Question

In: Statistics and Probability

In what follows use any of the following tests/procedures: Regression, multiple regression, confidence intervals, one sided...

In what follows use any of the following tests/procedures: Regression, multiple regression, confidence intervals, one sided T-test or two sided T-test. All the procedures should be done with 5% P-value or 95% confidence interval.Some answers are approximated, choose the most appropriate answer.Open Pollution data. SETUP: Is it reasonable to claim that cities with precipitation of less than 100 days have average temperature of less than 65 degrees F? Given the data your job is to confirm or disprove this claim.

I. What test/procedure did you perform? (6.66 points)

  • a. One sided T-test
  • b. Two sided T-test
  • c. Regression
  • d. Confidence interval

II. Statistical interpretation? (6.66 points)

  • a. Since P-value is small we are confident that the slope is not zero.
  • b. Since P-value is small we are confident that the averages are different.
  • c. Since P-value is too large the test is inconclusive.
  • d. None of these.

III. Conclusion? (6.66 points)

  • a. Yes, this is a reasonable claim.
  • b. No, we cannot confirm that this is a reasonable claim.
    CITY    SO2     MANUF   POP     TEMP    WIND    PRECIP-INCHES   PRECIP-#DAYS
    Phoenix 11      213     582     70.3    6       7.05    36
    Little Rock     15      91      132     61      8.2     48.52   100
    San Francisco   16      453     716     56.7    8.7     20.66   67
    Denver  24      454     515     51.9    9       12.95   86
    Hartford        82      412     158     49.1    9       43.37   127
    Wilmington      43      80      80      54      9       40.25   114
    Washington      30      434     757     57.3    9.3     38.89   111
    Jacksonville    18      136     529     68.4    8.8     54.47   116
    Miami   14      207     335     75.5    9       59.8    128
    Atlanta 32      368     497     61.5    9.1     48.34   115
    Chicago 131     3344    3369    50.6    10.4    34.44   122
    Indianapolis    40      361     746     52.3    9.7     38.74   121
    Des Moines      20      104     201     49      11.2    30.85   103
    Wichita 10      125     277     56.6    12.7    30.58   82
    Louisville      35      291     593     55.6    8.3     43.11   123
    New Orleans     9       204     361     68.3    8.4     56.77   113
    Baltimore       47      625     905     55      9.6     41.31   111
    Detroit 46      1064    1513    49.9    10.1    30.96   129
    Minneapolis-St. Paul    42      699     744     43.5    10.6    25.94   137
    Kansas City     18      381     507     54.5    10      37      99
    St. Louis       61      775     622     55.9    9.5     35.89   105
    Omaha   17      181     347     51.5    10.9    30.18   98
    Albuquerque     15      46      244     56.8    8.9     7.77    58
    Albany  56      44      116     47.6    8.8     33.36   135
    Buffalo 11      391     463     47.1    12.4    36.11   166
    Cincinnati      27      462     453     54      7.1     39.04   132
    Cleveland       80      1007    751     49.7    10.9    34.99   155
    Columbus        27      266     540     51.5    8.6     37.01   134
    Philadelphia    79      1692    1950    54.6    9.6     39.93   115
    Pittsburgh      63      347     520     50.4    9.4     36.22   147
    Providence      136     343     179     50      10.6    42.75   125
    Memphis 10      337     624     61.6    9.2     49.1    105
    Nashville       23      275     448     59.4    7.9     46      119
    Dallas  11      641     844     66.2    10.9    35.94   78
    Houston 10      721     1233    68.9    10.8    48.19   103
    Salt Lake City  28      137     176     51      8.7     15.17   89
    Norfolk 38      96      308     59.3    10.6    44.68   116
    Richmond        38      197     299     57.8    7.6     42.59   115
    Seattle 40      379     531     51.1    9.4     38.79   164
    Charleston      40      35      71      55.2    6.5     40.75   148
    Milwaukee       20      569     717     45.7    11.8    29.07   123

Solutions

Expert Solution

In what follows use any of the following tests/procedures: Regression, multiple regression, confidence intervals, one sided T-test or two sided T-test. All the procedures should be done with 5% P-value or 95% confidence interval.

Some answers are approximated, choose the most appropriate answer.Open Pollution data. SETUP: Is it reasonable to claim that cities with precipitation of less than 100 days have average temperature of less than 65 degrees F? Given the data your job is to confirm or disprove this claim.

I. What test/procedure did you perform? (6.66 points)

Answer: a. One sided T-test

  • b. Two sided T-test
  • c. Regression
  • d. Confidence interval

II. Statistical interpretation? (6.66 points)

  • a. Since P-value is small we are confident that the slope is not zero.

Answer: b. Since P-value is small we are confident that the averages are different.

  • c. Since P-value is too large the test is inconclusive.
  • d. None of these.

III. Conclusion? (6.66 points)

Answer: a. Yes, this is a reasonable claim.

b. No, we cannot confirm that this is a reasonable claim.

precipitation of less than 100 days = 9 cities

CITY

SO2

MANUF

POP

TEMP

WIND

PRECIP-INCHES

PRECIP-#DAYS

Phoenix

11

213

582

70.3

6

7.05

36

Albuquerque

15

46

244

56.8

8.9

7.77

58

SanFrancisco

16

453

716

56.7

8.7

20.66

67

Dallas

11

641

844

66.2

10.9

35.94

78

Wichita

10

125

277

56.6

12.7

30.58

82

Denver

24

454

515

51.9

9

12.95

86

SaltLakeCity

28

137

176

51

8.7

15.17

89

Omaha

17

181

347

51.5

10.9

30.18

98

KansasCity

18

381

507

54.5

10

37

99

t Test for Hypothesis of the Mean

Data

Null Hypothesis                m=

65

Level of Significance

0.05

Sample Size

9

Sample Mean

57.2778

Sample Standard Deviation

6.7048

Intermediate Calculations

Standard Error of the Mean

2.2349

Degrees of Freedom

8

t Test Statistic

-3.4552

Lower-Tail Test

Lower Critical Value

-1.8595

p-Value

0.0043

Reject the null hypothesis

Calculated t= -3.4552, P=0.0043 which is < 0.05 level of significance. Ho is rejected.

There is enough evidence to support the claim that cities with precipitation of less than 100 days have average temperature of less than 65 degrees F.


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