You are designing a system to sort astringent mooseberries f

You are designing a system to sort astringent mooseberries from delightful and nutritious seussberries. The berries which are otherwise indistinguishable from their outward appearance, vary slightly in their shades of blue. You build a custom color sensor using the APDS-9960 IC and a diffuse white light source, and record red and blue color data from 40 mooseberries and seussberries dropped in random orientations past the detector system (data summarized below). Propose a quantitative indicator using only the red and(/or) blue color data to sort the berries correctly. The client wants to make sure that at least 99% of the mooseberries are rejected by the sorter, while fewer than 5% of the seussberries are rejected. For your indicator, determine what the classification threshold should be, and report the respective probability that mooseberries or seussberries will be rejected based on this threshold. Does your system meet the client’s needs (please insert additional computational analysis as necessary)?

Mooseberries Red Seussberries Red Mooseberries Seussberries
596 289 blue blue
508 259 3557 3072
193 92 2864 2232
484 164 978 1094
325 105 2765 1434
212 267 2224 1169
157 305 1088 2711
314 88 1070 2647
367 164 1369 1106
271 86 2314 1654
246 75 1780 698
410 178 1135 826
326 68 2562 1491
541 225 1762 803
111 343 3207 1892
467 301 533 3228
318 71 2047 3282
294 97 1796 845
474 116 1339 888
427 136 3170 1208
334 190 2372 1360
459 256 2161 1855
499 315 2655 2748
528 331 3169 2924
506 137 3758 2897
522 126 3165 1494
518 134 3621 1275
459 196 3612 1346
253 299 2480 2094
270 282 1319 2583
143 204 1280 2225
199 339 709 2412
387 260 1136 3503
553 283 2067 2542
577 318 3058 2778
319 94 4007 3287
430 320 1521 866
520 213 1999 3470
520 343 2760 2307
526 242 3360 4181
3248 2489

Solution

TEST FOR MEAN(Mooseberries Red) Vs MEAN (Mooseberries blue)

N Mean StDev SE Mean
C1 40 389 135 21
C5 40 2275 951 150


Difference = mu (C1) - mu (C5)
Estimate for difference: -1886
5% CI for difference: (-1896, -1877)
T-Test of difference = 0 (vs not =): T-Value = -12.42 P-Value = 0.000 DF = 40

here we accet the H0

TEST FOR MEAN(Seussberries Red) Vs MEAN (Seussberries Red)

N Mean StDev SE Mean
C6 40 2073 928 147
C2 40 207.8 92.3 15


Difference = mu (C6) - mu (C2)
Estimate for difference: 1865
95% CI for difference: (1567, 2163)
T-Test of difference = 0 (vs not =): T-Value = 12.65 P-Value = 0.000 DF = 39

You are designing a system to sort astringent mooseberries from delightful and nutritious seussberries. The berries which are otherwise indistinguishable from t
You are designing a system to sort astringent mooseberries from delightful and nutritious seussberries. The berries which are otherwise indistinguishable from t

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