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Song Ratings a Music Critic Wanted to Determine Whether or Not

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Song Ratings
A music critic wanted to determine whether or not music listeners of different age groups evaluate a song differently.With this objective,he commissioned a survey that asked people their ratings of the most popular songs.The rating categories were: 1 = terrible,2 = fair,3 = good,and 4 = excellent.Each respondent was also asked to categorize his or her age as either: 1 = teenager,2 = young adult (20-34),3 = middle age (35-50),and 4 = over 50. The results are shown below. Song Ratings  A music critic wanted to determine whether or not music listeners of different age groups evaluate a song differently.With this objective,he commissioned a survey that asked people their ratings of the most popular songs.The rating categories were: 1 = terrible,2 = fair,3 = good,and 4 = excellent.Each respondent was also asked to categorize his or her age as either: 1 = teenager,2 = young adult (20-34),3 = middle age (35-50),and 4 = over 50. The results are shown below.   ​ ​ -{Song Ratings Narrative} Does this data provide sufficient evidence to infer at the 5% significance level that there are differences in ratings among the different age categories? ​ ​
-{Song Ratings Narrative} Does this data provide sufficient evidence to infer at the 5% significance level that there are differences in ratings among the different age categories?

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Definitions:

Circularity Tolerance

The allowable deviation in the roundness of a part, specifying how much a feature's shape can deviate from a perfect circle.

MMC Basis

Maximum Material Condition, a condition of a part where it contains the maximum amount of material within its tolerance limits, important for specifying geometric tolerances.

Circularity

A geometric tolerance that limits the deviation of a feature's shape from a true circle, ensuring roundness.

Straightness

The condition of being free from curves, bends, or angles; linear alignment without deviation.

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