sim3.5

Question 1:

#quick answers
dpois(3,4)
[1] 0.1953668
1-ppois(4,4)
[1] 0.3711631
qpois(0.5,4)
[1] 4
lambda_panel <- 5 * 8 * (1 / 10)
lambda_panel
[1] 4
probA <- dpois(3, lambda = lambda_panel)
probA
[1] 0.1953668
probB <- 1 - ppois(4, lambda = lambda_panel)
probB
[1] 0.3711631
medianC <- qpois(0.5, lambda = lambda_panel)
medianC
[1] 4
set.seed(123)
num_sim <- 10000

sim_flaws <- rpois(num_sim, lambda = lambda_panel)
sim_flaws
    [1]  3  6  3  6  7  1  4  7  4  4  8  4  5  4  2  7  3  1  3  8  7  5  5 10
   [25]  5  5  4  4  3  2  8  7  5  6  1  4  5  2  3  2  2  3  3  3  2  2  2  4
   [49]  3  6  1  4  6  2  4  2  2  5  7  3  5  2  3  3  6  4  6  6  6  4  5  5
   [73]  5  0  4  2  3  4  3  2  3  5  3  6  2  4  9  7  6  2  2  5  3  5  3  2
   [97]  5  2  4  4  4  3  4  8  4  7  7  4  3  2  7  3  1  7  5  2  4  8  4  3
  [121]  5  3  3  2  3  9  2  1  2  5  4  7  5  5  4  5  6  6  9  4  3  3  0  2
  [145]  6  2  3  1  3  5  6  4  3  3  2  3  4  2  4  2  4  3  5  3  3  4  5  2
  [169]  3  3  5  2  6  5  5  4  3  4  6  4  6  3  5  3  4  4  3  4  7  7  3  3
  [193]  9  4  7  4  3  5  2  4  3  8  4  4  3  6  3  3  2  2  4  3  2  5  1  5
  [217]  3  3  6  7  3  8  5  5  1  3  4  4  5  7  4  3  4  1  3  3  2  6  2  6
  [241]  4  5  2  5  3  5  3  8  8  5  3  2  4  3  4  6  2  3  4  6  7  6  5  8
  [265]  4  4  3  3  1  4  6  0  1  2  5  5  8  4  1  5  5  2  3  2  1  3  1  2
  [289]  1  5  3  2  1  6  5  6  9  2  2  6  5  0  5  5  5  4  2  0  4  4  3  4
  [313]  5  1  3  6  6  2  3  6  6  3  2  5  2  1 12  1  3  7  4  3  5  6  3  4
  [337]  5  5  5  8  3  2  4  2  4  3  9  3  2  4  2  8  4  2  4  9  5  3  3  6
  [361]  2  2  7  3  3  5  2  0  3  4  3  3  6  4  4  8  5  2  3  8  4  5  3  5
  [385]  4  7  2  3  2  2  8  3  5  6  2  3  3  2  2  9  9  2  7  4  3  4  5  1
  [409]  3  5  3  6  2  4  3  2  8  3  4  1  4  5  4  3  7  4  3  3  2  6  8  4
  [433]  3 10  2  4  2  4  2  2  3  4  5  2  6  5  5  2  3  5  4  3  3  1  2  7
  [457]  6  5  2  2  8  4  4  2  4  3  2  5  3  6  2  6  3  5  5  4  4  0  2  5
  [481]  2  6  3  5  7  2  2  5  3  6  8  1  4  5  1 10  3  1  5  6  3  3  3  1
  [505]  3  2  4  4  7  3  4  1  6  3  5  2  4  5  1  6  3  3  3  1  4  5  7  1
  [529]  9  3  7  5  4  6  1  5  3  6  4  3  6  2  6  3  5  8  1  6  6  3  3  2
  [553]  4  6  4  4  5  4  4  0  1  7  5  2  5  5  3  6  4  6  4  7  4  3  8  5
  [577]  3  1  4  4  6  6  6  3  6  2  3  5  8  4  4  1  8  2  1  6  4  3  7  1
  [601]  2  5  2  3  2  6  2  6  3  3  5  2  1 10  4  5  7  5  9  1  7  6  5  3
  [625]  1  3  3  6  3  3  5  6  4  5  2  2  8  5  6  3  4  6  6  3  1  4  5  1
  [649]  3  4  5  7  4  4  5  6  7  1  4  3  6  6  2  5  2  1  7  2  5  2  1  4
  [673]  1  3  3  4  6  2  4  4  5  5  6  6  8  4  4  2  4  3  1  5  4  2  3  4
  [697]  2  2  3  3  6  3  1  6  3  5  4  3  2  3  5  4  5  5  4  3  0  0 10  2
  [721]  3  5  5  6  4  5  6  4  6  1  3  6  5  7  2  3  6  9  3  0 10  2  1  4
  [745]  3  4  6  1  5  7  3  3  2  1  4  4  4  6  1  2  4  2  4  4  4  2  2  3
  [769]  5  5  7  6  5  6  2  3  3  3  5  6  3  6  0  5  6  4  2  1  3  7  7  4
  [793]  2  4  6  3  2  3  3  3  4  3  2  1  3  8  4  4  5  5  1  5  3  6  5  2
  [817]  3  2  4  4  5  3  4  9  5  1  4  1  3  5  0  5  4  5  5  4  5  5  3  2
  [841]  8  5  4  2  4  3  7  0  2  2  3  5  9  5  4  4  7  2  1  6  3  1  5  4
  [865]  4  3  2  2  4  4  2  2  5  4  6  5  0  5  7  5  2  7  5  2  5  7  3  3
  [889]  3  2  4  5  5  4  6  5  1  3  1  6  7  4  6  4  5  4  5  7  6  1  0  1
  [913]  6  4  3  8  4  4  3  3  6  1  3  6  5  5  3  4  2  5  6  2  5  4  8  2
  [937]  4  6  6  1  8  4  3  3  2  2  3  3  3  3  4  2  8  1  3  8  5  1  3  3
  [961]  4  4  4  2  7  4  4  2  5  4  5  1  6  3  3  5  7  0  3  3  4  5  7  4
  [985]  7  5  2  2  2  3  1  2  4  3  4  6  5  3  5  2  3  4  2  6  6  4  5  3
 [1009]  1  4  4  3  2  4  1  5  4  5  4  3  4  6  4  3  6  3  4  4  3  4  2  4
 [1033]  4  2  4  4  2  4  3  4  6  5  4  4  3  1  3  0  6 10  5  6  7  4  4  3
 [1057]  5  3  3  5  5  2  3  3  1  5  4  2  8  4  6  6  6  6  5  5  3  1  3  3
 [1081]  3  2  3  3  5  3  2  1  6  4  6  1  2  2  5  5 10  4  3  2  6  5  2  5
 [1105]  6  4  4  7  8  5  1  6  4  3  3  3  3  7  3  4  2  2  5  3  2  1  7  4
 [1129]  2  4  4  6  5  4  5  5  3  3  4  3  6  3  1  8  2  3  4  4  3  2  7  4
 [1153]  5  7  4  3  1  6  4  2  3  2  4  3  2  1  5  3  2  8  3  3  5  7  2  4
 [1177]  5  3  2  5  0  2  5  6  6  2  3  6  5  4  2  4  4  5  1  2  6  2  8  3
 [1201]  6  6  4  5  4  9  1  2  6  4  3 11  3  4  1  6  3  6  2  7  3  4  2  6
 [1225]  8  1  4  2  6  4  0  3  3  4  3  1  2  5  7  3  1  3  4  4  6  3  4  1
 [1249]  2  5  6  4  4  0  2  6  1  3  9  4  3  4  1  2  5  1  4  7  1  8  1  5
 [1273]  4  4  6  4  5  4  3  3  2  6  4  5  4  3  5  4  3  4  6  4  2  6  3  3
 [1297]  5  5  6  4  1  4  4  6  5  4  1  2  5  2  2  3  6  2  5  2  5  3  4  1
 [1321]  6  3  7  3  8  3  4  4  0  5  4  3  4  4  4  2  5  5  6  4  3  4  3  3
 [1345]  5  8  3  5  4  4  1  0  2  1  2  4  2  6  3  4  5  2  6  4  2  3  2  4
 [1369]  2  2  3  2  3  4  5  6  3  8  1  4  4  3  6  1  6  2  2  6  1  2 10  5
 [1393]  4  3  4  6  5  4  1  2  2  2  1  4  3  5  4  7  1  7  5  7  4  2  2  5
 [1417]  4  3  5  3  6  4  3  7  4  2  4  9  7  4  6  3  6  6  3  3  5  6  5  4
 [1441]  2  4  1  4  5  5  1  4  4  3  4  5  5  2  4  6  2  5  6  2  8  5  6  2
 [1465]  1  6  7  2  4  4  5  1  5  3  4  5  4 12  6  6  5  2  6  6  9  1  5  3
 [1489]  4  6  0  0 10  5  3  6  9  2  5  4  7  9  4  2  5  4  4  4  3  4  4  8
 [1513]  6  2  3  3  1  3  3  2  5  0  5  3  5  0  1  3  5  2  6  5  7  3  3  3
 [1537]  3  2  7  4  1  5  3  4  5  3  1  3  4  8  8  1  4  3  3  3  5  3  3  9
 [1561]  6  3  6  2  4  2  2  7  2  6  3  1  6  3  1  5  1  4  3  4  5  1  2  2
 [1585]  6  4  5  3  3  3  6  6  5  4  3  1  4  2  5  3  5  2  3  6  6  1  6  2
 [1609]  4  4  4  5  4  9  9  3  4  3  4  2  0  1  1  5  4  6  4  2  4  7  6  4
 [1633]  3  5  6  7  2  3  2  6  2  6  5  7  4  7  6  6  3  2  3  5  3  3  1  4
 [1657]  2  6  1  5  6  1  3  5  5  3  7  3  3  3  4  4  1  5  2  5  4  5  4  3
 [1681]  2  4 10  3  3  1  4  4  5  8  4  1  3  6  6  6  7  5  4  2  5  1  4  7
 [1705]  6  5  2  4  9  4  3  1  1  6  3  7  4  4  7  2  6  3  4  3  1  5  2  5
 [1729]  4  2 10  4  1  7  6  4  3  6  8  6  2  8  4  0  2  0  6  5  7  3  8  6
 [1753]  6  4  8  4  7  3  4  7  5  0  2  4  3 10  6  3  5  7  5  5  2  4  3  4
 [1777]  2  3  5  4  2  3  5  4  2  1  8  3  5  6  3  1  4  6  3  3  5  8  4  4
 [1801]  2  6  2  5  4  1  8  4  6  4  3  4  6  5  4  4  4  4  4  0 10  3  2  6
 [1825]  4  6  1  6  5  5  6  4  7  2  1  3  5  3  7  5  3  4  3  5  4  0  5  2
 [1849]  5  3  7  6  4  1  4  4 10  3  5  7  4  5  1  6  4  2  3  6  4  5  3  6
 [1873]  3  3  2  7  3  2  7  3  6  2  3  3  1  5  2  3  3  4  4  9  3  5  8  4
 [1897]  3  6  2  4  4  3  2  6  4  4  4  5  5  4  1  4  4  4  4  1  1  5  6  2
 [1921]  5  4  9  4  4  3  4  1  4  8  4  4  1  1  1  2  4  6  3  5  4  3  0  5
 [1945]  1  6  2  5  6  3  2  5  2  3  4  4  3  5  4  2  9  3  2  2  3  3  3  1
 [1969]  7  4  2  6  4  4  5  5  2  3  8  2  5  4  2  2  5  2  3  4  4  3  4  2
 [1993]  6  2  1  7  3  5  3  4  2  2  2  4  4  4  4  1  0  2  6  3  4  4 10  2
 [2017]  5  3  3  0 11  4 11  2  2  3  5  4  3  5  4  4  4  2  2  5  4  8  8  5
 [2041]  4  2  4  5  7  7  6  2  1  4  4  2  8  2  7  2  5  5  5  5  2  6  4  6
 [2065]  2  0  3  3  6  7  2  7  4  3  5  5  4  3  8  1  2  5  5  2  4  5  3  9
 [2089]  5  3  2  3  2  1  3  5  8  3  4  1  5  3  3  8  5  5  2  2  6  6  5  3
 [2113]  2  4  4  2  5  1  5  6  7  5  3  2  6  1  6  4  4  7  2  3  2  2  5  4
 [2137]  4  6  8  4  5  2  3  1  2  2  3  3  5  5  3  8  5  2  3  3  4  6  2  3
 [2161]  8  2  5  5  4 10  1  9  5  4  2  4  2  3  6  1  3  6  1  6  8  5  0  4
 [2185]  5  1  6  5  3  5  5  2  5  7  6  5  5  4  3  2  6  5  6  1  2  4  1  5
 [2209]  4  3  3  5  2  2  4  2  2  5  4  3  3  5  6  1 10  1  2  3  6  2  6  6
 [2233]  4  5  3  4  7  3  1  8  3  5  1  8  7  6  3  5  3  3 12  9  4  5  3  2
 [2257]  4  3  1  9  5  6  4  2  5  1  2  7  2  3  3  3  2  1  7  8  7  4  4  1
 [2281]  3  7  3  4  4  2  4  2  4  4  2  7  2  3  6  3  3  6  4  6  4  7  2  4
 [2305]  5  2  4  5  7  3  4  0  3  5  4  6  2  5  2  4  5  4  3  5  4  2  4  1
 [2329]  3  4  1  2  5  5  5  1  2  7  7  7  5  2  7  7  2  1  4  3  4  4  5  6
 [2353]  3  5  4  1  1  2  2  3  4  5  3  7  4  3  3  5  5  4  6  3  2  4  3  3
 [2377]  7  4  0  7  3  0  9  3  9  2  4  6  2  5  4  0  3  4  7 10  2  4  5  7
 [2401]  5  4  2  7  6  3  2  5  5  4  6  5  2  0  6  2  3  4  4  3  4  6  3  3
 [2425]  4  4  2  6  4  5  6  3  0  5  1  4  2  5  1  6  5  3  2  1  0  6  3  1
 [2449]  3  4  6  3  2  5  6  9  5  3  5  4  2  4  8  2  4  3  1  2  3  1  1  2
 [2473]  3  4  3  4  5  2  6  3  2  3  6  3  7  2  2  4  3  5  5  3  4  7  5  6
 [2497]  7  3  5  2  6  5  5  3  5  4  5  6  7  4  2  3  2  2  5  4  4  5  4  3
 [2521]  5  5  5  2  3  8  3  1  4  8  6  4  5  4  7  2  4  5  6  7  6  2  5  5
 [2545]  5  7  3  8  4  2  4  2  4  3  6  4  4  2  4  2  3  6  4  4  4  6  0  3
 [2569]  1  6  4  4  3  4  2  1  1  1  3  5  5  2  8  2  4  4  7  6  4  3  4  6
 [2593]  4  2  2  6  4  5  6  3  2  4  3  6  2  2  5  2  5  4  5  3  2  3  4  5
 [2617]  2  4  4  7  7  2  3  5  5  4  2  2  3  1  5  5  3  4  1  2  7  4  5  4
 [2641]  3  7  1  2  8  6 12  3  4  1  6  6  7  0  3  4  3  5  1  5  2  3  5  2
 [2665]  3  5  3  4  4  2  1  2  6  2  1  1  3  6  3  4  3  3  7  7  3  5  2  7
 [2689]  1  9  2  3  2  4  5 10  2  6  4  9  4  5  1  5  2  7  6  6  6  3  8  4
 [2713]  4  3  1  7  2  3  5  4  8  2  4  7  6  7  5  2  2  2  3  5  7  3  6  4
 [2737]  5  5  5  6  3  2  2  0  7  6  1  2  2  4  5  2  2  4  3  4  2  7  5  4
 [2761]  5  3  5  3  5  3  5  3  5  4  1  3  4  3  4  6  5  1  2  3  3  5  2  8
 [2785]  6  4  7  0  5  7  2  4  5  4  6  3  4  5  3  7  2  4  3  1  5  4  3  7
 [2809]  4  7  7  3  5  6  7  2  1  9  3  5  4  3  5  6  2  3  6  2  4  3  4  4
 [2833]  5  6  4  3  6  4  5  6  4  3  6  5  4  5  5  3  3  2  7  3  4  1  6  3
 [2857]  4  7  3  5  5  2  1  3  5  5  5  7  0  3  5  2  0  2  5  6  3  3  3  8
 [2881]  4  5  7  4  3  7  5  1  5  6  2  8  1  2  1  3  5  5  4  1  8  4  5  3
 [2905]  6  5  7  3  3  5  5  4  6  3  7  5  5  5  5  5  2  4  5  2  5  2  5  7
 [2929]  5  5  3  2  4  2  5  3  4  3  2  4  3  6  2  1  2  7  4  5  1  4  1  4
 [2953]  6  2  3  6  1  5  4  1  7  2  5  3  5  2  6  1  2  3  5  3  3  1  4  4
 [2977]  9  2  6  1  5  2  2  2  2  7  9  3  2  5  4  3  6  3  6  2  6  1  4  5
 [3001]  2  7  3  4  2  5  5  4  6  6  9  5  5  1  2  1  6  3  6  2  3  5  1  3
 [3025]  5  6  6  8  3  8  5  3  3  2  5  4  4  1  3  7  4  1  3  2  3  5  3  5
 [3049]  4  6  4  2  7  1  1  6  3  5  5  9  8  2  5  1  4  6  3  7  5  3  6  6
 [3073]  3  3  4  6  4  5  5  5  6  2  4  3  4  3  7  3  4  1  7  5  4  2  5  4
 [3097]  1  1  4  2  4  9  2  5  2  4  6  2  6  3  2  2  5  5  2  9  2  7  5  4
 [3121]  3  3  6  7  4  6  5  3  3  8  2  5  6  2  4  2  3  3  4  5  7  3  3  3
 [3145]  2  2  3  7  1  4  6  6  4  3  4  2  4  2  3  5  2  3  6  2  1  5  5  4
 [3169]  2  2  4  1  2  6  3  0  8  1  5  6  0  6  4  3  3  5  2  3  4  5  4  5
 [3193]  3  7  8  5  0  4  6  2  3  4  5  3  3  3  3  4  1  4  3  1 10  4  6  3
 [3217]  8  3  6  0  6  1  6  4  5  5  3  5  3  4  1  3  4  4  6  4  6  4  4  4
 [3241]  3  4 12  7  5  6  7  4  3  5  4  0  5  3  8  2  3  7  6  4  0  3  3  5
 [3265]  2  8  6  3  4  3  3  3  7  3  6  6  2  2  5  4  2  2  3  4  7  3  7  2
 [3289]  6  3  3  2  1  2  2  2  6  0  3  7  0  3  3  4  7  4  5  4  2  4  1  5
 [3313]  2  6  4  3  6  1  1  4  6  4  4  2  5  4  1  6  3  4  3  2  6  4  6  2
 [3337]  5  4  7  4  3  7  6  3  4  5  3  6  6  3  7  1  6  4  3  4  3  5  7  4
 [3361]  5  3  6  6  3  4  7  4  2  5  5  5  2  8  0  7  1  6  4  4  6  3  1  2
 [3385]  2  2  8  2  3  5  5  3  3  3  3  7  4  4  4  4  3  2  3  3  0  2  8  3
 [3409]  8  3  2  4  3  6  7  4  6  3  7  2  2  4 10  4  2  2  5  5  4  5  3  3
 [3433]  3  4  2  3  7  9  4  1  4  5  4  4  3  1  2  3  4  2  0  3  1  3  2  3
 [3457]  2  4  4  2  7  4  1  2  5  7  6  4  2  2  4  3  6  5  3  5  3  3  4  8
 [3481]  4  4  3  3  4  3  8  6  6  5  2  1  2  6  3  5  7  5  4  1  3  3  6  3
 [3505]  4  4  2  0  5  6  7  1  5  3  4  2  3  3  5  2  2  4  1  4  4  4  4  5
 [3529]  9  6  2  6  4  5  6  3  6  2  4  2  2  7  4  4  8  8  5  5  1  5  7  4
 [3553]  5  6  4  6  4  0  4  4  4  4  3  5  4  8  2  8  4  5  6  5  5 10  6  5
 [3577]  2  2  4  2  5  4  2  6  7  3  2  5  4  1  4  4  4  3  3  7  5  8  2  4
 [3601]  2  4  3  4  4  6  7  4  7  3  4  4  5  2  3  2  4  4  1  5  4  5  3  3
 [3625]  5  8  3  2  3  4  3  3  3  5  6  4  4  4  5  5  2  2  7  3  4  8  2  2
 [3649]  4  6  6  2  1  5  8  4  4  5  6  4  4  5  3  7  1  3  2  3  4  5  6  3
 [3673]  1  7  7  4  7  4  2  2  5  7  2  6  4  1  6  8  6  3  2  2  3  2  2  2
 [3697]  5  5  1  1  0  2  7  2  9  5  3  3  5  4  4  3  7  5  5  3  4  8  1  4
 [3721]  6  3  3  7  1  4  3  2  4  2  6  5  2  2  3  7  7  2  7  1  6  1  8  2
 [3745]  4  5  3  1  5  3  6  4 10  1  1  4  4  0  5  1  4  7  1  8  5  6  2 10
 [3769]  5  3  6  8  7  2  1  6  6  1  2  5  2  0  7  1  6  2  3  2  5  4  2  3
 [3793]  4  7  4  7  3  6  5  3  7  4  3  4  4  6  8  4  3  2  0  5  5  0  2  4
 [3817]  2  3  7  3 10  5  2  4  6  5  4  4  4  2  6  2  4  4  2  8  3  1  5  4
 [3841]  0  3  6  2  1  5  4  3  3  7  7  2  4  1  4  2  5  2  2  5  3  4  6  5
 [3865]  5  4  2  6  5  6  1  6  3  3  6  2  0  5  1  6  7  2  2  6  7  3  3  3
 [3889]  5  3  6  3  3  0  3  4  3  2 11  3  4  2  5  4  3  3  3  6  7  5  3  5
 [3913]  4  1  5  4  3  1  8  9  1  4  8  2  3  4  7  4  1  6  6  6  6  0  2  6
 [3937]  2  1  4  5  6  1  2  3  3  4  7  9  2  3  6  9  5  1  2  3  3  3  5  2
 [3961]  4  5  7  5  3  0  1  2  6  1  3  6  4  6  8  5  3  8  7  4  2  4  6  2
 [3985]  4  9  2  3  2  3  4  3  4  9  4  2  5  5  3  3  3  6  4  6  3  2  6  0
 [4009]  4  8  3  9  1  3  3  7  9  5  3  3  2  5  5  4  5  5  5  4  3  5  6  4
 [4033]  2  4  4  7  3  5  5  5  4  4  6  4  9  1  4  2  3  6  2  4  3  3  4  5
 [4057]  8  2  2  4  2  2  3  3  5  5  6  3  2  4  4  4  4  2  6  9  6  6  3  4
 [4081]  4  1  5  6  1  7  3  5  5  5  3  3  4  1  4  4  2  8  2  4  3  2  3 11
 [4105]  6  3  7  5  4  6  5  3  4  4  5  3  4  4  4  6  6  6  2  3  7  7  5  6
 [4129]  4  1  3  4  4  7  5  0  1  3  3  6  5  5  3  2  2  5  3  2  4  2  1  0
 [4153]  6  6  0  4  3  4  2  7  2  2  2  3  4  2  4  4  3  9  0  6  2  2  4  5
 [4177]  2  2  2  2  6  5  4  6  2  3  3  1  3  5  3  5  2  5  4  1  5  6  4  4
 [4201]  3  1  5  4  6  4  4  6  5  1  2  6  3  4  3  4  4  2  5  3  4  3  2  3
 [4225]  2  3  4  3  7  3  2  4  3  7  5  4  3  1  4  3  4  6  2  1  6  2  6  1
 [4249]  6  6  7  3  3  7  3  7  4  4  5  3  3  3  3  5  3  6  7  4  0  7  3  6
 [4273]  4  4  2  1  5  3  1  1  6  5  1  5  0  4  2  4  4  4  3  3  3  2  5  0
 [4297]  2  4  4  4  5 14  8  8  5  5  8  2  5  2  4  5  0  2  2  6  3  5  5  3
 [4321]  3  3  5  4  2  3  3  4  4  3  3  7  4  4  3  3  5  3  4  2  4  7  1  3
 [4345]  3  4  1  5  1  3  3  4  4 10  4  3  6  3  5  7  6  1  3  4  3  6  6  5
 [4369]  4  6  1  3  2  6  6  6  3  1  5  5  4  3  3  3  3  4  5  3  4  5  7  7
 [4393]  3  5  2  1  4  6  5  4  9 10  3  2  3  4  6  5  7  5  3  3  5  2  3  7
 [4417]  2  2  5  4  4  5  5  5  3  9  8  1  5  3  3  1  5  2  2  5  4  1  7  5
 [4441]  3  2  6  5  3  2  0  3  2  4  4  3  7  5  3  5  4  3  2  1  2  4  2  1
 [4465]  7  6  6  4  5  6  6  5  3  4  5  3  4  3  2  3  2  2  4  7  4  3  3  4
 [4489]  2  5  0  0  5  2  3  2  5  4  1  3  2  3  4  4  1  3  1  3  5  5  6  1
 [4513]  2  5  3  2  2  2  4  4  4  6  2  5  2  2  2  6  5  4  5  5  5  7  2  4
 [4537]  1  2  5  5  3  3  4  1  6  5  2  4  6  2  3  5  2  1  3  2  5  4  3  2
 [4561]  2  3  3  1  0  6  3  8  5  6  3  7  5  3  5  7  5  5  5  2  1  3  4  8
 [4585]  7  5  3  4  5  6  4  2  5  6  3  2  3  1  4  4  4  7  3  2  4  1  5  5
 [4609]  2  2  6  3  9  5  7  5  3  3  1  7  4  3  6  6  5  4  2  6  2  6  4  4
 [4633]  5  3  6  6  6  3  2  5  2  1  1  5  5  2  6  6  5  8  2  1  7  6  3  3
 [4657]  8  2  5  4  6  5  5  2  4  4  2  6  3  5  4  4  4  2  4  2  3  5  4  3
 [4681]  3  0  3  5  1  8  6  7  4  3  4  2  2  3  3  5  2  4  2  4  1  6  6  2
 [4705]  4  4  2  5  6  8  5  0  5  3  3  0  3  3  4  6  5  3  6  3  7  5  3  3
 [4729]  2  6  4  7 11  4  3  5  6  8  3  5  3  4  3  5  3  5  8  1  4  5  5  6
 [4753]  6  6  9  4  5  4  1  4  2  4  1  5  0  1  7  8  3  5  5  4  6  5  3  1
 [4777]  4  3  5  5  4  4  2  4  5  3  5  5  3  3  2  4  5  4  7  0  7  4  6  4
 [4801]  3  3  3  2  3  3  3  1  5  4  4  2  1  2  1  7  4  6  4  2  0  3  2  6
 [4825]  4  4  7  1  1  4  2  3  2  2  4  1  5  5  3  5  1  4  3  2  3  4  3  5
 [4849]  7  4  3  5  4  2  3  2  2  5  5  4  2  6 10  1  4  6  4  3  4  3  8  5
 [4873]  5  0  3  4  2  3  2  3  2  4  6  4  3  3  2  1  6  8  7  3  3  3  3  4
 [4897]  5  2  4  1  5  8  8  7  4  3  3  7  5  3  4  5  5  4  3  3  5  5  1  4
 [4921]  4  2  3  2  2  6  3  1  5  5  4  4  5  6  6  4  6  2  3  3  2  0  3  2
 [4945]  6  4  4  4  1  5  5  2  4  5  3  5  4  3  7  1  7  6  3  3  4  4  1  3
 [4969]  2  2  8  3  7  6  3  6  3  5  1  2  9  1  4  5  3  4  6  4  2  3  5  1
 [4993]  7  5  3  2  7  2  5  0  3  9  5  5  3  1  3  4  5  3  3  7  4  8  6  9
 [5017]  2  3  7  5  9  8  5  3  5  3  3  6  5  5  3  5  4  2  3  6  5  1  5  7
 [5041]  7  2  8  7  3  6  6  4  1  6  3  2  6  9  2  1  5  6  2  4  3  6  4  2
 [5065]  3  6  1  3  4  4  5  4  4  6  3  1  6  5  6  1  0  4  6  4  1  3  3  4
 [5089]  2  4  3  4  7  4  5  1  5  6  1  1  4  6  5  3  6  3  2  4  6  5  1  1
 [5113]  8  1  2  4  5  6  4  3  2  6  6  3  4  4  6  7  4  6  6  3  4  3  6  5
 [5137]  3 10  5  2  5  3  6  3  3  1  4  0  3  3  6  2  3  4  8  3  6  2  4  4
 [5161]  6  3  4  4  5  1  5  5  5  4  3  3  2  3  1  4  3  2  5  3  3  5  2  2
 [5185]  9  8  5  1  8  5  6  2  3  4  3  5  1  7  5  6  7  3  2  2  2  4  6  6
 [5209]  1  5  8  3  5  4  1  4  5  6  4  6  0  4  4  6  3  4  2  6  4  3  6  4
 [5233]  8  2  0  3  5  4  2  1  6  2  5  4  7  4  1  4  5  4  4  4  6  3  3  6
 [5257]  6  4  3  4  3  2  4  1  2  2  3  3  6  3  8  4  6  3  3  2  4  2  4  2
 [5281]  2  3  4  5  2  3  2  2  5  4  3  6  4  2  2  8  4  4  5  6  5  6  2  3
 [5305]  7  3  7  3  5  4  4  4  4  3  4  3  5  5  4  3  5  6  3  4  6  3  4  4
 [5329]  1  3  4  4  5  5  7  5  4  3  1  2  4  4  2  3  2  3  2  3  2  1  6  2
 [5353]  2  3  3  5  4  2  6  7  3  5  2  6  3  5  2  6  6  6  0  1  3  3  1  5
 [5377]  1  6  4  5  7  4  8  3  3  8  3  6  3  5  5  3  0  3  4  4  3  4  2  3
 [5401]  1  4  3  8  1  5  4  0  2  5  4  7  5  4  3  3  2  3  3  7  3  5  1  3
 [5425]  2  6  3  3  3  2  5  5  7  4  5  5  7 10  3  3  7  3  5  6  2  6  5  0
 [5449]  2  3  6  3  3  7  3  4  3  2  2  4  8  3  6  1  5  3  4  1  5  7  5  2
 [5473]  7  2  6  5  3  5  3  4  3  5  3  6  3  4  6  5  0  5  3  8  4  5  2  2
 [5497]  7  4  3  4  2  4  2  3  6  5  8  2  4  4  4  4  2  5  7  3  5  7  0  4
 [5521]  3  4  3  6  2  6  3  4  2  6  5  4  5  8  6  8  5  4  7  5  3  3  0  4
 [5545]  4  1  5  2  3  3  7  5  6  3  5  2  4  7  3  3  3  6  5  4  6  3  3  2
 [5569]  2  5 10  6  5  4  2  9  6  8  4  5  6  4  4  5  4  3  4  4  5  8  3  3
 [5593]  3  4  3  3  4  3  3  3  4  2  2  1  1  5  8  6  5  5  3  5  3  2  5  6
 [5617]  3  5  4  7  3  3  3  2  5  7  4  2  7  3  2  7  4  4  3  3  2  6  6  2
 [5641]  4  3  1  5  3  4  2  4  6  0 10  6  3  5  4  1  4  3 10  4  0  1  3  2
 [5665]  2  4  3  3  3  4  2  1  8  2  4  7  9  4  6  1  2  2  2  3  4  2  3  1
 [5689]  5  6  5  4  5  5  4  2  3  4  2  1  5  4  6  5  4  6  5  3  9  2  8  4
 [5713]  3  6  5  4  3  4  5  4  4  4  4  4  2  4  6  1  4  6  3  4  4  5  4  8
 [5737]  8  4  2  3 10  3  2  3  4  1  1  3  3  1  5  5  5  1  5  5  3  3  1  4
 [5761]  2  6  3  7  5  4  6  3  3  5  4  5  4  5  4  7  7  8  2  3  3  2  4  7
 [5785]  1  5  2  3  4  2  5  4  6  2  3  3  7  1  2  5  1  9  1  4  6  3  4  4
 [5809]  4  7  3  3  7  2  6  3  2  2  1  2  6  3  5  7  3  5  5  3  1  3  3  4
 [5833]  5  3  4  3  2  2  6  4  6  6  2  5  3  4  5  7  6  7  3  0  2  5  5  4
 [5857]  1  1  2 10  5  4  1  3  2  5  3  6  3  3  1  4  5  6  2  4  4  5  3  4
 [5881]  5  3  4  2  4  7  8  4  5  7  5  8  5  3  5  4  7  7  4  4  4  5  8  4
 [5905]  3  6  7  4  3  3  8  4  3  3  2  4  6  1  6  3  5  5  4  4  4  5  9  6
 [5929]  1  4  2  3  2  2  6  8  3  3  4  4  8  5  3  4  8  4  1  1  7  6  4  2
 [5953]  3  2  3  5  7  6  8  3  1  3 12  4 10  5  3  7  4  6  3  8  4  2  5  2
 [5977]  4  5  4  4  7  2  0  3  3  7  4  2  2  1  6  1  3  4  3  6  6  7  6  7
 [6001]  4  3  3  4  1  5  3  6 10  2  4  5  6  5  3  7  5  3  4  8  7  2  3  3
 [6025]  1  8  6  5  3  3  7  3  4  4  7  4  5  2  3  7  5  6  3  2  8  4  4  2
 [6049]  1  2  3  4  1  3  0  2  4  3  5  8  2  8  2  5  3  3  1  2  5  3  5  2
 [6073]  1  5  3  3  6  0  3  2  4  8  5  6  5  4  6  4  5  4  1  4  3  4  4  3
 [6097]  4  2  0  2  2  2  6  3  4  4  1  5  4  5  4  5  5  5  9  3  1  3  3  3
 [6121]  4  5  0  2  4  6  3  3  9  4  0  1  7  4  6  6  5  4  4  4  3  4  6  5
 [6145]  2  3  5  1  5  5  6  2  3  6  3  6  4  3  4  1  7  6  5  8  4  5  6  3
 [6169]  3  2  6  5  2  6  5  4  1  3  4  8  1  4  3  4  1  6  3  4  2  7  5  3
 [6193]  3  5  2  3  6  4  8  5  6  4  1  4  7  1  2  5  4  9  5  5  3 10  4  8
 [6217]  4  5  5  6  5  0  1  7  3  5  4  8  5  2  3  5  3  4  1  7  2  3  4  4
 [6241]  3  2  5  3  5  5  1  4  4  3  5  7  3  3  4  1  3  2  3  4  2  1  5  3
 [6265]  2  4  3  2  2  4  2  4  3  6  3  4  3  3  3  5  1  5  4  3  5  3  2  3
 [6289]  1  2  9  2  4  5  4  3  3  4  5  9  4  4  3  2  3  3  3  4  3  3  2  1
 [6313]  6  4  4  4  2  4  5  1  5  5  4  6  5  4  2  5  3  2  2  6  2  4  3  4
 [6337]  4  8  2  3  3  6  1  1  3  3  6  4  2  1  2  6  3  8  5  3  7  5 10  2
 [6361]  6  9  5  5  9  3  3  2  3  3  4  3  1  5  1  2  8  4  3  0  3  6  2  3
 [6385]  4  4  5  6  3  2  4  3  6  3  4  2  3  6  4  4  2  3  4  5  2  2  7  2
 [6409]  0  3  5  4  3  2  8  5  3  2  5  4  5  5  4  1  5  1  8  8  6  3  4  3
 [6433]  8  6  5  6  5  3  7  1  4  3  5  4  3  6  4  6  4  5  3  3  9 10  3  4
 [6457]  3  9  7  4  4  3  6  7  3  6  4  4  3  1  2  1  3  5  3  3  6  6  3  5
 [6481]  4  2  2  1  4  8  1  5  0  9  8  5  5  4  5  5  0  4  5  1  5  6  4  3
 [6505]  6  3  6  5  4  4  8  5  6  3  7  1  3  5  4  2  2  5  5  3  4  3  4  6
 [6529]  3  5  3  4  8  4  2  6  3  6  1  1  2  6  3  6  3  3  3  4  2  6  3  5
 [6553]  6  6  3  4  2  2  2  2  1  3  1  1  2  2  2  4  2  5  8  5  8  7 10  3
 [6577]  5  5  4  5  2  1  2  5  3  3  7  4  5  5  6  4  3  4  1  4  4  2  3  3
 [6601]  3  6  9  4  6  8  3  6  1  5  3  3  6  4  5  3  4  7  6 10  3  6  3  1
 [6625]  3  4  5  2  3  3  5  4  2  4  2  7  4  7  5  5  3  5  3  3  0  3  5  6
 [6649]  2  9  5  6  7  4  3  5  5  6  4  6  5  3  2  4  5  1  7  2  8  2  2  4
 [6673]  5  3  3  5  5  5  3  2  3  3  5  4  5  4  4  5  5  2  5  3  4  5  4  5
 [6697]  6  4  5  7  6  8  6  2  5  6  4  6  2  4  3  4  2  8  3  6  3  4  3  5
 [6721]  2  3  3  6  5  5  4 11  3  3  6  3  1  1  5  6  7  4  3  2  5  2  3  4
 [6745]  4  3  6  3  2  1  3  2  5  4  5  2  6  2  7  1  5  1  2  2  4  5  3  4
 [6769]  4  3  6  6  4  3  4  5  4  5  5  6  2  6  3  6  7  2  5  4  2  3  2  1
 [6793]  2  4  5  5  5  2  3  8  3  2  6  6  3  5  4  2  5  6  3  4  2  1  3  2
 [6817]  2  4  5  3  7  3  4  5  6  4  3  4  4  4  4  7  1  3  4  5  5  0  5  3
 [6841]  7  4  1  3  5  4  5  3  3  5  5  2  1  4  4  1  0  2  4  5  7  4  7  3
 [6865]  0  1  5  8  3  3  4  7  0  2  5  2  3  6  5  3  3  4  2  4  5  3  5  7
 [6889]  4  4  5  3  3  2  7  8  3  4  3  2  6  3  6  4  5  1  4  1  7  4  2  4
 [6913]  6  1  8  6  4  6  5 11  5  4  6  2  2  1  6  5  1  7  9  6  3  4  3  1
 [6937]  4  3  2  0  3  3  4  3  3  1  8  4  1  4  4  4  6  1  2  1  4  2  8  2
 [6961]  1  4  2  3  2  3  5  3  2  2  5  3  3  2  4  5  6  7  4  5  1  7  3  3
 [6985]  5  1  8  6  2  2  3  2  4  5  2  3  1  2  8  5  7  4  1  6  1  6  3  2
 [7009]  5  4  4  6  6  9  3  3  2  9  7  7  3  5  3  1  3  8  4  5  0  4  5  4
 [7033]  5  4  5  5  3  5  4  6  1  3  5  1  2  5  7  4  2  5  1  4  4  2  1  1
 [7057]  2  3  6  2  8  4  3  4  6  1  1  7  8  3  4  3  2  5  5  4  2  5  4  2
 [7081]  4  3  6  6  3  3  3  4  4  4  6  2  8  5  7  4  6  8  1  2  6  4  5  5
 [7105]  3  3  3  1  1  4  4  3  4  4  1  3  1  3  4  2  2  3  3  2  6  3  3  5
 [7129]  4  2  5  3  2  6  7  7  6  4  7  3  3  5  1  4  5  5  5  8 10  3  8  4
 [7153]  3  2  2  2  5  3  8  3  2  2  2  6  8  2  8  3  4  2  1  4  3  3  6  5
 [7177]  9  0  4  3  3  3  4  6  4  2  2  2  5  8  7  3  4  5  5  4  4  8  5  3
 [7201]  3  2  6  9  4  7  3  5  5  3  6  4  4  2  0  7  8  4  2  6  3  4  7  4
 [7225]  1  7  2  3  2  2  2  4  6  1  7  6  5  5  3  2  3  4  3  3  3  3  5  0
 [7249]  6  2  3  5  4  6  0  7  4  3  2  4  6  5  6  1  0  2  6  3  3  2  4  6
 [7273]  6  4  5  6  2  3  4  2  3  2  7  5  1  4  6  4  7  4  0  5  5  4  3  3
 [7297]  4  3  3  3  5  1  6  7  5  2  4  3  3  2  4  5  3  5  4  5  2  6  5  2
 [7321]  2  4  1  3  4  2  5  4  6  3  5  7  4  8  5  9  2  6  2  3  2  5  4  6
 [7345]  5  6  6  6  7  4  5  2  4  6  3  6  4  2  4  6  3  3  3  3  2  3  2  8
 [7369]  7  4  4  3  3  5  1  1  4  2  3  1  4  4  3  5  5  4  4  5  3  5  9  4
 [7393]  6  6  4  4  2  4  6  4  2  2  4  3  6  1  3  3  3  5  5  2  4  3  3  4
 [7417]  3  1  4  3  5  3  7  6  3  7  7  1  1  5  3  2  1  5  4  3  5  5  1  2
 [7441]  4  7  2  4  5  0  1  5  6 10  4  8  2  8  4  2  3  6  3  9  1  5  3  3
 [7465]  3  5  1  6  4  2  7  5  5  2  2  7  3  5  3  5  5  4  4  1  2  6  1  8
 [7489]  5  3  2  4  5  4  4  3  5  3  6  7  1  5  6  5  5  5  3  3  4  1  5  8
 [7513]  5  2  1  4  7  7  1  3  1  8  6  0  1  4  3  6  1  5  1  4  3  6  5  5
 [7537]  4  4  3  1  4  6  4  5  4  4  3  1  5  4  2  3  5  5  3  3  3  7  5  2
 [7561]  3  3  2  8  2  1  5  2  0  6  3  4  4  2  1  6  4  4  5  2  1  4  2  2
 [7585]  8  2  3  4  2  5  2  4  3  4  4  3  3  7  4  4  5  1  5  4  5  3  2  5
 [7609]  4  4  5  2  4  2  4  2  4  6  4  5  4  8  2  3  4  5  3  6  7  7  3  4
 [7633]  4  6  1  4  3  5  2  2  7  4  4  4  4  4  4  2  3  5  4  5  7  4  5  2
 [7657]  5  5  2  3  4  4  4  3  3  5  4  2  8  4  2  2  5  2  2  3  5  1  2  3
 [7681]  5  3  2  3  4  4  7  2  3  3  4  1  7  5  9  6 10  3  3  5  2  4  5  2
 [7705]  5  4  7  3  4  1  4  4  7  5  4  2  5  3  5  2  4  1  3  2  3  4  1  4
 [7729]  7  2  1  3  3  4  3  5  6  3  4  3  6  2  3  5  8  2  5  1  5  7  6  2
 [7753]  1  4  4  6  4  5  2  3  4  7  2  3  4  1  1  5  4  5  3  6  6  2  1  3
 [7777]  4 10  3  3  6  6  1  4  3  3  5  0  5  2  5  1  4  2  1  5  6  5  4  4
 [7801]  1  3  3  5  6  2  5  3  3  3  6  8  3  6  5  2  6  5  5  2  3  3  6  5
 [7825]  7  0  2  4  3  3  6  3  2  1  1  4  3  2  6  8  1  4  3  2  6  5  4  4
 [7849]  5  6  7  7  6  2  5  5  5  2  2  4  6  6  5  6  5  2  4  3  2  1  4  5
 [7873]  7  5  3  5  1  4  8  4  3  3  6  2  5  3  8  9  4  4  3  3  8  4  9  3
 [7897]  4  7  4  6  5  1  3  3  5  1  2  4  3  4  6  6  2  2  6  2  5  3  7  1
 [7921]  9  6  3  3  5  1  7  3  4  5  3  7  2  7  7  5 10  5  2  5  4  9  1  2
 [7945]  4  5  3  3  4  7 11  8  1  1  5  1  8  3  3  4  2  2  4  3  7  3  3  9
 [7969]  2  2  4  3  1  3  1  6  6  3  5  2  0  6  5  7  0  1  3  3  4  4  1  4
 [7993]  7  3  6  2  3  6  6  3  4  4  5  2  5  6  2  3  1  4  9  6  4  3  5  1
 [8017]  2  4  6  2  8  8  7  5  1  3  2  3  4  5  5  7  3  4  2  5  4  4  2  7
 [8041]  9  9  1  2  5  2  1  0  3  4  7  2  6  6  1  1  1  4  4  5  2  1  5  0
 [8065]  2  4  1  1  3  2  2  3  6  5  3  1  4  2  7  1  8  3  4  2  5  7  7  4
 [8089]  3  8  2  3  6  5  1  4  3  3  3  7  3  7  0  3  3  2  7  4  3  8  3  6
 [8113]  3  0  2  0  4  4  5  6  7  4  1  3  5  7  4  8  4  4  2  3  4  4  2  3
 [8137]  5  2  2  1  4  3  0  5  4  8  6  4  5  5  6  5  1  5  3  4  4  4  5  5
 [8161]  3  3  3  2  8  3  6  6  1  3  3  3  2  7 11  5  3  3  6  7  4  4  4  4
 [8185]  5  6  4  4  6  4  5  4  1  3  3  3  3  6  3  5  6  4  7  6  2  1  5  1
 [8209]  2  4  3  3  4  6  3  3  3  1  2  4  3  2  4  6  5  1  2  1  5  3  2  2
 [8233]  3  8  5  2  3  4  2  4  4  5  4  3  6  7  3  2  1  6  3  5  3  2  2  4
 [8257]  4  7 10  3  6  3  4  6  5  3  7  4  3  6  5  4  5  3  4  7  4  3  5  6
 [8281]  4  5  3  3  3 10  4  3  4  1  3  3  4  4  2  6  2  5  7  3  2  9  4  8
 [8305]  2  3  3  1  5  2  2  5  5  3  4  6  3  2  4  2  4  5  2  4  1  3  4  4
 [8329]  2  3  4  1  1  1  2  5  4  5  6 10  4  1  2  3  3  4  6  5  5  2  5  4
 [8353]  6  2  5  4  6  1  2  2  4  2  3  5  4  6  7  2  5  2  3  4  3  3  2  4
 [8377]  4  3  3  3  6  3  3  4  5  4  5  5  3  4  7  5  4  2  3  4  4  4  2  2
 [8401]  5  2  2  3  7  4  1  0  2  7  3  4  3  5  7  5  4  4  5  0  5  4  4  4
 [8425]  6  1  5  5  5  1  1  3  2  1  0  3  3  6  7  4  2  3  4  7  5  7  4  3
 [8449]  3  2  3  5  3  5  4  6  7  2  2  4  4  5  4  2  6  2  3  1  5  4  1  4
 [8473]  5  3  4  4  2  1  0  5  3  4  5  3  4  3  3  6  4  3  4  9  2  6  4  2
 [8497]  4  2  2  5  4  4  4  5  5  2  5  4  5  4  4  6  4  4  5  3  2  3  5  4
 [8521]  3  3  9  4  3  1  0  3  7  6  3  4  5  6  4  4  6  6  2  4  2  3  6  6
 [8545]  2  6  1  2  5  4  4  7  9  4  5  5  3  7  3  4  8  1  2  3  5  6  5  2
 [8569]  3  3  7  3  2  0  4  6  5  2  9  1  5  2  8  3  2  4  1  1  6  2  1  3
 [8593]  1  4  5  6  4  3  6  4  7  6  6  0  5  3  5  6  4  3  8  5  4  3  6  6
 [8617]  2  4  4  3  1  4  4  3  1  7  4  7  3  5  6  3  3  3  3  2  1  3  5  3
 [8641]  6  5  3  9  7  5  3  3  2  6  4  1  5  2  1  2  1  4  4  1  5  7  0  5
 [8665]  1  6  4  4  6  6  3  5  6  6  3  3  4  3  7  5  4  2  4  8  2  4  4  5
 [8689]  3  4  1  8  2  3  3  4  4  4  6  3  4  4  4  3  6  6 10  3  4  4  6  4
 [8713]  5  2  4  5  1  3  2  4  3  4  2  5  2  5  3  4  6  6  2  3  4  3  3  5
 [8737]  6  2  4  6  3  3  3  4  6  2  6  6  4  5 12  5  4  3 11  2  4  3  1  8
 [8761]  1  4  2  9  7  4  8  5  5  2  4  6  3  3  3  5  2  2  2  5  3  5  3  0
 [8785]  5  2  5  2  7  6  0  5  5  2  3  3  3  5  1  1  4  4  2  4  5  5  2  2
 [8809] 12  3  2  5  3  4  2  6  3  6  9  4  3  8  5  4  2  5  7  5  5  2  2  4
 [8833]  4  3  3  4  5  4  2  3  5  2  7  2  7  0  4  4  5  4  5  5  6  4  5  3
 [8857]  5  3  5  2  4  2  5 10  4  5  6  2  3  0  4  3  4  5  2  4  6  3  2  3
 [8881]  7  4  2  5  2 11  6  3  4  3  1  5  7  3  0  6  3  2  1  4  3  1  4  5
 [8905]  3  3  3  7  4  2  4  2  2  7  1  4  2  1  1  5  5  2  8  5  2  6  2  4
 [8929]  2  5  5  7  4  3  5  2  5  5  4  4  5  4  2  5  4  4  3  5  2  2  2  5
 [8953]  6  8  2  4  3  3  6  5  5  7  5  4  5  5  4  3  0  3  3  3  1  7  3  7
 [8977]  9  2  4  4  2  5  6  1  5  4  4  3  3  1  4  5  4  3  5  1  4  9  3  6
 [9001]  6  6  3  4  7  0  2  3  5  1  7  3  6  4  4  5  5  4  0  1  5  5  4  2
 [9025]  5  0  4  1  7  6  3  4  5  2  4  0  5  5  2  5  5  3  3  2  5  1  2  3
 [9049]  5  3 11  2  7  2  6  6  3  3  4  5  4  4  1  5  3  3  3  5  4  4  3  6
 [9073]  5  4  8  3  6  7  5  3  4  4  4  7  6  4  7  5  3  0  6  2  2  2  2  4
 [9097]  7  5  4  1  4  6  6 12  3  6  2  2  4  2  1  3  3  7  4  4  1  3  4  6
 [9121]  2  8  6  2  3  4  2  3  4  2  4  6  4  3  4  5  3  2  3  4  5  0  7  2
 [9145]  1  6  4  3  6  4  2  2  6  1  3  3  5  5  7  2  6  4  6  7  0  3  2  4
 [9169]  5  4  2  4  3  5  7  3  4  5  4  2  3  4  1  5  1  2  3  4  5  5  2  3
 [9193]  1  3  7  3  5  7  5  2  6  5  5  4  2  2  7  2  2  2  3  5  5  3  4  6
 [9217]  5  4  6  3  2  3  2  2  2  4  5  2  3  4  5  5  6  1  3  3  6  4  3  4
 [9241]  5  2  4  5  2  4  6  6  5  5  2  2  4  5 10  3  2  5  4  7  7  3  2  5
 [9265]  9  1  3  0  3  1  4  4  6  0 12  0  5  9  5  4  1  4  4  4  0  7  3  3
 [9289]  7  5  3  4  4  3  4  2  4  1  4  4  1  1  3  3  3  2  5  4  4  7  2  6
 [9313]  6  2  7  0  2  3  4  2  2  3  3  4  5  4  6  9  5  4  3  6  6  2  6  3
 [9337]  2  6  4  5  2  1  7  3  4  4  6  4  5  3  4  2  5  7  2  5  1  6  3  4
 [9361]  4  6  3  5  3  4  6  3  3  2  6  4  2  6  3  3  2  2  3  6  2  2  5  3
 [9385]  6  4  4  6  8  1  1  5  2  2  5  3  5  4  4  4  8  4  8  2  1  5  3  4
 [9409]  1  3  2  5  4  7  5  5  2  6  4  5  2  6  4  5  4  3  3  5  2  5  3  2
 [9433]  5  4  3  6  3  3  2  4  3  4  4  7  2  2  3  4  2  3  5  3  9  9  3  5
 [9457]  5  6  7  5  3  6  3  9  5  4  2  6  3  7  3  7  2 11  5  4  4  4  9  4
 [9481]  0  6  5  6  2  4  3  5  2  6  5  1  7  7  5  2  2  4  7  8  4  4  4  3
 [9505]  4  3  3  4  4  2  2  4  6  4  5  3  4  5  6  4  2  3  6  3  4  3  5  3
 [9529]  3  3  2  3  3  2  6  4  6  4  7  7  4  2  2  5  7  3  1  5  4  1  5  2
 [9553]  2  7  1  6  5  4  7  4  2  3  3  4  2  3  7  3  3  8  2  6  2 10  3  6
 [9577]  3  3  5  5  4  4  5  7  3  3  5  8  0  2  6  4  4  4  3  3  5  8  2  3
 [9601]  3  5  4  1  1  2  4  6  4  2  3  4  2  2  6  3  1  2  1  4  3  4  7  3
 [9625]  4  1  4  3  3  1  4  2  5  5  5  3  7  2  2  5  4  1  5  2  6  5  3  1
 [9649]  5  5  3  4  3  5  6  6  1  2  4  4  6  1  3  6  5  7  3  7  4  4  4  3
 [9673]  4  3  2  6  4  3  2  2  3  5  6  2  3  3  4  5  4  8  3  2  6  2  4  3
 [9697]  4  8  2  5  3  5  3  2  5  1  6  5  3  8  0  3  2  3  2  6  6  8  4  0
 [9721]  7  4  5  4  1  5  5  5  2  3  4  8  4  1  4  4  3  3  8  1  7 13  2  6
 [9745]  4  6  6  4  6  5  2  2  7  2  3  7  4  5  4  4  1  4  4  3  0  5  1  4
 [9769]  4  3  5  5  6  3  5  4  3  5  2  4  6  1  7  4  6  4  4  3  4  4  7  5
 [9793]  0  6  6  3  3  3  2  2  6  6  2  4  5  2  4  6  4  2  1  5  4  7  3  4
 [9817]  3  6  2  3  2  6  2  4  7  2  5  3  4  6  8  2  7  3  6  2  2  5  7  5
 [9841]  3  4  3  3  4  1  4  3  3  6  5  2  3  8  3  5  3  3  2  7  4  7  4  3
 [9865]  3  5  5  6  1  2  4  4  6  4  6  2  9  8  3  4  2  3  4  5  1  7  6  6
 [9889]  2  6  5  0  3  4  0  3  4  2  2  6  6  3  0  2  4  4  2  4  6  8  2  2
 [9913]  6  7  3  5  4  2  7  5  3  4  8  5  6  7  7  6  0  6  3  2  1  1  5  5
 [9937]  6  2  3  3  3  5  1  8  6  5  7  3  1  6  1  1  6  3  7  2  5  4  4  3
 [9961]  3  2  5  2  3  3  9  3  3  6  0  3  5  5  2  7  6  4  1  5  3  4  5  5
 [9985]  3  6  1  9  1  3  2  6  7  2  4  4  7  2  4  7
sim_probA <- mean(sim_flaws == 3)
sim_probB <- mean(sim_flaws >= 5)
sim_medianC <- median(sim_flaws)

data.frame(
  Quantity = c("A: P(X=3)", "B: P(X>=5)", "C: median flaws"),
  Theoretical = c(probA, probB, medianC),
  Simulated   = c(sim_probA, sim_probB, sim_medianC)
)
         Quantity Theoretical Simulated
1       A: P(X=3)   0.1953668    0.1995
2      B: P(X>=5)   0.3711631    0.3653
3 C: median flaws   4.0000000    4.0000

##Question 8:

p_odd_formula <- function(lambda) {
  (1 - exp(-2 * lambda)) / 2
}

lambda_val <- 0.8
prob_odd_theoretical <- p_odd_formula(lambda_val)
prob_odd_theoretical
[1] 0.3990517
set.seed(123)
num_sim <- 10000

sim_Y <- rpois(num_sim, lambda = lambda_val)
sim_Y
    [1] 0 1 0 2 2 0 1 2 1 1 3 1 1 1 0 2 0 0 0 3 2 1 1 4 1 1 1 1 0 0 3 2 1 1 0 1
   [37] 1 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 1 0 1 0 0 1 2 0 1 0 0 0 2 0 2 2 1 0 1 1
   [73] 1 0 1 0 0 1 0 0 0 1 0 1 0 0 3 2 2 0 0 1 0 1 0 0 1 0 1 1 1 0 1 3 1 2 2 1
  [109] 0 0 2 0 0 2 1 0 1 3 1 0 1 0 0 0 0 3 0 0 0 1 1 2 1 1 1 1 2 1 3 0 0 0 0 0
  [145] 2 0 0 0 0 1 2 1 0 0 0 0 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 2 1 1 1 0 1 2 1
  [181] 2 0 1 0 1 1 0 1 2 2 0 0 3 1 2 1 0 1 0 1 0 3 1 1 0 2 0 0 0 0 1 0 0 1 0 1
  [217] 0 0 2 2 0 3 1 1 0 0 1 1 1 2 1 0 1 0 0 0 0 2 0 1 1 1 0 1 0 1 0 3 3 1 0 0
  [253] 1 0 1 1 0 0 1 2 2 2 1 2 1 1 0 0 0 1 2 0 0 0 1 1 3 1 0 1 1 0 0 0 0 0 0 0
  [289] 0 1 0 0 0 2 1 2 3 0 0 1 1 0 1 1 1 1 0 0 1 1 0 1 1 0 0 1 2 0 0 2 2 0 0 1
  [325] 0 0 5 0 0 2 1 0 1 2 0 1 1 1 1 3 0 0 1 0 1 0 3 0 0 1 0 3 1 0 1 3 1 0 0 2
  [361] 0 0 2 0 0 1 0 0 0 1 0 0 2 1 1 3 1 0 0 3 1 1 0 1 1 2 0 0 0 0 3 0 1 1 0 0
  [397] 0 0 0 4 3 0 2 1 0 1 1 0 0 1 0 2 0 1 0 0 2 0 1 0 1 1 1 0 2 1 0 0 0 2 3 1
  [433] 0 4 0 1 0 1 0 0 0 1 1 0 2 1 1 0 0 1 1 0 0 0 0 2 2 1 0 0 3 0 1 0 1 0 0 1
  [469] 0 2 0 2 0 1 1 0 1 0 0 1 0 2 0 1 2 0 0 1 0 2 3 0 1 1 0 4 0 0 1 1 0 0 0 0
  [505] 0 0 1 1 2 0 1 0 2 0 1 0 1 1 0 2 0 0 0 0 1 1 2 0 3 0 2 1 0 2 0 1 0 2 1 0
  [541] 1 0 2 0 1 3 0 2 1 0 0 0 1 2 1 1 1 1 1 0 0 2 1 0 1 1 0 2 1 2 1 2 1 0 2 1
  [577] 0 0 1 1 2 2 2 0 2 0 0 1 3 1 1 0 3 0 0 2 1 0 2 0 0 1 0 0 0 1 0 2 0 0 1 0
  [613] 0 4 1 1 2 1 3 0 2 2 1 0 0 0 0 2 0 0 1 2 1 1 0 0 3 1 2 0 1 1 2 0 0 1 1 0
  [649] 0 1 1 2 1 1 1 2 2 0 1 0 2 1 0 1 0 0 2 0 1 0 0 1 0 0 0 1 1 0 1 0 1 1 2 2
  [685] 3 1 1 0 1 0 0 1 1 0 0 1 0 0 0 0 2 0 0 2 0 1 1 0 0 0 1 1 1 1 1 0 0 0 4 0
  [721] 0 1 1 2 1 1 2 1 1 0 0 2 1 2 0 0 1 3 0 0 4 0 0 1 0 1 1 0 1 2 0 0 0 0 1 1
  [757] 1 2 0 0 1 0 1 1 1 0 0 0 1 1 2 2 1 1 0 0 0 0 1 1 0 2 0 1 2 1 0 0 0 2 2 1
  [793] 0 1 1 0 0 0 0 0 1 0 0 0 0 3 1 1 1 1 0 1 0 2 1 0 0 0 1 1 1 0 1 4 1 0 1 0
  [829] 0 1 0 1 1 1 1 1 1 1 0 0 3 1 1 0 1 0 2 0 0 0 0 1 4 1 1 0 2 0 0 2 0 0 1 1
  [865] 1 0 0 0 1 1 0 0 1 1 2 1 0 1 2 1 0 2 1 0 1 2 0 0 0 0 1 1 1 1 2 1 0 0 0 1
  [901] 2 1 2 1 1 1 1 2 2 0 0 0 2 1 0 3 1 1 0 0 1 0 0 2 1 1 0 1 0 1 2 0 1 1 3 0
  [937] 1 2 2 0 3 1 0 0 0 0 0 0 0 0 1 0 3 0 0 3 1 0 0 0 1 1 1 0 2 1 1 0 1 1 1 0
  [973] 2 0 0 1 2 0 0 0 1 1 2 1 2 1 0 0 0 0 0 0 1 0 1 2 1 0 1 0 0 1 0 2 2 1 1 0
 [1009] 0 0 1 0 0 1 0 1 1 1 1 0 1 1 1 0 2 0 1 1 0 1 0 1 0 0 1 1 0 1 0 0 2 1 1 1
 [1045] 0 0 0 0 2 4 1 2 2 1 1 0 1 0 0 1 1 0 0 0 0 1 1 0 3 1 1 2 2 1 1 1 0 0 0 0
 [1081] 0 0 0 0 1 0 0 0 1 1 1 0 0 0 1 1 4 1 0 0 1 1 0 1 2 1 1 2 2 1 0 2 1 0 0 0
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 [7993] 2 0 2 0 0 2 2 0 1 1 1 0 1 2 0 0 0 1 3 2 1 0 1 0 0 1 2 0 3 2 2 1 0 0 0 0
 [8029] 1 1 1 2 0 1 0 1 1 1 0 2 3 3 0 0 1 0 0 0 0 1 2 0 2 2 0 0 0 1 1 1 0 0 1 0
 [8065] 0 1 0 0 0 0 0 0 2 1 0 0 1 0 2 0 3 0 1 0 1 2 2 1 0 3 0 0 2 1 0 0 0 0 0 2
 [8101] 0 2 0 0 0 0 2 1 0 3 0 2 0 0 0 0 1 1 1 2 2 0 0 0 1 2 0 3 1 1 0 0 1 1 0 0
 [8137] 1 0 0 0 1 0 0 1 1 3 2 1 1 1 2 1 0 1 0 1 1 1 1 1 0 0 0 0 3 0 2 2 0 0 0 0
 [8173] 0 2 4 1 0 0 2 2 1 1 1 1 1 1 0 1 1 1 1 1 0 0 0 0 0 2 0 1 2 1 2 2 0 0 1 0
 [8209] 0 0 0 0 1 2 0 0 0 0 0 1 0 0 1 2 1 0 0 0 1 0 0 0 0 3 1 0 0 0 0 1 1 1 1 0
 [8245] 2 2 0 0 0 1 0 1 0 0 0 1 1 2 4 0 1 0 0 2 1 0 2 0 0 1 1 1 1 0 1 2 1 0 1 1
 [8281] 1 1 0 0 0 4 1 0 1 0 0 0 1 1 0 2 0 1 2 0 0 3 1 3 0 0 0 0 1 0 0 1 1 0 1 1
 [8317] 0 0 1 0 1 1 0 1 0 0 1 0 0 0 1 0 0 0 0 1 1 1 2 4 1 0 0 0 0 1 2 1 1 0 1 1
 [8353] 2 0 1 1 2 0 0 0 1 0 0 1 1 2 2 0 1 0 0 1 0 0 0 1 1 0 0 0 1 0 0 0 1 1 1 1
 [8389] 0 1 2 1 1 0 0 1 1 1 0 0 1 0 0 0 2 1 0 0 0 2 0 1 0 1 2 1 1 1 1 0 1 1 1 1
 [8425] 2 0 1 1 1 0 0 0 0 0 0 0 0 2 2 1 0 0 1 2 1 2 1 0 0 0 0 1 0 1 1 2 2 0 0 1
 [8461] 1 1 1 0 1 0 0 0 1 1 0 1 1 0 1 1 0 0 0 1 0 1 1 0 1 0 0 1 1 0 1 3 0 2 1 0
 [8497] 1 0 0 1 1 1 1 1 1 0 1 1 1 1 1 2 1 1 1 0 0 0 1 1 0 0 3 1 0 0 0 0 2 2 0 1
 [8533] 1 2 1 1 2 2 0 1 0 0 2 1 0 2 0 0 1 1 1 2 3 1 1 1 0 2 0 1 3 0 0 0 1 1 1 0
 [8569] 0 0 2 0 0 0 1 1 1 0 3 0 1 0 3 0 0 1 0 0 2 0 0 0 0 1 1 2 1 0 1 1 2 2 2 0
 [8605] 1 0 1 1 1 0 3 1 1 0 1 1 0 1 1 0 0 1 1 0 0 2 0 2 0 1 2 0 0 0 0 0 0 0 1 0
 [8641] 2 1 0 3 2 1 0 0 0 2 1 0 1 0 0 0 0 1 1 0 1 2 0 1 0 2 1 1 2 2 0 1 2 2 0 0
 [8677] 0 0 2 1 1 0 1 3 0 1 1 1 0 1 0 3 0 0 0 1 1 1 2 0 1 1 0 0 2 2 4 0 1 1 2 1
 [8713] 1 0 1 1 0 0 0 1 0 1 0 1 0 1 0 1 2 1 0 0 1 0 0 1 1 0 1 2 0 0 0 1 2 0 2 2
 [8749] 1 1 5 1 1 0 4 0 0 0 0 3 0 1 0 3 2 1 3 1 1 0 1 2 0 0 0 1 0 0 0 1 0 1 0 0
 [8785] 1 0 1 0 2 2 0 1 1 0 0 0 0 1 0 0 1 1 0 1 1 1 0 0 5 0 0 1 0 1 0 1 0 2 3 1
 [8821] 0 3 1 1 0 1 2 1 1 0 0 1 1 0 0 1 1 1 0 0 1 0 2 0 2 0 1 1 1 0 1 1 2 1 1 0
 [8857] 1 0 1 0 1 0 1 4 1 1 2 0 0 0 1 0 1 1 0 1 2 0 0 0 2 1 0 1 0 4 1 0 1 0 0 1
 [8893] 2 0 0 2 0 0 0 1 0 0 1 1 0 0 0 2 0 0 1 0 0 2 0 1 0 0 0 1 1 0 3 1 0 2 0 1
 [8929] 0 1 1 2 1 0 1 0 1 1 1 1 1 1 0 1 1 1 0 1 0 0 0 1 2 3 0 1 0 0 2 1 1 2 1 1
 [8965] 1 1 0 0 0 0 0 0 0 2 0 2 3 0 1 1 0 1 2 0 1 1 1 0 0 0 0 1 1 0 1 0 1 3 0 1
 [9001] 1 2 0 1 2 0 0 0 1 0 2 0 2 1 1 1 1 1 0 0 1 1 1 0 1 0 1 0 2 1 0 1 1 0 1 0
 [9037] 1 1 0 1 1 0 0 0 1 0 0 0 1 0 5 0 2 0 2 2 0 0 1 1 0 1 0 1 0 0 0 1 1 1 0 2
 [9073] 1 1 3 0 2 2 1 0 1 1 1 2 2 1 2 1 0 0 2 0 0 0 0 1 2 1 1 0 1 1 2 5 0 2 0 0
 [9109] 1 0 0 0 0 2 0 1 0 0 1 2 0 3 2 0 0 1 0 0 1 0 1 2 1 0 1 1 0 0 0 1 1 0 2 0
 [9145] 0 2 0 0 2 1 0 0 2 0 0 0 1 1 2 0 2 1 2 2 0 0 0 1 1 1 0 1 0 1 2 0 1 1 1 0
 [9181] 0 1 0 1 0 0 0 1 1 1 0 0 0 0 2 0 1 2 1 0 2 1 1 1 0 0 2 0 0 0 0 1 1 0 1 2
 [9217] 1 1 2 0 0 0 0 0 0 1 1 0 0 1 1 1 2 0 0 0 2 1 0 1 1 0 1 1 0 1 2 2 1 1 0 0
 [9253] 1 1 4 0 0 1 0 2 2 0 0 1 4 0 0 0 0 0 1 1 2 0 5 0 1 3 1 1 0 1 1 1 0 2 0 0
 [9289] 2 1 0 1 1 0 1 0 1 0 1 1 0 0 0 0 0 0 1 1 1 2 0 2 1 0 2 0 0 0 1 0 0 0 0 1
 [9325] 1 1 1 3 1 1 0 2 2 0 2 0 0 1 1 1 0 0 2 0 1 1 2 0 1 0 1 0 1 2 0 1 0 2 0 1
 [9361] 1 2 0 1 0 1 2 0 0 0 2 1 0 2 0 0 0 0 0 1 0 0 1 0 2 1 1 2 3 0 0 1 0 0 1 0
 [9397] 1 1 1 1 3 0 3 0 0 1 0 1 0 0 0 1 1 2 1 1 0 1 1 1 0 1 1 1 1 0 0 1 0 1 0 0
 [9433] 1 1 0 2 0 0 0 1 0 0 1 2 0 0 0 1 0 0 1 0 3 3 0 1 1 2 2 1 0 2 0 3 1 1 0 2
 [9469] 0 2 0 2 0 4 1 1 0 1 3 1 0 2 1 2 0 1 0 1 0 2 1 0 2 2 1 0 0 1 2 3 0 1 1 0
 [9505] 1 0 0 1 1 0 0 1 2 1 1 0 1 1 2 1 0 0 2 0 1 0 1 0 0 0 0 0 0 0 2 1 2 1 2 2
 [9541] 1 0 0 1 2 0 0 1 0 0 1 0 0 2 0 2 1 1 2 1 0 0 0 1 0 0 2 0 0 3 0 1 0 4 0 2
 [9577] 0 0 1 1 1 1 1 2 0 0 1 3 0 0 2 0 1 1 0 0 1 3 0 0 0 1 1 0 0 0 1 1 1 0 0 1
 [9613] 0 0 2 0 0 0 0 1 0 1 2 0 1 0 1 0 0 0 1 0 1 1 1 0 2 0 0 1 0 0 1 0 1 1 0 0
 [9649] 1 1 0 1 0 1 2 2 0 0 1 0 2 0 0 2 1 2 0 2 1 1 1 0 1 0 0 2 0 0 0 0 0 1 2 0
 [9685] 0 0 1 1 1 3 0 0 1 0 1 0 1 3 0 1 0 1 0 0 1 0 2 1 0 3 0 0 0 0 0 2 2 3 1 0
 [9721] 2 1 1 1 0 1 1 1 0 0 1 3 1 0 0 1 0 0 3 0 2 5 0 2 1 2 2 1 2 1 0 0 2 0 0 2
 [9757] 1 1 1 1 0 1 0 0 0 1 0 1 1 0 1 1 2 0 1 1 0 1 0 1 1 0 2 1 1 1 1 0 1 1 2 1
 [9793] 0 2 2 0 0 0 0 0 1 2 0 1 1 0 1 1 1 0 0 1 1 2 0 1 0 2 0 0 0 2 0 1 2 0 1 0
 [9829] 1 2 3 0 2 0 2 0 0 1 2 1 0 1 0 0 1 0 1 0 0 2 1 0 0 3 0 1 0 0 0 2 1 2 1 0
 [9865] 0 1 1 2 0 0 1 1 2 1 2 0 3 3 0 1 0 0 1 1 0 2 2 1 0 2 1 0 0 1 0 0 1 0 0 2
 [9901] 2 0 0 0 0 1 0 1 2 2 0 0 2 2 0 1 1 0 2 1 0 0 3 1 2 2 2 2 0 2 0 0 0 0 1 1
 [9937] 2 0 0 0 0 1 0 3 1 1 2 0 0 2 0 0 2 0 2 0 1 1 1 0 0 0 1 0 0 0 3 0 0 1 0 0
 [9973] 1 1 0 2 1 0 0 1 0 1 1 1 0 2 0 3 0 0 0 2 2 0 1 1 2 0 1 2
sim_prob_odd <- mean(sim_Y %% 2 == 1)   # TRUE when Y is odd

data.frame(
  Quantity   = "P(Y is odd), lambda = 0.8",
  Theoretical = prob_odd_theoretical,
  Simulated   = sim_prob_odd
)
                   Quantity Theoretical Simulated
1 P(Y is odd), lambda = 0.8   0.3990517    0.3972