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The manager of a coffee shop wants to know if his customers' drink preferences have changed in the past year. He knows that last year

The manager of a coffee shop wants to know if his customers' drink preferences have changed in the past year. He knows that last year the preferences followed the following proportions - 34% Americano, 21% Cappuccino, 14% Espresso, 11% Latte, 10% Macchiato, 10% Other. In a random sample of 450 customers, he finds that 115 ordered Americanos, 88 ordered Cappuccinos, 69 ordered Espressos, 59 ordered Lattes, 44 ordered Macchiatos, and the rest ordered something in the Other category. Run a Goodness of Fit test to determine whether or not drink preferences have changed at his coffee shop. Use a 0.05 level of significance.

AmericanosCapp.EspressoLattesMacchiatosOtherObserved Counts1158869594475Expected Counts15394.56349.54545

Enter the p-value - round to 5 decimal places. Make sure you put a 0 in front of the decimal.

P-value =___

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