The data file includes the text of three books of the Bible (Joshua, Jonah and Philippians) using the ESV translation.  While these are all great books, our only interest for this project is how often each letter is used. 3)  Identify those letters whose Cls do not overlap with any the CIs of any of the other letters.  (For example the CI [0.042, 0.052] overlaps with [0.050, 0.060] because the upper bound of the first CI is greater than the lower bound of the second CI.)  List the letters with the non-overlapping Cis and specify how many such letters there are Question 3 answers:  Letters Lower bound Upper bound L 0.037072109 0.042042 D 0.043728076 0.049092 E 0.11621383 0.12451 4) The previous analysis could be useful if our goal was to decipher an encrypted message, where each letter is scrambled (for example, each “a” might become a “g”, while each “b” might become an “o” and so forth).  a) Assume that the letter “z” in encrypted message has a relative frequency of 0.06 (it accounts for 6% of the total number of letters). Which letter’s Confidence Intervals from question 3 contain 0.06 and thus are the most likely candidates to be the letter which was encrypted as “z”?  b) Further assume that “y” in the encrypted message has a relative frequency of 0.04 (4%). Which letter’s question  CIs contain 0.04?  c) If “x” in the encrypted message has a relative frequency of 0.02 (2%), which letter’s question 3 CIs contain 0.02?

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Author:Amos Gilat
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The data file includes the text of three books of the Bible (Joshua, Jonah and Philippians) using the ESV translation.  While these are all great books, our only interest for this project is how often each letter is used.

3)  Identify those letters whose Cls do not overlap with any the CIs of any of the other letters.  (For example the CI [0.042, 0.052] overlaps with [0.050, 0.060] because the upper bound of the first CI is greater than the lower bound of the second CI.)  List the letters with the non-overlapping Cis and specify how many such letters there are

Question 3 answers: 

Letters Lower bound Upper bound
L 0.037072109 0.042042
D 0.043728076 0.049092
E 0.11621383 0.12451

4) The previous analysis could be useful if our goal was to decipher an encrypted message, where each letter is scrambled (for example, each “a” might become a “g”, while each “b” might become an “o” and so forth). 

a) Assume that the letter “z” in encrypted message has a relative frequency of 0.06 (it accounts for 6% of the total number of letters). Which letter’s Confidence Intervals from question 3 contain 0.06 and thus are the most likely candidates to be the letter which was encrypted as “z”? 

b) Further assume that “y” in the encrypted message has a relative frequency of 0.04 (4%). Which letter’s question  CIs contain 0.04? 

c) If “x” in the encrypted message has a relative frequency of 0.02 (2%), which letter’s question 3 CIs contain 0.02? 

Letters Frequency Relative Fr Lower Bound Upper Bound
Q
5 0.000212 2.63984E-05 0.000398
Z
6
0.000254 5.08478E-05 0.000457
0.000719 0.000377282 0.001061
X
17
J
K
V
B
134 0.005669 0.004711853 0.006626
143 0.00605 0.005061402 0.007039
257 0.010873 0.009550911 0.012195
323 0.013665 0.012184948 0.015145
379 0.016034 0.014432707 0.017635
416 0.0176 0.015923667 0.019276
442 0.018699 0.017127129 0.020271
513 0.021703 0.020041148 0.023365
586 0.024792 0.022809723 0.026774
603 0.025511 0.023500926 0.027521
609 0.025765 0.023745207 0.027785
703 0.029742 0.027576348 0.031908
935 0.039557 0.037072109 0.042042
1097 0.04641 0.043728076 0.049092
1362 0.057622 0.054651246 0.060593
1381 0.058425 0.055434893 0.061415
1407 0.059525 0.05650864 0.062541
1503 0.063587 0.060476159 0.066698
1689 0.071456 0.068172171 0.07474
1810 0.076575 0.073184965 0.079965
2235 0.094555
0.090824791 0.098285
2237 0.09464 0.09090829 0.098372
2845 0.120362 0.11621383
0.12451
23637
Puus
C
W
M
Y
F
U
L
D
R
||
SZIATO
N
H
E
SUM
Transcribed Image Text:Letters Frequency Relative Fr Lower Bound Upper Bound Q 5 0.000212 2.63984E-05 0.000398 Z 6 0.000254 5.08478E-05 0.000457 0.000719 0.000377282 0.001061 X 17 J K V B 134 0.005669 0.004711853 0.006626 143 0.00605 0.005061402 0.007039 257 0.010873 0.009550911 0.012195 323 0.013665 0.012184948 0.015145 379 0.016034 0.014432707 0.017635 416 0.0176 0.015923667 0.019276 442 0.018699 0.017127129 0.020271 513 0.021703 0.020041148 0.023365 586 0.024792 0.022809723 0.026774 603 0.025511 0.023500926 0.027521 609 0.025765 0.023745207 0.027785 703 0.029742 0.027576348 0.031908 935 0.039557 0.037072109 0.042042 1097 0.04641 0.043728076 0.049092 1362 0.057622 0.054651246 0.060593 1381 0.058425 0.055434893 0.061415 1407 0.059525 0.05650864 0.062541 1503 0.063587 0.060476159 0.066698 1689 0.071456 0.068172171 0.07474 1810 0.076575 0.073184965 0.079965 2235 0.094555 0.090824791 0.098285 2237 0.09464 0.09090829 0.098372 2845 0.120362 0.11621383 0.12451 23637 Puus C W M Y F U L D R || SZIATO N H E SUM
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