393361133382699199941144157372
6976374814151788719269920004553227628656-9999-9999-
9999-9999-9999-999927991930-9999-9999-9999-9999-9999-
99991411120198062130983279919316561274587191175109412
23114370930898279919324134181460933114011271095110770
02854927991933185217556710331451137515441114627263652
79919341310713163777813291557125710156774289227991935
74427555373913621425141386270425073279919363165199566
10011167114510701180722294762799193711122235828581307
14311122983583384582799193812242724457911202141411911
21080233076279919391518204542938124215511193115978133
31062799194015702376328451227144311791166481293662799
19411289181536776115513831255904578223672799194224581
82503865137414951205113182234341279919431374254518877
13961340125411587812168827991944152118157686413461557
11977985214409827991945215515559783813931428132575971
23719527991946299915744275812411338123110657313781362
79919478241833409341371158513631083667427139279919481
93619155468911491187109299659831336279919495352654269
16117811891310122374834275279919502469314474741116712
62108010046073181152799195120712075039491251129011301
04958941464279919525431726138271147119710669566222866
02799195313661804917301033146410101028617397832799195
43994263424814120513891115107160022481279919553222365
25886146112591126123177646472279919565066325540804116
41603108199257531943279919573096169528756104812881315
93061741819827991958244920959682815111410131910866272
29108279919598241465348271135132910411215633256832799
19603452210592767139115731151104471440088279919612445
66447793121614121323997637388732799196267612785728991
33113941337101667635174279919631096301383706147913121
20898869725385279919641414728758685012591456122810537
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx
1. Question #2 - Page # 88, Use data P02_03.xlsx.The file P02_03.docx

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