MTH551 Writing report and fit a Markov chain model to simulated insurance claims data using R or Excel

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Home>Business & Finance homework help>Management homework help>MTH551 Writing report and fit a Markov chain model to simulated insurance claims data using R or Excel

Classification Scheme Data (1)

Category Initial Year 1 Year 2 Year 3 Year 4 Year 5 Year 6 Year 7 Year 8 Year 9 Year 10 Year 11 Year 12 Year 13 Year 14 Year 15
A 5 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0
B 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
D 1 0 0 1 0 0 1 1 1 0 0 0 0 0 0 0
C 2 0 1 0 0 1 1 0 0 0 0 0 0 1 0 0
D 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0
C 2 0 0 0 0 0 0 0 1 0 0 0 0 0 1 1
D 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
C 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
D 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0
D 4 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
C 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 5 1 1 1 0 0 0 1 1 0 0 0 0 0 0 0
C 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 1 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0
D 2 0 0 0 1 0 1 0 1 0 0 1 1 0 0 0
B 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1
B 4 1 0 0 0 0 0 1 1 1 0 0 0 0 0 0
C 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 3 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0
C 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0
C 1 0 0 0 0 0 0 1 1 1 0 0 0 1 1 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0
D 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
C 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 0
D 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
D 5 0 0 0 1 2 0 0 0 0 0 1 0 0 0 0
D 3 1 1 0 1 0 0 0 0 0 0 1 0 0 0 0
D 4 0 1 1 0 0 1 1 1 0 0 1 0 0 0 1
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 2 1 0 0 0 1 0 1 1 0 0 0 1 2 0 0
B 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 3 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0
B 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 1 0 0 0 1 1 0 0 1 0 0 1 0 1 1 0
C 2 1 2 0 0 0 0 1 2 0 0 1 2 1 0 0
C 4 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1
A 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
B 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
D 0 0 0 1 0 0 1 1 0 0 1 0 1 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 4 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
B 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
D 4 0 0 1 0 0 0 0 0 1 0 0 1 0 0 0
C 5 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1
D 3 1 1 0 0 0 0 0 1 0 0 1 0 0 0 0
A 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 3 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0
D 5 0 1 1 1 0 0 0 0 0 0 0 1 0 0 0
D 3 0 0 1 0 0 1 1 0 1 0 0 0 0 0 0
B 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 2 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1
D 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0
C 2 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1
D 3 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0
D 2 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0
D 3 0 1 2 0 0 0 1 0 0 0 0 0 0 0 0
C 4 1 0 0 1 1 0 1 0 0 0 0 0 0 0 0
D 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0
A 4 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1
D 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0
D 5 0 2 1 0 0 0 1 0 0 1 0 0 0 0 0
B 4 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1
C 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
D 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
D 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
B 0 0 0 0 0 0 1 0 2 2 0 0 0 0 0 0
D 3 1 0 1 1 0 0 0 1 0 0 0 0 0 1 1
D 3 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0
B 2 0 0 0 0 0 0 0 0 1 1 0 0 2 0 0
D 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 3 1 1 1 1 0 1 1 0 0 0 0 1 1 0 1
C 4 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0
C 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 4 0 0 0 1 1 0 0 0 0 0 0 0 1 0 0
C 2 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0
C 3 0 1 0 1 0 0 0 1 1 0 1 1 1 0 0
D 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
B 5 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
C 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
D 2 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0
D 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0
B 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1
C 4 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
C 2 0 0 0 1 1 0 0 0 1 1 0 0 0 0 1
C 2 1 0 2 2 0 0 1 0 0 0 1 0 0 0 0
D 0 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0
D 2 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
D 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1
D 2 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0
B 2 0 0 0 0 0 0 1 0 0 1 0 0 0 1 1
C 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1
B 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
C 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
D 4 0 0 0 0 0 1 0 0 1 0 1 0 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0
D 2 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1
B 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
D 4 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0
C 4 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0
A 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
B 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 2 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0
C 1 1 0 0 0 0 1 0 0 0 0 0 2 0 0 0
C 0 0 0 0 1 1 2 0 0 0 0 0 0 1 0 0
D 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
D 2 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0
D 2 1 0 1 1 1 0 0 0 0 0 0 0 0 0 0
C 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0
D 5 1 0 0 0 1 0 0 0 0 1 1 0 0 1 1
C 3 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
B 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0
D 5 0 1 0 0 0 0 1 0 0 0 1 1 0 0 0
D 2 1 0 0 0 0 0 0 0 0 0 1 0 0 0 2
B 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
C 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
C 5 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0
B 5 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
B 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 1
C 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1
D 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 5 0 0 1 1 0 1 1 0 0 0 0 0 0 1 0
C 3 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0
D 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
B 3 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
D 2 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0
C 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
C 2 0 0 0 1 1 0 1 0 0 1 0 0 0 1 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 4 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0
D 5 0 1 1 1 0 0 0 0 0 0 0 0 1 0 0
D 5 0 0 0 0 0 0 0 2 1 0 1 0 1 1 0
C 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 1 0 1 0 2 1 0 0 0 0 0 0 0 1 0 1
C 4 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0
D 2 1 2 0 0 0 0 0 0 0 1 1 0 0 0 0
D 1 0 0 0 0 1 3 1 0 0 0 1 1 1 1 0
C 4 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0
C 5 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
C 2 0 1 0 0 0 0 0 0 0 0 0 1 1 0 0
B 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
D 0 0 0 0 0 1 0 0 0 0 2 0 0 2 0 0
A 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 2 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 3 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0
A 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 4 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
A 3 0 0 1 1 0 0 0 0 0 0 0 0 1 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 2 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0
B 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1
D 5 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0
D 2 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1
A 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 1 0 0 0 0 0 0 0 0 1 0 1 1 1 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 2 0 0 0 1 0 0 1 0 0 0 1 1 0 0 0
D 2 0 1 1 0 0 0 0 0 1 1 0 0 0 0 1
A 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0
C 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
D 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0
D 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0
B 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
C 3 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0
C 1 0 0 0 0 0 1 0 0 1 0 0 0 1 1 1
C 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
D 5 0 1 1 1 0 0 0 0 0 0 0 0 0 1 1
C 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 0 1 2 0 0 0 0 0 1 0 0 0 0 0 1 2
B 3 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0
D 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1
C 2 0 1 1 0 0 0 0 1 1 0 0 0 0 0 1
C 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 2 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0
B 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
B 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
B 4 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
C 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 4 0 0 0 1 1 2 1 1 1 1 0 0 0 0 0
D 1 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0
D 1 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0
D 4 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0
A 3 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1
D 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
C 4 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 4 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0
D 2 0 0 0 0 0 1 1 0 0 0 0 0 0 1 0
C 2 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0
D 4 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0
A 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 3 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
D 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1
C 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1
C 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 5 1 1 0 1 1 0 0 1 0 0 0 0 0 0 0
D 5 0 0 0 0 1 1 0 0 1 0 0 1 0 0 0
C 2 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0
B 3 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0
C 4 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0
A 4 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
D 5 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
C 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
B 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1
D 0 0 0 0 1 0 1 0 0 1 0 0 1 0 0 0
D 2 1 1 2 0 0 0 0 0 1 0 0 0 0 0 0
C 2 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0
B 2 0 0 0 0 1 0 1 0 0 0 0 0 0 0 2
D 2 1 1 0 1 0 0 0 0 0 0 1 0 0 1 0
D 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0
D 0 0 0 0 1 0 1 1 0 0 1 1 1 0 0 1
A 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 4 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0
C 2 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0
C 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 5 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0
C 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
D 4 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
D 2 0 0 0 0 0 0 0 1 0 1 1 1 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 4 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0
D 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 4 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1
C 5 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0
C 1 1 1 0 0 1 0 0 0 0 0 0 0 0 0 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 2 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0
C 4 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0
D 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 2 0 1 1 0 0 0 0 0 1 0 1 0 1 0 0
D 2 1 1 0 1 1 1 0 1 1 0 0 0 0 0 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 4 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
C 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0
B 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0
C 3 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1
D 3 1 0 0 0 0 0 1 1 0 0 0 0 0 1 1
D 0 1 1 1 2 1 2 0 0 0 0 0 0 0 1 0
B 2 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0
D 4 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1
C 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
B 1 0 0 0 0 0 1 0 0 1 2 0 0 0 0 0
C 5 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0
C 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
D 1 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
D 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
B 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
B 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
B 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0
B 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1
D 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2
B 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
C 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1
D 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0
C 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
A 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 2 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0
D 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1
D 3 1 2 0 0 0 0 0 0 0 0 0 0 1 1 1
B 4 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0
D 4 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0
D 3 0 0 0 0 0 1 0 0 1 1 2 1 0 0 0
D 5 0 0 0 1 0 0 0 0 1 2 1 0 0 0 0
C 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
D 2 0 0 1 0 0 1 0 0 0 0 1 1 0 1 2
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 0 0 0 1 3 1 0 0 0 0 0 0 0 1 1 0
D 2 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0
B 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1
A 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 2 0 0 1 0 0 0 0 0 0 1 1 0 0 0 0
C 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
A 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 5 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0
D 2 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0
B 2 0 0 0 0 0 0 0 0 0 0 1 0 2 1 1
C 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 3 0 1 1 1 0 0 1 0 0 0 0 1 0 0 0
B 5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
C 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
C 3 2 1 0 0 0 0 0 0 1 0 0 0 0 0 0
D 2 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0
C 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
B 4 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0
D 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
C 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1
B 5 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0
A 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
D 0 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0
A 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 2 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
D 2 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0
B 2 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0
D 5 0 0 1 0 1 1 0 0 0 0 0 1 1 0 0
A 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
C 0 0 0 1 1 0 1 1 0 0 0 1 0 0 1 1
B 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 4 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0
D 5 0 0 0 1 0 0 0 0 0 0 0 2 0 0 1
C 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
C 2 1 0 0 0 1 1 0 0 1 0 0 0 0 0 0
A 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
B 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 5 0 0 1 0 1 0 0 0 1 0 2 1 1 1 1
C 2 0 0 0 0 0 0 0 0 0 0 1 2 0 1 0
D 4 0 1 0 0 1 0 0 2 1 1 0 0 0 0 0
B 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
C 4 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0
B 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1
C 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 4 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
C 2 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0
A 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0
D 3 0 1 0 0 0 0 0 1 1 1 0 0 0 0 0
C 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
D 5 1 0 1 1 0 0 0 0 0 1 1 0 0 0 0
D 4 0 0 0 0 1 1 1 0 0 1 1 0 0 0 0
C 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1
A 4 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
C 2 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0
B 1 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0
C 5 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
B 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
D 4 0 1 1 0 0 1 1 0 0 0 0 0 0 1 1
C 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1
C 1 0 0 0 0 0 0 1 1 1 0 0 2 1 1 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 2 0 0 0 1 2 0 0 0 0 0 0 0 0 0 1
C 1 0 1 1 0 0 1 1 0 0 0 0 0 0 0 0
D 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 1
C 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1
D 4 0 0 0 1 2 0 1 0 0 0 0 0 0 0 0
C 2 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0
B 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 2 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0
B 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 2 1 0 0 1 1 2 0 0 0 0 0 0 1 0 0
B 4 1 0 0 0 0 0 0 0 0 1 0 1 0 0 1
C 1 1 0 0 1 1 0 0 0 0 0 0 0 1 0 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 3 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0
B 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
B 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
D 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 2 1 1 0 0 0 0 1 1 1 0 0 0 1 0 0
C 5 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1
D 3 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0
C 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
D 1 0 2 1 0 2 1 0 0 1 0 0 0 0 0 0
D 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
D 3 0 0 0 0 0 0 0 1 1 0 0 0 0 1 1
C 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1
C 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
C 5 1 0 0 0 0 0 1 1 0 0 0 0 0 0 0
D 3 0 0 1 1 0 1 0 1 0 0 0 0 0 0 1
B 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0
D 5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0
B 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0
C 1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0
D 0 1 0 0 0 1 0 1 1 1 1 0 0 1 0 2
B 1 0 0 0 1 0 0 0 0 0 1 0 0 1 0 0
C 2 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0
B 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
C 1 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0
B 3 0 0 0 0 0 1 2 1 1 0 0 0 0 0 0
B 2 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0
B 2 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
A 5 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0
C 2 0 1 1 0 1 0 0 0 0 1 0 0 1 0 0
C 2 0 1 0 0 0 0 0 0 0 2 1 1 0 0 0
A 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
C 2 1 0 1 1 2 1 0 0 0 0 0 0 0 0 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
D 5 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
C 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
A 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1
A 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
B 3 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0
A 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
C 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0
A 4 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0
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