Submitted:
06 May 2025
Posted:
07 May 2025
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Abstract
Keywords:
1. Introduction
2. Data Base and Statistics of Totals
3. Deep–Language Parameters
4. Geometrical Representation of Texts
5. Error Probability and Domestication Index
6. Translation from Any Language to Any Other Language
7. Deep−Language Expansion Factor
8. Domestication of Modern Literature
9. Summary and Conclusion
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. List of Mathematical Symbols and Definition
| Symbol | Definition |
| Total number of characters | |
| Characters per word | |
| Domestication index | |
| Expansion factor | |
| Total number of interpunctions | |
| Word interval | |
| Linear mean value | |
| Mode | |
| Median | |
| Word intervals per sentence | |
| Words per sentence | |
| Linear standard deviation | |
| Total number of sentences | |
| Total number of words | |
| Number of characters per chapter | |
| Number of words per chapter | |
| Number of sentences per chapter | |
| Number of interpunctions per chapter | |
| Natural log mean value | |
| Natural log standard deviation |
Appendix B. Log−Normal Probability Density Modelling
| Mode | 502709 | 107667 | 6777 | 18609 |
| Median | 513978 | 110043 | 6994 | 18901 |
| Mean | 519708 | 111250 | 7105 | 19049 |
| Standard deviation | 77814 | 16526 | 1271 | 2388 |
Appendix C. Domestication Index
| Gr | Lt | Es | Fr | It | Pt | Rm | Sp | Dn | En | Fn | Ge | Ic | |||||||||||||||||||||||||
| Gr | 0 | 80.72 | 75.80 | 71.83 | 84.13 | 100 | 88.43 | 79.40 | 100 | 62.55 | 80.04 | 99.70 | 100 | ||||||||||||||||||||||||
| Lt | 80.72 | 0 | 66.76 | 25.32 | 10.93 | 59.10 | 11.68 | 16.11 | 77.55 | 31.02 | 43.44 | 28.28 | 68.36 | ||||||||||||||||||||||||
| Es | 75.80 | 66.76 | 0 | 76.99 | 68.78 | 97.20 | 70.48 | 56.64 | 100 | 69.42 | 94.98 | 88.90 | 100 | ||||||||||||||||||||||||
| Fr | 71.83 | 25.32 | 76.99 | 0 | 28.93 | 90.16 | 37.18 | 31.63 | 100 | 14.90 | 37.09 | 55.60 | 97.68 | ||||||||||||||||||||||||
| It | 84.13 | 10.93 | 68.78 | 28.93 | 0 | 62.40 | 9.82 | 15.24 | 82.49 | 35.40 | 49.35 | 27.05 | 72.66 | ||||||||||||||||||||||||
| Pt | 100 | 59.10 | 97.20 | 90.16 | 62.40 | 0 | 51.32 | 70.42 | 24.26 | 91.86 | 90.10 | 49.43 | 13.21 | ||||||||||||||||||||||||
| Rm | 88.43 | 11.68 | 70.48 | 37.18 | 9.82 | 51.32 | 0 | 21.01 | 71.09 | 43.73 | 52.90 | 24.53 | 61.37 | ||||||||||||||||||||||||
| Sp | 79.40 | 16.11 | 56.64 | 31.63 | 15.24 | 70.42 | 21.01 | 0 | 89.97 | 33.11 | 58.43 | 40.18 | 80.82 | ||||||||||||||||||||||||
| Dn | 100 | 77.55 | 100 | 100 | 82.49 | 24.26 | 71.09 | 89.97 | 0 | 100 | 100 | 73.78 | 12.90 | ||||||||||||||||||||||||
| En | 62.55 | 31.02 | 69.42 | 14.90 | 35.40 | 91.86 | 43.73 | 33.11 | 100 | 0 | 42.69 | 61.33 | 98.51 | ||||||||||||||||||||||||
| Fn | 80.04 | 43.44 | 94.98 | 37.09 | 49.35 | 90.10 | 52.90 | 58.43 | 100 | 42.69 | 0 | 59.87 | 95.96 | ||||||||||||||||||||||||
| Ge | 99.70 | 28.28 | 88.90 | 55.60 | 27.05 | 49.43 | 24.53 | 40.18 | 73.78 | 61.33 | 59.87 | 0 | 61.39 | ||||||||||||||||||||||||
| Ic | 100 | 68.36 | 100 | 97.68 | 72.66 | 13.21 | 61.37 | 80.82 | 12.90 | 98.51 | 95.96 | 61.39 | 0 | ||||||||||||||||||||||||
| Nr | 100 | 58.73 | 100 | 81.56 | 65.72 | 70.66 | 59.48 | 79.77 | 83.55 | 85.61 | 58.90 | 57.03 | 75.18 | ||||||||||||||||||||||||
| Sw | 91.25 | 49.09 | 98.02 | 52.43 | 53.43 | 75.45 | 53.18 | 64.71 | 87.00 | 59.37 | 26.03 | 50.32 | 80.09 | ||||||||||||||||||||||||
| Bg | 100 | 78.88 | 100 | 100 | 83.51 | 31.22 | 73.27 | 91.25 | 14.76 | 100 | 99.01 | 73.66 | 20.30 | ||||||||||||||||||||||||
| Cz | 100 | 100 | 100 | 100 | 100 | 75.90 | 99.67 | 100 | 62.35 | 100 | 100 | 100 | 68.96 | ||||||||||||||||||||||||
| Cr | 100 | 70.26 | 100 | 95.40 | 73.45 | 20.82 | 63.91 | 81.08 | 24.51 | 96.74 | 92.70 | 60.70 | 18.15 | ||||||||||||||||||||||||
| Pl | 100 | 100 | 100 | 100 | 100 | 96.23 | 100 | 100 | 90.63 | 100 | 100 | 100 | 92.29 | ||||||||||||||||||||||||
| Rs | 100 | 51.65 | 69.17 | 79.31 | 52.35 | 42.75 | 44.67 | 51.54 | 59.32 | 79.64 | 90.01 | 52.72 | 52.17 | ||||||||||||||||||||||||
| Sr | 100 | 88.91 | 100 | 100 | 93.00 | 45.44 | 84.35 | 98.32 | 26.72 | 100 | 100 | 86.32 | 35.29 | ||||||||||||||||||||||||
| Sl | 100 | 100 | 100 | 100 | 100 | 81.86 | 100 | 100 | 70.97 | 100 | 100 | 100 | 75.41 | ||||||||||||||||||||||||
| Uk | 100 | 100 | 100 | 100 | 100 | 72.12 | 100 | 100 | 57.55 | 100 | 100 | 100 | 64.60 | ||||||||||||||||||||||||
| Et | 96.84 | 26.17 | 84.58 | 51.96 | 26.98 | 40.83 | 18.61 | 40.04 | 60.11 | 58.82 | 56.17 | 20.11 | 50.13 | ||||||||||||||||||||||||
| Hn | 93.76 | 20.87 | 76.08 | 47.27 | 20.26 | 41.17 | 10.59 | 30.99 | 60.69 | 53.67 | 57.80 | 23.81 | 51.06 | ||||||||||||||||||||||||
| Al | 60.03 | 72.20 | 24.17 | 76.68 | 75.12 | 100 | 78.34 | 63.60 | 100 | 66.60 | 94.36 | 96.05 | 100 | ||||||||||||||||||||||||
| Ar | 100 | 47.77 | 99.07 | 78.66 | 51.77 | 30.68 | 41.63 | 64.38 | 47.65 | 82.59 | 73.48 | 32.40 | 37.05 | ||||||||||||||||||||||||
| Wl | 74.49 | 95.99 | 42.21 | 100 | 98.50 | 100 | 99.23 | 91.42 | 100 | 95.06 | 100 | 100 | 100 | ||||||||||||||||||||||||
| Bs | 68.06 | 63.02 | 98.57 | 52.36 | 69.46 | 100 | 73.72 | 74.17 | 100 | 50.73 | 29.90 | 84.97 | 100 | ||||||||||||||||||||||||
| Hb | 100 | 100 | 100 | 100 | 100 | 97.84 | 100 | 100 | 91.60 | 100 | 100 | 100 | 94.38 | ||||||||||||||||||||||||
| Cb | 91.97 | 91.19 | 100 | 91.41 | 96.75 | 100 | 97.63 | 99.82 | 100 | 89.26 | 59.92 | 100 | 100 | ||||||||||||||||||||||||
| Tg | 82.08 | 71.64 | 100 | 67.57 | 78.57 | 100 | 81.00 | 85.02 | 100 | 67.18 | 33.83 | 90.31 | 100 | ||||||||||||||||||||||||
| Ch | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 96.07 | 100 | 100 | ||||||||||||||||||||||||
| Lg | 100 | 99.19 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 83.49 | 100 | 100 | ||||||||||||||||||||||||
| Sm | 47.46 | 48.84 | 76.53 | 33.38 | 52.25 | 94.68 | 58.63 | 52.30 | 100 | 28.27 | 35.49 | 68.36 | 99.39 | ||||||||||||||||||||||||
| Ht | 100 | 99.14 | 100 | 100 | 100 | 62.07 | 96.14 | 100 | 50.99 | 100 | 100 | 99.90 | 57.00 | ||||||||||||||||||||||||
| Nh | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | ||||||||||||||||||||||||
| 19 75.19 22.01 |
30 55.09 28.16 |
20 71.72 24.95 |
24 57.30 26.67 |
28 54.94 28.13 |
28 59.97 27.53 |
30 55.92 28.89 |
28 59.33 27.32 |
23 57.41 27.16 |
25 59.92 26.21 |
27 62.67 26.23 |
27 58.03 26.65 |
27 60.53 28.76 |
|||||||||||||||||||||||||
| 0.564 0.136 |
0.801 0.193 |
0.774 0.187 |
1.079 0.260 |
0.906 0.219 |
1.100 0.265 |
0.867 0.209 |
0.898 0.217 |
1.351 0.326 |
0.927 0.223 |
0.931 0.225 |
1.215 0.293 |
1.208 0.291 |
|||||||||||||||||||||||||
| Nr | Sw | Bg | Cz | Cr | Pl | Rs | Sr | Sl | Uk | Et | Hn | ||||||||||||||||||||||||||
| Gr | 100 | 91.25 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 96.84 | 93.76 | |||||||||||||||||||||||||
| Lt | 58.73 | 49.09 | 78.88 | 100 | 70.26 | 100 | 51.65 | 88.91 | 100 | 100 | 26.17 | 20.87 | |||||||||||||||||||||||||
| Es | 100 | 98.02 | 100 | 100 | 100 | 100 | 69.17 | 100 | 100 | 100 | 84.58 | 76.08 | |||||||||||||||||||||||||
| Fr | 81.56 | 52.43 | 100 | 100 | 95.40 | 100 | 79.31 | 100 | 100 | 100 | 51.96 | 47.27 | |||||||||||||||||||||||||
| It | 65.72 | 53.43 | 83.51 | 100 | 73.45 | 100 | 52.35 | 93.00 | 100 | 100 | 26.98 | 20.26 | |||||||||||||||||||||||||
| Pt | 70.66 | 75.45 | 31.22 | 75.90 | 20.82 | 96.23 | 42.75 | 45.44 | 81.86 | 72.12 | 40.83 | 41.17 | |||||||||||||||||||||||||
| Rm | 59.48 | 53.18 | 73.27 | 99.67 | 63.91 | 100 | 44.67 | 84.35 | 100 | 100 | 18.61 | 10.59 | |||||||||||||||||||||||||
| Sp | 79.77 | 64.71 | 91.25 | 100 | 81.08 | 100 | 51.54 | 98.32 | 100 | 100 | 40.04 | 30.99 | |||||||||||||||||||||||||
| Dn | 83.55 | 87.00 | 14.76 | 62.35 | 24.51 | 90.63 | 59.32 | 26.72 | 70.97 | 57.55 | 60.11 | 60.69 | |||||||||||||||||||||||||
| En | 85.61 | 59.37 | 100 | 100 | 96.74 | 100 | 79.64 | 100 | 100 | 100 | 58.82 | 53.67 | |||||||||||||||||||||||||
| Fn | 58.90 | 26.03 | 99.01 | 100 | 92.70 | 100 | 90.01 | 100 | 100 | 100 | 56.17 | 57.80 | |||||||||||||||||||||||||
| Ge | 57.03 | 50.32 | 73.66 | 100 | 60.70 | 100 | 52.72 | 86.32 | 100 | 100 | 20.11 | 23.81 | |||||||||||||||||||||||||
| Ic | 75.18 | 80.09 | 20.30 | 68.96 | 18.15 | 92.29 | 52.17 | 35.29 | 75.41 | 64.60 | 50.13 | 51.06 | |||||||||||||||||||||||||
| Nr | 0 | 31.35 | 75.66 | 99.76 | 67.21 | 100 | 88.58 | 85.47 | 99.13 | 100 | 46.52 | 54.63 | |||||||||||||||||||||||||
| Sw | 31.35 | 0 | 82.53 | 100 | 77.00 | 100 | 84.94 | 90.44 | 99.98 | 100 | 47.93 | 53.51 | |||||||||||||||||||||||||
| Bg | 75.66 | 82.53 | 0 | 55.26 | 18.90 | 76.50 | 67.31 | 17.49 | 58.09 | 49.79 | 61.27 | 63.54 | |||||||||||||||||||||||||
| Cz | 99.76 | 100 | 55.26 | 0 | 54.58 | 44.80 | 93.78 | 40.07 | 25.91 | 25.21 | 95.31 | 95.92 | |||||||||||||||||||||||||
| Cr | 67.21 | 77.00 | 18.90 | 54.58 | 0 | 72.17 | 56.35 | 22.77 | 56.52 | 45.52 | 52.49 | 54.66 | |||||||||||||||||||||||||
| Pl | 100 | 100 | 76.50 | 44.80 | 72.17 | 0 | 100 | 64.60 | 26.91 | 69.24 | 100 | 100 | |||||||||||||||||||||||||
| Rs | 88.58 | 84.94 | 67.31 | 93.78 | 56.35 | 100 | 0 | 76.26 | 99.82 | 93.11 | 48.85 | 40.74 | |||||||||||||||||||||||||
| Sr | 85.47 | 90.44 | 17.49 | 40.07 | 22.77 | 64.60 | 76.26 | 0 | 43.58 | 32.35 | 74.05 | 75.72 | |||||||||||||||||||||||||
| Sl | 99.13 | 99.98 | 58.09 | 25.91 | 56.52 | 26.91 | 99.82 | 43.58 | 0 | 39.74 | 97.38 | 98.56 | |||||||||||||||||||||||||
| Uk | 100 | 100 | 49.79 | 25.21 | 45.52 | 69.24 | 93.11 | 32.35 | 39.74 | 0 | 96.69 | 96.88 | |||||||||||||||||||||||||
| Et | 46.52 | 47.93 | 61.27 | 95.31 | 52.49 | 100 | 48.85 | 74.05 | 97.38 | 96.69 | 0 | 10.82 | |||||||||||||||||||||||||
| Hn | 54.63 | 53.51 | 63.54 | 95.92 | 54.66 | 100 | 40.74 | 75.72 | 98.56 | 96.88 | 10.82 | 0 | |||||||||||||||||||||||||
| Al | 100 | 98.86 | 100 | 100 | 100 | 100 | 84.88 | 100 | 100 | 100 | 91.79 | 84.71 | |||||||||||||||||||||||||
| Ar | 44.57 | 54.29 | 45.79 | 88.24 | 37.02 | 99.03 | 57.92 | 60.88 | 89.83 | 89.87 | 25.21 | 32.08 | |||||||||||||||||||||||||
| Wl | 100 | 100 | 100 | 100 | 100 | 100 | 99.61 | 100 | 100 | 100 | 100 | 100 | |||||||||||||||||||||||||
| Bs | 84.12 | 47.34 | 100 | 100 | 100 | 100 | 99.98 | 100 | 100 | 100 | 79.51 | 79.26 | |||||||||||||||||||||||||
| Hb | 100 | 100 | 82.16 | 28.29 | 77.78 | 44.54 | 100 | 68.08 | 34.63 | 53.88 | 100 | 100 | |||||||||||||||||||||||||
| Cb | 95.50 | 57.21 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 98.70 | 99.23 | |||||||||||||||||||||||||
| Tg | 80.68 | 40.56 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 83.70 | 84.81 | |||||||||||||||||||||||||
| Ch | 96.35 | 74.62 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | |||||||||||||||||||||||||
| Lg | 84.79 | 60.90 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 99.52 | 100 | |||||||||||||||||||||||||
| Sm | 79.27 | 54.49 | 100 | 100 | 97.80 | 100 | 87.96 | 100 | 100 | 100 | 67.55 | 65.68 | |||||||||||||||||||||||||
| Ht | 100 | 100 | 53.58 | 47.67 | 44.93 | 94.58 | 75.31 | 45.11 | 72.02 | 40.50 | 91.49 | 89.83 | |||||||||||||||||||||||||
| Nh | 100 | 97.79 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | |||||||||||||||||||||||||
| 28 71.06 21.83 |
31 64.33 23.46 |
24 57.24 26.69 |
18 61.21 29.58 |
27 56.79 26.32 |
13 67.04 29.17 |
29 68.30 22.81 |
23 58.92 27.50 |
18 65.02 30.01 |
16 57.94 26.93 |
32 59.38 28.73 |
31 57.05 28.51 |
||||||||||||||||||||||||||
| 1.264 0.305 |
0.796 0.192 |
1.223 0.295 |
1.091 0.263 |
0.964 0.233 |
1.684 0.406 |
0.892 0.215 |
1.224 0.295 |
1.385 0.334 |
1.550 0.374 |
0.939 0.227 |
0.879 0.212 |
||||||||||||||||||||||||||
| Al | Ar | Wl | Bs | Hb | Cb | Tg | Ch | Lg | Sm | Ht | Nh | ||||||||||||||||||||||||||
| Gr | 60.03 | 100 | 74.49 | 68.06 | 100 | 91.97 | 82.08 | 100 | 100 | 47.46 | 100 | 100 | |||||||||||||||||||||||||
| Lt | 72.20 | 47.77 | 95.99 | 63.02 | 100 | 91.19 | 71.64 | 100 | 99.19 | 48.84 | 99.14 | 100 | |||||||||||||||||||||||||
| Es | 24.17 | 99.07 | 42.21 | 98.57 | 100 | 100 | 100 | 100 | 100 | 76.53 | 100 | 100 | |||||||||||||||||||||||||
| Fr | 76.68 | 78.66 | 100 | 52.36 | 100 | 91.41 | 67.57 | 100 | 100 | 33.38 | 100 | 100 | |||||||||||||||||||||||||
| It | 75.12 | 51.77 | 98.50 | 69.46 | 100 | 96.75 | 78.57 | 100 | 100 | 52.25 | 100 | 100 | |||||||||||||||||||||||||
| Pt | 100 | 30.68 | 100 | 100 | 97.84 | 100 | 100 | 100 | 100 | 94.68 | 62.07 | 100 | |||||||||||||||||||||||||
| Rm | 78.34 | 41.63 | 99.23 | 73.72 | 100 | 97.63 | 81.00 | 100 | 100 | 58.63 | 96.14 | 100 | |||||||||||||||||||||||||
| Sp | 63.60 | 64.38 | 91.42 | 74.17 | 100 | 99.82 | 85.02 | 100 | 100 | 52.30 | 100 | 100 | |||||||||||||||||||||||||
| Dn | 100 | 47.65 | 100 | 100 | 91.60 | 100 | 100 | 100 | 100 | 100 | 50.99 | 100 | |||||||||||||||||||||||||
| En | 66.60 | 82.59 | 95.06 | 50.73 | 100 | 89.26 | 67.18 | 100 | 100 | 28.27 | 100 | 100 | |||||||||||||||||||||||||
| Fn | 94.36 | 73.48 | 100 | 29.90 | 100 | 59.92 | 33.83 | 96.07 | 83.49 | 35.49 | 100 | 100 | |||||||||||||||||||||||||
| Ge | 96.05 | 32.40 | 100 | 84.97 | 100 | 100 | 90.31 | 100 | 100 | 68.36 | 99.90 | 100 | |||||||||||||||||||||||||
| Ic | 100 | 37.05 | 100 | 100 | 94.38 | 100 | 100 | 100 | 100 | 99.39 | 57.00 | 100 | |||||||||||||||||||||||||
| Nr | 100 | 44.57 | 100 | 84.12 | 100 | 95.50 | 80.68 | 96.35 | 84.79 | 79.27 | 100 | 100 | |||||||||||||||||||||||||
| Sw | 98.86 | 54.29 | 100 | 47.34 | 100 | 57.21 | 40.56 | 74.62 | 60.90 | 54.49 | 100 | 97.79 | |||||||||||||||||||||||||
| Bg | 100 | 45.79 | 100 | 100 | 82.16 | 100 | 100 | 100 | 100 | 100 | 53.58 | 100 | |||||||||||||||||||||||||
| Cz | 100 | 88.24 | 100 | 100 | 28.29 | 100 | 100 | 100 | 100 | 100 | 47.67 | 100 | |||||||||||||||||||||||||
| Cr | 100 | 37.02 | 100 | 100 | 77.78 | 100 | 100 | 100 | 100 | 97.80 | 44.93 | 100 | |||||||||||||||||||||||||
| Pl | 100 | 99.03 | 100 | 100 | 44.54 | 100 | 100 | 100 | 100 | 100 | 94.58 | 100 | |||||||||||||||||||||||||
| Rs | 84.88 | 57.92 | 99.61 | 99.98 | 100 | 100 | 100 | 100 | 100 | 87.96 | 75.31 | 100 | |||||||||||||||||||||||||
| Sr | 100 | 60.88 | 100 | 100 | 68.08 | 100 | 100 | 100 | 100 | 100 | 45.11 | 100 | |||||||||||||||||||||||||
| Sl | 100 | 89.83 | 100 | 100 | 34.63 | 100 | 100 | 100 | 100 | 100 | 72.02 | 100 | |||||||||||||||||||||||||
| Uk | 100 | 89.87 | 100 | 100 | 53.88 | 100 | 100 | 100 | 100 | 100 | 40.50 | 100 | |||||||||||||||||||||||||
| Et | 91.79 | 25.21 | 100 | 79.51 | 100 | 98.70 | 83.70 | 100 | 99.52 | 67.55 | 91.49 | 100 | |||||||||||||||||||||||||
| Hn | 84.71 | 32.08 | 100 | 79.26 | 100 | 99.23 | 84.81 | 100 | 100 | 65.68 | 89.83 | 100 | |||||||||||||||||||||||||
| Al | 0 | 100 | 32.78 | 95.68 | 100 | 100 | 100 | 100 | 100 | 69.43 | 100 | 100 | |||||||||||||||||||||||||
| Ar | 100 | 0 | 100 | 94.89 | 100 | 100 | 96.29 | 100 | 100 | 84.61 | 86.88 | 100 | |||||||||||||||||||||||||
| Wl | 32.78 | 100 | 0 | 100 | 100 | 100 | 100 | 100 | 100 | 92.47 | 100 | 100 | |||||||||||||||||||||||||
| Bs | 95.68 | 94.89 | 100 | 0 | 100 | 45.11 | 21.71 | 98.42 | 87.34 | 26.36 | 100 | 100 | |||||||||||||||||||||||||
| Hb | 100 | 100 | 100 | 100 | 0 | 100 | 100 | 100 | 100 | 100 | 81.40 | 100 | |||||||||||||||||||||||||
| Cb | 100 | 100 | 100 | 45.11 | 100 | 0 | 28.65 | 82.64 | 67.25 | 58.69 | 100 | 81.32 | |||||||||||||||||||||||||
| Tg | 100 | 96.29 | 100 | 21.71 | 100 | 28.65 | 0 | 89.06 | 73.98 | 41.17 | 100 | 95.74 | |||||||||||||||||||||||||
| Ch | 100 | 100 | 100 | 98.42 | 100 | 82.64 | 89.06 | 0 | 18.68 | 99.98 | 100 | 69.22 | |||||||||||||||||||||||||
| Lg | 100 | 100 | 100 | 87.34 | 100 | 67.25 | 73.98 | 18.68 | 0 | 92.36 | 100 | 68.32 | |||||||||||||||||||||||||
| Sm | 69.43 | 84.61 | 92.47 | 26.36 | 100 | 58.69 | 41.17 | 99.98 | 92.36 | 0 | 100 | 100 | |||||||||||||||||||||||||
| Ht | 100 | 86.88 | 100 | 100 | 81.40 | 100 | 100 | 100 | 100 | 100 | 0 | 100 | |||||||||||||||||||||||||
| Nh | 100 | 100 | 100 | 100 | 100 | 81.32 | 95.74 | 69.22 | 68.32 | 100 | 100 | 0 | |||||||||||||||||||||||||
| 18 70.29 26.20 |
29 61.19 26.24 |
11 74.71 32.54 |
23 66.29 27.21 |
12 62.88 29.40 |
19 75.38 26.98 |
21 66.36 26.65 |
10 72.50 33.31 |
12 69.65 29.67 |
27 63.46 25.59 |
19 67.82 25.77 |
6 68.73 32.80 |
||||||||||||||||||||||||||
| 0.773 0.186 |
1.161 0.280 |
0.866 0.209 |
0.907 0.219 |
1.441 0.348 |
1.057 0.254 |
0.980 0.236 |
1.173 0.283 |
1.049 0.253 |
0.659 0.159 |
1.356 0.327 |
1.139 0.275 |
||||||||||||||||||||||||||
References
- Matricciani, E. Deep Language Statistics of Italian throughout Seven Centuries of Literature and Empirical Connections with Miller’s 7 ∓ 2 Law and Short−Term Memory. Open J. Stat. 2019, 9, 373–406. [CrossRef]
- Matricciani, E. A Statistical Theory of Language Translation Based on Communication Theory. Open J. Stat. 2020, 10, 936–997. [CrossRef]
- Matricciani, E. Multiple Communication Channels in Literary Texts. Open J. Stat. 2022, 12, 486–520. [CrossRef]
- Matricciani, E. Linguistic Mathematical Relationships Saved or Lost in Translating Texts: Extension of the Statistical Theory of Translation and Its Application to the New Testament. Information 2022, 13, 20. [CrossRef]
- Matricciani, E. Capacity of Linguistic Communication Channels in Literary Texts: Application to Charles Dickens’ Novels. Information 2023, 14, 68. [CrossRef]
- Matricciani, E. Linguistic Communication Channels Reveal Connections between Texts: The New Testament and Greek Literature. Information 2023, 14, 405. [CrossRef]
- Matricciani, E. Is Short−Term Memory Made of Two Processing Units? Clues from Italian and English Literatures down Several Centuries. Information 2024, 15, 6. [CrossRef]
- Matricciani, E. A Mathematical Structure Underlying Sentences and Its Connection with Short–Term Memory. Appl. Math 2024, 4, 120−142. [CrossRef]
- Catford J.C.; A linguistic theory of translation. An Essay in Applied Linguistics. 1965, Oxford Univeristy Press.
- Munday, J.; Introducing Translation studies. Theories and applications, 2008, Routledge, New York.
- Proshina, Z., Theory of Translation, 2008, Far Eastern University Press.
- Warren, R. (ed.), The Art of Translation: Voices from the Field, 1989, Boston, MA: North‒eastern University Press.
- Wilss, W., Knowledge and Skills in Translator Behaviour, 1996, Amsterdam and Philadelphia: John Benjamins.
- Shannon, C.E. A Mathematical Theory of Communication, The Bell System Technical Journal, 1948, 27, p.379–423, and p. 623–656.
- Hyde, G.M., Literary Translation, Hungarian Studies in English, 1991, 22 , 39‒47.
- Yousef, T. Literary Translation: Old and New Challenges, International Journal of Arabic‒Eng lish Studies (IJAES), 2012, 13, 49‒64.
- Nũñez, K.J., Literary translation as an act of mediation between author and reader, Estudios de Traducción, 2012, 2, 21‒31.
- Bernaerts, L., De Bleeker, L., De Wilde, J., Narration and translation, Language and Literature, 2014, 23(3) 203–212. [CrossRef]
- Ghazala, H.S., Literary Translation from a Stylistic Perspective, Studies in English Language Teaching, 2015, 3, 2, 124‒145.
- Suo, X., A New Perspective on Literary Translation. Strategies Based on Skopos Theory, Theory and Practice in Language Studies, 2015, 5, 1, 176‒183, http://dx.doi.org/10.17507/tpls.0501.24.
- Munday, J. (Editor), The Routledge Companion to Translation Studies, 2009, Routledge, New York.
- Munday, J., Introducing Translation Studies.Theories and applications, 2016, Routledge, New York.
- Panou, D. Equivalence in Translation Theories: A Critical Evaluation, Theory and Practice in Language Studies, 2013, 3, 1, 1‒6.
- Saule, B., Aisulu, N. Problems of translation theory and practice: original and translated text equivalence, Procedia ‒ Social and Behavioral Sciences, 2014,136, 119‒123.
- Krein‒ Kühle, M., Translation and Equivalence, in House, J (Ed.), Translation: A Multidisciplinary Approach, 2014, Palgrave Advances in Language and Linguistics.
- Matricciani, E. Multi–Dimensional Data Analysis of Deep Language in J.R.R. Tolkien and C.S. Lewis Reveals Tight Mathematical Connections. AppliedMath 2024, 4, 927–949. [CrossRef]
- Venuti, L., The Translator’s Invisibility. A History of Translation, 1995, Routledge, New York.
- Matricciani, E. Translation Can Distort the Linguistic Parameters of Source Texts Written in Inflected Language: Multidimensional Mathematical Analysis of “The Betrothed”, a Translation in English of “I Promessi Sposi” by A. Manzoni. AppliedMath 2025, 5, 24. [CrossRef]
- Matricciani, E. Readability Indices Do Not Say It All on a Text Readability. Analytics 2023, 2, 296−314. [CrossRef]
- Parkes, Malcolm B. Pause and Effect. An Introduction to the History of Punctuation in the West, 2016, Abingdon, Routledge.
- Matricciani, E. Readability across Time and Languages: The Case of Matthew’s Gospel Translations. AppliedMath 2023, 3, 497–509. [CrossRef]
- Arana, S., Pesnot Lerousseau, J., Hagoort, P. Deep learning models to study sentence comprehension in the human brain, Language, Cognition and Neuroscience 2024, 39:8, 972−990. [CrossRef]
- Huang, H. Eight challenges in developing theory of intelligence. Frontiers in Computational Neuroscience 2024, 18:1388166. [CrossRef]
- Mayer, R.E., The Past, Present, and Future of the Cognitive Theory of Multimedia Learning, Educational Psychology Review 2024, 36:8 . [CrossRef]
- Hsu, M.J, Hsu, C.C, Chien, Y.H, Wang, W.Y, The Cognitive System of Robots Based on Deep Learning with Stable Convergence, Int. J. Fuzzy Syst. 2024, . [CrossRef]
- Papoulis, A.; Probability & Statistics, 1990, Prentice Hall, 1990.
- Lindgren, B.W. Statistical Theory, 2nd ed.; 1968, MacMillan Company: New York, NY, USA.
- Bury, K.V. Statistical Models in Applied Science, 1975, John Wiley. New York, Ny, USA.














| Language | Order | Abbreviation | Language Family | |||||
| Greek | 1 | Gr | Hellenic | 486520 | 100145 | 4759 | 13698 | |
| Latin | 2 | Lt | Italic | 467025 | 90799 | 5370 | 18380 | |
| Esperanto | 3 | Es | Constructed | 492603 | 111259 | 5483 | 22552 | |
| French | 4 | Fr | Romance | 557764 | 133050 | 7258 | 17904 | |
| Italian | 5 | It | Romance | 505535 | 112943 | 6396 | 18284 | |
| Portuguese | 6 | Pt | Romance | 486005 | 109468 | 7080 | 20105 | |
| Romanian | 7 | Rm | Romance | 513876 | 118744 | 7021 | 18587 | |
| Spanish | 8 | Sp | Romance | 505610 | 117537 | 6518 | 18410 | |
| Danish | 9 | Dn | Germanic | 541675 | 131021 | 8762 | 22196 | |
| English | 10 | En | Germanic | 519043 | 122641 | 6590 | 16666 | |
| Finnish | 11 | Fn | Germanic | 563650 | 95879 | 5893 | 19725 | |
| German | 12 | Ge | Germanic | 547982 | 117269 | 7069 | 20233 | |
| Icelandic | 13 | Ic | Germanic | 472441 | 109170 | 7193 | 19577 | |
| Norwegian | 14 | Nr | Germanic | 572863 | 140844 | 9302 | 18370 | |
| Swedish | 15 | Sw | Germanic | 501352 | 118833 | 7668 | 15139 | |
| Bulgarian | 16 | Bg | Balto−Slavic | 490381 | 111444 | 7727 | 20093 | |
| Czech | 17 | Cz | Balto−Slavic | 416447 | 92533 | 7514 | 19465 | |
| Croatian | 18 | Cr | Balto−Slavic | 425905 | 97336 | 6750 | 17698 | |
| Polish | 19 | Pl | Balto−Slavic | 506663 | 99592 | 8181 | 21560 | |
| Russian | 20 | Rs | Balto−Slavic | 431913 | 92736 | 5594 | 22083 | |
| Serbian | 21 | Sr | Balto−Slavic | 441998 | 104585 | 7532 | 18251 | |
| Slovak | 22 | Sl | Balto−Slavic | 465280 | 100151 | 8023 | 19690 | |
| Ukrainian | 23 | Uk | Balto−Slavic | 488845 | 107047 | 8043 | 22761 | |
| Estonian | 24 | Et | Uralic | 495382 | 101657 | 6310 | 19029 | |
| Hungarian | 25 | Hn | Uralic | 508776 | 95837 | 5971 | 22970 | |
| Albanian | 26 | Al | Albanian | 502514 | 123625 | 5807 | 19352 | |
| Armenian | 27 | Ar | Armenian | 472196 | 100604 | 6595 | 18086 | |
| Welsh | 28 | Wl | Celtic | 527008 | 130698 | 5676 | 22585 | |
| Basque | 29 | Bs | Isolate | 588762 | 94898 | 5591 | 19312 | |
| Hebrew | 30 | Hb | Semitic | 372031 | 88478 | 7597 | 15806 | |
| Cebuano | 31 | Cb | Austronesian | 681407 | 146481 | 9221 | 16788 | |
| Tagalog | 32 | Tg | Austronesian | 618714 | 128209 | 7944 | 16405 | |
| Chichewa | 33 | Ch | Niger−Congo | 575454 | 94817 | 7560 | 15817 | |
| Luganda | 34 | Lg | Niger−Congo | 570738 | 91819 | 7073 | 16401 | |
| Somali | 35 | Sm | Afro−Asiatic | 584135 | 109686 | 6127 | 17765 | |
| Haitian | 36 | Ht | French Creole | 514579 | 152823 | 10429 | 23813 | |
| Nahuatl | 37 | Nh | Uto−Aztecan | 816108 | 121600 | 9263 | 19271 |
| Characters | Words | Sentences | Interpunctions | |
| Mean | 6.82 | 11.09 | 49.30 | 39.07 |
| Standard deviation | 15.99 | 2.14 | 26.71 | 17.43 |
| Language | ||||
| Greek | 23.07 6.65 | 7.47 1.09 | 4.86 0.25 | 3.08 0.73 |
| Latin | 18.28 4.77 | 5.07 0.68 | 5.16 0.28 | 3.60 0.77 |
| Esperanto | 21.83 5.22 | 5.05 0.57 | 4.43 0.20 | 4.30 0.76 |
| French | 18.73 2.51 | 7.54 0.85 | 4.20 0.16 | 2.50 0.32 |
| Italian | 18.33 3.27 | 6.38 0.95 | 4.48 0.19 | 2.89 0.40 |
| Portuguese | 16.18 3.25 | 5.54 0.59 | 4.43 0.20 | 2.93 0.56 |
| Romanian | 18.00 4.19 | 6.49 0.74 | 4.34 0.19 | 2.78 0.65 |
| Spanish | 19.07 3.79 | 6.55 0.82 | 4.30 0.19 | 2.91 0.47 |
| Danish | 15.38 2.15 | 5.97 0.64 | 4.14 0.16 | 2.59 0.33 |
| English | 19.32 3.20 | 7.51 0.93 | 4.24 0.17 | 2.58 0.39 |
| Finnish | 17.44 4.09 | 4.94 0.56 | 5.90 0.31 | 3.54 0.75 |
| German | 17.23 2.77 | 5.89 0.60 | 4.68 0.19 | 2.94 0.45 |
| Icelandic | 15.72 2.58 | 5.69 0.67 | 4.34 0.18 | 2.77 0.39 |
| Norwegian | 15.21 1.43 | 7.75 0.84 | 4.08 0.13 | 1.98 0.22 |
| Swedish | 15.95 2.17 | 8.06 1.35 | 4.23 0.18 | 2.01 0.31 |
| Bulgarian | 14.97 2.61 | 5.64 0.64 | 4.41 0.19 | 2.67 0.43 |
| Czech | 13.20 3.10 | 4.89 0.65 | 4.51 0.21 | 2.71 0.61 |
| Croatian | 15.32 3.54 | 5.62 0.75 | 4.39 0.22 | 2.72 0.49 |
| Polish | 12.34 1.93 | 4.65 0.43 | 5.10 0.22 | 2.67 0.40 |
| Russian | 17.90 4.46 | 4.28 0.46 | 4.67 0.27 | 4.18 0.92 |
| Serbian | 14.46 2.42 | 5.81 0.69 | 4.24 0.20 | 2.50 0.39 |
| Slovak | 12.95 2.10 | 5.18 0.61 | 4.65 0.23 | 2.51 0.36 |
| Ukrainian | 13.81 2.18 | 4.72 0.41 | 4.56 0.26 | 2.95 0.58 |
| Estonian | 17.09 3.89 | 5.45 0.66 | 4.89 0.24 | 3.14 0.64 |
| Hungarian | 17.37 4.54 | 4.25 0.45 | 5.31 0.29 | 4.09 0.93 |
| Albanian | 22.72 4.86 | 6.52 0.78 | 4.07 0.22 | 3.48 0.61 |
| Armenian | 16.09 3.07 | 5.63 0.52 | 4.75 0.40 | 2.86 0.47 |
| Welsh | 24.27 4.75 | 5.84 0.44 | 4.04 0.15 | 4.16 0.76 |
| Basque | 18.09 4.31 | 4.99 0.52 | 6.22 0.27 | 3.63 0.81 |
| Hebrew | 12.17 2.04 | 5.65 0.59 | 4.22 0.17 | 2.16 0.33 |
| Cebuano | 16.15 1.71 | 8.82 1.01 | 4.65 0.10 | 1.85 0.22 |
| Tagalog | 16.98 3.24 | 7.92 0.82 | 4.83 0.17 | 2.16 0.44 |
| Chichewa | 12.89 1.79 | 6.18 0.87 | 6.08 0.18 | 2.10 0.25 |
| Luganda | 13.65 2.78 | 5.74 0.82 | 6.23 0.23 | 2.39 0.40 |
| Somali | 19.57 5.50 | 6.37 1.01 | 5.32 0.16 | 3.06 0.65 |
| Haitian | 14.87 1.83 | 6.55 0.71 | 3.37 0.10 | 2.28 0.26 |
| Nahuatl | 13.36 1.70 | 6.47 0.91 | 6.71 0.24 | 2.08 0.24 |
| Language of | ||||
| Greek | 18 | −− | Sm | Sm |
| Latin | 7 | Fr, It, Rm, Sp, Ge, Et, Hn | En, Fn, Sw, Ar, Sm | Rm |
| Esperanto | 17 | Al | Wl | Al |
| French | 13 | Lt, It, En | Rm, Sp, Fn, Hn, Sm | En |
| Italian | 9 | Lt, Fr, Rm, Sp, Ge, Et, Hn, | En, Fn | Rm |
| Portuguese | 9 | Dn, Ic, Cr | Ge, Bg, Sr, Rs, Et, Hn, Ar | Ic |
| Romanian | 7 | Lt, It, Sp, Ge, Et, Hn | Fr, En, Rs, Ar | It |
| Spanish | 9 | Lt, It, Rm | Fr, En, Hn | It |
| Danish | 14 | Pt, Ic, Bg, Cr, Sr | Ar | Ic |
| English | 12 | Fr, Sm | Lt, It, Sp, Fn, | Fr |
| Finnish | 10 | Sw, Bs | Lt, Fr, It, En, Tg, Sm | Sw |
| German | 10 | Lt, It, Rm, Et, Hn | Pt, Sp, Ar | Et |
| Icelandic | 10 | Pt, Dn, Bg, Cr | Sr, Ar | Dn |
| Norwegian | 9 | −− | Sw, Et, Ar | Sw |
| Swedish | 6 | Fn | Lt, Nr, Et, Bs, Tg | Fn |
| Bulgarian | 14 | Dn, Ic, Cr, Sr | Pt, Uk, Ar | Dn |
| Czech | 19 | Si, Uk, Hb | Pl, Sr, Ht | Uk |
| Croatian | 10 | Pt, Dn, Ic, Bg, Sr, Hb | Uk, Ar, Ht | Bg |
| Polish | 24 | Sl | Cz, Hb | Sl |
| Russian | 8 | −− | Pt, Rm, Et, Hn | Hn |
| Serbian | 14 | Dn, Bg, Cr | Pt, Ic, Cz, Sl, Uk, Ht | Bg |
| Slovak | 19 | Pl | Sr, Uk, Hb | Pl |
| Ukrainian | 16 | Cz | Bg, Cr, Sr, Sl, Ht | Cz |
| Estonian | 5 | Lt, It, Rm, Ge, Hn, Ar | Pt, Sp, Nr, Sw, Rs | Hn |
| Hungarian | 6 | Lt, It, Rm, Ge, Et | Fr, Pt, Sp, Rs, Ar | Et |
| Albanian | 19 | Es | Wl | Es |
| Armenian | 8 | Et | Pt, Rm, Dn, Ge, Ic, Nr, Bg, Cr, Hn | Et |
| Welsh | 26 | −− | Es, Al | Al |
| Basque | 14 | Fn, Tg, Sm | Sw, Cb | Tg |
| Hebrew | 25 | Cz | Pl, Sl | Cz |
| Cebuano | 18 | Tg | Bs | Tg |
| Tagalog | 16 | Bs, Cb | Fn, Sw, Sm | Bs |
| Chichewa | 27 | Lg | −− | Lg |
| Luganda | 25 | Ch | −− | Ch |
| Somali | 10 | En, Bs | Gr, Lt, Fr, Fn, Tg, | Bs |
| Haitian | 18 | −− | Cz, Cr, Sr, Uk | Uk |
| Nahuatl | 31 | −− | −− | Lg |
| Language | |||||||||
| English | 273,717 | 68033 | 3824 | 11503 | 18.93 4.89 | 6.05 0.93 | 4.02 0.09 | 3.09 0.38 | |
| French | 309,923 | 68818 | 4054 | 11443 | 17.80 4.08 | 6.11 0.80 | 4.50 0.14 | 2.88 0.33 | |
| German | 349,955 | 72119 | 4111 | 12294 | 18.27 3.68 | 5.96 0.74 | 4.85 0.16 | 3.05 0.36 | |
| Italian | 305,132 | 64603 | 3805 | 10077 | 17.92 4.33 | 6.52 0.86 | 4.72 0.12 | 2.72 0.37 | |
| Russian | 265,428 | 54142 | 5218 | 12006 | 10.63 1.75 | 4.53 0.31 | 4.90 0.14 | 2.34 0.26 |
| Language | ||||||||
| English | 1,468,884 | 363,284 | 19610 | 64914 | 18.83 2.50 | 5.61 0.30 | 4.04 0.12 | 3.35 0.33 |
| French | 1,700,735 | 366,762 | 18456 | 54770 | 20.21 2.62 | 6.73 0.49 | 4.64 0.08 | 3.00 0.26 |
| Italian | 1,596,684 | 334,864 | 18919 | 52367 | 17.97 2.27 | 6.42 0.39 | 4.77 0.10 | 2.80 0.26 |
| Spanish | 1,511,564 | 338,041 | 18654 | 46938 | 18.37 2.19 | 7.24 0.56 | 4.47 0.10 | 2.53 0.19 |
| Finnish | 1,764,033 | 295,564 | 19614 | 65270 | 15.25 1.67 | 4.55 0.18 | 5.97 0.14 | 3.36 0.28 |
| English | French | German | Italian | Russian | ||
| English | 0 | 33.54 | 47.08 | 53.74 | 100 | |
| French | 33.54 | 0 | 23.04 | 28.16 | 100 | |
| German | 47.08 | 23.04 | 0 | 13.82 | 100 | |
| Italian | 53.74 | 28.16 | 13.82 | 0 | 100 | |
| Russian | 100 | 100 | 100 | 100 | 0 |
| English | French | German | Italian | Russian | |
| English | 1 | 1.18 | 1.29 | 1.11 | 2.80 |
| French | 0.85 | 1 | 1.09 | 0.94 | 2.38 |
| German | 0.77 | 0.91 | 1 | 0.86 | 2.17 |
| Italian | 0.90 | 1.07 | 1.16 | 1 | 2.52 |
| Russian | 0.36 | 0.42 | 0.46 | 0.40 | 1 |
| English | French | Italian | Spanish | Finnish | |
| English | 0 | 100 | 100 | 100 | 100 |
| French | 100 | 0 | 70.88 | 54.35 | 100 |
| Italian | 100 | 70.88 | 0 | 24.87 | 97.22 |
| Spanish | 100 | 54.35 | 24.87 | 0 | 99.94 |
| Finnish | 100 | 100 | 97.22 | 99.94 | 0 |
| English | French | Italian | Spanish | Finnish | |||
| English | 1 | 0.86 | 1.02 | 0.92 | 1.50 | ||
| French | 1.16 | 1 | 1.18 | 1.06 | 1.73 | ||
| Italian | 0.98 | 0.84 | 1 | 0.90 | 1.46 | ||
| Spanish | 1.09 | 0.94 | 1.12 | 1 | 1.64 | ||
| Finnish | 0.67 | 0.58 | 0.68 | 0.61 | 1 |
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