Question 1:
1. Promotion Frequency
Promotion Frequency
Name
Frequency
1
cap
2
2
shirt
3
3
fireworks
14
4
bobblehead
11
There are no rows in this table
2. Attendance variation with and without promotions
It illustrates that the data with promotion will increase the attendance variation comparing with no promotion situation.
3. Patterns of Weather, Temperature, Time, Month, and Day.
Attendance by Weather
Attendance by Month
Attendance by Weekday
Attendance by Weekday & Weekend
Attendance by Day
FOUND:
1. For weather by sky condition, clear sky condition has more attendance.
2. For temperature, it concentrates in the range between 65 to 75.
3. For month, May has the most attendance.
4. For weekday, weekday has more attendance proportion, but the proportion for each day is less than weekend. Also, Thursday has the most attendance.
5. For a day, night time has more attendance.
4. Opposing Team above Average
Team above Average
List Name
Frequency
1
Angels
3
2
Braves
1
3
Brewers
1
4
Cardinals
3
5
Cubs
3
6
Giants
3
7
Marlins
1
8
Mets
4
9
Nationals
3
10
Padres
4
11
Phillies
1
12
Pirates
1
13
Reds
1
14
Rockies
2
15
Snakes
3
16
White Sox
2
There are no rows in this table
Question 2:
1. Bobblehead Promotion Influence
As one unit increase of bobblehead , the attendance would increase by 14943.56.
2. Bobblehead Comments
Comparing with the coefficient of other factors, bobblehead has the largest value which contributes the most to the attendance.
3. Bobblehead Summer Prediction
Under the logistic regression between summer and bobblehead, the probability that it needs bobblehead in a summer day is 0.22.
Assume 90 days in the whole summer, about 20 bobblehead will be needed.
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