Difference between revisions of "Transition probabilities from selected texts"

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(Created page with '(Denley: Sorry about the CSV but I don't have the patience to format it into a table. Maybe sometime I'll get java to do it for me) Initial Letters from 1984 by Orwell ,A,B,C,D...')
 
(More languages and wider variety of texts for existing languages)
 
(19 intermediate revisions by the same user not shown)
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(Denley: Sorry about the CSV but I don't have the patience to format it into a table. Maybe sometime I'll get java to do it for me)
+
The Somerton Man's code (without the extra line) is 44 characters long. So, if the text is purely random (1/26 chance of each letter appearing) then the probability of attaining this particular string of 44 is (1/26)^44 = 5.51027E-63. This is a good initial comparison.
  
Initial Letters from 1984 by Orwell
+
For transitions that have p=0, corrections to p=0.0001 have been performed to attain a non-zero Markov probability.
  
,A,B,C,D,E,F,G,H,I,J,K,L,M,N,O,P,Q,R,S,T,U,V,W,X,Y,Z
+
HMMER score<ref>ftp://selab.janelia.org/pub/software/hmmer/CURRENT/Userguide.pdf Page 43</ref> is the log (base 2) of Markov probability / null probability (1/26^44)
A,8.97%,3.97%,4.20%,3.26%,2.70%,4.82%,1.62%,6.60%,5.59%,0.31%,0.61%,3.25%,3.71%,2.20%,4.96%,3.89%,0.42%,2.43%,8.02%,18.05%,0.99%,1.10%,6.91%,0.00%,1.41%,0.01%
+
 
B,12.60%,4.66%,3.39%,3.13%,2.03%,3.53%,0.94%,7.24%,8.57%,0.38%,0.64%,1.69%,2.21%,2.13%,7.55%,2.69%,0.26%,1.71%,6.82%,18.20%,1.42%,0.84%,6.18%,0.00%,1.16%,0.02%
+
<!--
C,10.47%,6.53%,2.50%,1.88%,2.12%,2.97%,1.37%,6.76%,8.18%,0.26%,0.21%,1.11%,2.32%,4.64%,11.95%,2.30%,0.13%,1.68%,5.83%,16.18%,0.83%,0.26%,7.95%,0.00%,1.60%,0.00%
+
This software output has been formatted in html for quick entry into the project wiki
D,11.84%,5.04%,2.18%,1.76%,1.90%,3.31%,1.02%,6.73%,9.83%,0.14%,0.85%,1.73%,2.18%,7.68%,8.24%,1.44%,0.14%,1.41%,4.37%,15.46%,1.02%,0.28%,8.31%,0.00%,3.13%,0.00%
+
-->
E,13.01%,4.56%,3.28%,2.24%,3.12%,4.60%,1.20%,6.61%,9.33%,0.36%,0.64%,1.72%,2.32%,1.68%,8.57%,2.36%,0.08%,1.56%,5.28%,16.33%,1.08%,0.52%,8.61%,0.00%,0.92%,0.00%
+
==First order==
F,14.94%,3.53%,2.69%,2.14%,2.55%,3.15%,0.95%,7.24%,6.37%,0.33%,0.22%,1.57%,3.39%,1.11%,9.95%,2.01%,0.14%,0.95%,5.80%,20.26%,1.11%,0.38%,7.19%,0.00%,2.03%,0.00%
+
===All letters===
G,13.62%,4.54%,2.58%,1.89%,1.47%,3.28%,1.05%,7.75%,7.05%,0.35%,0.14%,1.47%,2.65%,1.26%,9.92%,3.00%,0.14%,1.75%,6.49%,15.71%,2.93%,0.42%,8.52%,0.00%,2.03%,0.00%
+
<br/>(..\Texts\English.txt) All Letters
H,8.34%,8.95%,5.34%,2.91%,2.57%,4.31%,1.56%,10.10%,4.29%,0.36%,1.37%,2.37%,3.80%,3.19%,4.89%,2.50%,0.15%,2.09%,9.58%,9.62%,0.93%,0.72%,9.42%,0.00%,0.64%,0.00%
+
<br/>Markov Probability: 4.196215910162246E-70
I,10.62%,2.64%,2.79%,2.40%,1.95%,2.62%,1.21%,7.60%,7.25%,0.18%,0.31%,1.04%,2.83%,3.44%,4.51%,2.52%,0.06%,1.21%,5.75%,20.66%,0.82%,0.46%,15.30%,0.00%,1.85%,0.00%
+
<br/>Corrected Zeroes:    0
J,19.65%,4.40%,2.05%,1.17%,1.76%,3.23%,0.59%,7.04%,8.50%,0.29%,0.29%,2.64%,1.47%,2.05%,8.50%,3.81%,0.29%,1.17%,7.92%,10.56%,0.88%,0.00%,11.73%,0.00%,0.00%,0.00%
+
<br/>HMMER Score:        -23.646530132315654
K,11.40%,2.34%,0.73%,1.17%,1.75%,1.02%,0.15%,7.46%,9.94%,0.15%,0.29%,0.44%,1.90%,1.02%,15.50%,0.88%,0.00%,0.58%,3.65%,22.22%,0.58%,0.29%,14.47%,0.00%,2.05%,0.00%
+
<br/>
L,18.13%,5.55%,2.45%,2.78%,1.94%,3.52%,1.02%,5.37%,7.40%,0.37%,0.28%,1.67%,2.78%,2.08%,8.93%,2.22%,0.19%,1.34%,6.38%,14.11%,1.71%,0.28%,8.05%,0.00%,1.48%,0.00%
+
<br/>(..\Texts\French.txt) All Letters
M,11.78%,6.57%,4.40%,2.29%,1.66%,3.38%,0.96%,9.34%,7.32%,0.24%,0.48%,1.99%,2.26%,2.26%,11.75%,2.77%,0.12%,1.24%,5.94%,12.18%,1.15%,0.60%,7.87%,0.00%,1.42%,0.03%
+
<br/>Markov Probability: 4.562440416695874E-74
N,9.53%,5.20%,3.52%,4.63%,5.47%,4.06%,1.42%,6.47%,6.12%,0.19%,1.84%,3.10%,4.71%,1.84%,7.42%,2.33%,0.46%,3.21%,6.97%,11.98%,1.22%,0.54%,6.89%,0.00%,0.84%,0.04%
+
<br/>Corrected Zeroes:    0
O,10.09%,3.64%,4.10%,2.23%,2.47%,2.90%,1.28%,8.49%,4.97%,0.34%,0.62%,2.06%,3.53%,1.44%,6.65%,4.07%,0.16%,1.50%,5.66%,25.28%,0.55%,0.82%,5.96%,0.00%,1.18%,0.01%
+
<br/>HMMER Score:        -36.8135257053655
P,11.57%,4.34%,2.94%,1.98%,2.19%,3.18%,0.61%,6.30%,9.39%,0.29%,0.12%,1.69%,3.21%,1.78%,13.55%,2.94%,0.32%,1.31%,4.95%,14.22%,1.84%,0.15%,9.97%,0.00%,1.17%,0.00%
+
<br/>
Q,14.49%,3.74%,1.87%,4.21%,4.21%,1.40%,1.87%,5.14%,6.54%,0.47%,0.00%,5.14%,1.40%,0.93%,15.89%,3.74%,0.00%,3.27%,5.61%,9.81%,1.40%,0.93%,7.48%,0.00%,0.47%,0.00%
+
<br/>(..\Texts\German.txt) All Letters
R,12.15%,5.25%,2.01%,2.16%,2.16%,3.76%,0.88%,9.01%,9.47%,0.46%,0.31%,1.39%,1.70%,2.01%,11.07%,1.54%,0.15%,0.98%,4.48%,19.21%,1.29%,0.26%,7.36%,0.00%,0.88%,0.05%
+
<br/>Markov Probability: 1.6093650169064557E-82
S,12.41%,4.20%,2.62%,2.85%,1.82%,3.15%,1.05%,7.44%,7.60%,0.51%,0.53%,1.91%,3.03%,1.58%,11.26%,2.58%,0.28%,1.48%,5.92%,15.77%,1.55%,0.56%,8.44%,0.00%,1.48%,0.00%
+
<br/>Corrected Zeroes:    3
T,6.49%,5.36%,4.93%,3.49%,2.77%,4.10%,2.23%,7.40%,4.77%,0.33%,0.77%,2.48%,4.61%,1.78%,5.09%,6.72%,0.15%,3.10%,8.34%,12.05%,0.97%,0.66%,9.81%,0.00%,1.57%,0.01%
+
<br/>HMMER Score:        -64.89226460456342
U,16.61%,3.55%,2.84%,1.51%,1.69%,3.37%,0.62%,8.79%,8.53%,0.00%,0.09%,1.51%,2.31%,1.33%,4.97%,1.24%,0.09%,1.15%,4.97%,24.07%,0.98%,0.18%,8.61%,0.00%,0.98%,0.00%
+
<br/>
V,9.64%,4.08%,4.74%,1.96%,4.08%,7.03%,2.45%,3.43%,5.56%,0.65%,0.49%,4.08%,4.25%,1.96%,9.15%,1.96%,0.33%,1.96%,8.01%,10.78%,2.61%,0.82%,9.15%,0.00%,0.82%,0.00%
+
<br/>(..\Texts\Spanish.txt) All Letters
W,13.78%,4.74%,4.10%,2.94%,2.48%,2.91%,1.47%,8.41%,7.18%,0.45%,0.77%,2.09%,2.16%,4.98%,5.57%,2.48%,0.29%,1.58%,7.52%,13.48%,1.02%,0.44%,7.52%,0.00%,1.62%,0.00%
+
<br/>Markov Probability: 1.7633169297716054E-83
X,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN
+
<br/>Corrected Zeroes:    1
Y,11.51%,3.84%,7.68%,3.29%,2.33%,3.36%,1.78%,10.08%,4.73%,0.41%,2.47%,3.29%,3.84%,2.12%,5.48%,1.78%,0.07%,1.92%,6.51%,9.12%,1.37%,0.34%,11.45%,0.00%,1.23%,0.00%
+
<br/>HMMER Score:        -68.08239247668342
Z,25.00%,0.00%,0.00%,0.00%,0.00%,12.50%,0.00%,0.00%,12.50%,0.00%,0.00%,0.00%,0.00%,0.00%,25.00%,12.50%,0.00%,0.00%,0.00%,0.00%,0.00%,0.00%,12.50%,0.00%,0.00%,0.00%
+
<br/>
 +
<br/>(..\Texts\Italian.txt) All Letters
 +
<br/>Markov Probability: 2.8938109466376915E-92
 +
<br/>Corrected Zeroes:    9
 +
<br/>HMMER Score:        -97.26506645809364
 +
<br/>
 +
<br/>(..\Texts\Portuguese.txt) All Letters
 +
<br/>Markov Probability: 1.0172950778991843E-77
 +
<br/>Corrected Zeroes:    1
 +
<br/>HMMER Score:        -48.94437749826932
 +
<br/>
 +
<br/>(..\Texts\Dutch.txt) All Letters
 +
<br/>Markov Probability: 2.139309827314818E-84
 +
<br/>Corrected Zeroes:    1
 +
<br/>HMMER Score:        -71.12546693519374
 +
<br/>
 +
<br/>(..\Texts\Swedish.txt) All Letters
 +
<br/>Markov Probability: 4.7024882053115854E-77
 +
<br/>Corrected Zeroes:    2
 +
<br/>HMMER Score:        -46.735691382905166
 +
<br/>
 +
<br/>(..\Texts\Vigenere - 1984.txt) All Letters
 +
<br/>Markov Probability: 1.646391769425068E-70
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        -24.99631136880728
 +
<br/>
 +
<br/>(Outputs\Playfair.out) All Letters
 +
<br/>Markov Probability: 5.213910076344393E-69
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        -20.01132524791302
 +
<br/>
 +
===Initial letters===
 +
<br/>(..\Texts\English.txt) Initial Letters
 +
<br/>Markov Probability: 5.755746003335865E-56
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        23.316377212971148
 +
<br/>
 +
<br/>(..\Texts\French.txt) Initial Letters
 +
<br/>Markov Probability: 1.960919656262944E-61
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        5.153264236029422
 +
<br/>
 +
<br/>(..\Texts\German.txt) Initial Letters
 +
<br/>Markov Probability: 7.441017498436695E-73
 +
<br/>Corrected Zeroes:    1
 +
<br/>HMMER Score:        -32.78590341697
 +
<br/>
 +
<br/>(..\Texts\Spanish.txt) Initial Letters
 +
<br/>Markov Probability: 3.204888821639082E-63
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        -0.7818480694202504
 +
<br/>
 +
<br/>(..\Texts\Italian.txt) Initial Letters
 +
<br/>Markov Probability: 6.089831612262369E-59
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        13.431992337096512
 +
<br/>
 +
<br/>(..\Texts\Portuguese.txt) Initial Letters
 +
<br/>Markov Probability: 2.2658166834014361E-60
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        8.683693049158332
 +
<br/>
 +
<br/>(..\Texts\Dutch.txt) Initial Letters
 +
<br/>Markov Probability: 6.9654365323502316E-68
 +
<br/>Corrected Zeroes:    1
 +
<br/>HMMER Score:        -16.27154908302583
 +
<br/>
 +
<br/>(..\Texts\Swedish.txt) Initial Letters
 +
<br/>Markov Probability: 2.6806903224847996E-64
 +
<br/>Corrected Zeroes:    2
 +
<br/>HMMER Score:        -4.361445908011734
 +
<br/>
 +
==Second order==
 +
===All letters===
 +
<br/>(..\Texts\English.txt) All Letters
 +
<br/>Markov Probability: 4.2148901763982914E-92
 +
<br/>Corrected Zeroes:    9
 +
<br/>HMMER Score:        -96.72254209077907
 +
<br/>
 +
<br/>(..\Texts\French.txt) All Letters
 +
<br/>Markov Probability: 1.9814441750241465E-90
 +
<br/>Corrected Zeroes:    9
 +
<br/>HMMER Score:        -91.16762862009702
 +
<br/>
 +
<br/>(..\Texts\German.txt) All Letters
 +
<br/>Markov Probability: 5.919358467581905E-105
 +
<br/>Corrected Zeroes:    14
 +
<br/>HMMER Score:        -139.41766153806188
 +
<br/>
 +
<br/>(..\Texts\Spanish.txt) All Letters
 +
<br/>Markov Probability: 3.342953425806875E-98
 +
<br/>Corrected Zeroes:    11
 +
<br/>HMMER Score:        -116.98848244535708
 +
<br/>
 +
<br/>(..\Texts\Italian.txt) All Letters
 +
<br/>Markov Probability: 6.083262400057097E-116
 +
<br/>Corrected Zeroes:    21
 +
<br/>HMMER Score:        -175.9194661728711
 +
<br/>
 +
<br/>(..\Texts\Portuguese.txt) All Letters
 +
<br/>Markov Probability: 4.2738731323579313E-94
 +
<br/>Corrected Zeroes:    13
 +
<br/>HMMER Score:        -103.34634923820269
 +
<br/>
 +
<br/>(..\Texts\Dutch.txt) All Letters
 +
<br/>Markov Probability: 5.327306011536052E-112
 +
<br/>Corrected Zeroes:    17
 +
<br/>HMMER Score:        -162.82319287449383
 +
<br/>
 +
<br/>(..\Texts\Swedish.txt) All Letters
 +
<br/>Markov Probability: 1.1823873333660746E-91
 +
<br/>Corrected Zeroes:    10
 +
<br/>HMMER Score:        -95.23440631711085
 +
<br/>
 +
<br/>(..\Texts\Vigenere - 1984.txt) All Letters
 +
<br/>Markov Probability: 1.669944098510842E-92
 +
<br/>Corrected Zeroes:    8
 +
<br/>HMMER Score:        -98.05823732223358
 +
<br/>
 +
<br/>(Outputs\Playfair.out) All Letters
 +
<br/>Markov Probability: 7.389612924665265E-86
 +
<br/>Corrected Zeroes:    6
 +
<br/>HMMER Score:        -75.98096976556741
 +
<br/>
 +
===Initial letters===
 +
<br/>(..\Texts\English.txt) Initial Letters
 +
<br/>Markov Probability: 1.0496288884966237E-55
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        24.18318171171002
 +
<br/>
 +
<br/>(..\Texts\French.txt) Initial Letters
 +
<br/>Markov Probability: 8.83846402382603E-70
 +
<br/>Corrected Zeroes:    3
 +
<br/>HMMER Score:        -22.571823368605646
 +
<br/>
 +
<br/>(..\Texts\German.txt) Initial Letters
 +
<br/>Markov Probability: 1.6757717490935368E-89
 +
<br/>Corrected Zeroes:    10
 +
<br/>HMMER Score:        -88.08742718870606
 +
<br/>
 +
<br/>(..\Texts\Spanish.txt) Initial Letters
 +
<br/>Markov Probability: 8.869612541473453E-71
 +
<br/>Corrected Zeroes:    3
 +
<br/>HMMER Score:        -25.888676055317255
 +
<br/>
 +
<br/>(..\Texts\Italian.txt) Initial Letters
 +
<br/>Markov Probability: 1.0949986922100798E-57
 +
<br/>Corrected Zeroes:    0
 +
<br/>HMMER Score:        17.600375336401736
 +
<br/>
 +
<br/>(..\Texts\Portuguese.txt) Initial Letters
 +
<br/>Markov Probability: 9.986807259493189E-70
 +
<br/>Corrected Zeroes:    4
 +
<br/>HMMER Score:        -22.395595515749598
 +
<br/>
 +
<br/>(..\Texts\Dutch.txt) Initial Letters
 +
<br/>Markov Probability: 1.9749729570078271E-69
 +
<br/>Corrected Zeroes:    2
 +
<br/>HMMER Score:        -21.41185805018986
 +
<br/>
 +
<br/>(..\Texts\Swedish.txt) Initial Letters
 +
<br/>Markov Probability: 9.55816081723446E-69
 +
<br/>Corrected Zeroes:    4
 +
<br/>HMMER Score:        -19.13695790770939
 +
<br/>
 +
 
 +
 
 +
==References==
 +
<References/>
 +
 
 +
==See also==
 +
*[[Cipher Cracking 2009]]
 +
*[[Markov models]]
 +
 
 +
==Back==
 +
*[https://myuni.adelaide.edu.au/webapps/portal/frameset.jsp Back to MyUni]
 +
*[http://www.eleceng.adelaide.edu.au/personal/dabbott Back to Derek Abbott's homepage]
 +
*[http://www.eleceng.adelaide.edu.au Back to EEE Department page]
 +
*[http://www.adelaide.edu.au Back to the University of Adelaide homepage]

Latest revision as of 16:48, 2 October 2009

The Somerton Man's code (without the extra line) is 44 characters long. So, if the text is purely random (1/26 chance of each letter appearing) then the probability of attaining this particular string of 44 is (1/26)^44 = 5.51027E-63. This is a good initial comparison.

For transitions that have p=0, corrections to p=0.0001 have been performed to attain a non-zero Markov probability.

HMMER score[1] is the log (base 2) of Markov probability / null probability (1/26^44)

First order

All letters


(..\Texts\English.txt) All Letters
Markov Probability: 4.196215910162246E-70
Corrected Zeroes: 0
HMMER Score: -23.646530132315654

(..\Texts\French.txt) All Letters
Markov Probability: 4.562440416695874E-74
Corrected Zeroes: 0
HMMER Score: -36.8135257053655

(..\Texts\German.txt) All Letters
Markov Probability: 1.6093650169064557E-82
Corrected Zeroes: 3
HMMER Score: -64.89226460456342

(..\Texts\Spanish.txt) All Letters
Markov Probability: 1.7633169297716054E-83
Corrected Zeroes: 1
HMMER Score: -68.08239247668342

(..\Texts\Italian.txt) All Letters
Markov Probability: 2.8938109466376915E-92
Corrected Zeroes: 9
HMMER Score: -97.26506645809364

(..\Texts\Portuguese.txt) All Letters
Markov Probability: 1.0172950778991843E-77
Corrected Zeroes: 1
HMMER Score: -48.94437749826932

(..\Texts\Dutch.txt) All Letters
Markov Probability: 2.139309827314818E-84
Corrected Zeroes: 1
HMMER Score: -71.12546693519374

(..\Texts\Swedish.txt) All Letters
Markov Probability: 4.7024882053115854E-77
Corrected Zeroes: 2
HMMER Score: -46.735691382905166

(..\Texts\Vigenere - 1984.txt) All Letters
Markov Probability: 1.646391769425068E-70
Corrected Zeroes: 0
HMMER Score: -24.99631136880728

(Outputs\Playfair.out) All Letters
Markov Probability: 5.213910076344393E-69
Corrected Zeroes: 0
HMMER Score: -20.01132524791302

Initial letters


(..\Texts\English.txt) Initial Letters
Markov Probability: 5.755746003335865E-56
Corrected Zeroes: 0
HMMER Score: 23.316377212971148

(..\Texts\French.txt) Initial Letters
Markov Probability: 1.960919656262944E-61
Corrected Zeroes: 0
HMMER Score: 5.153264236029422

(..\Texts\German.txt) Initial Letters
Markov Probability: 7.441017498436695E-73
Corrected Zeroes: 1
HMMER Score: -32.78590341697

(..\Texts\Spanish.txt) Initial Letters
Markov Probability: 3.204888821639082E-63
Corrected Zeroes: 0
HMMER Score: -0.7818480694202504

(..\Texts\Italian.txt) Initial Letters
Markov Probability: 6.089831612262369E-59
Corrected Zeroes: 0
HMMER Score: 13.431992337096512

(..\Texts\Portuguese.txt) Initial Letters
Markov Probability: 2.2658166834014361E-60
Corrected Zeroes: 0
HMMER Score: 8.683693049158332

(..\Texts\Dutch.txt) Initial Letters
Markov Probability: 6.9654365323502316E-68
Corrected Zeroes: 1
HMMER Score: -16.27154908302583

(..\Texts\Swedish.txt) Initial Letters
Markov Probability: 2.6806903224847996E-64
Corrected Zeroes: 2
HMMER Score: -4.361445908011734

Second order

All letters


(..\Texts\English.txt) All Letters
Markov Probability: 4.2148901763982914E-92
Corrected Zeroes: 9
HMMER Score: -96.72254209077907

(..\Texts\French.txt) All Letters
Markov Probability: 1.9814441750241465E-90
Corrected Zeroes: 9
HMMER Score: -91.16762862009702

(..\Texts\German.txt) All Letters
Markov Probability: 5.919358467581905E-105
Corrected Zeroes: 14
HMMER Score: -139.41766153806188

(..\Texts\Spanish.txt) All Letters
Markov Probability: 3.342953425806875E-98
Corrected Zeroes: 11
HMMER Score: -116.98848244535708

(..\Texts\Italian.txt) All Letters
Markov Probability: 6.083262400057097E-116
Corrected Zeroes: 21
HMMER Score: -175.9194661728711

(..\Texts\Portuguese.txt) All Letters
Markov Probability: 4.2738731323579313E-94
Corrected Zeroes: 13
HMMER Score: -103.34634923820269

(..\Texts\Dutch.txt) All Letters
Markov Probability: 5.327306011536052E-112
Corrected Zeroes: 17
HMMER Score: -162.82319287449383

(..\Texts\Swedish.txt) All Letters
Markov Probability: 1.1823873333660746E-91
Corrected Zeroes: 10
HMMER Score: -95.23440631711085

(..\Texts\Vigenere - 1984.txt) All Letters
Markov Probability: 1.669944098510842E-92
Corrected Zeroes: 8
HMMER Score: -98.05823732223358

(Outputs\Playfair.out) All Letters
Markov Probability: 7.389612924665265E-86
Corrected Zeroes: 6
HMMER Score: -75.98096976556741

Initial letters


(..\Texts\English.txt) Initial Letters
Markov Probability: 1.0496288884966237E-55
Corrected Zeroes: 0
HMMER Score: 24.18318171171002

(..\Texts\French.txt) Initial Letters
Markov Probability: 8.83846402382603E-70
Corrected Zeroes: 3
HMMER Score: -22.571823368605646

(..\Texts\German.txt) Initial Letters
Markov Probability: 1.6757717490935368E-89
Corrected Zeroes: 10
HMMER Score: -88.08742718870606

(..\Texts\Spanish.txt) Initial Letters
Markov Probability: 8.869612541473453E-71
Corrected Zeroes: 3
HMMER Score: -25.888676055317255

(..\Texts\Italian.txt) Initial Letters
Markov Probability: 1.0949986922100798E-57
Corrected Zeroes: 0
HMMER Score: 17.600375336401736

(..\Texts\Portuguese.txt) Initial Letters
Markov Probability: 9.986807259493189E-70
Corrected Zeroes: 4
HMMER Score: -22.395595515749598

(..\Texts\Dutch.txt) Initial Letters
Markov Probability: 1.9749729570078271E-69
Corrected Zeroes: 2
HMMER Score: -21.41185805018986

(..\Texts\Swedish.txt) Initial Letters
Markov Probability: 9.55816081723446E-69
Corrected Zeroes: 4
HMMER Score: -19.13695790770939


References

  1. ftp://selab.janelia.org/pub/software/hmmer/CURRENT/Userguide.pdf Page 43

See also

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