Upload 2 files
Browse files- README.md +52 -0
- tokenizer.json +3210 -0
README.md
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---
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tags:
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- biology
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- bioinformatics
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- tokenizers
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---
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# Effect of Tokenization on Transformers for Biological Sequences
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## Abstract:
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Deep learning models are transforming biological research. Many bioinformatics and comparative genomics algorithms analyze genomic data, either DNA or protein sequences. Examples include sequence alignments, phylogenetic tree inference and automatic classification of protein functions. Among these deep learning algorithms, models for processing natural languages, developed in the natural language processing (NLP) community, were recently applied to biological sequences. However, biological sequences are different than natural languages, such as English, and French, in which segmentation of the text to separate words is relatively straightforward. Moreover, biological sequences are characterized by extremely long sentences, which hamper their processing by current machine-learning models, notably the transformer architecture. In NLP, one of the first processing steps is to transform the raw text to a list of tokens. Deep-learning applications to biological sequence data mostly segment proteins and DNA to single characters. In this work, we study the effect of alternative tokenization algorithms on eight different tasks in biology, from predicting the function of proteins and their stability, through nucleotide sequence alignment, to classifying proteins to specific families. We demonstrate that applying alternative tokenization algorithms can increase accuracy and at the same time, substantially reduce the input length compared to the trivial tokenizer in which each character is a token. Furthermore, applying these tokenization algorithms allows interpreting trained models, taking into account dependencies among positions. Finally, we trained these tokenizers on a large dataset of protein sequences containing more than 400 billion amino acids, which resulted in over a three-fold decrease in the number of tokens. We then tested these tokenizers trained on large-scale data on the above specific tasks and showed that for some tasks it is highly beneficial to train database-specific tokenizers. Our study suggests that tokenizers are likely to be a critical component in future deep-network analysis of biological sequence data.
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Different tokenization algorithms can be applied to biological sequences, as exemplified for the sequence “AAGTCAAGGATC”. (a) The baseline “words” tokenizer assumes a dictionary consisting of the nucleotides: “A”, “C”, “G” and “T”. The length of the encoded sequence is 12, i.e., the number of nucleotides; (b) The “pairs” tokenizer assumes a dictionary consisting of all possible nucleotide pairs. The length of the encoded sequences is typically halved; (c) A sophisticated dictionary consisting of only three tokens: “AAG”, “TC” and “GA”. The encoded sequence for this dictionary contains only five tokens.
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## Data:
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The "data" folder contains the train, valid and test data of seven of the eight datasets used in the paper.
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## BFD Tokenizers:
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We trained BPE, WordPiece and Unigram tokenizers on samples of proteins from the 2.2 billion protein sequences of the BFD dataset (Steinegger and Söding 2018). We evaluate the average sequences length as a function of the vocabulary size and number of sequences in the training data.
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Effect of vocabulary size and number of training samples on the three tokenizers: BPE, WordPiece and Unigram. The darker the color the higher the average number of tokens per protein. Increasing the vocabulary and the training size reduces the number of tokens per protein for all of the tested tokenizers.
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We uploaded the "BFD_Tokenizers" which been trained on 10,000,000 sequences randomly sampled from the BFD datasset.
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## Github
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The code, datasets and trained tokenizers are available on https://github.com/idotan286/BiologicalTokenizers/.
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## APA
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```
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Dotan, E., Jaschek, G., Pupko, T., & Belinkov, Y. (2023). Effect of Tokenization on Transformers for Biological Sequences. bioRxiv. https://doi.org/10.1101/2023.08.15.553415
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```
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## BibTeX
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```
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@article{Dotan_Effect_of_Tokenization_2023,
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author = {Dotan, Edo and Jaschek, Gal and Pupko, Tal and Belinkov, Yonatan},
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doi = {10.1101/2023.08.15.553415},
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journal = {bioRxiv},
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month = aug,
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title = {{Effect of Tokenization on Transformers for Biological Sequences}},
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year = {2023}
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}
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```
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tokenizer.json
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|
| 1 |
+
{
|
| 2 |
+
"version": "1.0",
|
| 3 |
+
"truncation": null,
|
| 4 |
+
"padding": null,
|
| 5 |
+
"added_tokens": [
|
| 6 |
+
{
|
| 7 |
+
"id": 0,
|
| 8 |
+
"content": "<UNK>",
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"lstrip": false,
|
| 11 |
+
"rstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"special": true
|
| 14 |
+
}
|
| 15 |
+
],
|
| 16 |
+
"normalizer": {
|
| 17 |
+
"type": "Lowercase"
|
| 18 |
+
},
|
| 19 |
+
"pre_tokenizer": {
|
| 20 |
+
"type": "Whitespace"
|
| 21 |
+
},
|
| 22 |
+
"post_processor": null,
|
| 23 |
+
"decoder": null,
|
| 24 |
+
"model": {
|
| 25 |
+
"type": "BPE",
|
| 26 |
+
"dropout": null,
|
| 27 |
+
"unk_token": "<UNK>",
|
| 28 |
+
"continuing_subword_prefix": null,
|
| 29 |
+
"end_of_word_suffix": null,
|
| 30 |
+
"fuse_unk": false,
|
| 31 |
+
"vocab": {
|
| 32 |
+
"<UNK>": 0,
|
| 33 |
+
"a": 1,
|
| 34 |
+
"b": 2,
|
| 35 |
+
"c": 3,
|
| 36 |
+
"d": 4,
|
| 37 |
+
"e": 5,
|
| 38 |
+
"f": 6,
|
| 39 |
+
"g": 7,
|
| 40 |
+
"h": 8,
|
| 41 |
+
"i": 9,
|
| 42 |
+
"k": 10,
|
| 43 |
+
"l": 11,
|
| 44 |
+
"m": 12,
|
| 45 |
+
"n": 13,
|
| 46 |
+
"o": 14,
|
| 47 |
+
"p": 15,
|
| 48 |
+
"q": 16,
|
| 49 |
+
"r": 17,
|
| 50 |
+
"s": 18,
|
| 51 |
+
"t": 19,
|
| 52 |
+
"u": 20,
|
| 53 |
+
"v": 21,
|
| 54 |
+
"w": 22,
|
| 55 |
+
"x": 23,
|
| 56 |
+
"y": 24,
|
| 57 |
+
"z": 25,
|
| 58 |
+
"aa": 26,
|
| 59 |
+
"ll": 27,
|
| 60 |
+
"la": 28,
|
| 61 |
+
"gg": 29,
|
| 62 |
+
"rr": 30,
|
| 63 |
+
"va": 31,
|
| 64 |
+
"ga": 32,
|
| 65 |
+
"ra": 33,
|
| 66 |
+
"lv": 34,
|
| 67 |
+
"pa": 35,
|
| 68 |
+
"lg": 36,
|
| 69 |
+
"sa": 37,
|
| 70 |
+
"lr": 38,
|
| 71 |
+
"ea": 39,
|
| 72 |
+
"vv": 40,
|
| 73 |
+
"da": 41,
|
| 74 |
+
"ta": 42,
|
| 75 |
+
"ls": 43,
|
| 76 |
+
"lp": 44,
|
| 77 |
+
"ia": 45,
|
| 78 |
+
"gr": 46,
|
| 79 |
+
"ld": 47,
|
| 80 |
+
"le": 48,
|
| 81 |
+
"ss": 49,
|
| 82 |
+
"gv": 50,
|
| 83 |
+
"lt": 51,
|
| 84 |
+
"gs": 52,
|
| 85 |
+
"er": 53,
|
| 86 |
+
"gt": 54,
|
| 87 |
+
"gd": 55,
|
| 88 |
+
"pp": 56,
|
| 89 |
+
"li": 57,
|
| 90 |
+
"vr": 58,
|
| 91 |
+
"ge": 59,
|
| 92 |
+
"qa": 60,
|
| 93 |
+
"fa": 61,
|
| 94 |
+
"lk": 62,
|
| 95 |
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| 1744 |
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"k d",
|
| 1745 |
+
"c a",
|
| 1746 |
+
"s n",
|
| 1747 |
+
"e d",
|
| 1748 |
+
"g w",
|
| 1749 |
+
"s q",
|
| 1750 |
+
"s v",
|
| 1751 |
+
"l w",
|
| 1752 |
+
"t f",
|
| 1753 |
+
"p q",
|
| 1754 |
+
"r e",
|
| 1755 |
+
"ll a",
|
| 1756 |
+
"t v",
|
| 1757 |
+
"s k",
|
| 1758 |
+
"p f",
|
| 1759 |
+
"i i",
|
| 1760 |
+
"e q",
|
| 1761 |
+
"t n",
|
| 1762 |
+
"l c",
|
| 1763 |
+
"r d",
|
| 1764 |
+
"v h",
|
| 1765 |
+
"p n",
|
| 1766 |
+
"v y",
|
| 1767 |
+
"v g",
|
| 1768 |
+
"k n",
|
| 1769 |
+
"d i",
|
| 1770 |
+
"t q",
|
| 1771 |
+
"f e",
|
| 1772 |
+
"w a",
|
| 1773 |
+
"m r",
|
| 1774 |
+
"s y",
|
| 1775 |
+
"q i",
|
| 1776 |
+
"p k",
|
| 1777 |
+
"e k",
|
| 1778 |
+
"g c",
|
| 1779 |
+
"g aa",
|
| 1780 |
+
"n i",
|
| 1781 |
+
"v m",
|
| 1782 |
+
"t h",
|
| 1783 |
+
"t k",
|
| 1784 |
+
"y d",
|
| 1785 |
+
"f i",
|
| 1786 |
+
"n d",
|
| 1787 |
+
"s h",
|
| 1788 |
+
"r i",
|
| 1789 |
+
"p h",
|
| 1790 |
+
"l rr",
|
| 1791 |
+
"q e",
|
| 1792 |
+
"l va",
|
| 1793 |
+
"v aa",
|
| 1794 |
+
"t y",
|
| 1795 |
+
"gg a",
|
| 1796 |
+
"q d",
|
| 1797 |
+
"s g",
|
| 1798 |
+
"w r",
|
| 1799 |
+
"l ga",
|
| 1800 |
+
"p y",
|
| 1801 |
+
"p g",
|
| 1802 |
+
"l ra",
|
| 1803 |
+
"v c",
|
| 1804 |
+
"n n",
|
| 1805 |
+
"s m",
|
| 1806 |
+
"h d",
|
| 1807 |
+
"rr a",
|
| 1808 |
+
"la r",
|
| 1809 |
+
"n e",
|
| 1810 |
+
"k q",
|
| 1811 |
+
"c r",
|
| 1812 |
+
"l gg",
|
| 1813 |
+
"t g",
|
| 1814 |
+
"d f",
|
| 1815 |
+
"t m",
|
| 1816 |
+
"aa r",
|
| 1817 |
+
"y e",
|
| 1818 |
+
"rr r",
|
| 1819 |
+
"f s",
|
| 1820 |
+
"h e",
|
| 1821 |
+
"l pa",
|
| 1822 |
+
"p m",
|
| 1823 |
+
"i f",
|
| 1824 |
+
"d q",
|
| 1825 |
+
"i s",
|
| 1826 |
+
"g la",
|
| 1827 |
+
"l sa",
|
| 1828 |
+
"v la",
|
| 1829 |
+
"n f",
|
| 1830 |
+
"l da",
|
| 1831 |
+
"v w",
|
| 1832 |
+
"r s",
|
| 1833 |
+
"p aa",
|
| 1834 |
+
"k s",
|
| 1835 |
+
"e f",
|
| 1836 |
+
"k t",
|
| 1837 |
+
"r q",
|
| 1838 |
+
"e t",
|
| 1839 |
+
"y f",
|
| 1840 |
+
"k f",
|
| 1841 |
+
"l ea",
|
| 1842 |
+
"i n",
|
| 1843 |
+
"g ll",
|
| 1844 |
+
"d v",
|
| 1845 |
+
"e n",
|
| 1846 |
+
"e s",
|
| 1847 |
+
"l ta",
|
| 1848 |
+
"i t",
|
| 1849 |
+
"e v",
|
| 1850 |
+
"e h",
|
| 1851 |
+
"d p",
|
| 1852 |
+
"i v",
|
| 1853 |
+
"q f",
|
| 1854 |
+
"r f",
|
| 1855 |
+
"q s",
|
| 1856 |
+
"k y",
|
| 1857 |
+
"e p",
|
| 1858 |
+
"d s",
|
| 1859 |
+
"q t",
|
| 1860 |
+
"r p",
|
| 1861 |
+
"h h",
|
| 1862 |
+
"q n",
|
| 1863 |
+
"g va",
|
| 1864 |
+
"g ra",
|
| 1865 |
+
"d y",
|
| 1866 |
+
"q p",
|
| 1867 |
+
"k p",
|
| 1868 |
+
"d t",
|
| 1869 |
+
"e m",
|
| 1870 |
+
"l ia",
|
| 1871 |
+
"v va",
|
| 1872 |
+
"v ll",
|
| 1873 |
+
"d h",
|
| 1874 |
+
"r t",
|
| 1875 |
+
"d n",
|
| 1876 |
+
"q k",
|
| 1877 |
+
"i y",
|
| 1878 |
+
"g rr",
|
| 1879 |
+
"s w",
|
| 1880 |
+
"f t",
|
| 1881 |
+
"g lv",
|
| 1882 |
+
"g lg",
|
| 1883 |
+
"f n",
|
| 1884 |
+
"s c",
|
| 1885 |
+
"m i",
|
| 1886 |
+
"r h",
|
| 1887 |
+
"q h",
|
| 1888 |
+
"r v",
|
| 1889 |
+
"e y",
|
| 1890 |
+
"d k",
|
| 1891 |
+
"i p",
|
| 1892 |
+
"i k",
|
| 1893 |
+
"q v",
|
| 1894 |
+
"p w",
|
| 1895 |
+
"s aa",
|
| 1896 |
+
"g vv",
|
| 1897 |
+
"k m",
|
| 1898 |
+
"f y",
|
| 1899 |
+
"r n",
|
| 1900 |
+
"t w",
|
| 1901 |
+
"i h",
|
| 1902 |
+
"q y",
|
| 1903 |
+
"t aa",
|
| 1904 |
+
"k h",
|
| 1905 |
+
"n y",
|
| 1906 |
+
"ra r",
|
| 1907 |
+
"ll r",
|
| 1908 |
+
"g sa",
|
| 1909 |
+
"v lv",
|
| 1910 |
+
"v ga",
|
| 1911 |
+
"q m",
|
| 1912 |
+
"g lr",
|
| 1913 |
+
"g ls",
|
| 1914 |
+
"gg r",
|
| 1915 |
+
"n s",
|
| 1916 |
+
"n p",
|
| 1917 |
+
"d m",
|
| 1918 |
+
"g lp",
|
| 1919 |
+
"k v",
|
| 1920 |
+
"i q",
|
| 1921 |
+
"f v",
|
| 1922 |
+
"n t",
|
| 1923 |
+
"y y",
|
| 1924 |
+
"f h",
|
| 1925 |
+
"l fa",
|
| 1926 |
+
"ga r",
|
| 1927 |
+
"g ta",
|
| 1928 |
+
"e aa",
|
| 1929 |
+
"d w",
|
| 1930 |
+
"lk a",
|
| 1931 |
+
"l qa",
|
| 1932 |
+
"h p",
|
| 1933 |
+
"t c",
|
| 1934 |
+
"v lg",
|
| 1935 |
+
"g pa",
|
| 1936 |
+
"i aa",
|
| 1937 |
+
"d aa",
|
| 1938 |
+
"g ia",
|
| 1939 |
+
"va r",
|
| 1940 |
+
"la e",
|
| 1941 |
+
"v gg",
|
| 1942 |
+
"le r",
|
| 1943 |
+
"g ld",
|
| 1944 |
+
"g da",
|
| 1945 |
+
"p c",
|
| 1946 |
+
"g lt",
|
| 1947 |
+
"g ea",
|
| 1948 |
+
"n q",
|
| 1949 |
+
"i m",
|
| 1950 |
+
"h f",
|
| 1951 |
+
"s ll",
|
| 1952 |
+
"lg r",
|
| 1953 |
+
"la d",
|
| 1954 |
+
"v ra",
|
| 1955 |
+
"n k",
|
| 1956 |
+
"g ss",
|
| 1957 |
+
"f p",
|
| 1958 |
+
"f q",
|
| 1959 |
+
"x m",
|
| 1960 |
+
"y i",
|
| 1961 |
+
"s la",
|
| 1962 |
+
"pa r",
|
| 1963 |
+
"h i",
|
| 1964 |
+
"y t",
|
| 1965 |
+
"m t",
|
| 1966 |
+
"y s",
|
| 1967 |
+
"r k",
|
| 1968 |
+
"p ga",
|
| 1969 |
+
"y n",
|
| 1970 |
+
"m e",
|
| 1971 |
+
"f k",
|
| 1972 |
+
"p ll",
|
| 1973 |
+
"m d",
|
| 1974 |
+
"s ga",
|
| 1975 |
+
"s gg",
|
| 1976 |
+
"g le",
|
| 1977 |
+
"v rr",
|
| 1978 |
+
"v lr",
|
| 1979 |
+
"g er",
|
| 1980 |
+
"v ld",
|
| 1981 |
+
"t la",
|
| 1982 |
+
"e w",
|
| 1983 |
+
"v sa",
|
| 1984 |
+
"v da",
|
| 1985 |
+
"v ea",
|
| 1986 |
+
"y q",
|
| 1987 |
+
"v ta",
|
| 1988 |
+
"n h",
|
| 1989 |
+
"v pa",
|
| 1990 |
+
"c d",
|
| 1991 |
+
"ll d",
|
| 1992 |
+
"p la",
|
| 1993 |
+
"m k",
|
| 1994 |
+
"t ga",
|
| 1995 |
+
"l na",
|
| 1996 |
+
"m s",
|
| 1997 |
+
"p gg",
|
| 1998 |
+
"lv r",
|
| 1999 |
+
"h q",
|
| 2000 |
+
"w i",
|
| 2001 |
+
"p pa",
|
| 2002 |
+
"v ls",
|
| 2003 |
+
"ld r",
|
| 2004 |
+
"p va",
|
| 2005 |
+
"g li",
|
| 2006 |
+
"e la",
|
| 2007 |
+
"e ll",
|
| 2008 |
+
"i c",
|
| 2009 |
+
"m n",
|
| 2010 |
+
"t ll",
|
| 2011 |
+
"h s",
|
| 2012 |
+
"l aaa",
|
| 2013 |
+
"r y",
|
| 2014 |
+
"v gv",
|
| 2015 |
+
"v le",
|
| 2016 |
+
"g fa",
|
| 2017 |
+
"p rr",
|
| 2018 |
+
"v ia",
|
| 2019 |
+
"q aa",
|
| 2020 |
+
"f c",
|
| 2021 |
+
"f w",
|
| 2022 |
+
"sa r",
|
| 2023 |
+
"v lp",
|
| 2024 |
+
"f m",
|
| 2025 |
+
"p lp",
|
| 2026 |
+
"ls r",
|
| 2027 |
+
"d la",
|
| 2028 |
+
"l ha",
|
| 2029 |
+
"d ll",
|
| 2030 |
+
"f aa",
|
| 2031 |
+
"h t",
|
| 2032 |
+
"y k",
|
| 2033 |
+
"v gr",
|
| 2034 |
+
"w s",
|
| 2035 |
+
"ea r",
|
| 2036 |
+
"gv r",
|
| 2037 |
+
"t va",
|
| 2038 |
+
"m m",
|
| 2039 |
+
"d c",
|
| 2040 |
+
"y h",
|
| 2041 |
+
"v lt",
|
| 2042 |
+
"s sa",
|
| 2043 |
+
"e ra",
|
| 2044 |
+
"v gd",
|
| 2045 |
+
"v er",
|
| 2046 |
+
"s va",
|
| 2047 |
+
"i w",
|
| 2048 |
+
"e c",
|
| 2049 |
+
"q w",
|
| 2050 |
+
"s rr",
|
| 2051 |
+
"p ra",
|
| 2052 |
+
"n m",
|
| 2053 |
+
"s ls",
|
| 2054 |
+
"s gs",
|
| 2055 |
+
"lr e",
|
| 2056 |
+
"k aa",
|
| 2057 |
+
"p gr",
|
| 2058 |
+
"t gg",
|
| 2059 |
+
"p lv",
|
| 2060 |
+
"p vv",
|
| 2061 |
+
"ga d",
|
| 2062 |
+
"p sa",
|
| 2063 |
+
"h y",
|
| 2064 |
+
"n w",
|
| 2065 |
+
"s lg",
|
| 2066 |
+
"c c",
|
| 2067 |
+
"ta r",
|
| 2068 |
+
"g pr",
|
| 2069 |
+
"lr d",
|
| 2070 |
+
"da r",
|
| 2071 |
+
"m q",
|
| 2072 |
+
"ll e",
|
| 2073 |
+
"g qa",
|
| 2074 |
+
"s ra",
|
| 2075 |
+
"l ya",
|
| 2076 |
+
"lp r",
|
| 2077 |
+
"w d",
|
| 2078 |
+
"s lv",
|
| 2079 |
+
"g ka",
|
| 2080 |
+
"ia r",
|
| 2081 |
+
"va d",
|
| 2082 |
+
"v ss",
|
| 2083 |
+
"h n",
|
| 2084 |
+
"g lf",
|
| 2085 |
+
"vv r",
|
| 2086 |
+
"pp r",
|
| 2087 |
+
"t pa",
|
| 2088 |
+
"s gr",
|
| 2089 |
+
"s pa",
|
| 2090 |
+
"v gs",
|
| 2091 |
+
"m f",
|
| 2092 |
+
"gd r",
|
| 2093 |
+
"va e",
|
| 2094 |
+
"k w",
|
| 2095 |
+
"p da",
|
| 2096 |
+
"lg i",
|
| 2097 |
+
"t lv",
|
| 2098 |
+
"g lk",
|
| 2099 |
+
"lg d",
|
| 2100 |
+
"t lt",
|
| 2101 |
+
"aa e",
|
| 2102 |
+
"s lr",
|
| 2103 |
+
"t ls",
|
| 2104 |
+
"n c",
|
| 2105 |
+
"p ss",
|
| 2106 |
+
"aa d",
|
| 2107 |
+
"s gt",
|
| 2108 |
+
"lv d",
|
| 2109 |
+
"l ma",
|
| 2110 |
+
"gs r",
|
| 2111 |
+
"t sa",
|
| 2112 |
+
"v ge",
|
| 2113 |
+
"v gt",
|
| 2114 |
+
"p gv",
|
| 2115 |
+
"q la",
|
| 2116 |
+
"s lp",
|
| 2117 |
+
"gg gg",
|
| 2118 |
+
"t vt",
|
| 2119 |
+
"lv e",
|
| 2120 |
+
"ld e",
|
| 2121 |
+
"g pp",
|
| 2122 |
+
"i ga",
|
| 2123 |
+
"q ll",
|
| 2124 |
+
"i la",
|
| 2125 |
+
"lg e",
|
| 2126 |
+
"t ta",
|
| 2127 |
+
"p ta",
|
| 2128 |
+
"c e",
|
| 2129 |
+
"p ea",
|
| 2130 |
+
"t gt",
|
| 2131 |
+
"p ls",
|
| 2132 |
+
"v li",
|
| 2133 |
+
"y w",
|
| 2134 |
+
"p lr",
|
| 2135 |
+
"p gt",
|
| 2136 |
+
"lt r",
|
| 2137 |
+
"t gr",
|
| 2138 |
+
"t ss",
|
| 2139 |
+
"t ra",
|
| 2140 |
+
"h k",
|
| 2141 |
+
"vv d",
|
| 2142 |
+
"lq r",
|
| 2143 |
+
"w q",
|
| 2144 |
+
"g na",
|
| 2145 |
+
"s ta",
|
| 2146 |
+
"f la",
|
| 2147 |
+
"gv d",
|
| 2148 |
+
"i va",
|
| 2149 |
+
"aa aa",
|
| 2150 |
+
"gg d",
|
| 2151 |
+
"g ps",
|
| 2152 |
+
"x x",
|
| 2153 |
+
"p gs",
|
| 2154 |
+
"w e",
|
| 2155 |
+
"t lr",
|
| 2156 |
+
"w n",
|
| 2157 |
+
"q c",
|
| 2158 |
+
"da d",
|
| 2159 |
+
"f ll",
|
| 2160 |
+
"le e",
|
| 2161 |
+
"ea e",
|
| 2162 |
+
"k ll",
|
| 2163 |
+
"t gs",
|
| 2164 |
+
"k c",
|
| 2165 |
+
"s lt",
|
| 2166 |
+
"aa i",
|
| 2167 |
+
"t vv",
|
| 2168 |
+
"s gv",
|
| 2169 |
+
"v fa",
|
| 2170 |
+
"i ll",
|
| 2171 |
+
"ld d",
|
| 2172 |
+
"t lg",
|
| 2173 |
+
"w f",
|
| 2174 |
+
"h c",
|
| 2175 |
+
"p gd",
|
| 2176 |
+
"ss d",
|
| 2177 |
+
"t rr",
|
| 2178 |
+
"p lg",
|
| 2179 |
+
"g lq",
|
| 2180 |
+
"g pd",
|
| 2181 |
+
"t lp",
|
| 2182 |
+
"ga e",
|
| 2183 |
+
"g ha",
|
| 2184 |
+
"vd r",
|
| 2185 |
+
"p vr",
|
| 2186 |
+
"k la",
|
| 2187 |
+
"v gi",
|
| 2188 |
+
"gg e",
|
| 2189 |
+
"p lt",
|
| 2190 |
+
"vs r",
|
| 2191 |
+
"s vv",
|
| 2192 |
+
"v pp",
|
| 2193 |
+
"pa d",
|
| 2194 |
+
"ss r",
|
| 2195 |
+
"y c",
|
| 2196 |
+
"p ge",
|
| 2197 |
+
"la i",
|
| 2198 |
+
"qa r",
|
| 2199 |
+
"g ya",
|
| 2200 |
+
"p vt",
|
| 2201 |
+
"t gv",
|
| 2202 |
+
"v lf",
|
| 2203 |
+
"i gg",
|
| 2204 |
+
"t ia",
|
| 2205 |
+
"s ia",
|
| 2206 |
+
"h w",
|
| 2207 |
+
"lp d",
|
| 2208 |
+
"e rr",
|
| 2209 |
+
"s ee",
|
| 2210 |
+
"h aa",
|
| 2211 |
+
"la q",
|
| 2212 |
+
"ps r",
|
| 2213 |
+
"g ln",
|
| 2214 |
+
"y m",
|
| 2215 |
+
"n aa",
|
| 2216 |
+
"v ka",
|
| 2217 |
+
"c f",
|
| 2218 |
+
"ga i",
|
| 2219 |
+
"w k",
|
| 2220 |
+
"s vs",
|
| 2221 |
+
"n ll",
|
| 2222 |
+
"c i",
|
| 2223 |
+
"s vt",
|
| 2224 |
+
"s le",
|
| 2225 |
+
"s gd",
|
| 2226 |
+
"ra d",
|
| 2227 |
+
"g pt",
|
| 2228 |
+
"ra e",
|
| 2229 |
+
"vv e",
|
| 2230 |
+
"lk r",
|
| 2231 |
+
"p er",
|
| 2232 |
+
"v qa",
|
| 2233 |
+
"da e",
|
| 2234 |
+
"t le",
|
| 2235 |
+
"vr d",
|
| 2236 |
+
"s ge",
|
| 2237 |
+
"q rr",
|
| 2238 |
+
"h m",
|
| 2239 |
+
"t ge",
|
| 2240 |
+
"ls d",
|
| 2241 |
+
"s ld",
|
| 2242 |
+
"gr d",
|
| 2243 |
+
"s tt",
|
| 2244 |
+
"f gg",
|
| 2245 |
+
"t ld",
|
| 2246 |
+
"gv e",
|
| 2247 |
+
"va i",
|
| 2248 |
+
"lp e",
|
| 2249 |
+
"t vs",
|
| 2250 |
+
"v gk",
|
| 2251 |
+
"vr e",
|
| 2252 |
+
"v pr",
|
| 2253 |
+
"f ga",
|
| 2254 |
+
"m y",
|
| 2255 |
+
"q ra",
|
| 2256 |
+
"v lk",
|
| 2257 |
+
"p vs",
|
| 2258 |
+
"s ps",
|
| 2259 |
+
"p dr",
|
| 2260 |
+
"s ea",
|
| 2261 |
+
"fa r",
|
| 2262 |
+
"h ll",
|
| 2263 |
+
"t gd",
|
| 2264 |
+
"pa e",
|
| 2265 |
+
"st r",
|
| 2266 |
+
"l x",
|
| 2267 |
+
"sa d",
|
| 2268 |
+
"gr i",
|
| 2269 |
+
"s da",
|
| 2270 |
+
"s li",
|
| 2271 |
+
"gt r",
|
| 2272 |
+
"f va",
|
| 2273 |
+
"lf r",
|
| 2274 |
+
"gq r",
|
| 2275 |
+
"t vr",
|
| 2276 |
+
"g pe",
|
| 2277 |
+
"t ea",
|
| 2278 |
+
"le d",
|
| 2279 |
+
"ia d",
|
| 2280 |
+
"g lh",
|
| 2281 |
+
"m aa",
|
| 2282 |
+
"t da",
|
| 2283 |
+
"v lq",
|
| 2284 |
+
"m h",
|
| 2285 |
+
"s vr",
|
| 2286 |
+
"p tt",
|
| 2287 |
+
"pp pp",
|
| 2288 |
+
"p ve",
|
| 2289 |
+
"c h",
|
| 2290 |
+
"ia e",
|
| 2291 |
+
"ea i",
|
| 2292 |
+
"v na",
|
| 2293 |
+
"ll i",
|
| 2294 |
+
"v ps",
|
| 2295 |
+
"ls e",
|
| 2296 |
+
"p ld",
|
| 2297 |
+
"d lv",
|
| 2298 |
+
"s pr",
|
| 2299 |
+
"w m",
|
| 2300 |
+
"lg f",
|
| 2301 |
+
"q lr",
|
| 2302 |
+
"rr d",
|
| 2303 |
+
"gi r",
|
| 2304 |
+
"w h",
|
| 2305 |
+
"n la",
|
| 2306 |
+
"v pe",
|
| 2307 |
+
"q va",
|
| 2308 |
+
"g ly",
|
| 2309 |
+
"gr e",
|
| 2310 |
+
"t st",
|
| 2311 |
+
"gi d",
|
| 2312 |
+
"da i",
|
| 2313 |
+
"y aa",
|
| 2314 |
+
"ea d",
|
| 2315 |
+
"p ia",
|
| 2316 |
+
"li r",
|
| 2317 |
+
"t pp",
|
| 2318 |
+
"ta d",
|
| 2319 |
+
"t ve",
|
| 2320 |
+
"gk r",
|
| 2321 |
+
"rr e",
|
| 2322 |
+
"s pp",
|
| 2323 |
+
"li d",
|
| 2324 |
+
"c n",
|
| 2325 |
+
"g ma",
|
| 2326 |
+
"gg i",
|
| 2327 |
+
"vd d",
|
| 2328 |
+
"g aaa",
|
| 2329 |
+
"v pd",
|
| 2330 |
+
"q lv",
|
| 2331 |
+
"p le",
|
| 2332 |
+
"v ln",
|
| 2333 |
+
"lt d",
|
| 2334 |
+
"w y",
|
| 2335 |
+
"er e",
|
| 2336 |
+
"ka r",
|
| 2337 |
+
"v gf",
|
| 2338 |
+
"er i",
|
| 2339 |
+
"ra i",
|
| 2340 |
+
"la k",
|
| 2341 |
+
"sa i",
|
| 2342 |
+
"sa e",
|
| 2343 |
+
"gv i",
|
| 2344 |
+
"p ee",
|
| 2345 |
+
"p gp",
|
| 2346 |
+
"lp i",
|
| 2347 |
+
"ll f",
|
| 2348 |
+
"th th",
|
| 2349 |
+
"l ca",
|
| 2350 |
+
"la f",
|
| 2351 |
+
"lv i",
|
| 2352 |
+
"s gi",
|
| 2353 |
+
"w w",
|
| 2354 |
+
"ta e",
|
| 2355 |
+
"n ga",
|
| 2356 |
+
"rr i",
|
| 2357 |
+
"vt r",
|
| 2358 |
+
"v pt",
|
| 2359 |
+
"p vd",
|
| 2360 |
+
"s fa",
|
| 2361 |
+
"ve e",
|
| 2362 |
+
"lr q",
|
| 2363 |
+
"le k",
|
| 2364 |
+
"p vi",
|
| 2365 |
+
"gd d",
|
| 2366 |
+
"s gk",
|
| 2367 |
+
"lh r",
|
| 2368 |
+
"v aaa",
|
| 2369 |
+
"g x",
|
| 2370 |
+
"t sr",
|
| 2371 |
+
"li e",
|
| 2372 |
+
"t ps",
|
| 2373 |
+
"v gq",
|
| 2374 |
+
"t pt",
|
| 2375 |
+
"t vd",
|
| 2376 |
+
"c q",
|
| 2377 |
+
"ls i",
|
| 2378 |
+
"d va",
|
| 2379 |
+
"ll q",
|
| 2380 |
+
"p vp",
|
| 2381 |
+
"ha r",
|
| 2382 |
+
"m la",
|
| 2383 |
+
"lr i",
|
| 2384 |
+
"h la",
|
| 2385 |
+
"s lf",
|
| 2386 |
+
"p gq",
|
| 2387 |
+
"vv i",
|
| 2388 |
+
"d pa",
|
| 2389 |
+
"t li",
|
| 2390 |
+
"y la",
|
| 2391 |
+
"ta i",
|
| 2392 |
+
"s ve",
|
| 2393 |
+
"v gp",
|
| 2394 |
+
"t gk",
|
| 2395 |
+
"v qr",
|
| 2396 |
+
"k lv",
|
| 2397 |
+
"s vd",
|
| 2398 |
+
"p li",
|
| 2399 |
+
"ll ll",
|
| 2400 |
+
"lk e",
|
| 2401 |
+
"ge i",
|
| 2402 |
+
"ee e",
|
| 2403 |
+
"t gi",
|
| 2404 |
+
"lg y",
|
| 2405 |
+
"t pe",
|
| 2406 |
+
"s pt",
|
| 2407 |
+
"aa f",
|
| 2408 |
+
"lt e",
|
| 2409 |
+
"gs d",
|
| 2410 |
+
"h rr",
|
| 2411 |
+
"k va",
|
| 2412 |
+
"s er",
|
| 2413 |
+
"lg q",
|
| 2414 |
+
"ge e",
|
| 2415 |
+
"gs i",
|
| 2416 |
+
"p gf",
|
| 2417 |
+
"p fa",
|
| 2418 |
+
"aa q",
|
| 2419 |
+
"gg f",
|
| 2420 |
+
"vi d",
|
| 2421 |
+
"ga f",
|
| 2422 |
+
"v ha",
|
| 2423 |
+
"p qa",
|
| 2424 |
+
"g lm",
|
| 2425 |
+
"c y",
|
| 2426 |
+
"s lk",
|
| 2427 |
+
"le q",
|
| 2428 |
+
"ln r",
|
| 2429 |
+
"c k",
|
| 2430 |
+
"er d",
|
| 2431 |
+
"p gi",
|
| 2432 |
+
"p lf",
|
| 2433 |
+
"gt i",
|
| 2434 |
+
"lg k",
|
| 2435 |
+
"vd e",
|
| 2436 |
+
"t pr",
|
| 2437 |
+
"gg k",
|
| 2438 |
+
"s pd",
|
| 2439 |
+
"t fa",
|
| 2440 |
+
"lw a",
|
| 2441 |
+
"s gn",
|
| 2442 |
+
"gw a",
|
| 2443 |
+
"gd e",
|
| 2444 |
+
"s gf",
|
| 2445 |
+
"la n",
|
| 2446 |
+
"f ls",
|
| 2447 |
+
"pa i",
|
| 2448 |
+
"ll k",
|
| 2449 |
+
"v lh",
|
| 2450 |
+
"t lf",
|
| 2451 |
+
"v gn",
|
| 2452 |
+
"lg n",
|
| 2453 |
+
"ll aa",
|
| 2454 |
+
"le i",
|
| 2455 |
+
"ia i",
|
| 2456 |
+
"g laa",
|
| 2457 |
+
"gg n",
|
| 2458 |
+
"lv f",
|
| 2459 |
+
"t pd",
|
| 2460 |
+
"dr i",
|
| 2461 |
+
"pt r",
|
| 2462 |
+
"d ga",
|
| 2463 |
+
"ll n",
|
| 2464 |
+
"s pe",
|
| 2465 |
+
"la h",
|
| 2466 |
+
"k lr",
|
| 2467 |
+
"ee i",
|
| 2468 |
+
"k ls",
|
| 2469 |
+
"t vi",
|
| 2470 |
+
"ts e",
|
| 2471 |
+
"ll h",
|
| 2472 |
+
"na r",
|
| 2473 |
+
"lt i",
|
| 2474 |
+
"t lk",
|
| 2475 |
+
"er f",
|
| 2476 |
+
"s gq",
|
| 2477 |
+
"q ga",
|
| 2478 |
+
"s vi",
|
| 2479 |
+
"lg h",
|
| 2480 |
+
"lrr a",
|
| 2481 |
+
"s lq",
|
| 2482 |
+
"d vv",
|
| 2483 |
+
"q pa",
|
| 2484 |
+
"rr rr",
|
| 2485 |
+
"s dr",
|
| 2486 |
+
"q ls",
|
| 2487 |
+
"lr h",
|
| 2488 |
+
"lv n",
|
| 2489 |
+
"gh r",
|
| 2490 |
+
"va f",
|
| 2491 |
+
"gf r",
|
| 2492 |
+
"k ra",
|
| 2493 |
+
"d ra",
|
| 2494 |
+
"s qa",
|
| 2495 |
+
"gi e",
|
| 2496 |
+
"s ka",
|
| 2497 |
+
"lr n",
|
| 2498 |
+
"k ka",
|
| 2499 |
+
"v ya",
|
| 2500 |
+
"f ss",
|
| 2501 |
+
"y ll",
|
| 2502 |
+
"c w",
|
| 2503 |
+
"d gr",
|
| 2504 |
+
"e va",
|
| 2505 |
+
"q vv",
|
| 2506 |
+
"la la",
|
| 2507 |
+
"h ra",
|
| 2508 |
+
"h ga",
|
| 2509 |
+
"e lv",
|
| 2510 |
+
"v ma",
|
| 2511 |
+
"s dd",
|
| 2512 |
+
"s gp",
|
| 2513 |
+
"ly r",
|
| 2514 |
+
"rr f",
|
| 2515 |
+
"vs d",
|
| 2516 |
+
"n ls",
|
| 2517 |
+
"gg y",
|
| 2518 |
+
"k lk",
|
| 2519 |
+
"vt d",
|
| 2520 |
+
"t lq",
|
| 2521 |
+
"f sa",
|
| 2522 |
+
"n va",
|
| 2523 |
+
"vk r",
|
| 2524 |
+
"f lv",
|
| 2525 |
+
"s ln",
|
| 2526 |
+
"e lr",
|
| 2527 |
+
"n pa",
|
| 2528 |
+
"ge d",
|
| 2529 |
+
"vi r",
|
| 2530 |
+
"ve d",
|
| 2531 |
+
"ss ss",
|
| 2532 |
+
"tt r",
|
| 2533 |
+
"gy r",
|
| 2534 |
+
"t gq",
|
| 2535 |
+
"ei r",
|
| 2536 |
+
"q gr",
|
| 2537 |
+
"k ea",
|
| 2538 |
+
"k vv",
|
| 2539 |
+
"t er",
|
| 2540 |
+
"ld i",
|
| 2541 |
+
"f da",
|
| 2542 |
+
"lg m",
|
| 2543 |
+
"n lv",
|
| 2544 |
+
"t gn",
|
| 2545 |
+
"v kk",
|
| 2546 |
+
"t ka",
|
| 2547 |
+
"ss i",
|
| 2548 |
+
"dr d",
|
| 2549 |
+
"vr i",
|
| 2550 |
+
"k rr",
|
| 2551 |
+
"gg q",
|
| 2552 |
+
"t ln",
|
| 2553 |
+
"w c",
|
| 2554 |
+
"p ka",
|
| 2555 |
+
"va q",
|
| 2556 |
+
"t ir",
|
| 2557 |
+
"k ta",
|
| 2558 |
+
"lk d",
|
| 2559 |
+
"s na",
|
| 2560 |
+
"t qa",
|
| 2561 |
+
"aa m",
|
| 2562 |
+
"le n",
|
| 2563 |
+
"t gf",
|
| 2564 |
+
"k lg",
|
| 2565 |
+
"s vp",
|
| 2566 |
+
"h lv",
|
| 2567 |
+
"aa la",
|
| 2568 |
+
"k ga",
|
| 2569 |
+
"t si",
|
| 2570 |
+
"p na",
|
| 2571 |
+
"ea f",
|
| 2572 |
+
"ls f",
|
| 2573 |
+
"s ei",
|
| 2574 |
+
"gt d",
|
| 2575 |
+
"p gk",
|
| 2576 |
+
"ve i",
|
| 2577 |
+
"t ee",
|
| 2578 |
+
"p vf",
|
| 2579 |
+
"fa d",
|
| 2580 |
+
"gr f",
|
| 2581 |
+
"gg m",
|
| 2582 |
+
"w la",
|
| 2583 |
+
"sa f",
|
| 2584 |
+
"k pa",
|
| 2585 |
+
"da f",
|
| 2586 |
+
"g ca",
|
| 2587 |
+
"p lq",
|
| 2588 |
+
"t dr",
|
| 2589 |
+
"p gn",
|
| 2590 |
+
"t na",
|
| 2591 |
+
"q lg",
|
| 2592 |
+
"vt i",
|
| 2593 |
+
"q ia",
|
| 2594 |
+
"gs e",
|
| 2595 |
+
"ga n",
|
| 2596 |
+
"qa i",
|
| 2597 |
+
"vs e",
|
| 2598 |
+
"ra f",
|
| 2599 |
+
"lr f",
|
| 2600 |
+
"h gg",
|
| 2601 |
+
"la m",
|
| 2602 |
+
"gd i",
|
| 2603 |
+
"c aa",
|
| 2604 |
+
"h va",
|
| 2605 |
+
"k ia",
|
| 2606 |
+
"ma r",
|
| 2607 |
+
"dd d",
|
| 2608 |
+
"ls n",
|
| 2609 |
+
"k lt",
|
| 2610 |
+
"v hr",
|
| 2611 |
+
"aaa r",
|
| 2612 |
+
"q le",
|
| 2613 |
+
"v ly",
|
| 2614 |
+
"t gp",
|
| 2615 |
+
"v laa",
|
| 2616 |
+
"gv f",
|
| 2617 |
+
"t vp",
|
| 2618 |
+
"vc vc",
|
| 2619 |
+
"k sa",
|
| 2620 |
+
"k le",
|
| 2621 |
+
"lf d",
|
| 2622 |
+
"vs i",
|
| 2623 |
+
"k ld",
|
| 2624 |
+
"v gy",
|
| 2625 |
+
"rr h",
|
| 2626 |
+
"vi e",
|
| 2627 |
+
"qa e",
|
| 2628 |
+
"ka i",
|
| 2629 |
+
"ya r",
|
| 2630 |
+
"q sa",
|
| 2631 |
+
"n gg",
|
| 2632 |
+
"y ga",
|
| 2633 |
+
"gs f",
|
| 2634 |
+
"lp f",
|
| 2635 |
+
"k li",
|
| 2636 |
+
"gk i",
|
| 2637 |
+
"k ei",
|
| 2638 |
+
"m c",
|
| 2639 |
+
"pd d",
|
| 2640 |
+
"v gh",
|
| 2641 |
+
"s vf",
|
| 2642 |
+
"q gg",
|
| 2643 |
+
"ea m",
|
| 2644 |
+
"n gt",
|
| 2645 |
+
"q lt",
|
| 2646 |
+
"lr aa",
|
| 2647 |
+
"q ta",
|
| 2648 |
+
"t vn",
|
| 2649 |
+
"q lp",
|
| 2650 |
+
"vv f",
|
| 2651 |
+
"l gga",
|
| 2652 |
+
"gf d",
|
| 2653 |
+
"lv aa",
|
| 2654 |
+
"sr i",
|
| 2655 |
+
"y va",
|
| 2656 |
+
"p aaa",
|
| 2657 |
+
"gi i",
|
| 2658 |
+
"p qr",
|
| 2659 |
+
"t dd",
|
| 2660 |
+
"dr e",
|
| 2661 |
+
"q ld",
|
| 2662 |
+
"s de",
|
| 2663 |
+
"t vf",
|
| 2664 |
+
"c m",
|
| 2665 |
+
"ff ff",
|
| 2666 |
+
"n lt",
|
| 2667 |
+
"k lp",
|
| 2668 |
+
"q vr",
|
| 2669 |
+
"si r",
|
| 2670 |
+
"fa e",
|
| 2671 |
+
"vt e",
|
| 2672 |
+
"la y",
|
| 2673 |
+
"s ya",
|
| 2674 |
+
"kk kk",
|
| 2675 |
+
"q qa",
|
| 2676 |
+
"k gk",
|
| 2677 |
+
"aa n",
|
| 2678 |
+
"gn r",
|
| 2679 |
+
"g lw",
|
| 2680 |
+
"g lla",
|
| 2681 |
+
"h pa",
|
| 2682 |
+
"ll y",
|
| 2683 |
+
"ka e",
|
| 2684 |
+
"p ir",
|
| 2685 |
+
"q ea",
|
| 2686 |
+
"t vk",
|
| 2687 |
+
"h gr",
|
| 2688 |
+
"gv n",
|
| 2689 |
+
"va n",
|
| 2690 |
+
"t ei",
|
| 2691 |
+
"dd e",
|
| 2692 |
+
"p vq",
|
| 2693 |
+
"la ra",
|
| 2694 |
+
"pp e",
|
| 2695 |
+
"m w",
|
| 2696 |
+
"ga ga",
|
| 2697 |
+
"ta f",
|
| 2698 |
+
"pr d",
|
| 2699 |
+
"k gg",
|
| 2700 |
+
"m ll",
|
| 2701 |
+
"laa r",
|
| 2702 |
+
"h lr",
|
| 2703 |
+
"k ee",
|
| 2704 |
+
"v lm",
|
| 2705 |
+
"y lv",
|
| 2706 |
+
"pa pa",
|
| 2707 |
+
"pd e",
|
| 2708 |
+
"f lg",
|
| 2709 |
+
"p gh",
|
| 2710 |
+
"f lr",
|
| 2711 |
+
"f vv",
|
| 2712 |
+
"li i",
|
| 2713 |
+
"ss e",
|
| 2714 |
+
"pe i",
|
| 2715 |
+
"pe d",
|
| 2716 |
+
"lq e",
|
| 2717 |
+
"sa n",
|
| 2718 |
+
"f gv",
|
| 2719 |
+
"t de",
|
| 2720 |
+
"k da",
|
| 2721 |
+
"aa h",
|
| 2722 |
+
"f ld",
|
| 2723 |
+
"kk i",
|
| 2724 |
+
"ei e",
|
| 2725 |
+
"lk n",
|
| 2726 |
+
"pr e",
|
| 2727 |
+
"f ta",
|
| 2728 |
+
"f gr",
|
| 2729 |
+
"sr d",
|
| 2730 |
+
"vv n",
|
| 2731 |
+
"s x",
|
| 2732 |
+
"gg h",
|
| 2733 |
+
"lk i",
|
| 2734 |
+
"p ha",
|
| 2735 |
+
"y ra",
|
| 2736 |
+
"sr e",
|
| 2737 |
+
"gt e",
|
| 2738 |
+
"k ve",
|
| 2739 |
+
"y lr",
|
| 2740 |
+
"lt n",
|
| 2741 |
+
"y ls",
|
| 2742 |
+
"w aa",
|
| 2743 |
+
"lf e",
|
| 2744 |
+
"v x",
|
| 2745 |
+
"p lh",
|
| 2746 |
+
"s qr",
|
| 2747 |
+
"s vk",
|
| 2748 |
+
"k vt",
|
| 2749 |
+
"k ss",
|
| 2750 |
+
"g lc",
|
| 2751 |
+
"lg aa",
|
| 2752 |
+
"ga m",
|
| 2753 |
+
"ta n",
|
| 2754 |
+
"i da",
|
| 2755 |
+
"k gr",
|
| 2756 |
+
"f lp",
|
| 2757 |
+
"vf r",
|
| 2758 |
+
"p vk",
|
| 2759 |
+
"f ra",
|
| 2760 |
+
"va m",
|
| 2761 |
+
"y gg",
|
| 2762 |
+
"lm r",
|
| 2763 |
+
"lg w",
|
| 2764 |
+
"de d",
|
| 2765 |
+
"kk r",
|
| 2766 |
+
"t vq",
|
| 2767 |
+
"s gy",
|
| 2768 |
+
"vp i",
|
| 2769 |
+
"y ld",
|
| 2770 |
+
"k ge",
|
| 2771 |
+
"la ll",
|
| 2772 |
+
"gs n",
|
| 2773 |
+
"h vv",
|
| 2774 |
+
"la ga",
|
| 2775 |
+
"qa d",
|
| 2776 |
+
"w ll",
|
| 2777 |
+
"rr q",
|
| 2778 |
+
"s vn",
|
| 2779 |
+
"h lp",
|
| 2780 |
+
"ps d",
|
| 2781 |
+
"na i",
|
| 2782 |
+
"p gy",
|
| 2783 |
+
"ra m",
|
| 2784 |
+
"v gm",
|
| 2785 |
+
"v yr",
|
| 2786 |
+
"k vr",
|
| 2787 |
+
"pr i",
|
| 2788 |
+
"st i",
|
| 2789 |
+
"ss n",
|
| 2790 |
+
"s vq",
|
| 2791 |
+
"k gv",
|
| 2792 |
+
"lv q",
|
| 2793 |
+
"ls q",
|
| 2794 |
+
"s kr",
|
| 2795 |
+
"tt i",
|
| 2796 |
+
"t ly",
|
| 2797 |
+
"s ly",
|
| 2798 |
+
"ei d",
|
| 2799 |
+
"f rr",
|
| 2800 |
+
"w rr",
|
| 2801 |
+
"ga q",
|
| 2802 |
+
"gw r",
|
| 2803 |
+
"pp d",
|
| 2804 |
+
"p x",
|
| 2805 |
+
"p lk",
|
| 2806 |
+
"s lh",
|
| 2807 |
+
"ir e",
|
| 2808 |
+
"ka d",
|
| 2809 |
+
"p ln",
|
| 2810 |
+
"f gs",
|
| 2811 |
+
"qr i",
|
| 2812 |
+
"ia n",
|
| 2813 |
+
"gg aa",
|
| 2814 |
+
"ps i",
|
| 2815 |
+
"gf e",
|
| 2816 |
+
"lg la",
|
| 2817 |
+
"le h",
|
| 2818 |
+
"vd i",
|
| 2819 |
+
"da n",
|
| 2820 |
+
"vf d",
|
| 2821 |
+
"k vi",
|
| 2822 |
+
"fa i",
|
| 2823 |
+
"vv aa",
|
| 2824 |
+
"m ra",
|
| 2825 |
+
"pa n",
|
| 2826 |
+
"lq d",
|
| 2827 |
+
"gt f",
|
| 2828 |
+
"c ga",
|
| 2829 |
+
"va h",
|
| 2830 |
+
"s kk",
|
| 2831 |
+
"k er",
|
| 2832 |
+
"gg ga",
|
| 2833 |
+
"tr e",
|
| 2834 |
+
"pa f",
|
| 2835 |
+
"p gm",
|
| 2836 |
+
"sa q",
|
| 2837 |
+
"lv h",
|
| 2838 |
+
"vn r",
|
| 2839 |
+
"ir d",
|
| 2840 |
+
"gk e",
|
| 2841 |
+
"sa m",
|
| 2842 |
+
"ea q",
|
| 2843 |
+
"p ie",
|
| 2844 |
+
"gr y",
|
| 2845 |
+
"ll m",
|
| 2846 |
+
"p ly",
|
| 2847 |
+
"li n",
|
| 2848 |
+
"na d",
|
| 2849 |
+
"ra q",
|
| 2850 |
+
"p ya",
|
| 2851 |
+
"k vd",
|
| 2852 |
+
"k vs",
|
| 2853 |
+
"ps e",
|
| 2854 |
+
"f lt",
|
| 2855 |
+
"aa y",
|
| 2856 |
+
"p fr",
|
| 2857 |
+
"gp i",
|
| 2858 |
+
"ln d",
|
| 2859 |
+
"n lr",
|
| 2860 |
+
"tt d",
|
| 2861 |
+
"ga y",
|
| 2862 |
+
"ee d",
|
| 2863 |
+
"t lh",
|
| 2864 |
+
"h gv",
|
| 2865 |
+
"si d",
|
| 2866 |
+
"ln e",
|
| 2867 |
+
"n lp",
|
| 2868 |
+
"n vv",
|
| 2869 |
+
"st d",
|
| 2870 |
+
"gs y",
|
| 2871 |
+
"gg w",
|
| 2872 |
+
"ld q",
|
| 2873 |
+
"tr d",
|
| 2874 |
+
"t gy",
|
| 2875 |
+
"pa q",
|
| 2876 |
+
"ll la",
|
| 2877 |
+
"va la",
|
| 2878 |
+
"p kr",
|
| 2879 |
+
"rr aa",
|
| 2880 |
+
"s gh",
|
| 2881 |
+
"ts d",
|
| 2882 |
+
"gr h",
|
| 2883 |
+
"ra la",
|
| 2884 |
+
"k gd",
|
| 2885 |
+
"t ya",
|
| 2886 |
+
"lf i",
|
| 2887 |
+
"p hr",
|
| 2888 |
+
"ia f",
|
| 2889 |
+
"gq i",
|
| 2890 |
+
"qr e",
|
| 2891 |
+
"rr y",
|
| 2892 |
+
"dr f",
|
| 2893 |
+
"vk e",
|
| 2894 |
+
"er y",
|
| 2895 |
+
"p id",
|
| 2896 |
+
"ti d",
|
| 2897 |
+
"s ha",
|
| 2898 |
+
"lr y",
|
| 2899 |
+
"aa ga",
|
| 2900 |
+
"q gv",
|
| 2901 |
+
"gk d",
|
| 2902 |
+
"sf r",
|
| 2903 |
+
"n gv",
|
| 2904 |
+
"k gi",
|
| 2905 |
+
"ls y",
|
| 2906 |
+
"ld f",
|
| 2907 |
+
"lg c",
|
| 2908 |
+
"da m",
|
| 2909 |
+
"ea y",
|
| 2910 |
+
"pt i",
|
| 2911 |
+
"ea la",
|
| 2912 |
+
"s ma",
|
| 2913 |
+
"ga h",
|
| 2914 |
+
"ss f",
|
| 2915 |
+
"sa y",
|
| 2916 |
+
"lla r",
|
| 2917 |
+
"va va",
|
| 2918 |
+
"lt f",
|
| 2919 |
+
"aa ra",
|
| 2920 |
+
"p vn",
|
| 2921 |
+
"tr i",
|
| 2922 |
+
"w ra",
|
| 2923 |
+
"q lq",
|
| 2924 |
+
"gt y",
|
| 2925 |
+
"n gs",
|
| 2926 |
+
"t fr",
|
| 2927 |
+
"kr i",
|
| 2928 |
+
"lg ll",
|
| 2929 |
+
"k ti",
|
| 2930 |
+
"h ld",
|
| 2931 |
+
"k si",
|
| 2932 |
+
"s aaa",
|
| 2933 |
+
"t ha",
|
| 2934 |
+
"t aaa",
|
| 2935 |
+
"g lga",
|
| 2936 |
+
"g lva",
|
| 2937 |
+
"ie d",
|
| 2938 |
+
"k sr",
|
| 2939 |
+
"n ra",
|
| 2940 |
+
"t fd",
|
| 2941 |
+
"g rra",
|
| 2942 |
+
"k vk",
|
| 2943 |
+
"q li",
|
| 2944 |
+
"gf i",
|
| 2945 |
+
"lrr r",
|
| 2946 |
+
"h lg",
|
| 2947 |
+
"ta m",
|
| 2948 |
+
"pa m",
|
| 2949 |
+
"v lc",
|
| 2950 |
+
"va y",
|
| 2951 |
+
"n ss",
|
| 2952 |
+
"vs f",
|
| 2953 |
+
"c rr",
|
| 2954 |
+
"n ld",
|
| 2955 |
+
"ln i",
|
| 2956 |
+
"er m",
|
| 2957 |
+
"q ve",
|
| 2958 |
+
"k qa",
|
| 2959 |
+
"k lf",
|
| 2960 |
+
"gv m",
|
| 2961 |
+
"gm r",
|
| 2962 |
+
"ca r",
|
| 2963 |
+
"ls h",
|
| 2964 |
+
"t qr",
|
| 2965 |
+
"lv m",
|
| 2966 |
+
"g rrr",
|
| 2967 |
+
"lw r",
|
| 2968 |
+
"n gr",
|
| 2969 |
+
"q pp",
|
| 2970 |
+
"q vt",
|
| 2971 |
+
"v lla",
|
| 2972 |
+
"i rr",
|
| 2973 |
+
"ga gg",
|
| 2974 |
+
"f gd",
|
| 2975 |
+
"f le",
|
| 2976 |
+
"s lm",
|
| 2977 |
+
"p fd",
|
| 2978 |
+
"t ma",
|
| 2979 |
+
"lq i",
|
| 2980 |
+
"gn i",
|
| 2981 |
+
"vk d",
|
| 2982 |
+
"ll c",
|
| 2983 |
+
"ld aa",
|
| 2984 |
+
"kk e",
|
| 2985 |
+
"pt d",
|
| 2986 |
+
"n li",
|
| 2987 |
+
"gv y",
|
| 2988 |
+
"da y",
|
| 2989 |
+
"la w",
|
| 2990 |
+
"k gt",
|
| 2991 |
+
"lv y",
|
| 2992 |
+
"f vr",
|
| 2993 |
+
"q ss",
|
| 2994 |
+
"lh d",
|
| 2995 |
+
"n sa",
|
| 2996 |
+
"n vt",
|
| 2997 |
+
"f gt",
|
| 2998 |
+
"s nr",
|
| 2999 |
+
"f lf",
|
| 3000 |
+
"h ls",
|
| 3001 |
+
"rr m",
|
| 3002 |
+
"t kr",
|
| 3003 |
+
"c gg",
|
| 3004 |
+
"rr ra",
|
| 3005 |
+
"s ke",
|
| 3006 |
+
"k gs",
|
| 3007 |
+
"gv aa",
|
| 3008 |
+
"ta q",
|
| 3009 |
+
"n lg",
|
| 3010 |
+
"ti e",
|
| 3011 |
+
"da q",
|
| 3012 |
+
"lp q",
|
| 3013 |
+
"k ie",
|
| 3014 |
+
"h pd",
|
| 3015 |
+
"sd i",
|
| 3016 |
+
"na e",
|
| 3017 |
+
"ei i",
|
| 3018 |
+
"ta y",
|
| 3019 |
+
"se d",
|
| 3020 |
+
"ia q",
|
| 3021 |
+
"la c",
|
| 3022 |
+
"gr w",
|
| 3023 |
+
"n pd",
|
| 3024 |
+
"si e",
|
| 3025 |
+
"k ln",
|
| 3026 |
+
"tp i",
|
| 3027 |
+
"v ca",
|
| 3028 |
+
"s ki",
|
| 3029 |
+
"vv m",
|
| 3030 |
+
"k tt",
|
| 3031 |
+
"t kk",
|
| 3032 |
+
"gr m",
|
| 3033 |
+
"le aa",
|
| 3034 |
+
"t gh",
|
| 3035 |
+
"va ga",
|
| 3036 |
+
"f ea",
|
| 3037 |
+
"ld h",
|
| 3038 |
+
"ve q",
|
| 3039 |
+
"k id",
|
| 3040 |
+
"gy d",
|
| 3041 |
+
"ra h",
|
| 3042 |
+
"g lgg",
|
| 3043 |
+
"f gi",
|
| 3044 |
+
"ia m",
|
| 3045 |
+
"f sr",
|
| 3046 |
+
"k pe",
|
| 3047 |
+
"ha d",
|
| 3048 |
+
"hr d",
|
| 3049 |
+
"lp n",
|
| 3050 |
+
"qr d",
|
| 3051 |
+
"vi i",
|
| 3052 |
+
"dd i",
|
| 3053 |
+
"f vs",
|
| 3054 |
+
"lr m",
|
| 3055 |
+
"la va",
|
| 3056 |
+
"k lq",
|
| 3057 |
+
"gr q",
|
| 3058 |
+
"f vd",
|
| 3059 |
+
"vr q",
|
| 3060 |
+
"pa h",
|
| 3061 |
+
"t ke",
|
| 3062 |
+
"ss h",
|
| 3063 |
+
"k ir",
|
| 3064 |
+
"pt e",
|
| 3065 |
+
"n ta",
|
| 3066 |
+
"k ps",
|
| 3067 |
+
"w lr",
|
| 3068 |
+
"pa y",
|
| 3069 |
+
"la ea",
|
| 3070 |
+
"tt tt",
|
| 3071 |
+
"ra ra",
|
| 3072 |
+
"gr n",
|
| 3073 |
+
"t nr",
|
| 3074 |
+
"p ma",
|
| 3075 |
+
"y lg",
|
| 3076 |
+
"p kk",
|
| 3077 |
+
"gv h",
|
| 3078 |
+
"ya d",
|
| 3079 |
+
"f er",
|
| 3080 |
+
"vf e",
|
| 3081 |
+
"rra r",
|
| 3082 |
+
"sf d",
|
| 3083 |
+
"la rr",
|
| 3084 |
+
"ly d",
|
| 3085 |
+
"k tr",
|
| 3086 |
+
"si i",
|
| 3087 |
+
"dr y",
|
| 3088 |
+
"lc r",
|
| 3089 |
+
"vv h",
|
| 3090 |
+
"lp h",
|
| 3091 |
+
"n rr",
|
| 3092 |
+
"gn d",
|
| 3093 |
+
"m va",
|
| 3094 |
+
"p qq",
|
| 3095 |
+
"f ve",
|
| 3096 |
+
"f li",
|
| 3097 |
+
"f pa",
|
| 3098 |
+
"lh e",
|
| 3099 |
+
"p nr",
|
| 3100 |
+
"p ff",
|
| 3101 |
+
"s gm",
|
| 3102 |
+
"lra r",
|
| 3103 |
+
"gr aa",
|
| 3104 |
+
"vr aa",
|
| 3105 |
+
"vr h",
|
| 3106 |
+
"ki i",
|
| 3107 |
+
"tt e",
|
| 3108 |
+
"ra y",
|
| 3109 |
+
"sa c",
|
| 3110 |
+
"lq q",
|
| 3111 |
+
"f ge",
|
| 3112 |
+
"n gd",
|
| 3113 |
+
"n gi",
|
| 3114 |
+
"s yr",
|
| 3115 |
+
"n gk",
|
| 3116 |
+
"n le",
|
| 3117 |
+
"k x",
|
| 3118 |
+
"ld y",
|
| 3119 |
+
"m lr",
|
| 3120 |
+
"sp i",
|
| 3121 |
+
"f ia",
|
| 3122 |
+
"da h",
|
| 3123 |
+
"st e",
|
| 3124 |
+
"ga w",
|
| 3125 |
+
"pd i",
|
| 3126 |
+
"f fa",
|
| 3127 |
+
"fr d",
|
| 3128 |
+
"er q",
|
| 3129 |
+
"er h",
|
| 3130 |
+
"c ss",
|
| 3131 |
+
"lt y",
|
| 3132 |
+
"lp y",
|
| 3133 |
+
"ea h",
|
| 3134 |
+
"lv ll",
|
| 3135 |
+
"ls m",
|
| 3136 |
+
"c ll",
|
| 3137 |
+
"lv la",
|
| 3138 |
+
"ma e",
|
| 3139 |
+
"rr w",
|
| 3140 |
+
"ia y",
|
| 3141 |
+
"gd y",
|
| 3142 |
+
"lt q",
|
| 3143 |
+
"vv q",
|
| 3144 |
+
"f vt",
|
| 3145 |
+
"dr k",
|
| 3146 |
+
"v wa",
|
| 3147 |
+
"gv q",
|
| 3148 |
+
"aa va",
|
| 3149 |
+
"s kd",
|
| 3150 |
+
"ha e",
|
| 3151 |
+
"ll le",
|
| 3152 |
+
"sa h",
|
| 3153 |
+
"ya e",
|
| 3154 |
+
"n vs",
|
| 3155 |
+
"n lk",
|
| 3156 |
+
"s hr",
|
| 3157 |
+
"c ra",
|
| 3158 |
+
"p lm",
|
| 3159 |
+
"ls aa",
|
| 3160 |
+
"c la",
|
| 3161 |
+
"m ta",
|
| 3162 |
+
"gq e",
|
| 3163 |
+
"vk i",
|
| 3164 |
+
"lt aa",
|
| 3165 |
+
"ga la",
|
| 3166 |
+
"gq d",
|
| 3167 |
+
"k pr",
|
| 3168 |
+
"ka m",
|
| 3169 |
+
"ea lr",
|
| 3170 |
+
"vg aa",
|
| 3171 |
+
"v mr",
|
| 3172 |
+
"lp aa",
|
| 3173 |
+
"vv y",
|
| 3174 |
+
"p ke",
|
| 3175 |
+
"k na",
|
| 3176 |
+
"f lk",
|
| 3177 |
+
"f dr",
|
| 3178 |
+
"p yr",
|
| 3179 |
+
"q pr",
|
| 3180 |
+
"f gf",
|
| 3181 |
+
"te d",
|
| 3182 |
+
"k pd",
|
| 3183 |
+
"vv vv",
|
| 3184 |
+
"gs m",
|
| 3185 |
+
"n ge",
|
| 3186 |
+
"wa r",
|
| 3187 |
+
"k pp",
|
| 3188 |
+
"q sr",
|
| 3189 |
+
"q lk",
|
| 3190 |
+
"v lw",
|
| 3191 |
+
"q vs",
|
| 3192 |
+
"lt h",
|
| 3193 |
+
"p kd",
|
| 3194 |
+
"w lv",
|
| 3195 |
+
"n da",
|
| 3196 |
+
"ly e",
|
| 3197 |
+
"k st",
|
| 3198 |
+
"gh d",
|
| 3199 |
+
"q ge",
|
| 3200 |
+
"k se",
|
| 3201 |
+
"g lpa",
|
| 3202 |
+
"m ls",
|
| 3203 |
+
"m lv",
|
| 3204 |
+
"gc r",
|
| 3205 |
+
"q da",
|
| 3206 |
+
"vq e",
|
| 3207 |
+
"id i"
|
| 3208 |
+
]
|
| 3209 |
+
}
|
| 3210 |
+
}
|