diff --git a/notebooks/data/seqs.json b/notebooks/data/seqs.json
index 308ff5a..d849214 100644
--- a/notebooks/data/seqs.json
+++ b/notebooks/data/seqs.json
@@ -1 +1 @@
-{"Homo sapiens": "GATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTTCGTCTGGGGGGTATGCACGCGATAGCATTGCGAGACGCTGGAGCCGGAGCACCCTATGTCGCAGTATCTGTCTTTGATTCCTGCCTCATCCTATTATTTATCGCACCTACGTTCAATATTACAGGCGAACATACTTACTAAAGTGTGTTAATTAATTAATGCTTGTAGGACATAATAATAACAATTGAATGTCTGCACAGCCACTTTCCACACAGACATCATAACAAAAAATTTCCACCAAACCCCCCCTCCCCCGCTTCTGGCCACAGCACTTAAACACATCTCTGCCAAACCCCAAAAACAAAGAACCCTAACACCAGCCTAACCAGATTTCAAATTTTATCTTTTGGCGGTATGCACTTTTAACAGTCACCCCCCAACTAACACATTATTTTCCCCTCCCACTCCCATACTACTAATCTCATCAATACAACCCCCGCCCATCCTACCCAGCACACACACACCGCTGCTAACCCCATACCCCGAACCAACCAAACCCCAAAGACACCCCCCACAGTTTATGTAGCTTACCTCCTCAAAGCAATACACTGAAAATGTTTAGACGGGCTCACATCACCCCATAAACAAATAGGTTTGGTCCTAGCCTTTCTATTAGCTCTTAGTAAGATTACACATGCAAGCATCCCCGTTCCAGTGAGTTCACCCTCTAAATCACCACGATCAAAAGGAACAAGCATCAAGCACGCAGCAATGCAGCTCAAAACGCTTAGCCTAGCCACACCCCCACGGGAAACAGCAGTGATTAACCTTTAGCAATAAACGAAAGTTTAACTAAGCTATACTAACCCCAGGGTTGGTCAATTTCGTGCCAGCCACCGCGGTCACACGATTAACCCAAGTCAATAGAAGCCGGCGTAAAGAGTGTTTTAGATCACCCCCTCCCCAATAAAGCTAAAACTCACCTGAGTTGTAAAAAACTCCAGTTGACACAAAATAGACTACGAAAGTGGCTTTAACATATCTGAACACACAATAGCTAAGACCCAAACTGGGATTAGATACCCCACTATGCTTAGCCCTAAACCTCAACAGTTAAATCAACAAAACTGCTCGCCAGAACACTACGAGCCACAGCTTAAAACTCAAAGGACCTGGCGGTGCTTCATATCCCTCTAGAGGAGCCTGTTCTGTAATCGATAAACCCCGATCAACCTCACCACCTCTTGCTCAGCCTATATACCGCCATCTTCAGCAAACCCTGATGAAGGCTACAAAGTAAGCGCAAGTACCCACGTAAAGACGTTAGGTCAAGGTGTAGCCCATGAGGTGGCAAGAAATGGGCTACATTTTCTACCCCAGAAAACTACGATAGCCCTTATGAAACTTAAGGGTCGAAGGTGGATTTAGCAGTAAACTAAGAGTAGAGTGCTTAGTTGAACAGGGCCCTGAAGCGCGTACACACCGCCCGTCACCCTCCTCAAGTATACTTCAAAGGACATTTAACTAAAACCCCTACGCATTTATATAGAGGAGACAAGTCGTAACATGGTAAGTGTACTGGAAAGTGCACTTGGACGAACCAGAGTGTAGCTTAACACAAAGCACCCAACTTACACTTAGGAGATTTCAACTTAACTTGACCGCTCTGAGCTAAACCTAGCCCCAAACCCACTCCACCTTACTACCAGACAACCTTAGCCAAACCATTTACCCAAATAAAGTATAGGCGATAGAAATTGAAACCTGGCGCAATAGATATAGTACCGCAAGGGAAAGATGAAAAATTATAACCAAGCATAATATAGCAAGGACTAACCCCTATACCTTCTGCATAATGAATTAACTAGAAATAACTTTGCAAGGAGAGCCAAAGCTAAGACCCCCGAAACCAGACGAGCTACCTAAGAACAGCTAAAAGAGCACACCCGTCTATGTAGCAAAATAGTGGGAAGATTTATAGGTAGAGGCGACAAACCTACCGAGCCTGGTGATAGCTGGTTGTCCAAGATAGAATCTTAGTTCAACTTTAAATTTGCCCACAGAACCCTCTAAATCCCCTTGTAAATTTAACTGTTAGTCCAAAGAGGAACAGCTCTTTGGACACTAGGAAAAAACCTTGTAGAGAGAGTAAAAAATTTAACACCCATAGTAGGCCTAAAAGCAGCCACCAATTAAGAAAGCGTTCAAGCTCAACACCCACTACCTAAAAAATCCCAAACATATAACTGAACTCCTCACACCCAATTGGACCAATCTATCACCCTATAGAAGAACTAATGTTAGTATAAGTAACATGAAAACATTCTCCTCCGCATAAGCCTGCGTCAGATTAAAACACTGAACTGACAATTAACAGCCCAATATCTACAATCAACCAACAAGTCATTATTACCCTCACTGTCAACCCAACACAGGCATGCTCATAAGGAAAGGTTAAAAAAAGTAAAAGGAACTCGGCAAATCTTACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATCACCAGTATTAGAGGCACCGCCTGCCCAGTGACACATGTTTAACGGCCGCGGTACCCTAACCGTGCAAAGGTAGCATAATCACTTGTTCCTTAAATAGGGACCTGTATGAATGGCTCCACGAGGGTTCAGCTGTCTCTTACTTTTAACCAGTGAAATTGACCTGCCCGTGAAGAGGCGGGCATAACACAGCAAGACGAGAAGACCCTATGGAGCTTTAATTTATTAATGCAAACAGTACCTAACAAACCCACAGGTCCTAAACTACCAAACCTGCATTAAAAATTTCGGTTGGGGCGACCTCGGAGCAGAACCCAACCTCCGAGCAGTACATGCTAAGACTTCACCAGTCAAAGCGAACTACTATACTCAATTGATCCAATAACTTGACCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTATTCTAGAGTCCATATCAACAATAGGGTTTACGACCTCGATGTTGGATCAGGACATCCCGATGGTGCAGCCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTACNTTCAAATTCCTCCCTGTACGAAAGGACAAGAGAAATAAGGCCTACTTCACAAAGCGCCTTCCCCCGTAAATGATATCATCTCAACTTAGTATTATACCCACACCCACCCAAGAACAGGGTTTGTTAAGATGGCAGAGCCCGGTAATCGCATAAAACTTAAAACTTTACAGTCAGAGGTTCAATTCCTCTTCTTAACAACATACCCATGGCCAACCTCCTACTCCTCATTGTACCCATTCTAATCGCAATGGCATTCCTAATGCTTACCGAACGAAAAATTCTAGGCTATATACAACTACGCAAAGGCCCCAACGTTGTAGGCCCCTACGGGCTACTACAACCCTTCGCTGACGCCATAAAACTCTTCACCAAAGAGCCCCTAAAACCCGCCACATCTACCATCACCCTCTACATCACCGCCCCGACCTTAGCTCTCACCATCGCTCTTCTACTATGAACCCCCCTCCCCATACCCAACCCCCTGGTCAACCTCAACCTAGGCCTCCTATTTATTCTAGCCACCTCTAGCCTAGCCGTTTACTCAATCCTCTGATCAGGGTGAGCATCAAACTCAAACTACGCCCTGATCGGCGCACTGCGAGCAGTAGCCCAAACAATCTCATATGAAGTCACCCTAGCCATCATTCTACTATCAACATTACTAATAAGTGGCTCCTTTAACCTCTCCACCCTTATCACAACACAAGAACACCTCTGATTACTCCTGCCATCATGACCCTTGGCCATAATATGATTTATCTCCACACTAGCAGAGACCAACCGAACCCCCTTCGACCTTGCCGAAGGGGAGTCCGAACTAGTCTCAGGCTTCAACATCGAATACGCCGCAGGCCCCTTCGCCCTATTCTTCATAGCCGAATACACAAACATTATTATAATAAACACCCTCACCACTACAATCTTCCTAGGAACAACATATGACGCACTCTCCCCTGAACTCTACACAACATATTTTGTCACCAAGACCCTACTTCTAACCTCCCTGTTCTTATGAATTCGAACAGCATACCCCCGATTCCGCTACGACCAACTCATACACCTCCTATGAAAAAACTTCCTACCACTCACCCTAGCATTACTTATATGATATGTCTCCATACCCATTACAATCTCCAGCATTCCCCCTCAAACCTAAGAAATATGTCTGATAAAAGAGTTACTTTGATAGAGTAAATAATAGGAGCTTAAACCCCCTTATTTCTAGGACTATGAGAATCGAACCCATCCCTGAGAATCCAAAATTCTCCGTGCCACCTATCACACCCCATCCTAAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCCGAAAATGTTGGTTATACCCTTCCCGTACTAATTAATCCCCTGGCCCAACCCGTCATCTACTCTACCATCTTTGCAGGCACACTCATCACAGCGCTAAGCTCGCACTGATTTTTTACCTGAGTAGGCCTAGAAATAAACATGCTAGCTTTTATTCCAGTTCTAACCAAAAAAATAAACCCTCGTTCCACAGAAGCTGCCATCAAGTATTTCCTCACGCAAGCAACCGCATCCATAATCCTTCTAATAGCTATCCTCTTCAACAATATACTCTCCGGACAATGAACCATAACCAATACTACCAATCAATACTCATCATTAATAATCATAATAGCTATAGCAATAAAACTAGGAATAGCCCCCTTTCACTTCTGAGTCCCAGAGGTTACCCAAGGCACCCCTCTGACATCCGGCCTGCTTCTTCTCACATGACAAAAACTAGCCCCCATCTCAATCATATACCAAATCTCTCCCTCACTAAACGTAAGCCTTCTCCTCACTCTCTCAATCTTATCCATCATAGCAGGCAGTTGAGGTGGATTAAACCAAACCCAGCTACGCAAAATCTTAGCATACTCCTCAATTACCCACATAGGATGAATAATAGCAGTTCTACCGTACAACCCTAACATAACCATTCTTAATTTAACTATTTATATTATCCTAACTACTACCGCATTCCTACTACTCAACTTAAACTCCAGCACCACGACCCTACTACTATCTCGCACCTGAAACAAGCTAACATGACTAACACCCTTAATTCCATCCACCCTCCTCTCCCTAGGAGGCCTGCCCCCGCTAACCGGCTTTTTGCCCAAATGGGCCATTATCGAAGAATTCACAAAAAACAATAGCCTCATCATCCCCACCATCATAGCCACCATCACCCTCCTTAACCTCTACTTCTACCTACGCCTAATCTACTCCACCTCAATCACACTACTCCCCATATCTAACAACGTAAAAATAAAATGACAGTTTGAACATACAAAACCCACCCCATTCCTCCCCACACTCATCGCCCTTACCACGCTACTCCTACCTATCTCCCCTTTTATACTAATAATCTTATAGAAATTTAGGTTAAATACAGACCAAGAGCCTTCAAAGCCCTCAGTAAGTTGCAATACTTAATTTCTGTAACAGCTAAGGACTGCAAAACCCCACTCTGCATCAACTGAACGCAAATCAGCCACTTTAATTAAGCTAAGCCCTTACTAGACCAATGGGACTTAAACCCACAAACACTTAGTTAACAGCTAAGCACCCTAATCAACTGGCTTCAATCTACTTCTCCCGCCGCCGGGAAAAAAGGCGGGAGAAGCCCCGGCAGGTTTGAAGCTGCTTCTTCGAATTTGCAATTCAATATGAAAATCACCTCGGAGCTGGTAAAAAGAGGCCTAACCCCTGTCTTTAGATTTACAGTCCAATGCTTCACTCAGCCATTTTACCTCACCCCCACTGATGTTCGCCGACCGTTGACTATTCTCTACAAACCACAAAGACATTGGAACACTATACCTATTATTCGGCGCATGAGCTGGAGTCCTAGGCACAGCTCTAAGCCTCCTTATTCGAGCCGAGCTGGGCCAGCCAGGCAACCTTCTAGGTAACGACCACATCTACAACGTTATCGTCACAGCCCATGCATTTGTAATAATCTTCTTCATAGTAATACCCATCATAATCGGAGGCTTTGGCAACTGACTAGTTCCCCTAATAATCGGTGCCCCCGATATGGCGTTTCCCCGCATAAACAACATAAGCTTCTGACTCTTACCTCCCTCTCTCCTACTCCTGCTCGCATCTGCTATAGTGGAGGCCGGAGCAGGAACAGGTTGAACAGTCTACCCTCCCTTAGCAGGGAACTACTCCCACCCTGGAGCCTCCGTAGACCTAACCATCTTCTCCTTACACCTAGCAGGTGTCTCCTCTATCTTAGGGGCCATCAATTTCATCACAACAATTATCAATATAAAACCCCCTGCCATAACCCAATACCAAACGCCCCTCTTCGTCTGATCCGTCCTAATCACAGCAGTCCTACTTCTCCTATCTCTCCCAGTCCTAGCTGCTGGCATCACTATACTACTAACAGACCGCAACCTCAACACCACCTTCTTCGACCCCGCCGGAGGAGGAGACCCCATTCTATACCAACACCTATTCTGATTTTTCGGTCACCCTGAAGTTTATATTCTTATCCTACCAGGCTTCGGAATAATCTCCCATATTGTAACTTACTACTCCGGAAAAAAAGAACCATTTGGATACATAGGTATGGTCTGAGCTATGATATCAATTGGCTTCCTAGGGTTTATCGTGTGAGCACACCATATATTTACAGTAGGAATAGACGTAGACACACGAGCATATTTCACCTCCGCTACCATAATCATCGCTATCCCCACCGGCGTCAAAGTATTTAGCTGACTCGCCACACTCCACGGAAGCAATATGAAATGATCTGCTGCAGTGCTCTGAGCCCTAGGATTCATCTTTCTTTTCACCGTAGGTGGCCTGACTGGCATTGTATTAGCAAACTCATCACTAGACATCGTACTACACGACACGTACTACGTTGTAGCCCACTTCCACTATGTCCTATCAATAGGAGCTGTATTTGCCATCATAGGAGGCTTCATTCACTGATTTCCCCTATTCTCAGGCTACACCCTAGACCAAACCTACGCCAAAATCCATTTCACTATCATATTCATCGGCGTAAATCTAACTTTCTTCCCACAACACTTTCTCGGCCTATCCGGAATGCCCCGACGTTACTCGGACTACCCCGATGCATACACCACATGAAACATCCTATCATCTGTAGGCTCATTCATTTCTCTAACAGCAGTAATATTAATAATTTTCATGATTTGAGAAGCCTTCGCTTCGAAGCGAAAAGTCCTAATAGTAGAAGAACCCTCCATAAACCTGGAGTGACTATATGGATGCCCCCCACCCTACCACACATTCGAAGAACCCGTATACATAAAATCTAGACAAAAAAGGAAGGAATCGAACCCCCCAAAGCTGGTTTCAAGCCAACCCCATGGCCTCCATGACTTTTTCAAAAAGGTATTAGAAAAACCATTTCATAACTTTGTCAAAGTTAAATTATAGGCTAAATCCTATATATCTTAATGGCACATGCAGCGCAAGTAGGTCTACAAGACGCTACTTCCCCTATCATAGAAGAGCTTATCACCTTTCATGATCACGCCCTCATAATCATTTTCCTTATCTGCTTCCTAGTCCTGTATGCCCTTTTCCTAACACTCACAACAAAACTAACTAATACTAACATCTCAGACGCTCAGGAAATAGAAACCGTCTGAACTATCCTGCCCGCCATCATCCTAGTCCTCATCGCCCTCCCATCCCTACGCATCCTTTACATAACAGACGAGGTCAACGATCCCTCCCTTACCATCAAATCAATTGGCCACCAATGGTACTGAACCTACGAGTACACCGACTACGGCGGACTAATCTTCAACTCCTACATACTTCCCCCATTATTCCTAGAACCAGGCGACCTGCGACTCCTTGACGTTGACAATCGAGTAGTACTCCCGATTGAAGCCCCCATTCGTATAATAATTACATCACAAGACGTCTTGCACTCATGAGCTGTCCCCACATTAGGCTTAAAAACAGATGCAATTCCCGGACGTCTAAACCAAACCACTTTCACCGCTACACGACCGGGGGTATACTACGGTCAATGCTCTGAAATCTGTGGAGCAAACCACAGTTTCATGCCCATCGTCCTAGAATTAATTCCCCTAAAAATCTTTGAAATAGGGCCCGTATTTACCCTATAGCACCCCCTCTACCCCCTCTAGAGCCCACTGTAAAGCTAACTTAGCATTAACCTTTTAAGTTAAAGATTAAGAGAACCAACACCTCTTTACAGTGAAATGCCCCAACTAAATACTACCGTATGGCCCACCATAATTACCCCCATACTCCTTACACTATTCCTCATCACCCAACTAAAAATATTAAACACAAACTACCACCTACCTCCCTCACCAAAGCCCATAAAAATAAAAAATTATAACAAACCCTGAGAACCAAAATGAACGAAAATCTGTTCGCTTCATTCATTGCCCCCACAATCCTAGGCCTACCCGCCGCAGTACTGATCATTCTATTTCCCCCTCTATTGATCCCCACCTCCAAATATCTCATCAACAACCGACTAATCACCACCCAACAATGACTAATCAAACTAACCTCAAAACAAATGATAACCATACACAACACTAAAGGACGAACCTGATCTCTTATACTAGTATCCTTAATCATTTTTATTGCCACAACTAACCTCCTCGGACTCCTGCCTCACTCATTTACACCAACCACCCAACTATCTATAAACCTAGCCATGGCCATCCCCTTATGAGCGGGCACAGTGATTATAGGCTTTCGCTCTAAGATTAAAAATGCCCTAGCCCACTTCTTACCACAAGGCACACCTACACCCCTTATCCCCATACTAGTTATTATCGAAACCATCAGCCTACTCATTCAACCAATAGCCCTGGCCGTACGCCTAACCGCTAACATTACTGCAGGCCACCTACTCATGCACCTAATTGGAAGCGCCACCCTAGCAATATCAACCATTAACCTTCCCTCTACACTTATCATCTTCACAATTCTAATTCTACTGACTATCCTAGAAATCGCTGTCGCCTTAATCCAAGCCTACGTTTTCACACTTCTAGTAAGCCTCTACCTGCACGACAACACATAATGACCCACCAATCACATGCCTATCATATAGTAAAACCCAGCCCATGACCCCTAACAGGGGCCCTCTCAGCCCTCCTAATGACCTCCGGCCTAGCCATGTGATTTCACTTCCACTCCATAACGCTCCTCATACTAGGCCTACTAACCAACACACTAACCATATACCAATGATGGCGCGATGTAACACGAGAAAGCACATACCAAGGCCACCACACACCACCTGTCCAAAAAGGCCTTCGATACGGGATAATCCTATTTATTACCTCAGAAGTTTTTTTCTTCGCAGGATTTTTCTGAGCCTTTTACCACTCCAGCCTAGCCCCTACCCCCCAATTAGGAGGGCACTGGCCCCCAACAGGCATCACCCCGCTAAATCCCCTAGAAGTCCCACTCCTAAACACATCCGTATTACTCGCATCAGGAGTATCAATCACCTGAGCTCACCATAGTCTAATAGAAAACAACCGAAACCAAATAATTCAAGCACTGCTTATTACAATTTTACTGGGTCTCTATTTTACCCTCCTACAAGCCTCAGAGTACTTCGAGTCTCCCTTCACCATTTCCGACGGCATCTACGGCTCAACATTTTTTGTAGCCACAGGCTTCCACGGACTTCACGTCATTATTGGCTCAACTTTCCTCACTATCTGCTTCATCCGCCAACTAATATTTCACTTTACATCCAAACATCACTTTGGCTTCGAAGCCGCCGCCTGATACTGGCATTTTGTAGATGTGGTTTGACTATTTCTGTATGTCTCCATCTATTGATGAGGGTCTTACTCTTTTAGTATAAATAGTACCGTTAACTTCCAATTAACTAGTTTTGACAACATTCAAAAAAGAGTAATAAACTTCGCCTTAATTTTAATAATCAACACCCTCCTAGCCTTACTACTAATAATTATTACATTTTGACTACCACAACTCAACGGCTACATAGAAAAATCCACCCCTTACGAGTGCGGCTTCGACCCTATATCCCCCGCCCGCGTCCCTTTCTCCATAAAATTCTTCTTAGTAGCTATTACCTTCTTATTATTTGATCTAGAAATTGCCCTCCTTTTACCCCTACCATGAGCCCTACAAACAACTAACCTGCCACTAATAGTTATGTCATCCCTCTTATTAATCATCATCCTAGCCCTAAGTCTGGCCTATGAGTGACTACAAAAAGGATTAGACTGAACCGAATTGGTATATAGTTTAAACAAAACGAATGATTTCGACTCATTAAATTATGATAATCATATTTACCAAATGCCCCTCATTTACATAAATATTATACTAGCATTTACCATCTCACTTCTAGGAATACTAGTATATCGCTCACACCTCATATCCTCCCTACTATGCCTAGAAGGAATAATACTATCGCTGTTCATTATAGCTACTCTCATAACCCTCAACACCCACTCCCTCTTAGCCAATATTGTGCCTATTGCCATACTAGTCTTTGCCGCCTGCGAAGCAGCGGTGGGCCTAGCCCTACTAGTCTCAATCTCCAACACATATGGCCTAGACTACGTACATAACCTAAACCTACTCCAATGCTAAAACTAATCGTCCCAACAATTATATTACTACCACTGACATGACTTTCCAAAAAACACATAATTTGAATCAACACAACCACCCACAGCCTAATTATTAGCATCATCCCTCTACTATTTTTTAACCAAATCAACAACAACCTATTTAGCTGTTCCCCAACCTTTTCCTCCGACCCCCTAACAACCCCCCTCCTAATACTAACTACCTGACTCCTACCCCTCACAATCATGGCAAGCCAACGCCACTTATCCAGTGAACCACTATCACGAAAAAAACTCTACCTCTCTATACTAATCTCCCTACAAATCTCCTTAATTATAACATTCACAGCCACAGAACTAATCATATTTTATATCTTCTTCGAAACCACACTTATCCCCACCTTGGCTATCATCACCCGATGAGGCAACCAGCCAGAACGCCTGAACGCAGGCACATACTTCCTATTCTACACCCTAGTAGGCTCCCTTCCCCTACTCATCGCACTAATTTACACTCACAACACCCTAGGCTCACTAAACATTCTACTACTCACTCTCACTGCCCAAGAACTATCAAACTCCTGAGCCAACAACTTAATATGACTAGCTTACACAATAGCTTTTATAGTAAAGATACCTCTTTACGGACTCCACTTATGACTCCCTAAAGCCCATGTCGAAGCCCCCATCGCTGGGTCAATAGTACTTGCCGCAGTACTCTTAAAACTAGGCGGCTATGGTATAATACGCCTCACACTCATTCTCAACCCCCTGACAAAACACATAGCCTACCCCTTCCTTGTACTATCCCTATGAGGCATAATTATAACAAGCTCCATCTGCCTACGACAAACAGACCTAAAATCGCTCATTGCATACTCTTCAATCAGCCACATAGCCCTCGTAGTAACAGCCATTCTCATCCAAACCCCCTGAAGCTTCACCGGCGCAGTCATTCTCATAATCGCCCACGGGCTTACATCCTCATTACTATTCTGCCTAGCAAACTCAAACTACGAACGCACTCACAGTCGCATCATAATCCTCTCTCAAGGACTTCAAACTCTACTCCCACTAATAGCTTTTTGATGACTTCTAGCAAGCCTCGCTAACCTCGCCTTACCCCCCACTATTAACCTACTGGGAGAACTCTCTGTGCTAGTAACCACGTTCTCCTGATCAAATATCACTCTCCTACTTACAGGACTCAACATACTAGTCACAGCCCTATACTCCCTCTACATATTTACCACAACACAATGGGGCTCACTCACCCACCACATTAACAACATAAAACCCTCATTCACACGAGAAAACACCCTCATGTTCATACACCTATCCCCCATTCTCCTCCTATCCCTCAACCCCGACATCATTACCGGGTTTTCCTCTTGTAAATATAGTTTAACCAAAACATCAGATTGTGAATCTGACAACAGAGGCTTACGACCCCTTATTTACCGAGAAAGCTCACAAGAACTGCTAACTCATGCCCCCATGTCTAACAACATGGCTTTCTCAACTTTTAAAGGATAACAGCTATCCATTGGTCTTAGGCCCCAAAAATTTTGGTGCAACTCCAAATAAAAGTAATAACCATGCACACTACTATAACCACCCTAACCCTGACTTCCCTAATTCCCCCCATCCTTACCACCCTCGTTAACCCTAACAAAAAAAACTCATACCCCCATTATGTAAAATCCATTGTCGCATCCACCTTTATTATCAGTCTCTTCCCCACAACAATATTCATGTGCCTAGACCAAGAAGTTATTATCTCGAACTGACACTGAGCCACAACCCAAACAACCCAGCTCTCCCTAAGCTTCAAACTAGACTACTTCTCCATAATATTCATCCCTGTAGCATTGTTCGTTACATGGTCCATCATAGAATTCTCACTGTGATATATAAACTCAGACCCAAACATTAATCAGTTCTTCAAATATCTACTCATCTTCCTAATTACCATACTAATCTTAGTTACCGCTAACAACCTATTCCAACTGTTCATCGGCTGAGAGGGCGTAGGAATTATATCCTTCTTGCTCATCAGTTGATGATACGCCCGAGCAGATGCCAACACAGCAGCCATTCAAGCAATCCTATACAACCGTATCGGCGATATCGGTTTCATCCTCGCCTTAGCATGATTTATCCTACACTCCAACTCATGAGACCCACAACAAATAGCCCTTCTAAACGCTAATCCAAGCCTCACCCCACTACTAGGCCTCCTCCTAGCAGCAGCAGGCAAATCAGCCCAATTAGGTCTCCACCCCTGACTCCCCTCAGCCATAGAAGGCCCCACCCCAGTCTCAGCCCTACTCCACTCAAGCACTATAGTTGTAGCAGGAATCTTCTTACTCATCCGCTTCCACCCCCTAGCAGAAAATAGCCCACTAATCCAAACTCTAACACTATGCTTAGGCGCTATCACCACTCTGTTCGCAGCAGTCTGCGCCCTTACACAAAATGACATCAAAAAAATCGTAGCCTTCTCCACTTCAAGTCAACTAGGACTCATAATAGTTACAATCGGCATCAACCAACCACACCTAGCATTCCTGCACATCTGTACCCACGCCTTCTTCAAAGCCATACTATTTATGTGCTCCGGGTCCATCATCCACAACCTTAACAATGAACAAGATATTCGAAAAATAGGAGGACTACTCAAAACCATACCTCTCACTTCAACCTCCCTCACCATTGGCAGCCTAGCATTAGCAGGAATACCTTTCCTCACAGGTTTCTACTCCAAAGACCACATCATCGAAACCGCAAACATATCATACACAAACGCCTGAGCCCTATCTATTACTCTCATCGCTACCTCCCTGACAAGCGCCTATAGCACTCGAATAATTCTTCTCACCCTAACAGGTCAACCTCGCTTCCCCACCCTTACTAACATTAACGAAAATAACCCCACCCTACTAAACCCCATTAAACGCCTGGCAGCCGGAAGCCTATTCGCAGGATTTCTCATTACTAACAACATTTCCCCCGCATCCCCCTTCCAAACAACAATCCCCCTCTACCTAAAACTCACAGCCCTCGCTGTCACTTTCCTAGGACTTCTAACAGCCCTAGACCTCAACTACCTAACCAACAAACTTAAAATAAAATCCCCACTATGCACATTTTATTTCTCCAACATACTCGGATTCTACCCTAGCATCACACACCGCACAATCCCCTATCTAGGCCTTCTTACGAGCCAAAACCTGCCCCTACTCCTCCTAGACCTAACCTGACTAGAAAAGCTATTACCTAAAACAATTTCACAGCACCAAATCTCCACCTCCATCATCACCTCAACCCAAAAAGGCATAATTAAACTTTACTTCCTCTCTTTCTTCTTCCCACTCATCCTAACCCTACTCCTAATCACATAACCTATTCCCCCGAGCAATCTCAATTACAATATATACACCAACAAACAATGTTCAACCAGTAACTACTACTAATCAACGCCCATAATCATACAAAGCCCCCGCACCAATAGGATCCTCCCGAATCAACCCTGACCCCTCTCCTTCATAAATTATTCAGCTTCCTACACTATTAAAGTTTACCACAACCACCACCCCATCATACTCTTTCACCCACAGCACCAATCCTACCTCCATCGCTAACCCCACTAAAACACTCACCAAGACCTCAACCCCTGACCCCCATGCCTCAGGATACTCCTCAATAGCCATCGCTGTAGTATATCCAAAGACAACCATCATTCCCCCTAAATAAATTAAAAAAACTATTAAACCCATATAACCTCCCCCAAAATTCAGAATAATAACACACCCGACCACACCGCTAACAATCAATACTAAACCCCCATAAATAGGAGAAGGCTTAGAAGAAAACCCCACAAACCCCATTACTAAACCCACACTCAACAGAAACAAAGCATACATCATTATTCTCGCACGGACTACAACCACGACCAATGATATGAAAAACCATCGTTGTATTTCAACTACAAGAACACCAATGACCCCAATACGCAAAACTAACCCCCTAATAAAATTAATTAACCACTCATTCATCGACCTCCCCACCCCATCCAACATCTCCGCATGATGAAACTTCGGCTCACTCCTTGGCGCCTGCCTGATCCTCCAAATCACCACAGGACTATTCCTAGCCATGCACTACTCACCAGACGCCTCAACCGCCTTTTCATCAATCGCCCACATCACTCGAGACGTAAATTATGGCTGAATCATCCGCTACCTTCACGCCAATGGCGCCTCAATATTCTTTATCTGCCTCTTCCTACACATCGGGCGAGGCCTATATTACGGATCATTTCTCTACTCAGAAACCTGAAACATCGGCATTATCCTCCTGCTTGCAACTATAGCAACAGCCTTCATAGGCTATGTCCTCCCGTGAGGCCAAATATCATTCTGAGGGGCCACAGTAATTACAAACTTACTATCCGCCATCCCATACATTGGGACAGACCTAGTTCAATGAATCTGAGGAGGCTACTCAGTAGACAGTCCCACCCTCACACGATTCTTTACCTTTCACTTCATCTTGCCCTTCATTATTGCAGCCCTAGCAACACTCCACCTCCTATTCTTGCACGAAACGGGATCAAACAACCCCCTAGGAATCACCTCCCATTCCGATAAAATCACCTTCCACCCTTACTACACAATCAAAGACGCCCTCGGCTTACTTCTCTTCCTTCTCTCCTTAATGACATTAACACTATTCTCACCAGACCTCCTAGGCGACCCAGACAATTATACCCTAGCCAACCCCTTAAACACCCCTCCCCACATCAAGCCCGAATGATATTTCCTATTCGCCTACACAATTCTCCGATCCGTCCCTAACAAACTAGGAGGCGTCCTTGCCCTATTACTATCCATCCTCATCCTAGCAATAATCCCCATCCTCCATATATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAATCACTTTATTGACTCCTAGCCGCAGACCTCCTCATTCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCTTTTACCATCATTGGACAAGTAGCATCCGTACTATACTTCACAACAATCCTAATCCTAATACCAACTATCTCCCTAATTGAAAACAAAATACTCAAATGGGCCTGTCCTTGTAGTATAAACTAATACACCAGTCTTGTAAACCGGAGATGAAAACCTTTTTCCAAGGACAAATCAGAGAAAAAGTCTTTAACTCCACCATTAGCACCCAAAGCTAAGATTCTAATTTAAACTATTCTCTGTTCTTTCATGGGGAAGCAGATTTGGGTACCACCCAAGTATTGACTCACCCATCAACAACCGCTATGTATTTCGTACATTACTGCCAGCCACCATGAATATTGTACGGTACCATAAATACTTGACCACCTGTAGTACATAAAAACCCAATCCACATCAAAACCCCCTCCCCATGCTTACAAGCAAGTACAGCAATCAACCCTCAACTATCACACATCAACTGCAACTCCAAAGCCACCCCTCACCCACTAGGATACCAACAAACCTACCCACCCTTAACAGTACATAGTACATAAAGCCATTTACCGTACATAGCACATTACAGTCAAATCCCTTCTCGTCCCCATGGATGACCCCCCTCAGATAGGGGTCCCTTGACCACCATCCTCCGTGAAATCAATATCCCGCACAAGAGTGCTACTCTCCTCGCTCCGGGCCCATAACACTTGGGGGTAGCTAAAGTGAACTGTATCCGACATCTGGTTCCTACTTCAGGGTCATAAAGCCTAAATAGCCCACACGTTCCCCTTAAATAAGACATCACGATG", "Pan troglodytes": "GTTTATGTAGCTTACCCCCTCAAAGCAATACACTGAAAATGTTTCGACGGGTTTACATCACCCCATAAACAAACAGGTTTGGTCCTAGCCTTTCTATTAGCTCTTAGTAAGATTACACATGCAAGCATCCCCGCCCCGTGAGTCACCCTCTAAATCGCCATGATCAAAAGGAACAAGTATCAAGCACGCAGCAATGCAGCTCAAAACGCTTAGCCTAGCCACACCCCCACGGGAGACAGCAGTGATAAACCTTTAGCAATAAACGAAAGTTTAACTAAGCCATACTAACCTCAGGGTTGGTCAATTTCGTGCTAGCCACCGCGGTCATACGATTAACCCAAGTCAATAGAAACCGGCGTAAAGAGTGTTTTAGATCACCCCCCCATAAAGCTAAAATTCACCTGAGTTGTAAAAAACTCCAGCTGATACAAAATAAACTACGAAAGTGGCTTTAACACATCTGAATACACAATAGCTAAGACCCAAACTGGGATTAGATACCCCACTATGCTTAGCCCTAAACTTCAACAGTTAAATTAACAAAACTGCTCGCCAGAACACTACGAGCCACAGCTTAAAACTCAAAGGACCTGGCGGTGCTTCATATCCCTCTAGAGGAGCCTGTTCTGTAATCGATAAACCCCGATCAACCTCACCGCCTCTTGCTCAGCCTATATACCGCCATCTTCAGCAAACCCTGATGAAGGTTACAAAGTAAGCACAAGTACCCACGTAAAGACGTTAGGTCAAGGTGTAGCCTATGAGGTGGCAAGAAATGGGCTACATTTTCTACCCCAGAAAATTACGATAACCCTTATGAAACCTAAGGGTCAAAGGTGGATTTAGCAGTAAACTAAGAGTAGAGTGCTTAGTTGAACAGGGCCCTGAAGCGCGTACACACCGCCCGTCACCCTCCTCAAGTATACTTCAAAGGATACTTAACTTAAACCCCCTACGTATTTATATAGAGGAGATAAGTCGTAACATGGTAAGTGTACTGGAAAGTGCACTTGGACGAACCAGAGTGTAGCTTAACATAAAGCACCCAACTTACACTTAGGAGATTTCAACTCAACTTGACCACTCTGAGCCAAACCTAGCCCCAAACCCCCTCCACCCTACTACCAAACAACCTTAACCAAACCATTTACCCAAATAAAGTATAGGCGATAGAAATTGTAAACCGGCGCAATAGACATAGTACCGCAAGGGAAAGATGAAAAATTATACCCAAGCATAATACAGCAAGGACTAACCCCTGTACCTTTTGCATAATGAATTAACTAGAAATAACTTTGCAAAGAGAACCAAAGCTAAGACCCCCGAAACCAGACGAGCTACCTAAGAACAGCTAAAAGAGCACACCCGTCTATGTAGCAAAATAGTGGGAAGATTTATAGGTAGAGGCGACAAACCTACCGAGCCTGGTGATAGCTGGTTGTCCAAGATAGAATCTTAGTTCAACTTTAAATTTACCTACAGAACCCTCTAAATCCCCTTGTAAACTTAACTGTTAGTCCAAAGAGGAACAGCTCTTTAGACACTAGGAAAAAACCTTGTAAAGAGAGTAAAAAATTTAACACCCATAGTAGGCCTAAAAGCAGCCACCAATTAAGAAAGCGTTCAAGCTCAACACCCACAACCTTAAAGATCCCAAACATACAACCGAACTCCTTACACCCAATTGGACCAATCTATTACCCCATAGAAGAACTAATGTTAGTATAAGTAACATGAAAACATTCTCCTCCGCATAAGCCTACATCAGACCAAAATATTAAACTGACAATTAACAGCCTAATATCTACAATCAACCAACAAGCCATTATTACCCCCGCTGTTAACCCAACACAGGCATGCCCACAAGGAAAGGTTAAAAAAAGTAAAAGGAACTCGGCAAATCTTACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATTACCAGTATTAGAGGCACCGCCTGCCCGGTGACATATGTTTAACGGCCGCGGTACCCTAACCGTGCAAAGGTAGCATAATCACTTGTTCCTTAAATAGGGACTTGTATGAATGGCTCCACGAGGGTTTAGCTGTCTCTTACTTTCAACCAGTGAAATTGACCTACCCGTGAAGAGGCGGGCATAACATAACAAGACGAGAAGACCCTATGGAGCTTTAATTCATTAATGCAAACAATACTTAACAAACCTACAGGTCCTAAACTATTAAACCTGCATTAAAAATTTCGGTTGGGGCGACCTCGGAGCACAACCCAACCTCCGAGCAATACATGCTAAGACCTCACCAGTCAAAGCGAATTACTACATCCAATTGATCCAATGACTTGACCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTATTCCAGAGTCCATATCAACAATAGGGTTTACGACCTCGATGTTGGATCAGGACATCCCGATGGTGCAGCCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTGTTCTAAATTTCTCCCTGTACGAAAGGACAAGAGAAATGAGGCCTACTTCACAAAGCGCCTTCCCCAATAAATGATATTATCTCAATTTAGCGCCATGCCAACACCCACTCAAGAACAGAGTTTGTTAAGATGGCAGAGCCCGGTAATTGCATAAAACTTAAAACTTTACAATCAGAGGTTCAATTCCTCTTCTTGACAACACACCCATGACCAACCTCCTACTCCTCATTGTACCCATCCTAATCGCAATAGCATTCCTAATGCTAACCGAACGAAAAATTCTAGGCTACATACAACTACGCAAAGGTCCCAACATTGTAGGTCCTTACGGGCTATTACAGCCCTTCGCTGACGCCATAAAACTCTTCACTAAAGAACCCTTAAAACCCTCCACTTCAACCATTACCCTCTACATCACCGCCCCAACCCTAGCCCTCACCATTGCCCTCTTACTATGAACCCCCCTCCCCATACCCAACCCCCTAGTCAATCTTAACTTAGGCCTCCTATTTATTCTAGCCACCTCCAGCCTAGCCGTTTACTCAATCCTCTGATCAGGGTGAGCATCAAACTCGAACTACGCCTTAATCGGTGCACTACGAGCAGTAGCCCAAACAATCTCATACGAAGTCACTCTAGCCATTATCCTACTGTCAACGCTACTAATAAGTGGCTCCTTCAATCTCTCTACCCTTGTCACAACACAAGAGCACCTCTGACTAATCCTGCCAACATGACCCCTGGCCATAATATGATTTATCTCTACACTAGCAGAGACCAACCGAACTCCCTTCGACCTTACTGAAGGAGAATCTGAACTAGTCTCAGGCTTTAATATCGAGTATGCCGCAGGCCCCTTTGCCCTATTTTTCATAGCCGAATACATAAACATTATTATAATAAACACCCTCACTGCTACAATCTTCCTAGGAGCAACATACAATACTCACTCCCCTGAACTCTACACGACATATTTTGTCACCAAAGCTCTACTTCTAACCTCCCTGTTCCTATGAATTCGAACAGCATATCCCCGATTTCGCTACGACCAGCTCATACACCTCCTATGAAAAAACTTCCTACCACTCACCCTAGCATCACTCATGTGATATATCTCCATACCCACTACAATCTCCAGCATCCCCCCTCAAACCTAAGAAATATGTCTGATAAAAGAATTACTTTGATAGAGTAAATAATAGGAGTTCAAATCCCCTTATTTCTAGGACTATAAGAATCGAACTCATCCCTGAGAATCCAAAATTCTCCGTGCCACCTATCACACCCCATCCTAAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCCGAAAATGTTGGTTACACCCTTCCCGTACTAATTAATCCCCTAGCCCAACCCATCATCTACTCTACCATCCTTACAGGCACGCTCATTACAGCGCTAAGCTCACACTGATTTTTCACCTGAGTAGGCCTAGAAATAAATATACTAGCTTTTATCCCAATCCTAACCAAAAAAATAAGCCCCCGCTCCACAGAAGCCGCCATCAAATACTTTCTCACACAAGCAACTGCGTCCATAATTCTCCTGATAGCTATCCTCTCCAACAGCATACTCTCCGGACAATGAACCATAACCAATACTACCAATCAATACTCATCATTAATAATTATAATAGCAATGGCAATAAAACTAGGAATAGCCCCCTTTCACTTTTGAGTTCCAGAAGTTACCCAAGGCACCCCCCTAATATCCGGCCTACTCCTCCTCACATGACAAAAATTAGCCCCTATTTCAATTATATACCAAATCTCCTCATCACTGAACGTAAACCTTCTCCTCACCCTTTCAATCTTGTCCATTATAGCAGGCAGCTGAGGCGGACTAAACCAAACCCAACTACGCAAAATCCTAGCATACTCCTCAATCACCCACATAGGCTGAATAATAGCAGTCCTACCATATAACCCTAACATAACCATTCTTAATTTAACCATTTACATCATCCTAACTACTACCGCATTTCTGCTACTCAACTTAAACTCCAGCACCACAACCCTACTACTATCTCGCACCTGAAACAAGCTAACATGATTAACTCCCCTAATTCCATCCACCCTCCTCTCCCTAGGAGGCCTACCCCCACTAACTGGCTTCTTACCCAAATGAGTTATCATCGAAGAATTCACAAAAAATAATAGCCTCATCATCCCCACCATCATAGCCATCATCACTCTCCTTAACCTCTATTTCTACCTACGCCTAATCTACTCCACCTCAATTACACTACTTCCCATATCTAATAACGTAAAAATAAAATGACAATTCGAACATACAAAACCCACCCCCTTCCTCCCTACACTCATCACCCTTACCACACTGCTTCTACCCATCTCCCCCTTCATACTAATAATCTTATAGAAATTTAGGTTAAGCACAGACCAAGAGCCTTCAAAGCCCTCAGCAAGTTACAATACTTAATTTCTGCAACAACTAAGGACTGCAAAACCCCACTCTGCATCAACTGAACGCAAATCAGCCACTTTAATTAAGCTAAGCCCTTACTAGATTAATGGGACTTAAACCCACAAACATTTAGTTAACAGCTAAACACCCTAATCAACTGGCTTCAATCTACTTCTCCCGCCGCAAGAAAAAAAGGCGGGAGAAGCCCCGGCAGGTTTGAAGCTGCTTCTTCGAATTTGCAATTCAATATGAAAATCACCTCAGAGCTGGTAAAAAGAGGCTTAACCCCTGTCTTTAGATTTACAGTCCAATGCTTCACTCAGCCATTTTACCCCACCCTACTGATGTTCACCGACCGCTGACTATTCTCTACAAACCACAAAGATATTGGAACACTATACCTACTATTCGGTGCATGAGCTGGAGTCCTGGGCACAGCCCTAAGTCTCCTTATTCGGGCTGAACTAGGCCAACCAGGCAACCTCCTAGGTAATGACCACATCTACAATGTCATCGTCACAGCCCATGCATTCGTAATAATCTTCTTCATAGTAATGCCTATTATAATCGGAGGCTTTGGCAACTGGCTAGTTCCCTTGATAATTGGTGCCCCCGACATGGCATTCCCCCGCATAAACAACATAAGCTTCTGGCTCCTGCCCCCTTCTCTCCTACTTCTACTTGCATCTGCCATAGTAGAAGCCGGCGCGGGAACAGGTTGAACAGTCTACCCTCCCTTAGCGGGAAACTACTCGCATCCTGGAGCCTCCGTAGACCTAACCATCTTCTCCTTACATCTGGCAGGCATCTCCTCTATCCTAGGAGCCATTAACTTCATCACAACAATTATTAATATAAAACCTCCTGCCATGACCCAATACCAAACACCCCTCTTCGTCTGATCCGTCCTAATCACAGCAGTCTTACTTCTCCTATCCCTCCCAGTCCTAGCTGCTGGCATCACCATACTATTGACAGATCGTAACCTCAACACTACCTTCTTCGACCCAGCCGGGGGAGGAGACCCTATTCTATATCAACACTTATTCTGATTTTTTGGCCACCCCGAAGTTTATATTCTTATCCTACCAGGCTTCGGAATAATTTCCCACATTGTAACTTATTACTCCGGAAAAAAAGAACCATTTGGATATATAGGCATGGTTTGAGCTATAATATCAATTGGCTTCCTAGGGTTTATCGTGTGAGCACACCATATATTTACAGTAGGGATAGACGTAGACACCCGAGCCTATTTCACCTCCGCTACCATAATCATTGCTATTCCTACCGGCGTCAAAGTATTCAGCTGACTCGCTACACTTCACGGAAGCAATATGAAATGATCTGCCGCAGTACTCTGAGCCCTAGGGTTTATCTTTCTCTTCACCGTAGGTGGCCTAACCGGCATTGTACTAGCAAACTCATCATTAGACATCGTGCTACACGACACATACTACGTCGTAGCCCACTTCCACTACGTTCTATCAATAGGAGCTGTATTCGCCATCATAGGAGGCTTCATTCACTGATTCCCCCTATTCTCAGGCTATACCCTAGACCAAACCTATGCCAAAATCCAATTTGCCATCATGTTCATTGGCGTAAACCTAACCTTCTTCCCACAGCACTTCCTTGGCCTATCTGGGATGCCCCGACGTTACTCGGACTACCCCGATGCATACACCACATGAAATGTCCTATCATCCGTAGGCTCATTTATCTCCCTGACAGCAGTAATATTAATAATTTTCATGATTTGAGAAGCCTTTGCTTCAAAACGAAAAGTCCTAATAGTAGAAGAGCCCTCCGCAAACCTGGAATGACTATATGGATGCCCCCCACCCTACCACACATTCGAAGAACCCGTATACATAAAATCTAGACAAAAAAGGAAGGAATCGAACCCCCTAAAGCTGGTTTCAAGCCAACCCCATGACCTCCATGACTTTTTCAAAAAGATATTAGAAAAACTATTTCATAACTTTGTCAAAGTTAAATTACAGGTTAACCCCCGTATATCTTAATGGCACATGCAGCGCAAGTAGGTCTACAAGATGCTACTTCCCCTATCATAGAAGAACTTATTATCTTTCACGACCATGCCCTCATAATTATCTTTCTCATCTGCTTTCTAGTCCTATACGCCCTTTTCCTAACACTCACAACAAAACTAACTAATACTAGTATTTCAGACGCCCAGGAAATAGAAACCGTCTGAACTATCCTGCCCGCCATCATCCTAGTCCTTATTGCCCTACCATCCCTGCGTATCCTTTACATAACAGACGAGGTCAACGACCCCTCCTTTACTATTAAATCAATCGGCCATCAATGATATTGAACCTACGAATACACCGACTACGGCGGGCTAATCTTCAACTCCTACATACTCCCCCCATTATTTCTAGAACCAGGTGATCTACGACTCCTTGACGTTGATAACCGAGTGGTCCTCCCAGTTGAAGCCCCCGTTCGTATAATAATTACATCACAAGATGTTCTACACTCATGAGCTGTTCCCACATTAGGCCTAAAAACAGACGCAATTCCCGGACGCCTAAACCAAACCACTTTCACCGCCACACGACCAGGAGTATACTACGGCCAATGCTCAGAAATCTGTGGAGCAAACCACAGTTTTATACCCATCGTCCTAGAATTAATCCCTCTAAAAATCTTTGAAATAGGACCCGTATTCACTCTATAGCACCTTCTCTACCCCTCTCCAGAGCTCACTGTAAAGCTAACCTAGCATTAACCTTTTAAGTTAAAGATTAAGAGGACCGACACCTCTTTACAGTGAAATGCCCCAACTAAATACCGCCGTATGACCCACCATAATTACCCCCATACTCCTGACACTATTTCTCGTCACCCAACTAAAAATATTAAATTCAAATTACCATCTACCCCCCTCACCAAAACCCATAAAAATAAAAAACTACAATAAACCCTGAGAACCAAAATGAACGAAAATCTATTCGCTTCATTCGCTGCCCCCACAATCCTAGGCTTACCCGCCGCAGTACTAATCATTCTATTCCCCCCTCTACTGGTCCCCACTTCTAAACATCTCATCAACAACCGACTAATTACCACCCAACAATGACTAATTCAACTGACCTCAAAACAAATAATAACTATACACAGCACTAAAGGACGAACCTGATCTCTCATACTAGTATCCTTAATCATTTTTATTACCACAACCAATCTTCTTGGGCTTCTACCCCACTCATTCACACCAACCACCCAACTATCTATAAACCTAGCCATGGCTATCCCCCTATGAGCAGGCGCAGTAGTCATAGGCTTTCGCTTTAAGACTAAAAATGCCCTAGCCCACTTCTTACCGCAAGGCACACCTACACCCCTTATCCCCATACTAGTTATCATCGAAACTATTAGCCTACTCATTCAACCAATAGCCTTAGCCGTACGTCTAACCGCTAACATTACTGCAGGCCACCTACTCATGCACCTAATTGGAAGCGCCACACTAGCATTATCAACTATCAATCTACCCTATGCACTCATTATCTTCACAATTCTAATCCTACTGACTATTCTAGAGATCGCCGTCGCCTTAATCCAAGCCTACGTTTTTACACTTCTAGTGAGCCTCTACCTGCACGACAACACATAATGACCCACCAATCACATGCCTACCACATAGTAAAACCCAGCCCATGACCCCTAACAGGGGCCCTCTCGGCCCTCCTAATAACCTCCGGCCTGGCCATATGATTCCACTTCTACTCCACAACACTACTCACACTAGGCTTACTAACTAACACATTGACCATATATCAATGATGACGCGATGTTATACGAGAAGGCACATACCAAGGCCACCACACACCACCCGTCCAAAAAGGTCTCCGATATGGGATAATTCTTTTTATTACCTCAGAAGTTTTTTTCTTTGCAGGATTTTTTTGAGCTTTCTACCACTCCAGCCTAGCCCCTACCCCCCAGCTAGGAGGACACTGGCCCCCAACAGGTATTACCCCACTAAATCCCCTAGAAGTCCCACTCCTAAACACATCTGTATTACTCGCATCAGGAGTATCAATTACTTGAGCCCATCACAGCTTAATAGAAAATAACCGAAACCAAATAATTCAAGCACTGCTTATTACGATTCTACTAGGTCTTTATTTTACCCTCCTACAAGCCTCAGAATATTTCGAATCCCCTTTTACCATTTCCGATGGCATCTACGGCTCAACATTCTTTGTAGCCACAGGCTTCCACGGACTCCACGTCATTATTGGATCAACTTTCCTCACTATCTGCCTCATCCGCCAACTAATATTTCACTTCACATCCAAACATCACTTCGGCTTTCAAGCCGCCGCCTGATACTGACACTTCGTAGATGTAGTCTGACTATTTCTATATGTCTCTATTTACTGATGAGGATCTTACTCTTTTAGTATAAGTAGTACCGTTAACTTCCAATTAACTAGTTTTGACAACATTCAAAAAAGAGTAATAAACTTCGTCCTAATTTTAATAACCAATACCCTTCTAGCCCTACTACTGATAATTATCACATTCTGACTACCACAACTCAACAGCTACATAGAAAAATCTACCCCTTACGAATGTGGCTTCGACCCTATATCCCCCGCCCGCGTCCCCTTCTCCATAAAATTTTTCCTAGTAGCCATCACCTTCCTATTATTTGACCTAGAAATTGCCCTCCTATTGCCCTTACCTTGAGCCCTACAAACGGCCAACCTACCACTAATAGTCACATCATCCCTCTTATTAATTACTATCCTAGCCCTAAGCCTCGCCTACGAATGATTACAAAAAGGGTTAGACTGAACCGAATTGGTATATAGTTTAAATAAAACGAATGATTTCGACTCATTAAATTATGATAATCATATTTACCAAATGCCCCTTATTTATATAAATATTATACTAGCATTTACCATCTCACTTCTAGGAATACTAGTATATCGCTCACACCTAATATCTTCCCTACTATGCCTAGAAGGAATAATACTATCACTGTTCATCATAGCCACCCTCATAACCCTCAATACTCACTCCCTCTTAGCCAATATTGTACCCATCACCATACTAGTCTTTGCTGCCTGCGAAGCAGCAGTAGGTCTAGCACTACTAGTTTCAATCTCTAACACATATGGCTTAGACTACGTACATAACCTAAACCTACTCCAATGCTAAAACTAATCATCCCGACAATTATATTACTACCACTAACATGATTCTCTAAAAAACGTATAATTTGAATCAACACAACCACTCACAGCCTAATTATCAGCACCATTCCCTTACTATTTTTTAACCAAATTAACAACAACCTATTCAGCTGTTCCCTGCCCTTCTCCTCCGACCCCTTAACAACTCCCCTCCTAATATTAACTGCTTGACTTCTACCCCTCACAATCATAGCAAGCCAGCGCCACCTATCCAACGAACCACTATCACGAAAAAAACTCTACCTCTCCATGCTAATTTCCCTCCAAATCTCCTTAATTATAACATTCTCGGCCACAGAGCTAATTATATTTTATATCTTCTTCGAAACCACACTTATCCCCACCCTGGCTATCATCACCCGATGGGGTAACCAACCAGAACGCCTGAACGCAGGTACATACTTCCTATTCTATACCCTAGTAGGCTCCCTCCCCCTACTCATCGCACTAATCTATACCCACAACACCCTAGGCTCACTAAATATCCTATTACTCACTCTTACAACCCAAGAACTATCAAACACCTGAGCCAACAACTTAATATGACTAGCGTACACGATGGCTTTCATGGTAAAAATACCCCTTTACGGACTCCACCTATGACTCCCTAAAGCCCATGTCGAAGCCCCTATTGCCGGGTCAATGGTACTTGCTGCAGTACTCTTAAAATTAGGTGGCTATGGCATAATACGCCTCACACTCATCCTCAACCCCCTAACAAAACATATAGCCTATCCCTTCCTCATGTTGTCCTTATGAGGTATAATCATAACAAGCTCCATCTGCCTGCGACAAACAGACCTAAAATCGCTCATTGCATACCCTTCAGTCAGCCACATAGCCCTCGTAGTAACAGCCATTCTCATCCAAACCCCCTGAAGCTTCACCGGCGCAATTATCCTCATAATCGCCCACGGACTTACATCCTCATTATTATCCTGCCTAGCAAACTCAAATTATGAACGCACCCACAGTCGCATCATAATTCTCTCCCAAGGACTTCAAACTCTACTCCCACTAATAGCCTTTTGATGACTCCTGGCAAGCCTCGCTAACCTCGCCCTACCCCCTACCATTAATCTCCTAGGGGAACTCTCCGTGCTAGTAACCTCATTCTCCTGATCAAATACCACTCTCCTACTCACAGGATTCAACATACTAATCACAGCCCTGTACTCCCTCTACATGTTTACCACAACACAATGAGGCTCACTCACCCACCACATTAATAGCATAAAGCCCTCATTCACACGAGAAAACACTCTCATATTTTTACACCTATCCCCCATCCTCCTTCTATCCCTCAATCCTGATATCATCACTGGATTCACCTCCTGTAAATATAGTTTAACCAAAACATCAGATTGTGAATCTGACAACAGAGGCTCACGACCCCTTATTTACCGAGAAAGCTTATAAGAACTGCTAACTCGTATTCCCATGCCTAACAACATGGCTTTCTCAACTTTTAAAGGATAACAGTTATCCATTGGTCTTAGGCCCCAAAAATTTTGGTGCAACTCCAAATAAAAGTAATAACCATGTATGCTACCATAACCACCTTAGCCCTAACTTCCTTAATTCCCCCCATCCTCGGCGCCCTCATTAACCCTAACAAAAAAAACTCATACCCCCATTACGTGAAATCCATTATCGCATCCACCTTTATCATTAGCCTTTTCCCCACAACAATATTCATATGCCTAGACCAAGAAACTATTATCTCGAACTGACACTGAGCAACAACCCAAACAACCCAACTCTCCCTGAGCTTTAAACTAGACTATTTCTCCATAACATTTATCCCCGTAGCACTGTTCGTTACATGATCCATCATAGAATTCTCACTATGATATATAGACTCAGACCCCAACATCAACCAATTCTTCAAATACTTACTTATCTTCCTAATTACTATACTAATCCTAGTCACCGCTAACAACCTATTCCAACTCTTCATCGGCTGAGAAGGCGTAGGAATTATATCCTTTCTACTCATTAGCTGATGGTACGCCCGAACAGATGCCAACACAGCAGCCATCCAAGCAATCCTATATAACCGTATCGGTGATATTGGTTTTGTCCTAGCCCTAGCATGATTTCTCCTACACTCCAACTCATGAGATCCACAACAAATAATCCTCCTAAGTACTAATACAGACCTTACTCCACTACTAGGCTTCCTCCTAGCAGCAGCAGGCAAATCAGCTCAACTAGGCCTTCACCCCTGACTCCCCTCAGCCATAGAAGGCCCTACCCCTGTTTCAGCCCTACTCCACTCAAGCACCATAGTCGTAGCAGGAATCTTCCTACTCATCCGCTTCTACCCCCTAGCAGAGAATAACCCACTAATCCAAACTCTCACGCTATGCCTAGGCGCTATCACCACCCTATTCGCAGCAGTCTGCGCCCTCACACAAAATGACATCAAAAAAATCGTGGCCTTCTCCACTTCAAGCCAACTAGGACTCATAATAGTTACAATCGGTATCAACCAACCACACCTAGCATTCCTTCACATCTGCACCCACGCTTTCTTCAAAGCCATACTATTCATATGCTCCGGATCCATTATTCACAACCTCAATAATGAGCAAGACATTCGAAAAATAGGAGGATTACTCAAAACCATACCCCTCACTTCAACCTCCCTCACCATTGGGAGCCTAGCATTAGCAGGAATACCCTTCCTCACAGGTTTCTACTCCAAAGACCTCATCATCGAAACCGCTAACATATCATACACAAACGCCTGAGCCCTATCTATTACTCTCATCGCCACCTCTCTGACAAGCGCCTACAGCACCCGAATAATCCTCCTCACCCTAACAGGTCAACCTCGCTTCCCAACCCTCACCAACATTAACGAAAACAACCCCACTCTGTTAAATCCCATTAAACGCCTAACCATTGGAAGCTTATTTGCAGGATTTCTCATTACCAACAACATTCTCCCCATATCTACTCCCCAAGTGACAATTCCCCTTTACTTAAAACTTACAGCCCTAGGCGTTACTTCCCTAGGACTTCTAACAGCCCTAGACCTCAATTACCTAACCAGCAAGCTCAAAATAAAATCCCCACTATATACATTTCACTTCTCTAATATACTCGGATTCTACCCTAACATTATACACCGCTCGATCCCCTATCTAGGCCTTCTTACAAGCCAAAACCTACCCCTACTTCTTCTAGACCTGACCTGACTAGAGAAACTATTACCTAAAACAATTTCACAGTACCAAATCTCCGCTTCCATTACCACCTCAACCCAAAAAGGCATGATCAAACTTTATTTCCTCTCTTTTTTCTTCCCTCTCATCTTAACCTTACTCCTAATCACATAACCTATTCCCCCGAGCAATCTCAATCACAATGTATACACCAACAAACAATGTCCAACCAGTAACTACTACTAACCAACGCCCATAATCATATAAGGCCCCCGCACCAATAGGATCCTCCCGAATCAGCCCTGGCCCCTCCCCTTCATAAATTATTCAACTTCCCACGCTATTAAAATTTACCACAACCACCATCCCATCATACCCTTTTACCCATAACACTAATCCTACCTCCATCGCCAGTCCTACTAAAACACTAACCAAAACCTCAACCCCTGACCCCCATGCCTCAGGATACTCCTCAATAGCCATAGCCGTAGTATACCCAAAAACAACCATTATTCCCCCCAAATAAATTAAAAAAACCATTAAACCTATATAACCTCCCCCATAATTCAAAATGATGGCACACCCAACTACACCACTAACAATCAATACTAAACCCCCATAAATGGGAGAAGGCTTAGAAGAAAACCCCACAAACCCTATCACTAAACTCACACTCAATAAAAATAAAGCATATGTCATTATTCTCGCACGGACTACAACCACGACCAATGATATGAAAAACCATCGTTGTATTTCAACTACAAGAACACCAATGACCCCGACACGCAAAATTAACCCACTAATAAAATTAATTAATCACTCATTTATCGACCTCCCCACCCCATCCAACATTTCCGCATGATGGAACTTCGGCTCACTTCTCGGCGCCTGCCTAATCCTTCAAATTACCACAGGATTATTCCTAGCTATACACTACTCACCAGACGCCTCAACCGCCTTCTCGTCGATCGCCCACATCACCCGAGACGTAAACTATGGTTGGATCATCCGCTACCTCCACGCTAACGGCGCCTCAATATTTTTTATCTGCCTCTTCCTACACATCGGCCGAGGTCTATATTACGGCTCATTTCTCTACCTAGAAACCTGAAACATTGGCATTATCCTCTTGCTCACAACCATAGCAACAGCCTTTATGGGCTATGTCCTCCCATGAGGCCAAATATCCTTCTGAGGAGCCACAGTAATTACAAACCTACTGTCCGCTATCCCATACATCGGAACAGACCTGGTCCAGTGAGTCTGAGGAGGCTACTCAGTAGACAGCCCTACCCTTACACGATTCTTCACCTTCCACTTTATCTTACCCTTCATCATCACAGCCCTAACAACACTTCATCTCCTATTCTTACACGAAACAGGATCAAATAACCCCCTAGGAATCACCTCCCACTCCGACAAAATTACCTTCCACCCCTACTACACAATCAAAGATATCCTTGGCTTATTCCTTTTCCTCCTTATCCTAATGACATTAACACTATTCTCACCAGGCCTCCTAGGCGATCCAGACAACTATACCCTAGCTAACCCCCTAAACACCCCACCCCACATTAAACCCGAGTGATACTTTCTATTTGCCTACACAATCCTCCGATCCATCCCCAACAAACTAGGAGGCGTCCTCGCCCTACTACTATCTATCCTAATCCTAACAGCAATCCCTGTCCTCCACACATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAACTGCTTTACTGACTCCTAGCCACAGACCTCCTCATCCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCCTTCATCACCATCGGACAAATAGCATCCGTATTATACTTCACAACAATCCTAATCCTAATACCAATCGCCTCTCTAATCGAAAACAAAATACTTGAATGAACCTGCCCTTGTAGTATAAACTAATACACCGGTCTTGTAAACCGGAAACGAAAACTTTCTTCCAAGGACAAATCAGAGAAAAAGTAATTAACTTCACCATCAGCACCCAAAGCTAAGATTCTAATTTAAACTATTCTCTGTTCTTTCATGGGGAAGCAAATTTAGGTACCACCTAAGTACTGGCTCATTCATTACAACCGCTATGTATTTCGTACATTACTGCCAGCCACCATGAATATCGTACAGTACCATATCACCCAACTACCTATAGTACATAAAATCCACTCCCACATCAAAACCTTCACTCCATGCTTACAAGCACGCACAACAATCAACTCCCAACTGTCGAACATAAAACACAATTCCAACGACACCCCTCCCCCACCCCGATACCAACAGACCTATCTCCCCTTGACAGAACATAGTACATACAACCATACACCGTACATAGCACATTACAGTCAAACCCCTCCTCGCCCCCACGGATGCTCCCCCTCAGATAGGAATCCCTTGGTCACCATCCTCCGTGAAATCAATATCCCGCACAAGAGTGACTCTCCTCGCTCCGGGCCCATAACATCTGGGGGTAGCTAAAGTGAACTGTATCCGACATCTGGTTCCTACCTCAGGGCCATGAAGTTCAAAAGACTCCCACACGTTCCCCTTAAATAAGACATCACGATGGATCACAGGTCTATCACCCTATTAACCAGTCACGGGAGCCTTCCATGCATTTGGTATTTTCGTCTGGGGGGTGTGCACGCGATAGCATTGCGAAACGCTGGCCCCGGAGCACCCTATGTCGCAGTATCTGTCTTTGATTCCTGCCCCATTGTATTATTTATCGCACCTACGTTCAATATTACGACCTAGCATACCTACTAAAGTGTGTTGATTAATTAATGCTTGCAGGACATAACAACAGCAGCAAAATGCTCACATAACTGCTTTCCACACCAACATCATAACAAAAAATTCCCACAAACCCCCCCTTCCCCCCGGCCACAGCACTCAAACAAATCTCTGCCAAACCCCAAAAACAAAGAACCCAGACGCCAGCCTAGCCAGACTTCAAATTTCATCTTTAGGCGGTATGCACTTTTAACAGTCACCCCTCAATTAACATGCCCTCCCCCCTCAACTCCCATTCTACTAGCCCCAGCAACGTAACCCCCTACTCACCCTACTCAACACATATACCGCTGCTAACCCCATACCCTGAACCAACCAAACCCCAAAGACACCCCTACACA", "Equus caballus": "GTTAATGTAGCTTAATAATATAAAGCAAGGCACTGAAAATGCCTAGATGAGTATTCTTACTCCATAAACACATAGGCTTGGTCCTAGCCTTTTTATTAGTTATTAATAGAATTACACATGCAAGTATCCGCACCCCAGTGAGAATGCCCTCTAAATCACGTCTCTACGATTAAAAGGAGCAGGTATCAAGCACACTAGAAAGTAGCTCATAACACCTTGCTCAGCCACACCCCCACGGGACACAGCAGTGATAAAAATTAAGCTATGAACGAAAGTTCGACTAAGTCATATTAAATAAGGGTTGGTAAATTTCGTGCCAGCCACCGCGGTCATACGATTAACCCAAATTAATAAATCTCCGGCGTAAAGCGTGTCAAAGACTAATACCAAAATAAAGTTAAAACCCAGTTAAGCCGTAAAAAGCTACAACCAAAGTAAAATAGACTACGAAAGTGACTTTAATACCTCTGACTACACGATAGCTAAGACCCAAACTGGGATTAGATACCCCACTATGCTTAGCCCTAAACTAAAATAGCTTACCACAACAAAGCTATTCGCCAGAGTACTACTAGCAACAGCCTAAAACTCAAAGGACTTGGCGGTGCTTTACATCCCTCTAGAGGAGCCTGTTCCATAATCGATAAACCCCGATAAACCCCACCATCCCTTGCTAATTCAGCCTATATACCGCCATCTTCAGCAAACCCTAAACAAGGTACCGAAGTAAGCACAAATATCCAACATAAAAACGTTAGGTCAAGGTGTAGCCCATGGGATGGAGAGAAATGGGCTACATTTTCTACCCTAAGAACAAGAACTTTAACCCGGACGAAAGTCTCCATGAAACTGGAGACTAAAGGAGGATTTAGCAGTAAATTAAGAATAGAGAGCTTAATTGAATCAGGCCATGAAGCGCGCACACACCGCCCGTCACCCTCCTTAAATATCACAAATCATAACATAACATAAAACCGTGACCCAAACATATGAAAGGAGACAAGTCGTAACAAGGTAAGTATACCGGAAGGTGTACTTGGATAACCAAAGTGTAGCTTAAACAAAGCATCCAGCTTACACCTAGAAGATTTCACTCAAAATGAACACTTTGAACTAAAGCTAGCCCAAACAATACCTAATTCAATTACCCTTAGTCACTTAACTAAAACATTCACCAAACCATTAAAGTATAGGAGATAGAAATTTTAACTTGGCGCTATAGAGAAAGTACCGTAAGGGAACGATGAAAGATGCATTAAAAGTACTAAACAGCAAAGCTTACCCCTTTTACCTTTTGCATAATGATTTAACTAGAATAAACTTAGCAAAGAGAACTTAAGCTAAGCACCCCGAAACCAGACGAGCTACCTATGAACAGTTACAAATGAACCAACTCATCTATGTCGCAAAATAGTGAGAAGATTCGTAGGTAGAGGTGAAAAGCCCAACGAGCCTGGTGATAGCTGGTTGTCCAGAAACAGAATTTCAGTTCAAATTTAAATTTACCTAAAAACTACTCAATTCTAATGTAAATTTAAATTATAGTCTAAAAAGGTACAGCTTTTTAGATACAGGTTACAACCTTCATTAGAGAGTAAGAACAAGATAAACCCATAGTTGGCTTAAAAGCAGCCATCAATTAAGAAAGCGTTCAAGCTCAACGACACATCTATCTTAATCCCAACAATCAACCCAAACTAACTCCTAATCTCATACTGGACTATTCTATCAACACATAGAAGCAATAATGTTAATATGAGTAACAAGAATTATTTCTCCTTGCATAAGCTTATATCAGAACGAATACTCACTGATAGTTAACAACAAGATAGGGATAATCCAAAAACTAATCATCTATTTAAACCATTGTTAACCCAACACAGGCATGCATCTATAAGGAAAGATTAAAAGAAGTAAAAGGAACTCGGCAAACACAAACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATTTCCAGTATTAGAGGCACTGCCTGCCCAGTGACATCTGTTTAAACGGCCGCGGTATCCTAACCGTGCAAAGGTAGCATAATCACTTGTTCCCTAAATAGGGACTTGTATGAATGGCCACACGAGGGTTTTACTGTCTCTTACTTCCAATCAGTGAAATTGACCTTCCCGTGAAGAGGCGGGAATGACTAAATAAGACGAGAAGACCCTATGGAGCTTTAATTAACTGATTCACAAAAAACAACACACAAACCTTAACCTTCAGGGACAACAAAACTTTTGATTGAATCAGCAATTTCGGTTGGGGTGACCTCGGAGAACAAAACAACCTCCGAGTGATTTAAATCCAGACTAACCAGTCAAAATATATAATCACTTATTGATCCAAACCATTGATCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTATTCCAGAGTCCATATCGACAATTAGGGTTTACGACCTCGATGTTGGATCAAGACATCCTAATGGTGCAACCGCTATTAAGGGTTCGTTTGTTCAACGATTAAAGTCTTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTATTCTATACTTTTCCCAGTACGAAAGGACAAGAAAAGTAGGGCCCACTTTACAAGAAGCGCCCTCAAACTAATAGATGACATAATCTAAATCTAACTAATTTATAACTTCTACCGCCCTAGAACAGGGCTCGTTAGGGTGGCAGAGCCCGGAAATTGCATAAAACTTAAACCTTTACACTCAGAGGTTCAACTCCTCTCCCTAACAACATGTTCATAATTAACGTCCTCCTCCTAATTGTCCCAATCTTGCTCGCCGTAGCATTCCTCACACTAGTTGAACGAAAAGTCTTAGGCTATATGCAACTTCGCAAAGGACCCAACATCGTAGGCCCCTATGGCCTACTACAACCTATTGCCGATGCCCTCAAACTATTTATCAAAGAGCCACTACAACCACTAACATCATCGACATCCATATTCATCATCGCACCAATCCTAGCCCTAACCCTGGCCTTAACCATATGAATCCCTCTGCCCATACCATACCCACTAATCAACATAAACCTAGGAATTCTATTCATACTAGCCATGTCCAGCCTAGCTGTCTACTCAATCCTTTGATCAGGATGGGCCTCAAACTCAAAATACGCCCTAATTGGAGCTCTACGAGCAGTAGCACAAACCATCTCATACGAAGTAACTCTAGCAATCATCCTACTCTCAGTCCTCCTAATAAGCGGATCATTCACATTATCAACACTTATTATTACCCAAGAATACCTCTGATTAATCTTCCCATCATGACCCTTAGCCATAATGTGATTCATCTCAACATTAGCCGAAACCAACCGAGCTCCATTTGACCTAACAGAAGGAGAATCAGAACTCGTCTCTGGATTCAACGTTGAATACGCAGCCGGCCCATTTGCTCTATTCTTCCTAGCAGAATACGCAAACATCATCATGATAAACATCTTCACAACAACCCTATTTCTAGGAGCATTTCACAACCCCTACCTGCCAGAACTCTACTCAATTAATTTCACCATTAAAGCTCTCCTTCTAACATGTTCCTTCCTATGAATCCGAGCATCCTACCCACGATTCCGATATGACCAACTTATACACCTCCTATGAAAGAACTTCCTACCACTCACACTAGCCCTCTGCATATGACACGTCTCACTTCCAATCATACTATCCAGCATCCCACCACAAACATAGGAAATATGTCTGACAAAAGAGTTACTTTGATAGAGTAAAACATAGAGGCTCAAACCCTCTTATTTCTAGAACTACAGGAATTGAACCTGCTCCTGAGAATTCAAAATCCTCCGTGCTACCGAATTACACCATGTCCTACAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCCGAAAATGTTGGATTACACCCTTCCCGTACTAATAAATCCCCTTATCTTCACAACTATTCTAATAACAGTTCTTCTAGGAACTATAATCGTTATAATAAGCTCACACTGACTAATAATCTGAATCGGATTTGAAATAAATCTACTAGCCATTATCCCTATCCTAATAAAAAAGTACAATCCCCGAACCATAGAAGCCTCCACCAAATATTTTCTAACCCAAGCCACCGCATCAATACTCCTCATAATAGCGATCATCATTAACCTCATACACTCAGGCCAATGAACAATCACAAAAGTCTTCAACCCCACAGCGTCCATCATTATAACTTCAGCTCTCGCCATAAAACTTGGACTCACACCATTCCACTTCTGAGTACCCGAAGTCACACAGGGCATCTCATTAACATCAGGTCTCATCCTACTTACATGACAAAAACTAGCCCCAATATCAATCCTATATCAAATCTCACCCTCAATTAACCTAAATATCTTATTAACTATAGCCGTACTGTCAATCCTAGTAGGAGGCTGAGGCGGTCTCAACCAAACCCAACTACGAAAAATCATAGCATACTCGTCAATCGCGCATATAGGATGAATAACAGCTGTCCTAGTATATAACCCAACACTAACAATACTAAACATATTAATTTACATTATAATAACACTCACAATATTCATACTATTTATCCACAGCTCCTCTACTACAACACTATCACTCTCCCACACATGAAACAAAATACCTCTAACCACTACACTAATCTTAATTACCTTACTATCCATAGGAGGCCTCCCCCCACTATCAGGATTCATACCCAAATGAATAATCATTCAAGAGCTCACCAAAAATAGCAGCATCATCCTCCCCACACTAATAGCCATTATAGCACTACTCAACCTCTACTTCTACATACGACTAACCTATTCCACCTCACTGACCATATTCCCATCCACAAACAACATAAAAATAAAATGACAATTCGAAACCAAACGAATTACTCTCTTACCCCCGTTAATTGTTATATCCTCCCTACTCCTCCCCCTAACCCCCATACTATCAATTTTGGACTAGGAATTTAGGTTAACATCCCAGACCAAGAGCCTTCAAAGCTCTAAGCAAGTGAATCCACTTAATTCCTGCATACTAAGGACTGCGAGACTCTATCTCACATCAATTGAACGCAAATCAAACTCTTTTATTAAGCTAAGCCCTTACTAGATTGGTGGGCTACCATCCCACGAAATTTTAGTTAACAGCTAAATACCCTAATCAACTGGCTTCAATCTACTTCTCCCGCCGCCTAGAAAAAAAGGCGGGAGAAGCCCCGGCAGAAATTGAAGCTGCTCCTTTGAATTTGCAATTCAATGTGAAAATTCACCACGGGACTTGATAAGAAGAGGATTCCAACCCCTGTCTTTAGATTTACAGTCTAATGCTTACTCAGCCATCTTACCTATGTTCATCAACCGCTGACTATTTTCAACTAACCACAAAGACATCGGCACTCTGTACCTCCTATTCGGCGCTTGAGCTGGAATAGTAGGAACTGCCCTAAGCCTCCTAATCCGTGCTGAATTAGGCCAACCTGGGACCCTACTAGGAGATGATCAGATCTACAATGTCATTGTAACCGCCCATGCATTCGTAATAATTTTCTTTATGGTCATACCCATTATAATCGGAGGATTCGGAAACTGATTAGTCCCCCTGATAATTGGAGCACCTGATATAGCTTTCCCCCGAATAAACAACATAAGCTTCTGATTACTTCCCCCATCATTCCTACTTCTTCTCGCTTCCTCAATAATTGAAGCAGGTGCCGGAACAGGCTGAACCGTATATCCTCCTCTAGCTGGAAATCTGGCGCATGCAGGAGCCTCTGTTGACTTAACCATTTTCTCTCTCCACCTAGCTGGGGTGTCCTCGATTTTAGGTGCCATCAACTTTATTACCACAATCATTAACATAAAACCACCAGCCCTATCCCAATATCAAACCCCCCTATTCGTTTGATCTGTCCTTATTACGGCAGTACTCCTTCTCCTAGCCCTCCCGGTCCTAGCAGCAGGCATTACCATGCTTCTCACAGACCGTAACCTGAACACTACTTTCTTCGACCCCGCAGGAGGAGGGGATCCAATCCTTTATCAACACCTATTCTGATTCTTCGGACACCCCGAAGTCTATATTCTTATCCTACCAGGCTTCGGTATAATCTCACACATCGTCACATACTACTCAGGTAAAAAGGAACCTTTTGGCTACATGGGTATAGTGTGAGCTATAATATCCATTGGCTTTCTAGGCTTCATCGTATGGGCTCACCACATGTTTACAGTAGGGATAGACGTTGACACACGAGCATACTTCACATCAGCTACCATAATCATCGCTATCCCTACTGGTGTAAAAGTATTCAGCTGACTAGCCACCCTGCACGGAGGAAATATCAAATGATCTCCAGCTATACTCTGAGCTCTAGGCTTCATCTTCTTATTCACAGTAGGAGGTCTAACAGGAATCGTCCTAGCTAACTCATCCCTAGATATTGTTCTCCACGATACTTATTATGTAGTAGCACATTTCCATTATGTCCTGTCTATAGGAGCAGTCTTCGCCATTATGGGGGGATTTGTACACTGATTCCCTCTATTCTCAGGATACACACTCAACCAAACCTGAGCAAAAATCCACTTTACAATTATATTCGTAGGGGTAAATATAACCTTCTTCCCACAACATTTCCTTGGCCTCTCAGGAATGCCACGACGCTATTCTGATTATCCAGACGCATATACAACATGAAATACCATCTCATCCATAGGATCTTTTATCTCACTTACAGCAGTGATACTAATAATTTTCATAATTTGAGAAGCGTTCGCATCCAAACGAGAAGTGTCTACAGTAGAATTAACCTCAACTAATCTGGAATGACTACACGGATGCCCCCCACCATACCACACATTTGAAGAACCCACCTACGTAAACCTAAAATAAGAAAGGAAGGAATCGAACCCCCTCTAACTGGTTTCAAGCCAATATCATAACCACTATGTCTTTCTCCATCAATTGAGGTATTAGTAAAAATTACATGACTTTGTCAAAGTTAAATTATAGGTTAAACCCCTATATACCTCTATGGCCTACCCCTTCCAACTAGGATTCCAAGACGCAACATCCCCTATTATAGAAGAACTCCTACACTTCCACGACCACACACTAATAATCGTATTCCTAATTAGCTCTCTAGTATTATATATTATCTCATCAATACTAACAACTAAATTAACCCATACCAGCACCATAGATGCTCAAGAAGTAGAGACAATTTGAACGATTTTACCAGCCATCATCCTTATTCTAATCGCCCTCCCATCCCTACGAATTCTATATATAATAGATGAAATCAATAATCCGTCCCTCACAGTCAAAACAATAGGCCACCAATGATACTGAAGCTACGAGTATACCGATTACGAAGACTTGACCTTTGACTCCTACATGATCCCCACATCAGACCTAAAACCAGGAGAATTACGTCTTCTAGAAGTCGACAATCGAGTGGTTCTCCCCATAGAAATAACCATCCGAATGCTAATTTCATCCGAAGACGTCCTACACTCATGAGCTGTGCCCTCCCTAGGCCTAAAAACAGACGCTATCCCTGGGCGCCTAAATCAGACAACTCTCGTGGCCTCTCGACCAGGACTTTACTACGGTCAATGCTCAGAGATCTGCGGATCAAACCACAGCTTTATACCAATTGTCCTTGAACTAGTTCCACTGAAACACTTCGAAGAATGATCTGCATCAATATTATAAAGTCACTAAGAAGCTATTATAGCATTAACCTTTTAAGTTAAAGATTGAGGGTTCAACCCCCTCCCTAGTGATATGCCACAGTTGGATACATCAACATGATTTATTAATATCGTCTCAATAATCCTAACTCTATTTATTGTATTTCAACTAAAAATCTCAAAGCACTCCTATCCGACACACCCAGAAGTAAAGACAACCAAAATAACAAAACACTCTGCCCCTTGAGAATCAAAATGAACGAAAATCTATTCGCCTCTTTCGCTACCCCAACAATAGTAGGCCTCCCTATTGTAATTCTGATCATCATATTTCCCAGCATCCTATTCCCCTCACCCAACCGACTAATCAACAATCGCCTAATCTCAATTCAACAATGGCTAGTCCAACTTACATCAAAACAAATAATAGCTATCCATAACAGCAAAGGACAAACCTGAACTCTTATACTCATATCACTGATCCTATTCATTGGCTCAACAAACTTATTAGGCCTACTACCTCACTCATTTACACCAACAACACAACTATCAATAAACCTAGGCATAGCTATTCCCCTATGGGCAGGGACAGTATTCATAGGCTTTCGTCACAAAACAAAAGCAGCCCTAGCCCACTTTCTACCTCAAGGGACGCCCATTTTCCTCATCCCCATACTAGTAATTATCGAGACTATCAGCCTATTTATTCAACCTGTAGCCCTAGCCGTGCGGCTAACCGCTAACATTACCGCCGGACACCTCCTAATACACCTCATCGGAGGGGCAACACTAGCCCTCATAAGCATCAGCCCCTCAACAGCCCTTATTACGTTTATCATCCTAATTCTACTAACTATCCTCGAATTCGCAGTAGCTATAATCCAAGCCTACGTATTCACTCTCCTGGTAAGCCTTTACTTACACGACAACACCTAATGACCCACCAAACCCACGCTTACCACATAGTAAACCCCAGCCCATGACCACTTACAGGAGCCCTATCAGCCCTCCTGATAACATCAGGACTAGCCATGTGATTTCACTTTAACTCAACCTTACTTCTAGCTATAGGGCTATTAACTAACATCCTTACCATATATCAATGATGACGAGACATCATCCGAGAAAGCACATTCCAAGGCCATCACACATCAATCGTTCAAAAGGGACTCCGATATGGCATAATCCTTTTTATTATCTCAGAAGTCTTCTTCTTCTCTGGCTTCTTCTGAGCCTTTTACCACTCAAGCCTAGCCCCCACACCCGAACTAGGCGGCTGCTGACCACCCACAGGTATCCACCCCTTAAACCCCCTAGAAGTCCCCTTACTCAACACCTCAGTGCTCCTAGCATCTGGAGTCTCTATCACCTGAGCCCACCATAGCCTAATAGAAGGAAACCGTAAAAATATGCTCCAAGGCCTATTCATCACAATTTCACTAGGCGTATACTTCACCCTTCTCCAAGCCTCAGAATACTATGAAGCCTCATTTACTATTTCAGATGGAGTATACGGATCAACATTTTTCGTAGCAACAGGGTTCCACGGACTACACGTAATTATCGGATCTACCTTCCTCATTGTATGTTTCCTACGCCAACTAAAATTCCACTTTACATCCAGCCACCACTTCGGATTCGAAGCAGCCGCTTGATACTGACACTTCGTCGACGTAGTCTGACTATTCTTGTACGTCTCTATTTATTGATGAGGATCCTATTCTTTTAGTATTGACCAGTACAATTGACTTCCAATCAATCAGCTTCGGTATAACCCGAAAAAGAATAATAAACCTCATACTGACACTCCTCACTAACACATTACTAGCCTCGCTACTCGTACTCATCGCATTCTGACTACCACAACTAAACATCTATGCAGAAAAAACCAGCCCATATGAATGCGGATTTGACCCTATAGGGTCAGCACGCCTCCCCTTCTCAATAAAATTTTTCTTAGTGGCCATTACATTTCTGCTATTCGACTTAGAAATTGCCCTCCTATTACCCCTTCCATGAGCATCCCAAACAACTAACCTAAACACTATACTTATCATAGCACTAGTCCTAATCTCTCTTCTAGCCATCAGCCTAGCCTACGAATGAACCCAAAAAGGACTAGAATGAACTGAGTATGGTAATTAGTTTAAACCAAAACAAATGATTTCGACTCATTAAACTATGATTAACTTCATAATTACCAACATGTCACTAGTCCATATTAATATCTTCCTAGCATTCACAGTATCCCTCGTAGGCCTACTAATGTACCGATCCCACCTAATATCCTCACTCCTATGCCTAGAAGGAATAATACTATCACTATTCGTCATAGCAACCATAATAGTCCTAAACACCCACTTCACACTAGCTAGTATAATACCTATCATCTTACTAGTATTTGCTGCCTGCGAACGAGCTCTAGGATTATCCCTACTAGTCATAGTCTCCAATACTTATGGAGTAGACCACGTACAAAACCTTAACCTCCTCCAATGCTAAAAATTATCATTCCCACAATCATACTTATGCCCCTTACATGACTATCAAAAAAGAATATAATCTGAATCAACACTACAACCTATAGTCTATTAATCAGCCTTATCAGCCTATCCCTCCTAAACCAACCTAGCAACAATAGCCTAAACTTCTCACTAATATTCTTCTCCGATCCCCTATCAGCCCCACTTCTGGTGTTGACAACATGACTACTGCCACTAATACTCATAGCCAGCCAACACCATCTATCTAAGGAACCACTAATCCGAAAAAAACTCTACATCACCATGCTAACCATACTTCAAACTTTCCTAATCATGACTTTTACCGCCACAGAACTAATCTCCTTCTACATCCTATTTGAAGCCACATTAGTTCCAACACTAATTATCATCACCCGCTGAGGCAACCAAACAGAACGCCTGAACGCAGGCCTCTACTTCCTATTCTACACACTAATAGGTTCCCTCCCACTCTTAGTTGCACTAATCTCTATCCAAAACCTAACAGGCTCACTAAACTTCCTATTAATTCAATACTGAAACCAAGCACTACCCGACTCTTGATCCAATATTTTCCTATGACTAGCATGTATAATAGCATTCATAGTCAAAATACCGGTATATGGTCTTCACCTCTGACTCCCAAAAGCCCATGTAGAAGCCCCAATTGCCGGATCCATAGTGCTAGCAGCCATTCTACTAAAACTAGGAGGCTACGGAATACTACGAATTACAACAATACTAAACCCCCAAACTAGCTTTATAGCCTACCCCTTCCTCATACTATCCCTGTGAGGAATAATCATAACTAGTTCCATCTGCTTGCGACAAACCGATCTAAAATCACTTATTGCATACTCCTCTGTCAGCCACATAGCCCTAGTAATCGTAGCCGTCCTCATCCAAACACCATGAAGTTATATAGGAGCTACAGCCCTAATAATCGCTCACGGCCTTACATCATCAATACTATTCTGCCTGGCAAACTCAAATTACGAACGTACCCATAGCCGAACTATAATCCTAGCCCGCGGGCTTCAAACACTTCTTCCCCTTATAGCAGCCTGATGACTATTAGCCAGCCTAACCAACCTGGCCCTCCCTCCCAGCATTAACCTAATTGGAGAGCTATTCGTAGTAATATCATCATTCTCATGATCAAATATTACCATTATCCTAATAGGAGCCAATATCACCATCACCGCCCTCTACTCCCTATACATACTAATCACAACACAACGAGGGAAATACACACACCATATCAACAGCATTAAACCTTCATTTACACGAGAAAACGCACTCATGGCCCTCCACATGACTCCCCTACTACTCCTATCACTTAACCCTAAAATTATCCTAGGCTTTACGTACTGTAAATATAGTTTAACAAAAACACTAGATTGTGGATCTAGAAACAGAAACTTAATATTTCTTATTTACCGAGAAAGTATGCAAGAACTGCTAATTCATGCCCCCATGTCCAACAAACATGGCTCTCTCAAACTTTTAAAGGATAGGAGCTATCCGTTGGTCTTAGGAACCAAAAAATTGGTGCAACTCCAAATAAAAGTAATCAACATGTTCTCCTCCCTCATACTAGTTTCACTATTAGTACTAACCCTCCCAATCATATTATCAATCTTCAATACCTACAAAAACAGCACGTTCCCGCATCATGTAAAAAACACTATCTCATATGCCTTCATTACTAGCCTAATTCCCACTATAATATTTATTCACTCTGGACAAGAAACAATTATCTCAAACTGACACTGAATAACCATACAAACCCTCAAACTATCCCTAAGCTTCAAACTAGATTACTTCTCAATAATTTTCGTACCAGTAGCCCTATTCGTAACATGATCTATTATGGAATTCTCCCTATGATACATGCACTCAGATCCTTACATTACTCGATTTTTTAAATACTTACTTACATTCCTCATCACTATAATAATTCTAGTCACAGCTAACAACCTTTTCCAACTGTTCATCGGATGGGAGGGAGTAGGCATCATGTCATTCTTACTAATCGGATGATGATACGGCCGAACAGATGCCAACACCGCGGCCCTTCAAGCAATCCTTTATAACCGCATCGGGGATATCGGCTTCATCATGGCCATAGCCTGATTCCTATTCAACACCAACACATGAGACCTCCAACAAATCTTCATACTCGACCCCAACCTTACCAACCTCCCGCTCCTAGGCCTCCTCCTAGCCGCAACTGGCAAATCCGCTCAATTTGGACTCCACCCATGACTTCCTTCAGCCATAGAGGGCCCTACACCAGTCTCAGCCCTACTCCACTCCAGCACAATAGTTGTAGCAGGCGTCTTCCTGCTAATCCGCTTCCATCCACTAATAGAAAACAACAAAACAATCCAGTCACTTACCCTATGCCTAGGAGCCATCACCACACTATTCACAGCAATCTGCGCACTCACTCAAAACGATATCAAAAAAATCATTGCTTTCTCCACCTCCAGCCAACTAGGCCTGATAATCGTAACCATCGGTATCAATCAACCCTACCTAGCATTCCTCCACATTTGCACTCACGCATTCTTCAAAGCTATACTATTTATATGTTCCGGATCCATTATCCACAGCCTAAATGACGAGCAAGATATCCGAAAAATAGGCGGACTATTTAATGCAATACCCTTCACCACCACATCTCTAATTATTGGCAGCCTTGCACTCACCGGAATTCCTTTCCTCACAGGCTTCTACTCCAAAGACCTCATCATCGAAACCGCCAACACATCGTACACCAACGCCTGAGCCCTACTAATAACTCTCATTGCCACATCCCTCACAGCTGTCTACAGTACCCGAATCATCTTCTTTGCACTCCTAGGGCAACCCCGCTTCCTCCCTCTGACCTCAATCAACGAAAATAACCCCTTTCTAATTAACTCCATCAAACGCCTCTTAATTGGCAGCATTTTTGCCGGATTCTTCATCTCCAACAATATCTACCCCACAACCGTCCCAGAAATAACCATACCTACTTACATAAAACTCACCGCCCTCGCAGTAACCATCCTAGGATTTACACTAGCCCTAGAACTAAGCTTGATAACCCATAACTTAAAACTAGAACACTCCACCAACGTATTCAAATTCTCCAACCTCCTAGGATACTACCCAACAATTATACACCGACTCCCACCGCTCGCTAACCTATCAATAAGCCAAAAATCAGCATCACTTCTACTAGACTCAATCTGACTAGAAAACATCCTGCCAAAATCTATCTCCCAGTTCCAAATAAAAACCTCGATCCTAATTTCCACCCAAAAAGGACAAATCAAATTATATTTCCTCTCATTCCTCATCACCCTTACCCTAAGCATACTACTTTTTAATCTCCACGAGTAACCTCTAAAATTACCAAGACCCCAACAAGCAACGATCAACCAGTCACAATCACAACCCAAGCCCCATAACTATACAATGCAGCAGCCCCTATAATTTCCTCACTAAACGCCCCAGAATCTCCAGTATCATAAATAGCTCAAGCCCCCACACCACTAAACTTAAACACTACCCCCACTTCCTCACTCTTCAGAACATATAAAACCAACATAACCTCCATCAACAACCCTAAAAGAAATACCCCCATAACAGTCGTATTAGACACCCATACCTCAGGATACTGCTCAGTAGCCATAGCCGTTGTATAACCAAAAACAACCAACATTCCTCCCAAATAAATCAAAAACACCATCAACCCCAAAAAGGACCCTCCAAAATTCATAATAATACCACAACCTACCCCTCCACTTACAATCAGCACTAAACCCCCATAAATAGGTGAAGGTTTTGAAGAAAACCCCACAAAACTAACAACAAAAATAACACTCAAAATAAACACAATATATGTCATCATTATTCCCACGTGGAATCTAACCACGACCAATGACATGAAAAATCATCGTTGTATTTCAACTATAAGAACACCAATGACAAACATCCGGAAATCTCACCCACTAATTAAAATCATCAATCACTCTTTTATTGACCTACCAGCCCCCTCAAACATTTCATCATGATGAAACTTCGGCTCCCTCCTAGGAATCTGCCTAATCCTCCAAATCTTAACAGGCCTATTCCTAGCCATACACTACACATCAGACACGACAACTGCCTTCTCATCCGTCACTCACATCTGCCGAGACGTTAACTACGGATGAATTATTCGCTACCTCCATGCCAACGGAGCATCAATATTTTTTATCTGCCTCTTCATTCACGTAGGACGCGGCCTCTACTACGGCTCTTACACATTCCTAGAGACATGAAACATTGGAATCATCCTACTTTTCACAGTTATAGCTACAGCATTCATGGGCTATGTCCTACCATGAGGCCAAATATCCTTTTGAGGAGCAACAGTCATCACGAACCTCCTATCAGCAATTCCCTACATCGGTACTACCCTCGTCGAGTGAATCTGAGGTGGATTCTCAGTAGACAAAGCCACCCTTACCCGATTTTTTGCTTTCCACTTCATCCTACCCTTCATCATCACAGCCCTGGTAGTCGTACATTTACTATTTCTTCACGAAACAGGATCTAATAACCCCTCAGGAATCCCATCCGATATGGACAAAATCCCATTCCACCCATATTATACAATTAAAGACATCCTAGGACTCCTCCTCCTGATCTTGCTCCTACTAACTCTAGTATTATTCTCCCCCGACCTCCTAGGAGACCCAGACAACTACACCCCAGCTAACCCTCTCAGCACTCCCCCTCATATTAAACCAGAATGGTACTTCCTGTTTGCCTACGCCATCCTACGCTCCATTCCCAACAAACTAGGCGGCGTATTAGCCCTAATCCTCTCCATCCTGATCCTAGCACTCATCCCCACCCTCCACATATCAAAACAACGAAGCATAATATTCCGGCCTCTCAGCCAATGCGTATTCTGACTCTTAGTGGCAGACTTACTGACACTAACATGAATCGGCGGACAGCCAGTGGAACACCCATACGTAATTATCGGCCAACTGGCCTCAATCCTCTACTTCTCCCTAATTCTCATTTTTATACCACTCGCAAGCACCATCGAAAACAATCTTCTAAAATGAAGAGTCCCTGTAGTATATCGCACATTACCCTGGTCTTGTAAACCAGAAAAGGGGGAAAACGTTTCCTCCCAAGGACTATCAAGGAAGAAGCTCTAGCTCCACCATCAACACCCAAAGCTGAAATTCTACTTAAACTATTCCTTGATTTCTTCCCCTAAACGACAACAATTTACCCTCATGTGCTATGTCAGTATCAGATTATACCCCCACATAACACCATACCCACCTGACATGCAATATCTTATGAATGGCCTATGTACGTCGTGCATTAAATTGTCTGCCCCATGAATAATAAGCATGTACATAATATCATTTATCTTACATAAGTACATTATATTATTGATCGTGCATACCCCATCCAAGTCAAATCATTTCCAGTCAACACGCATATCACAGCCCATGTTCCACGAGCTTAATCACCAAGCCGCGGGAAATCAGCAACCCTCCCAACTACGTGTCCCAATCCTCGCTCCGGGCCCATCCAAACGTGGGGGTTTCTACAATGAAACTATACCTGGCATCTGGTTCTTTCTTCAGGGCCATTCCCACCCAACCTCGCCCATTCTTTCCCCTTAAATAAGACATCTCGATGGACTAATGACTAATCAGCCCATGCTCACACATAACTGTGATTTCATGCATTTGGTATCTTTTTATATTTGGGGATGCTATGACTCAGCTATGGCCGTCAAAGGCCTCGACGCAGTCAATTAAATTGAAGCTGGACTTAAATTGAACGTTATTCCTCCGCATCAGCAACCATAAGGTGTTATTCAGTCCATGGTAGCGGGACATAGGAAACAAGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTGTGCACCTACCCGCGCAGTAAGCAAGTAATATAGCTTTCTTAATCAAACCCCCCCTACCCCCCATTAAACTCCACATATGTACATTCAACACAATCTTGCCAAACCCCAAAAACAAGACTAAACAATGCACAATACTTCATGAAGCTTAACCCTCGCATGCCAACCATAATAACTCAACACACCTAACAATCTTAACAGAACTTTCCCCCCGCCATTAATACCAACATGCTACTTTAATCAATAAAATTTCCATAGACAGGCATCCCCCTAGATCTAATTTTCTAAATCTGTCAACCCTTCTTCCCCC", "Chamaeleo calyptratus": "GTTATTGTAGCTTAAAAAAATAAAGCACAGTATTGAAAATACTGAAATGGGCCGACAACGCCCCAAAAACATGAGAGTTTTGGTCCTGGACTTTCCGTTATTTATGATTAAGATTACACATGCAAGTATCCACACTCCAGTGAGTCCGCCCAATCACTATAGGAGCAGGCATCAGGCACAACCCATCTTATCAGCCCATAACGCCAAGATATCCACACCCACACGGGTATTCAGCAGTGACCAATATTAGGCTATGAGCTAACGCTCGACCTAGCTATACTCCAAGGAGTCGGCAAACTTCGTGCCAGCCGCCGCGGTTATACGAAGTGACTCCAAATAACGAACAGCGGCAAAAAGCGTGAACACACACATTCAACACACTAAGCATCAACTGGAACTAATACGTAAAACCAAAGCCCAATTTGAACACCAACACAGAGCTTAAACACTAGGAATTCAAAACTCACGAAAACTGAGAAACAAACTAGGATTAGATACCCTACTATGCTCAATAGTAAACATCGATTTTTACTTTTAACCCGCCAGAGAACAACGAGCAAAGCTTAAAACCCAAAGGACTTGGCGGCGCTTCATATCACCCTAGAGGGGCCTGTCATATAATCGATAACCCACGATATACCTTACCACCTTTAGCCAGTACAGCCTATATACCGCCGTCGCCAGCCCATCTTGATAGAGGAATAAAATGGACCAAAAAGTATTTATACTCATACGACAGGTCAAGGTGTAGCTTATAAGATGGTAAATGATGGACCACATTGCTTAACAAAGCTATACCAAAACTGCACTGAAACACACACTTTAAGGTGAATTTAACAGTAAGACGAACAAGAAAATCTGTCTAAAGTATGCTCTGGAGCGTGCACACACCGCCCGTCACCCTACTTTACTCACAACCCACAAACATATTACAACAACCAAAACAAGAGTAGGAAAGTCGTAACAAGGTAAGCGCACCGGAAGGTACGCTTGGAAGACAAAAAGTAGCTTAATCTAAAGCATTCGCCCTACAATTGAAAAATGTTGACGAGCCCAACCTTTTTGAGCTCGTGATTAAGCCCAAATACCTCCCCAAATTCTATCTAACCACCACCCAAAACATTTGACCTGGACAGTAGATGCGATCGAAATCCGCCTAATCGACGCTATACAAACAGTACTGTGAAGGAAAAATGAAAAAGAGTGAAACCGTTAGCATAACTAAGCAGGGACCAAAACTCGTACCTTTTGCATCATGATTTAGCAAGTAAGCTAGACAAAGCGACCTACAGCCTTCCACCCCGAACACAAGTGATCTACTTCATGGCAGTTGAACCGAACTAACCCATCTCTGTAGCAATAGAGTGGGAAGACCAAGAAGTAGTCGGCCAAAAACCAAACGAACTTGTCGATAGCTGGTTATCCGACAAATGAATTGAAGTTCAAACCCGGCAACAAACCTTAACACACATGAAAAACTATTCTGCCTGGAAATAGCCAATGGGGGCACAGCTCCATAGGCACTGGATACAGCCAAAAATAGCGAGGAAAACCCACACCAACCAACCTGTAGGCCTTTAAACAGCCATCAATAAGTATCGCGTCACAGTAACTAAACCAAAAATACCACCAAAAATCTAATTCTCCTACTAAACCAACCGGATAATTCTACAATAATGTAGAAGAACTAATGCTAAAATGAGTAATTAGAACTATTTCTTTAGACAGAACTTTAAGTAACACACCACACCCAACAGACCCAAAAAAGAAATATGATACACAATTAACAACACATTAAATACACTGTTAACCCAACACAGGACTGTCTATCCATAGGCTTAAAACCTTAAAAGGAACTCGGCAAACCCGTTCTCCAACTGTTTACCAAAAACATAGCTTCTAGCCAAACCAGTATTAGAAGTAACGCCTGCCCTGTGGAACCCTAAACGGCCGCGGCACAAAACCGTGCAAAGGTAGCACAATCACTTGTCCCTTAAATGAGGACCCGTATGAAAGGCAACATGAGAGAAATCCTGTCTCCTAAGGTCGGCCAATGAAATTGATCCATCAGTACAAAAGCTGATATATTTAAGCAAGACAAAAAGACCCTATGGAACTTTAACGAGTTGTTTACACACAATAAACAATAATTTCAGTTGGGATAACTTTAGAAAAAATAAACCTCTAACATCATCAAGACCAACCAGTCTTATCACACCACATACGACCCAGTAACACTGACTAACGAAACAAGCTACCCTAGGGATAACAGCGCCACCTTCTCAAAGAGTCCATATCAACAAGAAGATCTACGACCTCGATGTTGGATCAGGGTACCCAGACGGTGCAGCAGCTGTCAACGGTTCGTTTGTTCAACGACTAACACCCTACGCGATCTGAGTTCAGACCGGAGCAATCCAGGTCGGCCTTTATCTGCTATTAAGCCTTTGCTAGTACGAAAGGACCGCTAAGACAAGATTAATGCTACTAGCACATCTTTCAAAAATACTGCATAAAACTTAATTACCAAAAACATACCCAACCCAAAAAAAGGACCCAAAAAACCAGAATCTGGTGCCACATTAGGGTGGCATAGCTTGGTTATTGCAGAGGGCCTAAAACCCCCTGTCAGAAGTTCAACTCTTCTCCCTAACACATAAAAATATACCCACTAATTATTAACATCACCAACCTTCTAACTACCTTTATCCCAATCCTAATCGCTGTAGCCTTCCTAACCCTCCTCGAACGAAAAACCCTTAGCTACATACAACTACGAAAAGGACCAAACATTGTTGGCCCACAAGGCATCCTCCAACCTATTACAGACGGCATAAAACTCCTTATTAAAGAACCAGTCCGACCTAAACAATCATCCCCAATCATATTTACCGCAGCCCCAACTTTAGCCCTAACCCTATCAATATTTATATGAACTCCAATTCCCCTGCCTAACCCTATCTTAACCCTCAACCTTGGCCTCCTACTATTAATAACCATCTCAAGCATAATAGTATATACTACCCTACTATCAGGATGAGCATCAAATTCAAAATACGCACTCATAGGAGCACTACGAGCAGTTGCTCAAATAATCTCATACGAAATCACTTTGGGCCTAATCCTAATATGCCTAACCATCCAAGCAGGAAATTACAACCTAGAACTATTTACTACTACACAGGAAAAGTCTTGATTGATTATAACAACCTGACCAATAATAATGATATGATACGTATCAACACTAGCAGAAACCAACCGAGCCCCATTTGACCTCACAGAAGGAGAATCAGAACTAGTATCCGGCTTTAATGTAGAATACACTGGTGGCATATTTGCACTACTATTTTTATCAGAGTACACCAACATTATTCTAATAAATGCCCTTACATGCATCCTATTCCTAAACTCAGGAAACATCCTATCTAACACATTCACACCAATCTTGATAATAAAAACACTACTATTAACTATAGGATTCATTTGAACCCGAGCAGCATACCCACGATTCCGATATGATCAACTAATACAACTCCTATGAAAACAATTCTTACCCCTTACCCTATCTATATGCCTACTATACACAATAATTCCACTAACACTAGCAGCTCTACCATAGAGGAGAAGGAGTCGAACCAACATCAAAAAACTCAAAATTTTATATATTTCAATTATACTACCCTCTATAACACAAGGAAGCGTGCCCGAGAATCAGGGACTACTTTGATAGAGTAAATACAGAGCAACCAACCTCTCTCTTCCACTAGGATCTGCTAACATAAGCAATTGGGCCCATGCCCCAAAAATGATAATTTATATCTCCTAGTATTGAACCTATTTACCCAAATAATAGTATTATCTGGCCTAACAACCGGAACTATTATCACCGCCTCCAGCAACCACTGACTACTAGCCTGATCAGGCCTTGAACTAAACATGCTATCCATACTAGCTATTATAATAAAACCTAAACACCCCCGAACCGCCGAAGCCACAATCAAATACTTCCTTACACAAGCAATCGCCTCCACCATAATACTATTTTCAGGCACAATAAATGCTATTCAAACCGGACAATGAAACACTACACAAATAACAGACGAATATGCCTGCACAATACTCCTTTTAGCAATAACAATAAAAATTGGAGCAGCCCCAATTTATTTCTGACTACCAGAAGTCATACAAGGTACCACAACAATAACTGCCCTAATCATTGCCTCATGACAAAAAATTGCCCCAATCACCATCTTATTTATAACCTATAATCACCTACCACCAAAAATTACCATTCTAATCGCAATCACATCAGCAATCATCGGAGGATGAGGAAGCATCAACCAAACCCAAATACGAAAGCTAATAGCATACTCATCAATCTCAAACCTAGGATGAACAATAGTAATCTTTACAATCTCCCCACACATTGCAATTATTAATATTACCATTTACATCACCATAATTATCCCCACATTCACAATTATAAAAAAAGCATCCATAAAAACACTTCAAGACTCAACAACCATGTGAACCTCATCAACCACAGCCAACATTACACTAACATTAATATTACTGTCCATTAGCGGATTGCCCCCCCTAACAGGTTTCACCCCAAAACTCCTAATTCTAAACGAACTAGTCATACAAAATTTAACACCAGTTGCAACAATAATAGCCATATCCTCACTAATCAGCGTGTTCTTTTATATCCGAACAACCTACATCACTACAATAACCACCCCCCCAATCATAACATCAAACATAATAAAATGACGCCTTACTTCAATACAACAAAAATTAACATCAACACTAATCCCATTATCACTAATTTCTCTACCACTTGCACCAACCCTAATACACATGGTCTAGAAACTTAGGATAATAATTAAACCAGAGGCCTTCAAAGCCCCCAAAAAGAGTGTCAACCTCTTAGTTTCTGATAGAAAGTCTGTTGAAACAACACAACACCTTATGAATGCAACTCAAACGCTCTAATTAAGCTAAGACTTCATACCTACAGGACTAGCAGGCCTTGATCCTACAAAAACTAGTTAACAGCTAGCCGCCCAAACCAGCGGGCATTAATCCAGTCTCCTTTTAGAAAAAAAAGGAGACTAAATCCAGGGTCTACTAAACCATATCCGGATTTGCACTCCGGACTTTTACTGAATTTCCTGGGGAGGGGGGAGTCTAACCCCATAAATAGATTTACAGTCTACCGCCTTTATCGGCCACCTAACCATGTGACTACTTCGCTGACTTCTTTCAACTAACCACAAAGACATCGGTACCATGTATTTTTTATTTGGACTGGCCGCAGGACTTGTTGGAGCCACCTCAAGCCTACTAATACGTACAAAACTTGGTCAGCCAGGATTCTCCCTCGGAGACGACCACGCCTATAACGTCTTAATTACCCTCCACGGGCTAACCATAATTTTCTTCATGGTTATACCAATCATGATCGGGGGATTTGGAAATTGACTTGTACCCCTAATGCTTGGAGCACCTGACATGGCCTTTCCACGCATAAACAACATAAGCTTCTGGCTTCTTCCACCATCATTTATGCTTCTATTAGCATCATCAAAAACTGGTACCGGGGTTGGAACAGGATGAACTATTTACCCACCACTATCTGGAAACATAGCACATTCAGGCCCATCCATAGATCTAGCAATCTTCTCACTACACCTAGCAGGAATCTCTTCCATTCTTGCCTCAATCAATTTCATTACAACTAGCATTAACATGAAACCACACCACATAGTCCTCTATAATTTACCCCTATTTGTATGATCAGTCATATTAACTGCAATCCTACTAATCCTAGCCCTACCAGTATTGGCTGCAGCCATCACAATACTCCTAACAGATCGAAACTTAAACACAGCATTCTTCGATCCTGTGGGGGGCGGGGATCCCGTACTATTCCAACACCTATTCTGATTCTTTGGACACCCAGAAGTATATATTCTCATCCTACCAGGATTTGGAATTATCTCGCATATTATCACACACTACTCATGTAAAAAGGAACCATTTGGATACATAAGCATGGTATGAGCCATACTTGCAATCACCATTCTAGGATTTATAGTATGAGCCCACCATATGTTCACGGTAGGACTTGACATTGACACCCGAGCCTACTTCTCTGCAGCAACTATAACCATCGCTGTACCAACTGGAATTAAAGTATTTAGCTGAACAGCAACAATCTTTGGGGGTAAAATTAATTGAGAACCCCCAATACTCTGAGCCCTCGGATTCATGTATTTATTTACCATTGGAGGCCTGACAGGAATTACACTGTCTAACTCTACCTTAGATGTTCTACTTCACGACACATACTACGTCGTAGCCCACTTCCACTACGTACTATCAATAGGTGCCGTATTCGCAATCATAGCAGGCACAGTCTATTGATTTCCACTAATTTCAGGGTATGCACTAAACAAAAAATTAGCATATTCACAATTTACCATCATATTTATTGGAGTTAATATTACCTTTTTTCCACAACATATACTAGGATTAGCAGGAATACCACGACGATATTCAGACTTCCCAGACGCCTATGCAATCTGAAATAACATCTCATCAACTGGAGCACTAATCTCTATACTAGGAGCACTAATAATAGTTACAATCCTATGAGAAGCAATAGTAAAAAAACGAAAAATCTTACGAACACTATCCGATACAACCATGATAGAATGAACACAAAAATGCCCACCCTTACGACACACCTTTGAAAATCCCCCAGCAATTTTACTTCAAGGAAGGGAGGAATTGAACCCCCACCTTATGGTTTCAAGCCATACGCAGAACCTATCTCCTGCTACCTCCTTAAAGCCTTAGTAAAACATTACATAGCCCTGTCAGCACTAAATTATGGGTACCTACCTACAAACCCATAGGCTTTACATGGTAGAACCAATTCAATTATCACTACATGACGCTGCCTCCCCTGTAATAGAAGAACTCCTATTCTTTCACGACTACTCAATATTAATGATACTACTAATTGGAACCACCGTAATTATTGCACTAATAATTGCTTCAACCACAAAAACATACCACACCGCATTAACAGACGCAAATCACCTAGAATTCTTATGAACCTTATTACCAGTTATAATCTTACTATTTTTAGCAACTCCCTCAATACGAACCCTTTTTTTATTAGAAAACCAGGAAAGCCCAAACACTACAATTAAAGCAATCGGACACCAATGATACTGAAGCTATGAATACTCAGACTACGAAAATATCCTCTTTGATTCCTATATAATCCAAGACCAAGACCTAGAAAAAGGTTCCCCACGACTTCTAGAAACTGATAATCGAATAGTATTTCCAATACAAACTCCAGTTCGACTACTAATCTCAGCAGAAGATGTTCTCCATTCATGAACACTTCCGGCTTTAGGGGTAAAAATTGATGCTGTCCCAGGACGATTAAACCAACTAATTATTTCTACTATACGGCCAGGAATCTTTTACGGCCAATGCTCAGAAATCTGTGGAGCAAACCACAGCTTTATGCCAATTTCAACAGAATCCGTACCAACAAAATACTTCGAAAAATGATTAGACAAAATAGCCTAACATTAAGAAGCTTGCATTAGCAACAGCCCTTTAATCTGTAGAAGGGGACCTCCCCCCTTAATGATTGCCACAACTAAACCCAACCCCATGACTGCTAATAATACTGACAACATGACTAGTCATCAACATCATAATAACCCTAATCAAGAACATAAACTTAATTAAAACTCCACTAGCAACAAAAATAAACACTAAAATAAAAACCTCTTGAACCTGACCATGATAACAGAACTATTCGATCAATTTATAATCCCAGAACTGTGTGGCATCAAACTACTTCCAATTGCCATACTAATGCCAACACTACTAGCCCACCCTCCACACCAAATTCGAACAAACCGACTAACATCATTAATTATACTATTAATTAAAAAAACTACAAAACATCTTTTCTCAACAATAAGCATATCCGCTTATACATGAGCCCTCATCTTAATTACTACAATTATATTTATCTCTACAACAAACACTTTAGGACTTCTACCCTACACATTCACACCAACAACCCAACTATCCATAAATATGGCAATAGCAATACCCCTATGACTAGCCACAGTCATAATTGGACTGCGAAACCAACCAACAAAATCACTAAGCCATTTTTTACCAGAAGGAACACCAACCCTGCTCATCCCAGCCCTCATCATTATCGAAACAATTAGCCTATTCATTCGCCCTCTAGCCCTGGGTGTACGACTCACAGCCAACCTAACTGCCGGACACCTCCTAATTCAACTCATCTCAATAGCAGCTATAAAAACTAACTTAACTTTATTTCCAACTATTATAGGAACCCTAATTCTACTGACAACTCTGGAAGTGGCCGTAGCTCTAATTCAAGCCTACGTATTTACACTGCTCCTAAGCCTATATCTACAAGAAAACACACACTAATGAATAATCAAATACACCCATTTCATATAGTAAACGAAAGTCCTTGACCAATTCTAGGATCAATAGCCTTATTCACCATAGCCTGTGGCCTAGCAACCTGAATACATTACAAAACCTTAACACTTCTCAACCTAGGCCTTACTGCAACATTATTGACATCTTACCAATGATGACGAGATATTGTACGAGAGAGTACATTTCAAGGACATCACACAATAAAAGTCCAAACAGGCCTACGATATGGAATAATCCTATTTATCACATCAGAAGTCCTCTTCTTCTTTGGATTTTTCTGAACATTTTATTTTGCCAGCACCAACCCAGACCACGCACTGGGACTACAATGACCACCAAAAGGCATTAAACCTCTTAACCCAGTTGATGTCCCCCTTCTTAACACTATAATTCTACTAGCCTCAGGCATAACCGTTACATGATCACACCACTCAATCATAGCTGGACTTAAAAAAAATACTTCCTGGTCTCTATTAATAACCGTAATGCTAGGACTCTACTTTACACTACTACAAGCCTCAGAATACTATGATACAATATTCTCAATCTCAGATGGAACCTATGGAGCAACATTCTTTGTAGCCACAGGATTCCACGGACTTCACGTTATAATCGGAACTACCTTCCTAATTATTTGCCTAATACGACAAATGCACCTCCACTTCACAACAAAACACTACTTTGGGTTTGAAGCAGCCGCCTGATATTGACACTTTGTTGATGTAGTTTGAATTTTTTTATACGCATCAATCTATTGATGAGGCTCATATTCTTCTAGTATAACATATTACAATTGACTTCCACTCAATTAATCTTGACTTCAAGGAAGAATAATTAACCTAGTAACTACCCTAATCACCTCACTACTAATTCCAACACTACTAATCCTTATCAGCCACTGAATCCCACAAATACTCCCGGACACAGAAAAACTATCACCGTACGAATGTGGATTCGATCCACTAGGAAGTGCACGCCTTCCATTCTCACTACAATTTTTCCTCATCGCAATTTTTTTCCTCATCTTCGATCTAGAAATCGCCCTACTCCTTCCACTACCATGAGCGATCAACTCTACAACCCCAATAATAACCACTATTTGAACATTTACAATCATTACACTACTTACACTAGGATTAGTATATGAATGAACTCAAGGAGCCCTAGAATGAACAAAAACCTAAGGAATGAGTTTTTAAAAATAACTGATTTCGAACCAGTCGTTTTAGGTTTCAACCCTAAATTCCTAAGTGAATCAACTCCTATACACAACATTCTCACTAACAATACTAGGCACACTAATTAACCGAACACACTTTTTAACGACTCTGCTCTGCATGGAAGGAATAATAGTAACATTATTTACTATAATAACAATCACTCTCTCTAACACAGATATAACTTCAACTACAAGCATGCCAATTATATTAATCACTCTAGGTGCTTGCGAAGCAAGTACAGGACTAGCACTTCTAGTTACTACAACCAACACACACACCAATGACCATATAAAAAATTTTAAACTACTAAAATGCTAAAAATCCTAATCCCAACCATTATACTAATTCCATCAGCCACCCTCATCAAAAAAAACATACTTCACCTATCACTGTTAATCTATTCAACTATTCTAGCAACCCTAAGCTTACAATGACTAAAACCCCCTTTAACTCTAATTAAACACTCTAATCCATACCTTTCAATCGACCAAATTTCAGCCCCACTGTTAACACTATCCTACTGACTTCTACCTATTGCAATTCTAGCTAGCCAAAACCACCTAAAACATACAACACAAATACAAACGCGGATATTCCTCACATGTTTAGCCTCACTTCAAACACTATTAACCATAGCCCTCTCTTCAACAAACCTTATCCTCTTTTTTATTATATTTGAAGCCACCCTAATCCCAACAATAATTATTATTACACGCTGAGGAAGTCAAAAGGAACGACTAACCGCAGGAATATATTTTATATTTTACACCCTAATCAGCTCGATACCCCTCTTAATCGCACTTTTAATAATAAATTATCAAATAAACAATCTTAATATCATTTTAATACCAACAACTAACAAACCCAACACAATCATATGACTAGCATGCACAATAGCCTTCATAGTAAAAATACCACTATATGGACTTCACCTATGACTACCAAAAGCCCATGTAGAAGCCCCCATCGCAGGCTCCATGATTTTAGCAGCAATCCTGCTAAAACTTGGAGGCTACGGAATAATACGAATTTCACCCATGCTATGCCTAACCAAAACACTATATTACCCCTTCATCATTATGGCCCTATGGGGAATAATCATAACTAGCCTAATCTGTCTACGACAGCCGGACCTAAAATCACTCATCGCATACTCATCAGTCAGCCACATGGGCCTGGTAGTTGCAGCCACAATAATCCAAACACCATCTAGCCTCACCGGAGCCATAATTCTAATAGTAGCCCACGGCATCACCTCATCTATACTCTTCTGCCTTGCTAACATAATATATGAACGAACTCATACACGGACACTAACTATAATACAAGGAATTCAAACTACCCTCCCCCTAATAACAGCCTTCTGACTTACAGCCAACCTAACAAACATAGCCATCCCACCAACAATTAATCTAATAGGGGAAATCATAATTACCTCAACAATATTCAACTGATCCCCCCCAACCCTAATTTTAACAGGATCAGCAGCAACCATCACAGCTATCTACTCTATGTACATATTCTCAGCAATTCAACAGGGAAAAACACAAAAAGATATAATAATTTACCCCCCACAAACCCGAGAATACTTAGTTCTAATTCTACATGTAATACCAATAATTCTACTAATAATTAACCCACAAACCATTACATTAACCTAATACGCCGCGTTAGTTTAAAAAACATTAGCCTGTGGAGCTAAAAATGGGCTAACATACCCCACGCAGCTGAAAGGTTTACAAGAACTGCTAACTCCTACCCACTAGTGCTAACCCACTAGACCTTTCAACTTTTAAAGGAAAGCAGCTATCCGATGACCTTAGGAGTCAAGACTCTTGGTGCAAATCCAAGTAAAAGTAGTGAACCCAACACTTAACCTTGACACAACAATAATCTCAACACTAACCATCCTATCTACACTAGTGCTATTTACTTCCTTTCTACAAAAAAACACCAAATTTAACCTTTCTCCAGAAACAACAGTTATAACATCCTTCATAATCTCAACTATCCCAACAATGCTCTCACTAAAACTCACCCCCCACAGTACATCAATCAATCTAACCATAATACAAACTTCAACCCTCAATATCCACTCAACAATCTCTACCAACCTGAATTCCAACCTATTCCTGTCCATCGCCCTATTTGTAACATGAGCAATTATACAATTCTCCTCCTGATACATAAAAGATGCCCCAAAAATTAAACTTTTTAAAAAATACTTAATAGCGTTTCTAATCGCCATAATTATCCTAATACTTGCAGGCAGTATGATCCAACTATTCATTGGCTGAGAGGGCGTCGGTATTATATCTTTTTTACTCATTAACTGATGATACGCCCGCACATACGCCAATTCATCAGCCATACAAGCAATAACATACAACCGAATCGGGGATATCGGAATTATTTTAATCCTAGCATGACTTGCCATCAACCAAACCTCATGAGATATACAATCCATAGATCCTGACATAAACACAACAATACTAACAAGTGGACTAATCCTAGCCGCCGCAGGAAAATCCGCACAATTCTTCATACACATATGATTACCAAGTGCAATAGAAGGCCCAACTCCAGTCTCAGCCCTACTCCACTCTAGCACCATAGTTGTAGCTGGCATCTATCTACTAACCCAAATACACCACCTAATTAAAAACTCCAATATCTCTATAAATATCTGCCTATGATTAGGGGCAACCACCAGCCTATACGCCTCAATAACTGCTATATGTCAAAATGACCTTAAAAAAATCATTGCCATATCAACACTAAGCCAACTCGGCCTAATAATAGCCGCCATCGGACTCAACCAACCAAACCTTTCATTCATACACATTTCAACACACGCCTCAACCAAAGCAGCACTATTCTTATGCGCCGGTTCATTCATCCACAACCTACAAAACGAACAAGATATTCGAAAAATAGGGAATATAAAAGCCATACTACCAATCACATCAACATGCCTCGTTATCGCCAGCCTAGCCCTAATAGGCATGCCATTCTTATCCTGCTTCTACTCTAAAGACCCAATTATCGAAACCACCTTCACATCAAAAATAAACACATGAATCCTGATTACAATCATAACAGCAACTGCTATAACTTCCACCTACTCTATACGAATAATTTATTACACCCTAACTAAATATAATCGAAATAAACCAACCATAATAATCAAAGAAACCACCAACCAAATCAACCCAATCATTCGACTAACAATCCTATCAATCCTAGCCGGCACCATACTTTCTATTATCACAGCTCAAACAACCTCAGATCCAACCCTCCCAACAACAATAAAACTAACCCCAATACTAGCAATACTAGCAGGAATTTACTTAACCATTGAAACACTAGATAAACCAACCACCCACACCCCAAAACATAGCCCATTACTTATTCTAATAAACCAACTTGCCTTCTTCAAAATCACCCACCGATGAACACCAAAAAACACCCTAAAAATAGGAACTATAATCGCAACCCAACTGGTTGATCTTTTATGACTAGAAAAAGCAGGCCCAAAGACCATCACACTAATAAACAAAAATTCTTCTAAACTAACCAACCCATTAACCGGGCTGATAAAGTTGTACCTATCATCTATCACAATCACCACAGCATTAGCCTTATTTATAACACACCTCTGACTAGCAACTAACTAAAGCCCCCAAACGCCACCCACACACCAAATCTAAAACTACAAATAATGTTAATAACAGCACTACCCCTAGAATCAAAAAACAACCTCCCCCAAAAGAATACAACAATACTACTCCCCCTAAATCAACAACAACACCATTCAACAAAACAACACTACTAACCACACCCTCATCAAAAAACCACTCCCCACCCGTATATCACCACAAACAAAACAGATACCCTAAAAATCCAACCACATACAAAAAAACAGACCGATTACCCCAAGCCTCCGGATACATATCAGATGATATAGCAACCGAATAAACAAACACCACTAACATCCCACCCAAATAAACCAATATCAACACCAATGAAATAAAAGTACTACTCAAACCAGCCATAACACCAGCACCAAAAACAGACGCTAAAGCCAGTGACACTCCCCCAAAATACGGAGAGGGGTTACTAGCCACACCTACCATAAAAAATAGAAAAAAGCACAACATTAAAAAATACATCGTTCTCACCTGGACTAAAACCAGAACCTTCAACACGAAAAACTGATGTTGTTATTCAACTATAAAAACCATGACCATTGCACGAAAATCCAACCCAGCCCTAAAAATTATTAACCACTCACTTATTGACCTGCCTACCCCAACAAACATCTCAACAGCCTGAAACTTTGGATCGTTACTAGGCCTAATACTAGTAACACAAATTACAACCGGACTATTCCTAGCAATACACTACACAGCCGATATTAACCTAGCATTCTCCTCCATCGCACACATCTCCCGAGAAGTAAATTTTGGCTGACTAATACGAAACTTACATGCCAACGGAGCATCAATATTCTTTATTTGCATTTACCTGCACATCGGACGAGGCCTATATTACTCTTCCTACCTGTACAAAGAAACATGAAACATCGGCATTATACTTCTATTCCTAACAATGGCCACCGCATTCCTAGGCTACATTCTACCCTGAGGACAAATATCATTCTGAGGGGCAACCGTAATCACTAACATACTATCTGCAATCCCATACATTGGCAACAACCTTGTAAACTGAATTTGAGGTGGATTTTCAGTAAACAATCCAACTCTAGTTCGATTCTTCACACTACACTTCTTAACACCATTTTTAATCGCCGGAACCACTATACTACATCTACTGTTTCTACACGAAACTGGTTCCAACAACCCAACAGGACTCTCTTCTAATTCTGATAAAGTATCATTCCACCCATACTTCCCACTAAAAGACCTAACTACTGCAACAACAACCATTACCCTACTAACACTAATTGCCCTATTTCTACCGACACTACTAACAGACCCACAAAATTTTTCACCTGCCAACCCACTTTCAACTCCACCACATATCATACCAGAATGATACTTTCTCTTCGCCTACACCATCTTACGATCTATTCCAAACAAACTAGGAGGAGTCATAGCCCTATTCATGTCAATCCTAATCCTTATTCTCATACCCCTTCTTCACACATCCAAACAACGAACAATAAAATTTCGACCCTTCTCACAACTAATATTTTGAACCATAACAGCAAACATTCTAATTTTAACATGAATTGGCAGCCAACCAGTCGAACAACCACTTACAACAATCGGCCAAATTTCAACTACACTATACTTTCTGATTATCATTATATTCACACCTACACTAGCCCTAATAGAAAACAAAACTTTATAAACAGTCCCAGTAGCTAACACTTCAAAGCATTGGCCTTGTAAACCAAAGACGGGTTCAACCCCTGGGTCAAGCTTAGCCTTATACAACTCCAAGCTTAGCCTTATACAACTCCAAGCTTAGCCTTATACAACTCCAAGCTTAGCCTTATACAACTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATACAATTCCAAGCTTAGCCTTATATACCCCCACAACTAGATTTTTCAGATATCTCTCGAAGCGCCGCCACACCCGAGAAATATAGTCAAACCCAATCGCCAAATAAACCTTACTGTCCCAACTAAGACCCTAAAATACATCGACATATACCATAATTTTTACACTATCTACACAAAACAACAAAACAACTACCAACATAAATTTGAACCACTCCTACCCACAACACACTTTATACTCACCCGAAACTTTACCCACCCAATTTAAACAAAAACAAAACACCACAAAACCCGACCACCACTCTATATTTTAGCCATTTTTTACTAAAATAAAAGCAGATAAAGATCGAGATAAAATTACCAGGTTAGGCCACACAATTTTCTTCGCAACACACTAGACCCATTTTCAATAAAAAACCCCCCGGGCGCCGCCACGTCCGACTATTGCCACTCAACTCTGATTGACAGTTATTTGACGACAAAAATAAAATATTAGTAATTTTTTAGTCATCGTAATTTGACGAAAACAGCCTATGTATTAATATAATACATATGTATATAGTACATCTAGTTATTTTCCTCATACATATCATATTATACATATATATTATTAATATTACTAGCTACATATTATGTTAATTTCACATATACCTCTCGACCTCATGGATATCATCTTCCAATCGTGGCCTCTCTTATCACTGAAGCATCTTGATCGTCCAATAGATGGATTTATTTATCTGGCAACTCACGAGAGATCAGCAACCCGCCATTTTAAGATACGCCGTTACCAGTCTCGTGGCTCATACCACACGTTACCACTAGTCTTGCCCTTTCCAAGACCTCGGGTTCCTATCTCAGGCACATTCTTGTATTAACACGCATACGGTGGTTTTTCCGAGACCTCTGATTAATGTGTGTGCTACATCTCACCCGTGACGTCGGCATTCCTTGGCACTCCCGGCATCTGGTATTTTTATTTTTTTTCTCTTCGACTTTCACAACCGCATATCGAGCTCTCCACCGATCCCGGTTTAGCGGGACCTATTAATGAGATGTATAGTCCACTTTTATATATGTTATCACATTCGTTTAATGCTTGGTAGACATAAAATTTCAAAAAAATCGCCATTTTTAACAGGCTTGTAAGGACCGCAGCACATTTTTTTCAAAAATATTTACTAAATTTGGCTGCAAAGCTAAAAATCCTGCTAAAATTTTAGTGCCCTTTTTGCGCGGAAAAGACCCGTTTCTGCTTTTTTTTAAAACACCGTTTCACTTGAGAATTCGACCGTGAAAAATTCAAAACACCCAAAAATATACAAGAGGATTTTCGTTTTTTTCCGATTTTTCCGCCCAAAAAAAAATCCGATCTCCTAACTTTTCGTCAACGCATTTTTCAAAAATTGAAAAAAAAATTACATTTTTTTTTAAAAAAATGGCCATTTTTTTTAAAAAAATGGTCATTTTTTTTAAAAATTTTAACTTTTTTTAAAAAAAAATTTTTTTTCCAAAAATTCTTTCATTTAGCAAGGATCTTCTACCGAGTGACACATCACAAAAAATGAAAATTTTCCATTTTTCCAAAAATTATTAACCAATAACTTCTAGATTAGCCAGTAAGTCTACTACTCTCAGTACCTTACCAGATTTTACACATTAAAAGAGGAATTGGACATCCATCACCGACTCCCAAAGCCGGAATTTTAGTTAAAACTATCTTTTAAAATTTTTAAATTTCAAAAAAACAAAAATTTACACGGCAAGTCTTGGACCGAAAATTTTTATCCTTTTTTCAAAACACAATATCCCCCTTGAACGCACCAAATTCTTTTTCGTATATATATATATATATACAAAAAGATAATATGCAAGATGTTGCATATTATCTTTCATATATATATATATATATGAATAAATAAATACATATACATTAATTACACACCAAGTCCTGGACCGAAAACACTTTTTAATAT", "Delphinus capensis": "GTTAATGTAGCTTAAATTTTTACAAAGCAAGACACTGAAAATGTCTAGATGGGCATTATTGCCCCATCAACATAAAGGTTTGGTCCTGGCCTTTCTATTAGTTCTTAGCAGACTTACACATGCAAGCATCCGCATCCCAGTGAGAATGCCCTCCAAATCATTAAAGACTAAAAGGAGCGGGCATCAAGCACACTATACCAGTAGCTCATAACGCCTTGCTTAGCCACACCCCCACGGGATACAGCAGTGACAAGAATTAGGCTATGAACGAAAGTTTGACCTAGCCATGCTAATTAGGGTTGGTAAATTTCGTGCCAGCCACCGCGGTCATACGATTGACCCAAACTAATAGACACCCGGCGTAAAGAGTGTCAAAGAACAATATAAAAATAAAGTCAAACCTTAATTAAGCTGTAAAAAGCCATAATTAAAATTAAGTTAAACTACGAAAGTAACTTTACCATAAACTGAGTACACGACAACTAAGACCCAAACTGGGATTAGATACCCCACTATGCTTAGTCGTAAACTTAAATAATCCCAAAACAAGATTATTCGCCAGAGTACTATCGGCAACAGCCCAAAACTCAAAGGACTTGGCGGTGCTTCATATCCTTCTAGAGGAGCCTGTTCTGTAAACGATAAACCACGATTAACCTCACCAATCCTTGCTACTTCAGTCTATATACCGCCATCTTCAGCAAACCCTAAAAAAGGAACGAAAGTAAGCACAACTACTGCACGTAAAAACGTTAGGTCAAGGTGTAACCTATGGATTGGGAAGAAATGGGCTACATTTTCTATAATAAGAACACCCCTTAAACTCACACGAAAGTTTTTATGAAACCTAAAAACTAAAGGAGGATTTAGCAGTAAATTAAGAATAGAATGCTTAATTGAATAAGGCCATGAAGCACGCACACACCGCCCGTCACCCTCCTCAAGTGCCATAGCAAAGCCCCAGATTGCTAACCCATGCTAAGCAAGCGTACAAGAGGAGACAAGTCGTAACAAGGTAAGCATACCGGAAGGTGTGCTTGGATAAACAAGATGTAGCTTAAACAAAGCATCTAGTTTACACCTAGAAGATTCCACAACTCGTGCACATCTTGAACTATATCTAGCCCATACTCCTCCTCATCACTACTACTATAAGTCAGTCAAATAAAACATTTACCATACATCTAAAGTATAGGAGATAGAAATTTAATTATCAATGGCGCTATAGAGAAAGTACCGTAAGGGAAAGATGAAAGAATTATTAAAAGTAGAAAAAAGCAAAGTTTACCCCTTGTACCTTTTGCATAATGATTTAACTAGTAATAATTTAGCAAAGAGACCTTAAGTTAAATTACCCGAAACCAGACGAGCTACTTATGAGCAGTAACTAGAACAAACTCATCTATGTGGCAAAATAGTGAGAAGACTTATAAGTAGAGGTGAAAAGCCTAACGAGCCTGGTGATAGCTGGTTGTCCAAGAAAGGAATTTCAGTTCAACATTAAACAATACTAAAAACCATATTAAGTTTCAACGTATGTTTAACTGTTAGTCTAAAAAGGTACAGCTTTTTAGAAATGGATACAACCTTTACTAGAGAGTAACATAAAACTTAAACCATAGTTGGCCTAAAAGCAGCCATCAATTAAGAAAGCGTTCAAGCTCAACAACAAAAACAAGTTTTAATTTCAACAATAAATAAAAAACTCCTAGCCAGACTATTGGACTAATCTATTTAATTATAGAAGAAATACTGTTAATATGAGTAACAAGAAAATTTTTCTCCTTGCACAAGCTTATATCAGTAACTGATAATATACTGATAGTTAACAGCTAATAAATATAACCTAACACTAAACTATTTATTAATCACACTGTTAATCCAACACAGGTGTGCACCAAGGAAAGATTAAAAAGAGTAAAAGGAACTCGGCAAACACAAACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATAACTAGTATTAGAGGCACTGCCTGCCCAGTGACAATCGTTAAACGGCCGCGGTATCTTGACCGTGCAAAGGTAGCATAATCACTTGTTCTCTAAATAAGGACTTGTATGAATGGCCACACGAGGGTTTTACTGTCTCTTACTCTTAATCAGTGAAATTGACCTCCCCGTGAAGAGGCGGGGATAATACAATAAGACGAGAAGACCCTATGGAGCTTTAATTAATCAACTCAAAAAGCATAAAATAATACCACCAAGGGATAACAAAGCTTTAGATGAGCTGACAATTTCGGTTGGGGTGACCTCGGAGTATAAAAAACCCTCCGAGTGATTAAAACTTAGGCCTACTAGCCAAAGTATAGTATCACTTATTGATCCAAAATTTTGATCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTATTCTAGAGTCCATATCGACAATAGGGTTTACGACCTCGATGTTGGATCAGGACATCCTAATGGTGCAGCAGCTATTAAGGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTATTACGCATTTCTCCCAGTACGAAAGGACAAGAGAAATAAGGCCAACTTTAAAAAAGCGCCTTCAAACAATTAGTGACCCAGTCTCAACCTAATAACCTAGCGCAAACATACCCTGCCCAAGATCAGGGCTTTGTTGAAGTGGCAGAGTACGGCAATTGCATAAAACTTAAGCTTTTATACCCAGAGGTTCAAATCCCCTCTTCAACAAATGTTTATAATTAACATTCTAACACTCATTCTCCCTATCCTCTTAGCTGTAGCATTCCTAACGCTAGTAGAACGTAAAATCCTAGGCTATATACAATTCCGAAAAGGACCAAATATCGTAGGCCCATACGGCCTACTACAACCTTTCGCTGATGCAATCAAACTATTCACTAAAGAACCACTACGACCAGCTACATCTTCAACTACCATATTTATAATTGCACCCGTACTTGCACTAGCCCTAGCTCTCACAATATGAGCTCCCCTACCCATACCACACCCACTTATCAACATAAACCTAGGAGTACTATTCATACTAGCAATATCAAGCCTAGCCGTCTACTCCATCTTATGATCCGGATGAGCTTCCAATTCAAAATACGCTCTAATTGGAGCTCTGCGAGCAGTAGCACAAACAATCTCATACGAAGTAACACTAGCTATTATTCTACTATCAGTACTTCTAATAAACGGCTCTTTCACTCTATCCACACTAAACACCACACAAGAAAAACTATGACTACTCTTTCCTTCATGACCACTAGCCATAATATGATTTATCTCCACCTTAGCAGAAACTAACCGAGCCCCCTTCGACCTTACAGAAGGAGAATCAGAACTCGTATCTGGCTTTAACGTAGAATACGCTGCTGGTCCTTTCGCCCTATTCTTCTTAGCAGAATATGCCAACATTATCATAATAAATATATTCACAACTATCTTATTTCTGGGAGCATTCCATGATCCCTATATACCAGAATTATGTACAACAAACCTAATTATCAAATCACTACTACTAACAATATCCTTCCTATGAATCCGAGCATCCTACCCCCGATTCCGATATGACCAACTAATACACCTTCTTTGAAAAAATTTCCTCCCACTGACACTAGCTCTCTGCATATGACATATCTCATTACCCATCATAACAGCAGGTATCCCACCCCAAACATAAAACAAGAAATATGTCTGACAAAAGAGTTACTTTGATAGAGTAAATAATAGAGGTTTAAGTCCTCTTATTTCTAGAACAATAGGAATCGAACCTACCCTTAAGAATTCAAAATTCTTCGTGCTACCACACTACACCATAATCTACAGTAAGGTCAGCTAAATAAGCTACCGGGCCCATACCCCGGAAATGTTGGTTTATACCCTTCCCATACTAATTAACCCATTCGTCTCTATCACTCTACTAACAACCCTCATCCTAAGCACAACAATTGTCACCATTAGCTCCCATTGATTGTTTGCCTGAATCGGACTAGAAATAAACATAATAGCTATCATCCCCATCATAATAAAAAAACCTAACCCCCGAGCCACAGAAGCCTCAACCAAATACTTTCTAACACAAGCCACAGCGTCCTCATTACTTATACTAGCAATTATTATCAACCTAATACATTCTAGCCAATGAACCATCATAAAATTATTTGACCCAACAGCATCCATTCTAATAACAATAGCCCTAGCTATTAAACTAGGATTATCCCCTTTTCACTTCTGAGTACCAGAAGTCACACAAGGCATTCCCCTAAGCACAGGACTAATCCTACTTACATGACAAAAACTAGCACCTATCTCAATTCTTTACCAAATTTCACCATCAATCAACCTACACCTAATAATCACTATGTCCTTCCTATCGATTCTAATTGGAGGTTGAGGTGGACTAAACCAAACACAACTCCGAAAAATTATAGCCTACTCATCAATTGCCCACATAGGATGAATAACTGCTATTTTACTATACAACCCAGCTCTTACCCTGCTAAACCTACTAATTTATATTGTAATAACCTTTACCATATTTATATTACTCATTCAAAACTCCACTACCACCACACTGCTACTATCCCAAACATGAAATACAATACCCATTATAACAACTTTTACTATACTCACCCTACTCTCCATAGGAGGTCTTCCTCCACTCACAGGCTTTATACCTAAATGAATAATTATTCAAGAACTAACAAAAAACGACACTCTCATCTTACCCACCCTCATAGCCATCACAGCTCTACTCAACCTATACTTTTACATACGCCTTACCTACTCTACAGCATTAACCCTATTTCCCTCCACCAATAATATAAAAATAAAATGACAATTCTACCCTACAAAACAAATAACCCTCCTACCAACAGCAATCGTACTATCCACAATACTCCTACCCCTCACACCAGCATTCTTTATCCTACTATAGGGGTTTAGGTTAAACAAGACCAAGAGCCTTCAAAGCCCTAAGCAAGTATAATTTTACTTAACCCCTGCCCAATAAGGATTGCAAGACTATATCTTACATCAATTGAATGCAAATCAAACACTTTAATTAAGCTAAATCCTCACTAGATTGGAGGGATACATCTCCCACGAACTTTTAGTTAACAGCTAAATACCCTAGTAAACTGGCTTCAATCTACTTCTCCCGCCGCGAGAAAAAAAGGCGGGAGAAGTCCCGGCAGGATTGAAGCTGCTTCTTTGAATTTGCAATTCAAAATGATCATTCACTACAGGACTTGGTAAAAAGAGGACTTTACCTCTGTCTTTAGATTTACAGTCTAATGCCTACTCGACCATTTTACCTATGTTCATAAACCGATGACTATTCTCTACCAATCACAAAGACATTGGTACCCTATATTTACTATTTGGCGCTTGGGCAGGAATAGTAGGTACCGGTCTGAGTTTGTTGATTCGTGCTGAATTAGGTCAACCTGGCACACTTATCGGAGACGACCAGCTTTATAATGTTCTAGTGACAGCTCATGCCTTCGTAATAATTTTCTTTATAGTTATACCTATCATAATTGGAGGTTTTGGGAACTGATTAGTCCCCTTAATAATTGGAGCTCCTGACATAGCATTCCCTCGTCTAAACAACATAAGCTTCTGACTACTCCCCCCTTCCTTTCTACTACTAATAGCATCTTCAATAATTGAGGCCGGCGCAGGTACAGGCTGAACTGTTTACCCTCCTCTAGCCGGAAATCTAGCACATGCAGGAGCCTCAGTAGACCTTACTATTTTCTCTCTACATTTAGCCGGTGTATCTTCAATCCTTGGAGCTATTAACTTCATCACAACTATCATTAATATAAAACCACCCGCTATAACTCAATACCAAACACCTCTCTTCGTCTGATCAGTCTTAGTCACAGCAGTCTTACTTTTACTATCATTACCTGTTCTAGCAGCCGGAATTACCATACTATTAACCGATCGAAACCTAAACACAACCTTTTTCGACCCGGCAGGAGGAGGTGACCCAATCTTATATCAACACTTATTCTGATTTTTTGGCCATCCTGAAGTATATATTTTAATTCTACCCGGCTTTGGAATAATTTCACACATCGTTACTTATTATTCAGGGAAAAAAGAACCTTTTGGGTATATGGGAATAGTATGAGCTATAGTTTCTATTGGTTTCCTAGGTTTCATTGTATGAGCTCATCATATGTTCACAGTTGGAATAGACGTAGACACACGAGCATATTTTACATCAGCTACTATAATTATCGCAATTCCTACAGGAGTAAAAGTTTTCAGTTGACTAGCAACACTTCACGGAGGAAATATTAAATGATCTCCTGCCCTAATATGAGCTCTAGGCTTTATCTTCTTATTCACAGTAGGAGGCCTAACCGGTATCATCCTAGCTAACTCATCCCTAGATATCATCCTTCATGACACCTATTATGTAGTTGCTCATTTTCACTACGTACTTTCAATAGGAGCTGTATTTGCCATCATAGGAGGCTTCGTTCACTGATTCCCACTATTTTCAGGGTATACACTCAACCCAACATGAACAAAAATTCAATTCGTAATTATATTCGTAGGTGTAAATATGACATTCTTCCCACAACACTTCCTAGGCCTATCTGGAATGCCTCGCCGATATTCTGACTATCCAGATGCTTACACAACATGAAACACCATTTCATCAATAGGCTCATTTATCTCACTAACAGCAGTTATACTAATAATCTTCATTATCTGAGAAGCATTCGCATCTAAACGAGAGGTATTAGCGGTAGATCTCACTTCCACAAACCTTGAATGACTAAACGGGTGTCCTCCACCATACCACACATTCGAAGAACCAGTATACGTCAACTTAAAATATTCAAGAAAGGAAGGAATCGAACCCCCTCTAATCGGTTTCAAGCCAACATCATAACCATTATGTCTTTCTTTATGAACGAGATATTAGTAAAGTCTTACGTAACTTTGTCAAAGTTAAATCACAAGTGAAAATCCTGTATATCTCCATGGCTTATCCCTTTCAACTAGGCTTACAAGACGCAGCATCACCCGTTATAGAAGAACTTCTACAATTTCATGACCATGCATTGATGATCGTCTTCTTAATCAGCTCCTTAGTTCTTTATATCATTACACTAATACTAACAACCAAATTAACTCACACTAGTACAATAGACGCTCAAGAAGTAGAGACTATTTGAACCGTCCTCCCAGCCGTTATTCTAATCATAATCGCCCTGCCTTCTCTACGAATTCTCTACATAATAGACGAAATTAATAACCCCTCTCTTACCGTAAAAACAATAGGACATCAATGATACTGAAGCTATGAATATACCGACTATGAAGACCTAAACTTTGACTCATACATAATTCCAACCTCAGATCTAAAACCAGGCGAACTACGATTATTAGAAGTAGATAATCGAATGGTTCTACCCATACAAATGACAATCCGAATGTTAGTCTCCTCAGAAGATGTGTTACACTCATGAGCTGTCCCTTCCCTAGGCCTAAAAACAGACGCAATTCCTGGCCGCCTAAACCAAACAACCCTAATATCAACACGACCTGGTCTGTTCTATGGGCAATGCTCAGAAATTTGCGGCTCTAATCACAGCTTTATACCAATCGTTCTCGAACTAGTACCTTTAGAGAATTTTGAAAAATGATCTGCATCCATATTATAATTTCACTAAGAAGCTAAACTAGCGTTAACCTTTTAAGTTAAAGATTGAGAGTTACAAACTCCCCTTAGTGATATGCCACAACTAGATACATCAACATGGCTCCTTACCATTCTCTCTATAATCTTCACCCTGTTTGCACTACTTCAACTAAAAATTTCAAAGCACTTTTACTCTCCTTCCCCTAAACCAGTAGACACTAAACTACAAAAACAACAAACCCCTTGAAATCATACATGAACGAAAATCTATTTACCTCTTTCATAATCCCAGTTATACTAGGTATTCCCATTACTACCCTAATTATTATATTTCCCACCATGCTATTTCCAACACCAAATCGATTAATCAATAACCGCATGATCGCTATCCAACAATGACTTACTAAACTCACATCAAAACAACTAATAGTTACACATAGCCCCAAAGGACAAACCTGATCCCTAATACTCATCTCACTTTTCCTTTTCATCGCTTCCACAAATCTTCTTGGAATATTACCTCACTCATTCACACCTACTACTCAACTCTCTATAAATTTAGGCATAGCTATTCCATTATGAGCTGGCACCGTCTTTATCGGCTTCCGTAATAAGACAAAAATATCTCTAGCTCACCTTTTACCACTAGGCACACCCACTTTCCTAATTCCTATATTGGTAATAATCGAAACTATTAGCCTATTTATTCAACCCATAGCCCTAGCAGTGCGGCTGACAGCGAATATCACAGCAGGTCACCTACTACTACATCTAATTGGAAGCGCAACCCTTGCATTAATAAGCATTAGTCTATTCACAGCTCTCATCACATTTATTATTCTCACCCTATTAATCATCCTTGAATTCGCTGTAGCTCTGATCCAAGCCTACGTATTCACCCTATTAGTAAGCCTATACTTGCAAGACAATACATAATGACCCACCAAACCCATTCATATCACATAGTAAATCCCAGTCCTTGACCACTCACAGGAGCTCTCTCAGCATTCCTCATAACATCAGGCCTAATCATATGATTCCATTTCAACTCAATAATTTTACTAACCCTAAGTTTTTTAACAAATATCTTAACAATATACCAATGATGACGAGATATCATCCGAGAAAGTACTTTCCAGGGTCACCACACACCAACCGTTCAAAAAGGACTTCGATATGGCATAATCCTATTTATCTTATCAGAAGTCCTATTCTTTACAGGCTTTTTCTGAGCCTTTTATCACTCAAGCCTTGCCCCCACTCCTGAACTAGGAGGCTCCTGACCACCAACAGGTATCCACCCCCTAAACCCACTAGAAGTTCCACTCCTCAATACTTCTGTACTATTAGCTTCTGGTGTATCTATTACTTGAGCCCACCATAGTCTCATAGAAGGTAACCGCAAACATATACTCCAAGCTCTCTTCATTACAATCATACTCGGTCTCTATTTCACCCTACTCCAAGCATCAGAGTACTATGAAGCCCCATTTACAATCTCAGATGGAGTTTACGGCTCTACTTTCTTCGTAGCCACAGGCTTCCACGGACTACATGTCATCATCGGATCCACCTTCCTTATCGTCTGCTTCATACGTCAAATAATATTCCACTTCACATCAAATCACCACTTTGGCTTCGAAGCCGCTGCTTGATATTGACATTTCGTAGATGTTGTATGATTGTTCCTCTATGTATCAATCTATTGATGAGGCTCATAGTCCTTTTAGTATTAATAAGTACAACTGACTTCCAATCAGTTAGTTTCGGTACACCCCGAAAAAGAACAATAAACCTTTTATTAACATTATTAACAAATACAACCCTAGCCCTACTACTTATACTTGTTGCCTTTTGACTCCCCCAACTAAATACCTATGCAGAAAAAACTAGCCCTTATGAGTGTGGCTTTGATCCAATAGGATCTGCTCGCCTACCCTTCTCCATAAAATTCTTCTTAGTTGCAATTACTTTCCTTTTATTTGACCTAGAAATTGCTCTCCTACTTCCCTTACCTTGAGCAATCCAAACAAATAATTTAACAACAATACTTCTTATGGCCTTATTCCTAATCTCCCTACTAGCAGCCAGCCTAGCCTATGAGTGAACCCAAAAAGGCCTAGAATGAGATAAATATGGTACTTAGTTTAAAGTAAAATAAATGGTTTCGACCCATTAGACTGTGATCTAAACTCACAAGTACCAAATGTCTCTAGTCCACATTAATATTCTAATTGCCTTTACAGTATCCCTCACAGGCTTATTAATGTACCGATCCCACCTAATATCCGCATTATTATGTCTAGAAGGCATAGTATTATCATTATTCATCTTGGCGACTCTTACAATCCTAAATACACACTTTACCTTAGCCAACATGATACCAATCATTCTCTTAGTATTTGCAGCCTGCGAGGCAGCTATCGGACTAGCCTTACTAGTCATAGTCTCCAACACATATGGTACTGACTATGTACAAAACCTTAACCTCCTCCAATGCTAAAATTTATTATTCCTACTATCATGCTCATACCTCTGACTTGATTATCAAAAAGCAGCTTTATTTGAATCAATACTACAACCCATAGCTTATTAATTAGCTTTACAAGTTTACTCTTACTTAATCAATTTAACGATAATAGCCTTAATTACTCTTTAATATTCTTCTCTGACCCCCTTTCTGCACCACTCTTAATACTAACAATATGACTTCTCCCCCTAATACTAATAGCAAGTCAATCTCACCTTCTAAAAGAACCACTTGCCCGAAAAAAACTCTACATTACAATACTGGTCATACTTCAAGTCCTCCTAATTATAACCTTCACTGCTATAGAACTAATTATATTTTATATTATATTTGAAGCCACATTAATTCCTACCCTCATCATCATCACTCGTTGAGGCAACCAAACAGAACGACTTAACGCAGGACTCTACTTCTTATTCTATACACTCATAGGATCTCTCCCCTTACTAGTAGCATTAACATACTTGCAGAACACAGTAGGCTCCCTAAACTTCCTATTATTACAGTACTGAGCTCAACCATTATCAACCTCCTGATCTAACACTTTTATATGGCTAGCTTGCATAATAGCCTTTCTAGTAAAAATACCCCTTTATGGACTACACCTTTGACTACCCAAAGCACATGTAGAAGCCCCCATTGCAGGCTCAATAGTCCTTGCAGCCGTACTACTAAAACTCGGAGGCTATGGAATACTACGAATCACATCAATTCTTAACCCCCTAACAGAGCACATAGCATACCCTTTCCTTGTACTATCCCTATGAGGAATAATCATAACCAGTTCCATCTGCCTACGCCAAACAGATCTAAAATCACTAATCGCATACTCCTCAGTCAGCCACATAGCACTCGTCATTGCAGCTGTCCTTATCCAAACCCCCTGAAGTTACATAGGAGCTACCGCCTTAATAATTGCCCATGGCCTTACATCCTCCATACTATTCTGCCTAGCAAACTCAAACTATGAACGCATCCATAGCCGAACTATAATCCTAGCACGAGGCCTACAAATCTTTTTCCCACTAATAGCTACTTGATGACTATTAGCATGCTTAACAAACCTTGCCCTACCTCCTACCATTAACCTAATCGGAGAATTGCTCGTAATTATATCAACCTTCTCATGATCAAACCTTACTATCATCCTTATAGGAGTAAATATTGTAATCACAGCCCTCTATTCCCTATACATACTAATCATAACACAACGTGGCAAACACACACACCATATTAACAATCTCACCCCTACTTTTACACGAGAACATGCCTTAATAGCCCTACACATTATCCCTCTCCTACTCCTATCACTAAACCCTAAAATCATCCTAGGTCCTCTTTATTGTAAGTATAGTTTAAAAAAACCATTAGTTTGTGAAACTAAAAACAGAAGATAAGACCTTCTTACTTACCGAAAAAGAATTGCAAGAACTGCTAATTCATGCGTTCCACACTTAACAATGTGGCTTTTTCAAACTTTTAAAGGATAGTAGTTATCCATTGGTCTTAGGAACCAAAAAATTGGTGCAACTCCAAATAAAAGTAATAAACTTATTTACTTCTTCCACCCTACTCACACTACTTATACTAATAGCCCCTATTGTAGCATCTAGCACAAACTTCTACAAAAATAACAAATACCAACATTATGTAAAAAACATAACCCTCTTTGCTTTCATCACCAGCCTGATCCCAATAACAATATTTATCCACACAAATCAAGAAATGCTTATCTCAAACTGACACTGAATCACCATCCATACTCTTAAATTAACACTCAGCTTTAAAATAGACTACTTTTCACTTATATTCATGCCCGTAGCACTATTCATTACATGATCTATCATAGAATTTTCAATATGATATATGCACTCCGACCCCTACATCAACCAATTCTTCAAATATTTACTCATCTTCCTCATCACCATACTCATCCTTGTCACAGCTAACAACCTCTTCCAATTATTTATTGGATGAGAGGGAGTAGGTATCATATCCTTCCTATTAATTGGCTGATGATTCGGACGAACAGATGCTAATACAGCCGCCCTCCAAGCAATCCTATATAACCGCATCGGAGACATTGGATTCCTTCTATCCATAGCCTGATTCCTACATAATACAAATGCATGAGACCTACAACAAATCTTCACACTTAACCAAAACCCCCCAATCCTCCCTCTCATAGGAATTACATTAGCCGCAGCTGGAAAATCAGCCCAATTTGGTTTACACCCCTGACTACCCTCAGCAATAGAAGGCCCCACTCCAGTCTCAGCCCTACTCCACTCAAGCACAATAGTCGTAGCAGGAATTTTCTTACTTATCCGCTTCTACCCTCTAACAGAAAATAATAAATTTATCCAAACAATAATACTTTCTCTAGGCGCCCTTACCACCCTATTCACAGCTATCTGTGCCTTAACCCAAAATGATATCAAAAAAATCATTGCTTTCTCCACCTCTAGCCAGCTCGGCCTAATAATAGTGACACTAGGCCTCAACCAACCACACCTAGCATTCCTACATATTTGCACACACGCCTTCTTCAAAGCTATATTGTTCCTATGTTCTGGCTCCATCATCCATAACTTAAATAACGAGCAAGATATCCGAAAAATAGGAGGATTATACAAAATCCTTCCCTTCACCACAACTGCCCTAATCATCGGCTGTTTCGCACTAACAGGAATACCATTCCTCACAGGATTCTATTCTAAAGACCTTATCATTGAAGCCGCCACTTCGTCTTATACCAACGCCTGAGCCCTATTACTAACACTAATTGCCACCTCTATAACAGCTATCTACAGCACCCGTATCATTTTCTTTACTTTACTAGAACAACCCCGCTTCCCTCCTCTCATAAACATTAATGAAAATAACCCCATACTAATCAATCCTATTAAACGCCTATTAATCGGAAGCATCTTTGCCGGATTTATCCTCTCCAACAGCATACCCCCAATAAACATCCCTCTAATGACTATACCCCTATATCTAAAACTAACAGCTCTCATAGTAACAATTCTAGGTTTTATTCTTGCATTTGAAATTAACAACTACTCAAAAAACCTAAAATATCCCTATTCATCAGACTCTACTAAATTTTCTACTCTATTAGGTTACTTCCCTACTATCATACATCGCCTACCCCCTCATCTAGTTCTAACAATAAGCCAAAAATTCGCAACCTCCTTATTAGACCTAACCTGAACAGAAACAATTCTACCAAAAACAACAGCTCTCATTCAACTAAAAGCCTCCACGCTAACTTCAAACCAAAAAGGACTTATCAAACTCTACTTCCTATCTTTCCTCATTACTATAACTCTCAGCATACTACTATTTAATTACCCCGAGTAATCTCCATAATAACCACTACACCAATAAACAAAGATCACCCAGTAACAATAACCAATCAAGTACCATAACTATACAACGCAGCAATCCCCATAGCTTCCTCACTAAAAAATCCAGAATCCCCTGTATCATAAATAACTCAATCCCCCAACCCATTAAACTCAAATACAAAATTCACTTTTCCACCCTCTAAAACATATAATACCACTAACAACTCTAACACTAAACCCAAAACAAATCCCCCAAGTACAACTTTATTAGAAACCCAAACCTCAGGATACTGTTCAGTAGCCATAGCCGTTGTGTAACCAAACACAACTAATATTCCTCCTAAATAAATTAAAAATACTATTAAACCTAAAAATGAGCCCCCAAAACTAAAAACAATTCCACATCCCATAGCACCACCCACAATCAACCCTAAACCACCATAAATCGGCGAAGGTTTCGAAGAAACCCCAACAAGACTAATTACAAAAATAGTGCTCATAATAAAAACAATATATATTGCCATTATTCTCACATGGACTCCAACCATGACCAATGACATGAAAAATCATCGTTGTAATTCAACTACAAGAACCCTAATGACCAACATCCGAAAAACACACCCGCTAATAAAAATCCTCAATGATGCATTCATTGATCTACCCACTCCATCTAATATCTCCTCTTGGTGAAATTTTGGTTCCTTACTAGGCCTCTGCCTAATTATACAAATCCTAACAGGACTATTTCTAGCAATACATTACACGCCAGATACCTCAACTGCTTTCTCATCAGTCGCACACATCTGCCGAGACGTCAACTATGGCTGATTCATCCGCTATTTACATGCAAACGGAGCCTCCATATTCTTCATCTGTCTATACGCCCACATTGGACGTGGCCTATACTATGGCTCTTATATGTTCCAAGAAACATGAAATATTGGTGTACTCTTACTACTAACAGTCATAGCCACTGCATTCGTAGGTTACGTCCTACCCTGAGGACAAATATCATTCTGAGGCGCAACCGTCATCACCAACCTCTTATCAGCAATCCCTTATATTGGCACTACCTTAGTTGAATGAATCTGAGGTGGATTCTCCGTAGACAAAGCAACATTAACACGCTTTTTCGCTTTCCACTTTATCCTCCCATTCATCATTACAGCATTAGCAGCCGTTCACCTGCTATTCCTACACGAAACAGGATCCAATAACCCCACAGGAATCCCATCCAATATAGACATAATCCCATTCCACCCTTATTACACAATCAAAGATATCCTAGGTGCCTTACTCCTAATCTTAACCCTACTAGCACTGACCCTATTCACTCCAGACCTACTAGGAGACCCTGATAACTATACCCCAGCAAATCCACTAAGCACCCCTGCACATATCAAACCAGAATGATACTTTCTATTCGCATACGCAATCTTACGATCAATCCCTAATAAACTTGGAGGAGTCCTAGCACTACTACTCTCCATCCTTATCCTAATCTTTATCCCAATACTTCAAACATCCAAACAACGAAGCATAATATTCCGACCCTTCAGCCAACTCCTATTTTGAACCCTAATCGCTGACCTCTTAACCTTAACATGAATTGGAGGTCAACCCGTAGAACACCCATATATCATTGTAGGCCAATTAGCATCTATTCTATACTTCCTCTTAATCCTAGTGCTAATACCAACAGCCGGCCTTATTGAAAATAAACTCCTAAAATGAAGAGTCTTTGTAGTATAACAAAATACCCCGGTCTTGTAAACCGGAAAAGGAGAACCCCATTCCTCCCTAAGACTCAAGGAAGAGACATTAAACCTCACCACCAACACCCAAAGCTGGAATTCTACATAAACTATTCCTTGAAAAAGCTTATTGTACAATTACCACAACATCACAGTACTACGTCAGTATTAAAAGTAATTTGTTTTAAAAACATTTTACTGTACACATTACATACACATACACATGTACATGCTAATATTTAGTCTCTCCTTGTAAATATTCATATATTCATGCTATGTATTATAGTGCATTCATTTATTTTCCATACGATAAGTTAAAGCTCGTATTAATTATCATTAATTTTACATATTACATAATATGTATACTCTTACATATTATATATCCCCTTCAATTTCATCCCCATTATATCCTATGGTCGCTCCATTAGATCACGAGCTTAATCACCATGCCGCGTGAAACCAGCAACCCGCTTGGCAGGGATCCCTCTTCTCGCACCGGGCCCATATCTCGTGGGGGTAGCTAATAATGATCTTTATAAGACATCTGGTTCTTACTTCAGGACCATTTTAACTTAAAATCGCCCACTCGTTCCTCTTAAATAAGACATCTCGATGGACTTATGACTAATCAGCCCATGCCTAACATAACTGAGGTTTCATACATTTGGTATTTTTTAATTTTTGGGGGGGAGCTTGCACCGACTCAGCTATGGCCTTAGAAAGGCCCCGTCACAGTCAAATAAATTGTAGCTGGACCTGTGTGTATTTTTGATTGGACTAGCACAACCAACAGGTGTTATTTAATTAATGGTTACAGGACATAGTACTTTATTATTCCCCCCGGGCTCAAAAAACCCTATCTCATAGAGGTTTTACCCCCCCTTCCCCCTTACAAAACTGATCCTCTGCTTTGATATTCACCACCCCCCTACAGTGCTTCGTCCCTAGATCTACGCGCATTTTTTTTAATAAATCAATACTAAATCTGACACAAGCCCCATAATGAAATCATACAAATAATTTTCCACCCCATAA", "Takifugu rubripes": "GCTAGCGTAGCTTAACCAAAGCAGAGTACTGAAGATGCTAAGATGGGCCCTGAAAAGTCCCGCAGGCACAAAAGCTTGGTCCTGACTTTACTAACAACTCTGATCAAACTTACACATGCAAGTATCCGCATCCCAGTGAAAATGCCCCCCGCCCCCCGTCCGGAAATAGGGAGTTGGTATCAGGCACACAAATTTGTAGCCCATGACACCTAGCTTTGCCACGCCCCCAAGGGAATTCAGCAGTGATAAACATTAAGCCATAAGTGAAAACTTGACTTAGTTATGATCTAAAGAGTCGGTAAAACTCGTGCCAGCCACCGCGGTTATACGAGAGACCCAAGTTGTTAGCCAACGGCGTAAAGGGTGGTTAGAACTAAAAACAACAAACTGAGACCGAACACCTTCAAGGCTGTTATACGCTTCCGAAGCAACGAAGAACAATAACGAAAGTAGCCTCACTAACTCGAACCCACGAAAGCTAGGACACAAACTGGGATTAGATACCCCACTATGCCTACCCCTAAACACGATATGAAACTACGTACATATCCGCCTGGTTACTACGAGCATTAGCTTAAAACCCAAAGGACTTGGCGGTGCTTTAAAACCATCTAGAGGAGCCTGTTTTAAAACCGATACTCCCCGTTCAACCTCACCCCTCCTTGTTTTAACCGCCTATATACCACCGTCGTCAGCCTACCCTGTGAAGGGCAAATAGTAGACAAAATTGGCACAGCCAAAAACGTCAGGTCGAGGTGTAGCGAATGGAGGGGGACAAAATGGGCTACATTCTCTGCCTAGAGAACACGAAAGATGTGCTGAAATGCACACCCGAAGGAGGATTTAGCAGTAAGCAAGAAATAGAGTGTCATGCTGAAACCGGCTATGAAGCGCGCACACACCGCCCGTCACTCTCCCCAAACTCTTAATTTAAAAATAACTAATAAGCCACCAAAAGAAAAGGGGAGGCAAGTCGTAACATGGTAAGTGTACCGGAAGGTGCACTTGGAAAAACCGGAGCATAGCTTAACAGCTTAAAGCACCTCCCTTACACCGAGTTGACGCCCGTGCAAATCGAGCTGCCCCGACACCTAACAGCTAGCCCCCACCCCACCCACAACAAACCACTATAAATACCCCCTAAGATACTTAACTAAACAAAACAAATCATTTTTCCACCCTAGTATAGGAGATAGAAAAGGAACTAGGAGCTATAGATAAAGTACCGCAAGGGAACGCTGAAAGAGAAATGAAATAACCCAGTAAAGTAAAAAAAAGCAGAGATTACACCTCGTACCTTTTGCATCATGATTTAGCTAGTATAATTAGGCAAAGAGCACTTTAGTCTAACACCCCGAAACTGAATGAGCTACTCCAAGACAGCCTTTATAGGGCACATCCGTCTCTGTGGCAAAAGAGTGGAAAGAGCTTTGAGTAGAGGTGATAAACCTACCGAGTTCAGTTATAGCTGGTTGCCCGAGAACTGAGTATAAGCTCAGCCTTTTGGCTTCTTAACTCCATAACTATTTATATTAACCCGACTTTAAGAAACCAAAAGAGTTAATCAAAGGGGGTACAGCCCCTTTGATACAAGAAACAACTTTTAACAGGAGGATAAGGATCATAAAAAATCAAGGCACCGCGCTTAAGTAGGCTTAGAAGCAGCCACCACAAGAAAGCGTTAAAGCTCTAGCACATCCCTGCCACAAATACCAATAAAACACTCCTAACCCCTTCCCCTACCGGGCTTTTCTATGCTTCCATAGAAGAAATTATGCTAAAATGAGTAATAAGGGGCCGACCCCCTCCAAGCACAAGTGTACATCAGAACGAACCCCCACCGAAATTCAACGGACCCAACCAAAGAGGGAAATAAATATTAAACTCACAACAAGAAAAACATTTAACACTTTTCCGTTACCCCTACACTGGTGTGCCAAATAGGAAAGACTAAAAGAAAAAGAAGGAACTCGGCAAACTCAAAGCCTCGCCTGTTTACCAAAAACATCGCCTCTTGCTTCAATGAATAAGAGGTCACGCCTGCCCTGTGACTATATGTTTAACGGCCGCGGTATTTTGACCGTGCAAAGGTAGCGCAATCACTTGTCCTTTAAATGTGGACCTGTATGAATGGCATAACGAGGGCTTAGCTGTCTCCTTTCTCAAGTCAATGAACTTGATCTCCCCGTGCAGAAGCGGGGATAAAACCATAAGACGAGAAGACCCTATGGAGCTTTAGACAAAAAACAGCCCCTGTCAATAAACCCTAAATAAAGGGAATAAACCTAGTGAACCTGTTTTAATGTCTTTGGTTGGGGCGACCGCGGGGTAACAAAAAACCCCCATGTGGAATGAAAACACCCTTTTTAAACCCAAGAGTCACCACTCTAGGATACAGAACATCTGACCAATAATGATCGCCTAAAGCCGATTAACGAACCGAGTTACCCTAGGGATAACAGCGCAATCCTCTTTTAGAGTCCATATCGACAAGAGGGTTTACGACCTCGATGTTGGATCAGGACATCCTAATGGTGCAGCCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCAGTTTCTATCTATGAAGTACCTTTTTCCAGTACGAAAGGACCGAAAAAGAGGGGCCAATGTACAAACAAGCCCCACTCTCACTTGCTGAATCCAGCTCAAGCAAATAAGAGAGTACAAAACTAAGTCAAAGAACATGACATGTTAGTGTGGCAGAGCCCGGTATTGCAAAAGCCTTAAACCCTTCGAACAGAGGTTCAACTCCTCTCCCTAACTATGACTACAATACTAATTACCCACTTAATTCACCCCCTAACCATTATTGTACCCGTTCTACTAGCCGTAGCTTTCTTAACATTAATTGAACGAAAAGTTTTAGGTTACATGCAGTTACGAAAGGGCCCCAACATCGTAGGACCTTACGGACTCCTCCAACCCATCGCCGATGGCGTTAAACTTTTCATCAAAGAACCAGTCCGACCATCTACCTCCGCTCCCATCCTATTCATTATTGCCCCTACACTAGCCCTTACTCTCGCCATAATAATATGAACACCAATGCCCCTCCCCTACCCCATCCTTGACTTAAATCTGGCCATTCTATTTGTCCTAGCTATCTCTAGCTTGGCAGTCTACTCTATTCTGGGCTCCGGATGGGCCTCCAACTCAAAATATGCCCTTATAGGATCCCTACGAGCAGTTGCACAAATAATCTCATACGAAGTAAGTCTAGGGCTAATCCTTTTATCATTGATTATTTTTACAGGCAACTTTACCCTACAAACATTTAACGTCACCCAGGAAAGCATTTGACTAATCATCCCAACATGACCCCTTGCAGCAATATGATACATCTCCACGCTAGCCGAAACAAACCGAGCCCCCTTTGACCTAACAGAGGGGGAGTCCGAACTGGTATCTGGGTTCAATGTTGAATATGCAGGAGGTCCCTTTGCCCTATTTTTTCTGGCAGAATATGCCAACATCCTCTTAATAAACACGCTCTCCACAATCCTGTTCCTAGGAGCCTTACATATGCCCGCTCTTCCAGAACTAACCTCTATCAATTTAATATCAAAAACAGCCATTTTATCCCTCATCTTCCTATGAGCCCGAGCCTCCTACCCACGATTCCGATATGACCAGCTAATACACCTCACATGAAAAAACTTCCTACCACTTACATTAGCATTCATTATCTGACATCTTGCACTCCCAACTACAATAGCAGGCCTTCCCCCTCAAATATAAAAGGAACTGTGCCTGAAACAAAGGACCACTTTGATAGAGTGAATCATGAGGGTTAAATTCCCTCCAGCTCCTTAGAAAGAAGGGACTTGAACCCAACCCGGAGAGATCAAAACTCTCAGTGCTTCCACTACACCACTTTCTAGTAAAGTCAGCTAAATAAGCTTTTAGGCCCATACCCTAAAAATGGAGGTTAAAATCCCCCCTTTACAAATGAACCCTTATATTACTGCCTCCCTTTTATTTGGCCTGCTGTTAGGTACAACTATTACAACTACCAGCACACACTGACTAATTGCATGAATGGGCCTAGAAATTAACACCCTAGCTATTATCCCCCTAATAGCCCAACAACACCACCCACGAGCAATTGAAGCCACTACAAAATACTTCTTGACTCAAGCTGCCGCAGCAGCAACCCTCCTCCTCGCAGCTACAACCAACGCCTGAATAACAGGCCAATGAGAGCTACAGCAAGCTACCCACCCAGTCCCAACAACCATAATTACCATTGCATTAGCCTTAAAAATTGGACTAGCCCCACTCCACACCTGACTCCCAGAAGTAATACAAGGACTAGACCTTACAACTGGACTTATCCTGGCCACATGACAAAAAATCGCACCATTCTCCCTTCTATTACAAATTCAACCTAATAACCAAACACTCTTAATCCTCCTCGCCATCCTCTCCATACTTGTCGGCGGATGAGGGGGCCTAAATCAAACCCAAGTACGTAAAATTCTAGCCTACTCCTCCATCGCCCACCTAGGCTGAATAGTCATTATTCTTCAATTCTCACCAACCCTAGCTGTAATAACCCTAGCACTTTATATCATCATAACCTCCTCCACCTTCCTTGCTTTCATGATAAACAAAACCACAACAATTGGAACCTTAACAATCTCGTGAGCCAAAACCCCGATCATTTCATCCCTAATACCCCTAATCCTTCTGTCATTAGGAGGTTTACCCCCACTAACTGGCTTCATGCCTAAATGACTTATCCTTCAAGAACTTACAAAACAAGACCTAGGCATAACAGCCACATTAGCAGCCCTTAGCGCCCTACTAAGTCTTTATTTCTATCTACGCCTATCCTACGCTATAACCCTAACCATCTCCCCAAATAACCTAACAGGAACACTACCCTGACGAACCCAGACAAATAAAAAAACATTACCAACCGCTATCTTATTATCCTCTTCCATTCTCCTCCTCCCCTTAACCCCTGAAGTACTTACACTCTTTAACACATAAGAGACTTAGGTTAACACCAGACCAAGAGCCTTCAAAGCTCTCAGTGGAAGTGAAAATCTTTCAGTCCCTGATAAGACTTGCAAGCCATTATCTCACATCTTCTGCATGCAAAACAGACACTTTAATTAAGCTAAAGCCTTAACTAGATAGACAGGCCTCGATCCTGCAAACTCTTAGTTAACAGCTAAGCGCCCAAAACCAACGAGCTTCCATCTAACTTTCCCCGCCTAGCAAAAGCAAAAGGCGGGGAAAGCCCCGGCAGACGTCAATCTGCTTCTTTAGATATGCAATCTAACATGTAACACCCCAGGGCTGATAGAAAGAGGACTTAAACCTCTGTATATGGGGCTACAAACCACCGCTTAACCCTCAGCCATTCTACCTGTGGCAATCACACGCTGATTTTTCTCAACCAATCACAAAGATATCGGCACCCTATACCTAGTTTTTGGTGCCTGAGCCGGAATAGTAGGCACAGCACTAAGTCTTCTTATTCGGGCCGAACTCAGTCAACCCGGCGCACTCTTGGGCGATGACCAGATCTACAATGTAATCGTTACAGCCCATGCATTCGTAATGATTTTCTTTATAGTAATACCAATCATGATTGGAGGCTTTGGGAACTGATTAATCCCACTTATAATCGGAGCCCCAGACATGGCCTTCCCCCGAATGAACAACATAAGCTTCTGACTGCTTCCCCCATCCTTCCTCCTTCTGCTCGCATCCTCTGGAGTAGAAGCCGGAGCGGGTACGGGCTGAACTGTTTACCCACCCCTAGCAGGAAATCTTGCCCACGCAGGGGCTTCTGTAGACCTCACCATCTTCTCTCTTCATCTTGCAGGGGTCTCCTCTATTCTAGGGGCAATCAACTTCATCACAACCATCATTAACATGAAGCCCCCAGCAATCTCACAATACCAAACACCTCTTTTCGTGTGAGCCGTTTTAATTACTGCTGTACTTCTCCTGCTCTCCCTTCCAGTCCTTGCAGCAGGGATTACAATACTTCTCACTGACCGAAACCTAAATACAACCTTCTTTGACCCAGCAGGAGGAGGAGACCCCATCTTGTACCAACACTTATTCTGATTCTTTGGACACCCTGAAGTCTACATTCTAATTCTCCCTGGCTTCGGAATAATTTCACACATCGTAGCCTACTACTCGGGCAAAAAAGAACCATTCGGCTACATGGGCATGGTCTGAGCCATAATGGCCATCGGTCTTCTTGGTTTTATTGTATGAGCCCACCACATGTTTACAGTCGGCATGGACGTAGACACCCGAGCCTACTTTACCTCTGCCACAATAATTATTGCCATCCCGACAGGAGTCAAAGTATTTAGCTGACTTGCAACCTTGCATGGAGGATCAATTAAATGAGAAACCCCTATACTATGAGCCCTCGGCTTCATCTTCCTATTTACAGTGGGTGGCCTAACCGGAATTGTCCTAGCCAATTCATCCCTAGACATCGTATTACACGACACCTACTACGTAGTTGCCCATTTCCACTACGTCCTCTCCATGGGTGCTGTATTTGCAATTATGGGTGCATTCGTACACTGATTCCCACTATTTTCAGGATACACACTCCACAGCACTTGAACTAAAATCCACTTCGGAGTAATGTTCATTGGTGTCAACCTAACCTTCTTCCCTCAACACTTCCTTGGTCTAGCTGGAATACCTCGACGATACTCCGACTACCCCGACGCCTACGCCCTATGAAACTCCGTCTCCTCAATTGGCTCAATAGTCTCTCTAGTGGCAGTAATTATGTTCCTCTTTATCCTCTGAGAAGCCTTCACCGCTAAGCGAGAAGTCCAATCAGTTGAACTAACAATGACAAATGTAGAATGACTACACGGGTGCCCTCCTCCTTACCACACATTCGAAGAGCCCGCCTTTGTCCAAACTCAAACCTCTATCCGAGAAAGGGAGGAATCGAACCCCCGTAAACTGGTTTCAAGCCAGCTACAAAACCACTCTGTCACTTTCTTCATAAGACTCTAGTAAAATGGCAATTACACTACTTTGTCAAGGTAGAATTGTGGGTTAAACCCCCACGTGTCTTATTATTAATGGCACATCCTTCACAACTAGGGTTTCAAGATGCAGCTTCACCAGTAATAGAAGAACTCCTTCACTTCCACGACCATGCTCTAATAATCGTATTCCTTATTAGCACATTAGTACTTTACATTATTGTTGCTATAGTCTCCACCAAACTAACTAACAAGTACATTCTAGACTCTCAAGAGATTGAAATTATCTGAACTATCCTACCAGCTATTATTCTTATCCTCATTGCCCTCCCTTCCCTCCGAATTCTTTACCTAATAGACGAAATCAACGACCCCCATCTAACAATTAAAGCTATAGGTCACCAATGATACTGAAGCTATGAATATACAGACTATAGCGACCTAGCCTTTGACTCATACATAGTCCCCACACAAGACCTGGCCCCCGGCCAATTCCGCCTTTTAGAAACTGACCATCGAATGGTCGTTCCAGTGGACTCCCCCATTCGAATCCTAGTCTCAGCAGAAGATGTCCTCCACTCCTGAGCCGTCCCCTCTCTAGGTGTAAAAATGGATGCCGTACCCGGCCGTCTAAACCAAACAGCCTTTATCCTGTCCCGACCTGGTGTTTTCTACGGCCAATGCTCTGAAATCTGCGGAGCTAACCACAGCTTCATACCAATCGTTGTTGAAGCCGTCCCCCTAGAACACTTTGAAAACTGATCCTCACTAATGCTCGAAGATACCTCACTAAGAAGCTAAAACGGACACAGCGTTAGCCTTTTAAGCTAAAAATGGTGCCTACCAAACACCCTTAGTGAAATGCCTCAACTCAACCCCGCACCTTGATTCCTCATTATGGTCTTCTCTTGATGTGTATTCCTAATCTTCCTCCCTCCAAAAATCATAGCTCACTTATTCCCAAATGAACCCTCCTCTCAAAACACTTGCCCCAAAGAAATCAAACCCTGACCCTGATCATGACACTAAGCTTCTTCGACCAATTTCTTAGCCCCACCGCCTTTGGTATTCCCCTGATTGCCCTCGCTCTCCTGTTACCTTGGACCCTCTTCCCCACACCAACCAACCGTTGAACCAACAATCGTCTTTTAACACTTCAAAGCCAATTTATTAATCGATTTACTCAACAACTGCTCCTCCCACTAAACATAGGAGGGCACAAATGAGGCCCTTATATTGCCTCATTAATAGTGTTCCTAATTACCATCAATATGCTAGGACTCCTTCCATACACATTCACCCCCACCACACAGCTTTCCGTAAATATAGCCCTAGCTGTACCCCTATGACTCGCAACAGTAATCATCGGAATACGAAACAACCCAACAGCAGCCCTAGGCCACCTTCTTCCAGAAGGCACCCCCAACGCTCTAATCCCTATCCTAATTATTATCGAAACTGTCAGCCTCTTCATTCGACCTTTAGCACTAGGAGTTCGACTAACCGCTAACCTCACAGCAGGCCACCTGTTGATTCAACTAATCGCTACAGCTGCTTTCGTACTCCTCCCCCTTATACCAACTGTCGCCATTCTGACATCAACCCTATTATTCCTCCTGACACTTCTAGAAGTCGCCGTCGAAATAATCCAAGCCTATGTTTTCGTACTTCTTCTAAGCCTCTATCTACAAGAAAACGTTTAATGGCCCATCAAGCACACCCATACCACATAGTAGACCCAAGCCCATGACCCCTAACAGGAGCAGTCGCTGCCCTTCTCCTTACATCCGGCCTAGCCATTTGATTCCACTTTAACTCAACTATCCTAATAACCCTAGGACTAGTCCTACTTTTACTCACAATACTTCAATGATGACGAGATATCGTACGAGAAGGCACATTCCAAGGCCACCACACCCCTCCTGTCCAAAAAGGCCTTCGATACGGAATAATTCTATTTATTACCTCCGAAGTATTCTTCTTCCTTGGCTTCTTCTGAGCATTCTACCACGCAAGCCTAGCCCCCACTCCTGAATTAGGAGGCTGCTGACCCCCTACAGGCATTATCCCCTTAAATCCCTTCGAAGTTCCCCTCCTAAACACAGCAGTCCTACTGGCATCAGGAGTTACCGTAACCTGAGCTCACCACAGCATTATAGAAGGTGAGCGAAAACAAGCAATCCAATCCCTCACCCTGACAATCCTTCTAGGTTTCTACTTTACATTCCTGCAAGCAATAGAGTACTATGAAGCCCCCTTCACAATCGCAGATGGTGTTTACGGCTCAACCTTCTTCGTCGCTACCGGCTTCCACGGCCTTCACGTCATCATCGGATCAACCTTCTTAGCCGTATGTCTGCTACGACAAATCCGATTCCACTTCACCTCCGAACACCACTTTGGCTTCGAAGCAGCCGCCTGATACTGACACTTTGTAGATGTTGTCTGATTATTCTTATACATCTCAATCTACTGATGAGGCTCATAAATCTTTCTAGTATAAAGTCAGTACCTGTGACTTCCAATCACCCAGTCTTGGTTAAACTCCAAGGAAAGATAATGAACTTACTAACAACAATATTAATTATTACCACAGCTTTATCCCTCATCTTAATGACCGTCTCATTTTGACTCCCCGCCCTTACACCAGACTACCAAAAATTATCACCATATGAATGTGGCTTCGACCCCCTAGGGTCAGCCCGACTCCCCTTCTCACTACGCTTCTTCTTAGTCGCAATTCTGTTCCTCCTTTTCGACTTAGAAATCGCCCTTCTCCTCCCCCTCCCTTGAGGAGATCAGCTCCCATCCCCCACCCTAACACTTATATGGACCTCCGCCCTTCTAATTCTCCTCACAATTGGCCTAGCCTACGAATGACTCCAAGGAGGCCTTGAATGAGCCGAATAGGTAATTAGTTTAATCAAAACATTTGATTTCGGCTCAAAAAACTATGGTTAAAGTCCATAATTAACCTGATGACCCTCATCCAACTCTCATTCACCTCAATCTTCTTCCTAGGACTATTCGGCCTTGCATTTTACCGAGTCCACCTTCTATCTGCACTCTTATGTCTTGAAAGCATAATATTAGCCCTATTCCTCGCACTTTCAACATGAAGCCTGCAAATATCCTCCACCAGTTTTTCAGCCGCGCCGTTACTCCTTCTAGCATTCTCAGCATGCGAAGCCGGTGTAGGACTAGCTTTAATAGTCGCCACAGCCCGTACCCACGGATCAGATCACCTACAAAACCTAAACCTCCTACAATGCTAAAAATCCTAATCCCAACCACTATACTTATCCTAGCAACATGATTGACACCCCCTAAATGATTGTGGCCCTCTTCACTCCTCAACAGCCTCCTAATTGCTCTCACTAGCCTACTATGGCTAAAAAACGCCTCTGAAACAGGGTGAACTTTCCTCAACCCCTACTTAGCCACTGACCCACTATCAACCCCCCTTTTAATCCTCTCATGCTGACTCCTTCCTCTAATAATCCTAGCCAGCCAAAACCACACATCTCATGAACCAATTAACCGTCAACGAATGTATATCACACTTCTTGCCTCCCTGCAATTCTTCCTGATCCTTGCCTTCTCCGCCACAGAAATGATCATGTTTTACGTAATATTTGAAGCCACTCTAATCCCCACCCTGATCCTCATTACTCGCTGAGGAAACCAAGCAGAACGTCTTAACGCAGGTACATACTTCCTTTTCTATACCCTAGCAGGCTCTCTACCCCTCCTCATCGCACTACTACTCTTACAAAACTCTAATGGGTCCCTATCCCTCCTTATGCTCCCCCACTTGGGCCAACTTGAACTAACATCATATGCAGATAAGATCTGGTGGGCAGGGTGTATCCTGGCATTCCTAGTTAAAATACCCCTTTACGGAGTTCACCTTTGACTACCCAAAGCTCACGTAGAAGCCCCCATTGCAGGATCTATAGTGCTAGCCGCTGTACTACTAAAACTAGGGGGCTACGGCATAATACGAATTTTAGTCACCCTAGACCCCTTAACCAAAGAACTCAGCTACCCATTCATTGTCTTAGCCCTCTGAGGAGTGATTATAACTGGTTCCATCTGCATACGTCAAACAGACCTAAAATCATTAATTGCCTACTCATCAGTCAGCCACATAGGACTGGTAGTTGGAGGTATTCTCATCCAAACCCCCTGAGGATTCACCGGCGCGCTAATCCTCATAATTGCCCACGGATTAACATCATCCGCCTTATTCTGTCTAGCTAATACTAGCTACGAGCGCACACACAGCCGAACTATACTACTTGCTCGAGGTATGCAAATAATCCTCCCTCTCATAGCAGCCTGATGATTCATCGCAAGCCTCGCCAATTTAGCATTACCACCCCTCCCCAACTTAATAGGAGAACTAATGATTATTACCTCCCTATTCAATTGATCCCCGTGAACAATTGGCCTTACTGGACTAGGTACACTTATTACTGCCGGCTACTCGCTCTATATATTCCTCATAACCCAACGAGGGCCCGCCCCCAGCCACCTCCTAGCTCTTGAACCCTCACACACCCGAGAGCACCTTCTTATCGCCCTCCACCTCCTCCCACTAATCCTAATTATTACAAAACCAGAACTAATCTGAGGGTGAACTGCCTGTAGACATAGTTTAATCAAAACATTAGATTGTGATTCTAAAAACAGAGGTTAAAACCCTCTTGTCCACCGAAAGAGGTTCGCAACAATGAAGACTGCTAATCTTCATCCCCCTCGGTTAAACTCCGGGGCTCATTCGACCCAGCTTTTGAAGGATAATAGCTAATCCGTTGGTCTTAGGAACCAAAAACTCTTGGTGCAACTCCAAGTAAAAGCTATGCACTCCACCCCTCTAATTATAACATCTACCCTAATTATCATTTTTGCACTACTCATTTACCCAGTTTTAATAACCTTTTCCCCAAAACCACAAAACCCAAACTGAGCACTTATTCAAGTGAAAACAGCAGTAAAATACGCCTTCCTCGTCAGCCTCCTGCCCCTATGCCTCCACCTTAATGAAGGAACTGAATCTATCATCACTAACTTAAACTGAATAAACACCCTCACCTTTGACATCAACATCAGCCTTAAATTCGACTCCTACTCAATTATCTTTACCCCAGTAGCACTATACGTAACCTGATCCATTTTAGAATTTGCATCCTGATACATACACTCAGACCCATTCATAAACCGATTCTTTAAATACCTTCTGGTCTTCCTAATTGCAATAATTATTCTTGTTACCGCCAATAACATATTTCAACTCTTCATCGGCTGAGAGGGGGTTGGTATCATATCATTCCTTCTTATCGGCTGATGATACGCACGAGCAGACGCTAATACAGCCGCCCTACAAGCAGTCATCTATAATCGAGTCGGAGACATTGGATTAATTATCGCTATAGCTTGAATAGCCACCCACCTAAACTCCTGAGAACTACAACAAATTTTCTTTTCCACTAAAAACATAGACATAACCCTCCCATTAGTTGCCCTGATCTTAGCCGCAACAGGCAAATCAGCCCAATTCGGCCTTCATCCGTGACTTCCTTCTGCAATAGAAGGTCCTACACCGGTCTCTGCCCTACTCCACTCCAGCACTATAGTTGTTGCAGGAATCTTCTTAATAATCCGCATCTCCCCCCTCTTAGAAACCAACCCAACAGCCCTCACACTCTGCCTATGCCTAGGAGCCCTAACCACCCTATTTACCGCCACCTGCGCCCTAACCCAGAACGATATCAAAAAAATTGTAGCTTTTTCAACTTCCAGTCAACTAGGCCTAATGATAGTCACCATTGGCCTAAATCAGCCCCAACTTGCCTTCCTGCACATCTGCACCCACGCTTTTTTCAAAGCCATATTATTCTTATGCTCTGGGTCTATTATTCACAGCTTAAATGATGAACAAGACATCCGCAAAATGGGAGGGATACACCACTTGACCCCTGTTACCTCTTCATGCCTAACAATTGGCAGCTTAGCCCTGACCGGAACCCCCTTCCTAGCCGGCTTCTTTTCCAAAGATGCCATCATCGAATCTTTAACCACCTCCCAATTAAACGCCTGAGCCCTATGCCTCACCCTCCTAGCAACTTCTTTCACAGCTATCTACAGCCTACGAGTCGTATTCTACGTATCCATAGGCCACCCTCGCTTTAATTCCCTTTCACCAATCAATGAAAATAACCCATCTGTAATTAACCCTATCAAACGACTGGCATGAGGCAGCATTATTGCTGGCCTATTAATCACCACAAACCTTCTCCCAACAAAAACACCTGTAATATCAATACCTATAGTTGTTAAACTTACTGCTCTTATCGTCACAATCTTGGGACTCCTAATTGCCCTAGAATTAGCTTCCTTAACCTCCAAACAACTTAAACCTACACCACACCTGTCCCCCCACCACTTCTCAAACATACTTGGCTTCTTCCCAACAATTGTACACCGTGCCTCTCCTAAAATTAATCTCATTTTAGGACAAACAATTGCTACCCAAATTATCGACCTAACCTGACTAGAAAAAGTTGGACCCAAAACAATTTCATCTATCAACACTCCCCTCATCTCTACCATCAGTAACATCCAACAAGGATCAATCAAGACATACCTTGTCCTCTTCCTCACGACCCTTGCTCTATCAACCCTCGTTCTTCTTACCTAACTGCTCGAAGAGCCCCCCGACCCAGCCCCCGCACCAGCTCTAATACTACAAGCAACGTCAATAACAAGACCCAGGCCCCCAATAGTAATACTCCCCCACCGCTAGAATATATAAGTGAAACCCCGTCCATATCACCTCGAAAAACTGCATCTCAGTCTATCTCTCCAGAAACCCCTCATCACACCTCTTCATCAAGGACCATATTTGTGTACAAGATACCAAAAACAAAAAAAAAATATCCAAAAAAGAATAAAACCACCTGTCAACCTGTAGGCGCCTTAGGATCCTTATCTGCAGACAGCGCTGACGAATAAATAAACACAACCAGTATACCCCCCATATAAATCATTAACAACACCAAAGACAAGAAAGTTCCCCCGTGCAAAACTGAAGCCCCACAGCAAAGAAGTGCAACCAGCACCAAATTGAAAACTCCATAAAAAGGAGCAGGATTTGTAGACAACACAATTATTACAACCAACATCCCTAATAAAAGAAAAACAAGCGCATAAAACATAGTTTCTGCCAGGATTTTAACCAGGACCTATGGCGTGAAAAACCATCGTTGTTACTCAACTACAAAAACACTAATGGCCAGCCTACGCAAAACCCACCCCCTACTAAAAATCGTAAACGACATAGTAATTGACCTTCCTACCCCCTCAAACATTTCCGCCTGATGAAACTTTGGCTCTCTACTCGGATTATGCCTTATTACACAAATCATCACAGGACTGTTCCTTGCAATACACTACACATCCGACATCTCTACCGCCTTTTCATCCGTAGCCCACATTTGCCGAGACGTAAACTACGGCTGACTAATTCGCAATCTACACGCAAACGGTGCCTCATTCTTTTTTATTTGCTTATACTCCCACATCGGCCGAGGTCTTTACTATGGCTCTTACCTAAGTAAAGAAACCTGAAACGTAGGGGTAGTCCTCTTACTTTTAGTAATGGCCACCGCTTTCGTAGGCTACGTTCTTCCATGAGGACAAATATCCTTCTGAGGCGCCACTGTAATTACAAACCTGCTCTCTGCTGTCCCCTACGTAGGAAACACGCTCGTTCAATGAGTATGAGGAGGCTTTTCAGTAGACAGCGCCACTCTAACACGATTCTTTGCCTTCCACTTCCTCCTCCCATTTATCGTTGCAGCCGCTGCCATCGTACATCTTATTTTTCTTCACGAAACAGGCTCCAACAATCCCCTAGGACTCAATTCAAACGCAGACAAAATCCCATTCCACCCATACTTCTCTTACAAAGACCTCCTGGGCTTCACAATCATACTCTCAGCCCTCGCAACACTCGCCCTATTCTCTCCAAACTACCTCGGAGACCCTGACAACTTCACACCAGCCAATCCTCTAGTTACCCCCGCCCACATTAAACCAGAATGGTATTTCCTATTTGCATACGCAATTCTACGATCTATCCCCAATAAGCTAGGAGGTGTTCTGGCCCTTCTTGCCTCAATCTTAATTCTTATAGTAGTTCCTTTCTTACACACCTCTAAACAACGAAGCCTAACATTCCGCCCACTATCACAATTCCTATTCTGAACCCTAATTGCCGACGTCGTCATCCTAACCTGAATTGGAGGCATGCCCGTCGAACATCCTTACATTATTATCGGACAAATTGCCTCAGTACTTTACTTCTCTCTCTTCCTAATCTTGATGCCAATAGCCGGTTGACTAGAAAATAAAATACTAAACTAACAAGCATTAGTAGCTCAGATTCAGAGCGTCGGTCTTGTAAACCGAATGTCGGGGGTTAAAATCCCCCCTTATGCTCAAAAAGAAGGGACTTCAACCCCCACCACTGGCTCCCAAAGCCAGCATTCTTAATTAAACTACTTTTTGATAATACATATATGTATTATCCCCATTCATATATATTAAACATTAATATAATGCATAATTAAGACATAGTACTATATATTCACCTATAGTTCCTATAACCCATAAAGCAAGTACAGGAAGCTAAAAATGCTAAAAGCATAACTGGAAAAATCCCTAAAAATTGTTCAAAAACTGAACGAAATTTAAGACCGAACAATAAACTCATCAGTTAAGATATACCAGGACTCAACACCCCGTAAAATACCAATTATTAATGTAGTAAGAACCGACCATCAGTTGATTTCTTAATGCATATTATTATTGAAGGTGAGGGACAATAACAGTGGGGGTTTCACTAAATGAACTATTCCTGGCATTTGGTTCCTACTTCAGGGCCATTAATCGATTTATTCCTCATTCTTTCATCGACGCTGACATAAGTTGTTGGTGGAGTTCATCAGTGAGATAATCCCACATGCCGGGCGTTCTCTCCACAGGGGTCAGGTTATTTTTTCTCTCTTTCCTTTCAATTGACATTTCAGAGTGCAGCGCGTCAATGGTTCATCAAGGTTGAACATTTTTTCTTGGTTTATGGTAATGTTAATTAATGAATTAAGACATTATTTAAGAATTACATTACTGATATCAAGGACATAAATAATAATACGATTCAACAATCATACAATTTCACCCCCTTCTTCTTTTTAAAAAAATTAACGTATACCCCCCCTACCCCCCCTAAAAAATAGGAGAGACCTTTAAGTTTGAACCAAGCTCTCCACTTAATTAAATATTCATCATATTATTATCATATATTATAATATTATAATAATATAATTATAT", "Canis lupus familiaris": "GTTAATGTAGCTTAATTAATAAAGCAAGGCACTGAAAATGCCAAGATGAGTCGCACGACTCCATAAACATAAAGGTTTGGTCCTAGCCTTCCTATTAGTTTTTAGTAGACTTACACATGCAAGCCTCCACGCCCCAGTGAGAATGCCCTTAAAATCACCAGTGATCTAAAGGAGCAGGTATCAAGCACACTCTTAAGTAGCTCATAACACCTTGCTAAGCCACACCCCCACGGGATACAGCAGTGATAAAAATTAAGCCATAAACGAAAGTTTGACTAAGCCATACTAAATAGGGTTGGTAAATTTCGTGCCAGCCACCGCGGTCATACGATTAACCCAAACTAATAGGCCTACGGCGTAAAGCGTGTTCAAGATACTTTTACACTAAAGTTAAAACTTAACTAAGCCGTAAAAAGCTACAGTTATCATAAAATAAACCACGAAAGTGACTTTATAATAATCTGACTACACGATAGCTAAGACCCAAACTGGGATTAGATACCCCACTATGCTTAGCCCTAAACATAGATAATTTTACAACAAAATAATTCGCCAGAGGACTACTAGCAATAGCTTAAAACTCAAAGGACTTGGCGGTGCTTTATATCCCTCTAGAGGAGCCTGTTCTATAATCGATAAACCCCGATAAACCTCACCACCTTTCGCTAATTCAGTCTATATACCGCCATCTTCAGCAAACCCTCAAAAGGTAGAACAGTAAGCACAATCATTTTACATAAAAAAGTTAGGTCAAGGTGTAACTTATGAGGTGGGAAGAAATGGGCTACATTTTCTACCCAAGAACATTTCACGAATGTTTTTATGAAATTAAAAACTGAAGGAGGATTTAGTAGTAAATTAAGAATAGAGAGCTTAATTGAATAGGGCCATGAAGCACGCACACACCGCCCGTCACCCTCCTCAAGTAATAAGACACAACCATAACCATATTAACTTAACTAAAACACAAGAGGAGACAAGTCGTAACAAGGTAAGCATACCGGAAGGTGTGCTTGGATTAATCAAAGTGTAGCTTAACTAAAGCGTCTGGCCTACACCCAGAAGATTTCATTACTTATGGCCACTTTGAACAAAAGCTAGCCCAACTAACCCCAAACTTAAGTATTACAGACACATAAAATAAAACATTTAGTTAAACAATAAAAGTATAGGAGATAGAAATTTTAATTGGAGCGATAGAGATAGTACCGTAAGGGAATGATGAAAGACATCTTAACAGTATTAAACAGCAAAGATTACCCCTTCTACCTTTTGCATAATGAACTAGCCAGAAACAACTTAACAAAGAGAACTTAAGCTAAGCTCCCCGAAACCAGACGAGCTACCCATAAACAATCTAAAAGGATCAACTCATCTATGTAGCAAAATAGTGAGAAGATTTGTGGGTAGAGGTGAAAAGCCTAACGAGCCTGGTGATAGCTGGTTACCCACAGACAGAATTTTAGTTCAACTTTAAATTTACCTAAAAAAAATAAAATTTTAATGTAAATTTAAAATATAGTCTAAGAAGGTACAGCTTCTTAGAATCAGGATACAACCTTTATTAGAGAGTATATACTAATATCACCATAGTTGGCTTAAAAGCAGCCACCAATTGAGAAAGCGTTCCAGCTCAACAAACAATATAACTTAATCCCAACCATACTACATCAACTCCTAATTATACCCCCTGGGTCATTCTATTTAAGTATAGAAGCAATAATGCTAGTATGAGTAACAAGAACCATTTTCTCCCCGCATAAGCTTATATCAGGAACGGATAGACCACTGATAGTTAACAATCTGATAATATCAACCCAAAAATGAAATACTTATCCACCCCATTGTTAACCCAACACAGGTATGCATTCAAGGAAAGATTAAAAGGAGTAAAAGGAACTCGGCAAACACAAACCCCGCCTGTTTACCAAAAACATCACCTCCAGCATTTCTAGTATTGGAGGCACTGCCTGCCCGGTGACACTTGTTTAACGGCCGCGGTATCCTGACCGTGCAAAGGTAGCATAATCATTTGTTCTCTAAATAGGGACTTGTATGAATGGCCACACGAGGGTTTAACTGTCTCTTACTCCCAATCAGTGAAATTGACCTTCCCGTGAAGAGGCGGGAATACCACAATAAGACGAGAAGACCCTATGGAGCTTTAATTAACTAACCCAAACTTATGGATACTAGATACCTACAAGGCATAACATAACACCATTATTATGAGTTAGCAATTTAGGTTGGGGTGACCTCGGAATATAAAAAAACTCCCGAGTGATTAAAATTTAGACCCACAAGTCAAAATACAACATCACTTATTGATCCAATAATTTTTGATCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTATTCAAGAGTCCATATCGACAATAGGGTTTACGACCTCGATGTTGGATCAGGACATCCTAATGGTGCAGCAGCTATTAAGGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTATTATACAACCTCCCCCAGTACGAAAGGACAAGGGATGTAAGGCCTACCTCACAGAGGCGCCTTAAAACTAATAGATGAAGTCAACTCAATCTAACCAGTTTATCTCCTCATAAGCCCGAGAAAAGGGGCTTTGTTAGGGTGCAGGGCCCGGTAACTGCGTAAAACTTAAACCTTTACTATCAGAGGTTCAATTCCTCTCCCTAACAAAATGTTCTTTATCAACATTATCTCTCTTATTATCCCAATCCTTCTTGCCGTAGCCTTCCTCACCCTCGTTGAACGAAAAGTCTTAGGCTATATACAACTTCGAAAAGGACCTAATATTGTAGGCCCCTACGGCCTCCTTCAACCAATCGCAGACGCAGTAAAACTCTTCACAAAAGAACCTCTACGACCACTTACATCCTCTATATCAATATTCATCCTAGCCCCCATTCTAGCTCTATCACTAGCCCTAACTATGTGAATTCCCCTCCCAATACCCTACCCACTCATTAATATAAACTTGGGAGTCCTATTCATACTAGCAATATCAAGCCTCGCCGTGTACTCCATCCTCTGATCAGGATGAGCCTCAAACTCCAAATACGCCCTAATCGGAGCCCTTCGAGCAGTAGCTCAAACAATCTCATATGAAGTAACGCTAGCAATTATTCTTCTATCAGTCCTCCTAATAAACGGGTCATTTACACTATCCACGCTAATTATTACCCAAGAACATATATGATTAATCTTTCCGGCCTGACCCCTAGCCATGATATGATTCATCTCTACCCTAGCAGAAACTAATCGAGCCCCCTTCGACTTAACTGAAGGAGAATCCGAACTAGTCTCTGGATTTAACGTAGAGTATGCAGCAGGTCCTTTCGCCCTATTCTTTCTAGCAGAGTACGCAAATATTATTATAATAAACATCCTCACAACAATTCTGTTCTTCGGCGCATTCCACAACCCATTCATACCAGAACTCTACTCTATTAACTTCACTATAAAAACCCTCTTATTAACCATCTGCTTCCTATGAATTCGAGCATCATACCCTCGATTCCGCTACGATCAGTTAATACACTTATTATGAAAAAATTTTCTACCCTTAACTTTAGCCCTATGCATATGACATGTTGCCTTACCCATTATCACCGCAAGTATCCCACCCCAAACATAAGAAATATGTCTGATAAAAGAGTTACTTTGATAGAGTAAATAATAGAGGTTTAAATCCTCTTATTTCTAGAATAATAGGCTTCGAACCTAATCTTAAGAATTCAAAGATCTTCGTGCTACCAAACTTACACTATATTCTACAGTAAGGTCAGCTAAATTAAGCTATCGGGCCCATACCCCGAAAATGTTGGTTTATACCCTTCCCGTACTAATAAAACCCCCTATTCTCATTATCATCATAGCAACTATCATGACAGGAACCATAATCGTCATACTAAGCTCGCACTGATTACTGATCTGAATTGGATTCGAAATAAACATGCTAGCCATCATCCCTATTCTCATAAAAAAGTACAATCCACGAGCCATAGAGGCCTCTACAAAATATTTTCTTACACAAGCTACAGCCTCAATATTACTAATAATAGGAGTCACTATCAACCTCCTTTACTCCGGCCAATGGGTAATCTCAAAAATCTCAAACCCCATCGCATCCATCATGATAACCACTGCCCTAACAATAAAACTAGGCCTATCTCCATTCCACTTCTGAGTTCCCGAAGTAACACAGGGAATTACGCTCATATCAGGAATAATCCTACTAACATGACAAAAAATCGCACCTATATCCATCCTATATCAAATCTCTCCATCAATTAACACTAACCTTCTTATACTAATAGCCCTTACATCCGTTCTAGTAGGAGGCTGAGGCGGACTAAATCAAACTCAACTACGAAAAATCATAGCATACTCCTCCATTGCCCACATAGGCTGAATAGCCGCTATCATTACTTATAACCCTACAATAATAGTTCTAAACTTAACTTTATATATTCTAATAACACTATCTACCTTCATACTATTTATATTAAACTCATCCACCACGACCCTATCTTTATCCCACATATGAAACAAATTTCCCCTAATCACTTCCATAATCTTAATCTTAATACTATCCCTAGGAGGACTACCCCCATTATCTGGCTTCATCCCCAAATGAATAATTATTCAAGAATTAACGAAAAATAACATAATTATTATTCCAACACTAATGGCTATCACCGCTCTACTTAACTTATATTTCTACCTGCGACTCACATATAGCACCGCACTTACCATATTTCCATCCACAAACAACATAAAAATAAAATGACAGTTCGAATACACAAAAAAGGCAACCCTATTACCCCCCTTAATTATTACCTCAACTATACTACTCCCACTAACACCTATATTATCAGTCTTGGACTAGGAGTTTAGGTTAGACCAGACCAAGAGCCTTCAAAGCTCTAAGCAAGTGCTACACACTTAACCCCTGATCAAATCACCTCTAAGGGCTGCAAGAATCTATCTTACATCAATTGAATGCAAATCAAACACTTTAATTAAGCTAAGCCCTCCCTAGATTGGTGAGCTTCTACCTCACGAAATTTTAGTTAACAGCTAAATACCCTAGTAACTGGCTTCAATCTACCTTCTCCCGCCGCGTAGAAAAAAAAGGCGGGAGAAGCCCCGGCGGCGTCTAGGCTGCTTCTTTGAATTTGCAATTCAATATGAAAATTCACCACGGAGCTTGGCAAAAAGAGGACTTAAACCCCTATCTTTAGATTTACAGTCTAATGCTTTTATCAGCCATTTTACCTATGTTCATTAACCGATGACTGTTCTCCACTAATCACAAGGATATTGGTACTTTATACTTACTATTTGGAGCATGAGCCGGTATAGTAGGCACTGCTTTGAGCCTCCTCATCCGAGCCGAACTAGGTCAGCCCGGTACTTTACTAGGTGACGATCAAATTTATAATGTCATCGTAACCGCCCATGCTTTCGTAATAATCTTCTTCATAGTCATGCCCATCATAATTGGGGGCTTTGGAAACTGACTAGTGCCGTTAATAATTGGTGCTCCGGACATGGCATTCCCCCGAATAAATAACATGAGCTTCTGACTCCTTCCTCCATCCTTTCTTCTACTATTAGCATCTTCTATGGTAGAAGCAGGTGCAGGAACGGGATGAACCGTATACCCCCCACTGGCTGGCAATCTGGCCCATGCAGGAGCATCCGTTGACCTTACAATTTTCTCCTTACACTTAGCCGGAGTCTCTTCTATTTTAGGGGCAATTAATTTCATCACTACTATTATCAACATAAAACCCCCTGCAATATCCCAGTATCAAACTCCCCTGTTTGTATGATCAGTACTAATTACAGCAGTTCTACTCTTACTATCCCTGCCTGTACTGGCTGCTGGAATTACAATACTTTTAACAGACCGGAATCTTAATACAACATTTTTTGATCCCGCTGGAGGAGGAGACCCTATCCTATATCAACACCTATTCTGATTCTTCGGACATCCTGAAGTTTACATTCTTATCCTGCCCGGATTCGGAATAATTTCTCACATTGTCACTTACTACTCAGGGAAAAAAGAGCCTTTCGGTTATATAGGAATAGTATGAGCAATAATATCTATTGGGTTTTTAGGCTTTATCGTATGAGCTCACCATATGTTTACCGTAGGAATAGATGTAGACACACGAGCGTACTTTACGTCCGCCACTATAATTATCGCTATTCCAACGGGAGTAAAAGTATTTAGTTGACTGGCAACACTTCATGGAGGCAATATTAAATGATCTCCAGCTATGCTATGAGCTTTAGGGTTTATTTTCTTATTTACAGTAGGCGGGTTAACAGGTATTGTCCTAGCTAATTCGTCCTTAGACATCGTTCTTCATGATACATATTATGTTGTGGCTCATTTTCACTATGTGCTTTCAATAGGAGCAGTTTTTGCCATTATGGGAGGATTTGCCCACTGATTCCCTTTATTCTCAGGTTATACTCTTAACGATACTTGAGCAAAGATTCACTTTACAATTATGTTTGTGGGAGTAAATATAACTTTCTTCCCTCAACATTTCCTAGGTTTATCTGGAATACCTCGTCGATACTCTGACTACCCAGATGCATATACTACCTGAAATACCGTCTCCTCTATAGGATCGTTTATCTCGCTTACAGCGGTGATGCTTATAATTTTTATGATCTGGGAAGCCTTTGCATCCAAACGAGAAGTTGCTATAGTAGAACTTACTACAACTAACATTGAGTGACTACATGGATGTCCCCCTCCATACCACACGTTCGAAGAACCTACATATGTGATCCAAAAATAAGAAAGGAAGGAATCGAACCCCCTAAAATTGGTTTCAAGCCAATGTCATAACCATTATGTCTTTCTCAATCAGGAGGTATTAGTAAAACATTACATGACTTTGTCAAAGTTAAATTATAGGTGAAACCCCTATATATCTCTATGGCGTACCCATTTCAACTCGGATTACAGGACGCAACCTCCCCTATTATAGAGGAGCTACTTCATTTTCATGACCATACACTAATAATTGTATTCTTAATCAGTTCTTTAGTTCTCTATATCATTTCACTAATATTGACTACAAAATTAACCCATACAAGCACAATAGACGCACAAGAAGTGGAAACAGTATGAACCATTCTACCCGCCATTATCCTAATCCTAATCGCTCTACCTTCCCTCCGAATCCTTTATATAATGGACGAAATTAATAACCCCTCTTTAACCGTGAAAACAATAGGCCACCAATGATACTGAAGCTATGAATATACTGACTATGAAGACTTAAACTTTGACTCCTACATAATCCCAACACAAGAATTAAAGCCAGGAGAACTCCGACTATTAGAAGTAGACAACCGAGTTGTCCTCCCAATAGAAATAACCATCCGAATACTTATCTCTTCAGAAGACGTTTTGCATTCATGAGCCGTTCCATCACTAGGTCTAAAAACTGACGCTATTCCAGGACGACTAAACCAAACCACCCTTATAGCCATACGACCAGGACTGTACTATGGCCAGTGCTCTGAAATCTGCGGATCTAACCACAGCTTTATACCCATTGTTCTTGAAATAGTCCCCCTATCTTACTTTGAGACCTGATCTGCCTTAATAGTATAACCTAGACTAGATCTACTCATTAAGAAGCTATAAAGCATTAACCTTTTAAGTTAAAGACTGGGAGTTTTAACCTCTCCTTAATGAAATGCCACAGCTAGATACATCCACCTGATTTATTATAATCTTTTCAATATTTCTCACCCTCTTCATCCTATTTCAACTAAAAATTTCAAATCACTACTACCCAGAAAACCCGATAACCAAATCTGCTAAAATTGCTGGTCAACATAATCCTTGAGAAAACAAATGAACGAAAATCTATTCGCTTCTTTCGCTGCCCCCTCAATAATAGGTCTCCCTATTGTGGTACTGATCGTCATATTCCCTTCCATTTTATTCCCAACACCCAGTCGCCTAATCAATAATCGGTTAATCTCCATTCAGCAATGACTAATTCAACTAACATCAAAACAAATACTAGCAATTCATAACCAAAAGGGACGAACCTGAGCTCTCATACTTATATCACTAATTCTATTTATTGGCTCAACTAATCTACTTGGACTATTACCTCACTCATTTACGCCCACAACACAACTCTCTATAAACCTCGGAATAGCAATTCCCCTATGAGCAGGGACAGTAATTACCGGTTTCCGCTATAAAACCAAAGCATCCTTAGCACACTTTCTACCCCAAGGCACCCCTCTCCCCCTAATTCCAATACTAGTAGTCATCGAAACTATTAGTCTATTTATTCAACCCATGGCTCTAGCCGTTCGATTAACCGCCAATATTACTGCAGGACACCTCCTAATCCATTTGATTGGAGGGGCTACCTTAGCTCTTATCAATATTAGCGCGACCACAGCTTTTATCACTTTTATTATTCTAATCCTACTTACGATCCTAGAATTTGCTGTTGCCTTAATTCAAGCCTATGTTTTTACCTTACTAGTGAGTCTATACTTACATGACAACACCTAATGACCCACCAAACTCACGCTTACCACATAGTCAACCCAAGCCCATGACCGCTGACAGGGGCCCTTTCTGCCCTCCTTATAACATCGGGTCTTATCATATGATTTCACTATAACTCAATAGCCCTACTTACATTAGGATTCACAACCAACCTGTTAACCATATGCCAGTGATGACGAGATGTGATCCGAGAAGGCACATTCCAAGGACATCATACCCCTATTGTACAAAAAGGACTACGATACGGAATAGTTCTTTTTATCGTATCAGAAGTATTTTTCTTTGCAGGCTTCTTCTGAGCCTTTTACCACTCCAGCCTAGCCCCTACTCCTGAACTTGGGGGTTGCTGACCTCCTACCGGCATTATTCCTCTTAACCCATTAGAAGTGCCTCTACTCAACACCTCAGTCCTCCTAGCCTCCGGAGTATCTATTACTTGAGCCCATCATAGTTTAATAGAAGGTAATCGCAAACATATACTTCAAGCCTTATTCATTACAATCTCCTTAGGCGTATATTTTACGCTATTACAGGCCTCCGAATACTATGAGACATCTTTTACAATCTCCGATGGGGTATACGGATCTACCTTTTTTATAGCCACTGGATTTCACGGATTACACGTAATTATTGGCTCTACATTCCTCATCGTGTGCTTCCTCCGACAGCTATACTACCACTTCACATCAAACCACCACTTCGGATTTGAAGCCGCTGCATGATATTGACACTTTGTTGATGTAGTCTGGCTATTCTTGTATGTATCTATTTATTGATGAGGATCCTATTTCTTTAGTATAACTAGTACAATTGACTTCCAATCAGTTAGCTCCAGATCAACCTGGAAAGAAGTAATAAACGTTATATTAACTTTGATAACTAATGTAACCCTAGCATCCTTACTTGTACTAATCGCATTCTGACTTCCCCAGCTAAATATCTATACAGACAAGACAAGCCCCTACGAATGTGGTTTTGACCCCATGGGATCTGCTCGCCTACCTTTCTCTATAAAATTTTTCCTAGTTGCCATCACATTTCTGCTTTTCGACCTAGAAATTGCACTCCTACTCCCACTTCCCTGAGCGTCACAAACCAACAAGCTAACAACAATACTTATCATAGCACTCCTACTAATCTCCCTCCTAGCTGCGAGCCTAGCGTATGAATGGACCGAAAAGGGGCTAGAATGAACCGAATATGATAATTAGTTTAAGCCAAAAACAAATGATTTCGACTCATTAGATTATGATTTATCTCATAATTATCATGTCCATAGTATATATTAATATCTTTCTGGCATTCATTCTTTCTCTAATAGGTATACTTGTTTATCGATCACACCTAATATCATCGCTACTATGCTTAGAGGGCATAATATTATCACTATTTGTAATAATATCTGTAACTATTCTCAACAATCACCTCACATTAGCCAGCATGATACCAATCGTACTACTAGTATTTGCTGCCTGCGAAGCAGCATTAGGACTATCTCTACTAGTTATAGTATCTAACACCTACGGGACTGATTACGTACAAAACCTAAACCTTTTACAATGCTAAAAATTATCATCCCTACTATCATACTAATCCCCCTTACATGAATATCAAAGCCTAACATAATCTGAATTAACACGACAACATATGGTTTGCTAATCAGCTTAATCAGCTTATTCTACCTAAACCAACCAAATGATAATACATTGAACTCCTCCTTAATATTTTTCTCTGATTCCCTATCGGCACCACTATTAGCACTCACAACATGACTTCTGCCCCTTATACTTATAGCAAGTCAACACCATTTATCAAAAGAACCCTTAACTCGAAAAAAACTATATATTTCAATACTAATTCTTCTCCAATTGTTCCTAATTATAACTTTCACAGCCTCTGAACTCATCTTCTTTTACATCCTATTTGAAGCAACACTGATTCCGACCCTGATCATTATTACCCGATGAGGAAATCAAACTGAACGACTAAACGCAGGACTCTACTTCTTATTTTATACTTTAATAGGATCCCTCCCACTCCTAGTAGCTCTCCTTTATATCCACAATTTCATGGGCTCCCTAAATTTTCTCATAATTCAATACTGAATCCAGCCTCTGCCAAACTCCTGATCTAATATTTTCCTATGACTGGCATGCATAATAGCATTCATAGTAAAGATACCTCTATACGGCCTCCACTTGTGACTACCAAAAGCACACGTAGAGGCCCCTATTGCCGGCTCCATAGTACTTGCCGCTGTACTCCTAAAACTAGGGGGCTATGGCATGATACGAATTACAACCCTACTAAATCCCCTGACCAATTTCATAGCATACCCCTTCATAATATTGTCTCTATGAGGCATAATCATAACAAGCTCTATCTGTCTCCGTCAAACAGATCTAAAATCCCTAATTGCATACTCCTCAGTTAGTCATATGGCACTGGTTATCGTAGCGGTTCTTATTCAAACACCATGAAGTTATATAGGTGCAACAGCTCTAATAATTGCCCATGGTTTAACATCCTCAATACTATTCTGCTTAGCCAACTCCAATTACGAACGAATCCATAGCCGTACTATAATTCTCGCACGAGGACTTCAAACTCTCCTTCCCCTAATAGCAGCCTGATGACTATTAGCAAGCCTCACAAATCTGGCTCTCCCTCCAACAATTAATCTTATCGGAGAACTATTTGTAGTGATATCCTCATTCTCATGATCCAACATTACTATTATCCTAATAGGAATTAACATTATCATCACCGCCCTATACTCACTTTATATATTAATCACCACACAACGTGGTAAATATTCCCACCATATCAAAAATATCAAACCATCATTCACACGAGAAAATGCCCTAATGACCTTGCACCTACTGCCCCTACTCCTCCTATCCCTTAACCCTAAAATTATTCTCGGTCCCATCTACTGTAAGCATAGTTTAACAAAAACATTAGATTGTGAGTCTAACAATAAAAGCTCAAACCTTTTTGCTTACCGAAAAAGTACTGCAAGAACTGCTAATTCATGCTCCCATGCATAAGAACATGGCTTTTTCAACTTTTATAGGATAGAAGTAATCCGTTGGTCTTAGGAACCAAAAAATTGGTGCAACTCCAGATAAAAGTAATAAATATATTTTCTTCATGCATAATCACAGCCCTAGTTATTCTTACTTTGCCCATCATTATATCCTCTACTAAACTTTACAAGAATAAGCTATACCCATACTATGTAAAAACCGCTACTTCTTACGCGTTCATAATTAGCATAATTCCCACAATAATATTCATCTACTCAGGACAGGAAACAATCATTTCAAACTGGCATTGAATAACAATCCAAACTATAAAACTATCCATGAGTTTCAAATTAGACTACTTCTCAATAATCTTTGTACCTGTAGCCCTTTTTGTCACGTGGTCTATCATAGAATTCTCTATATGATATATACACTCCGATCCTTACATTAACCGGTTTTTCAAGTACCTTCTCTTATTCCTCATCACTATAATAGTCCTAGTTACCGCAAACAACATATTCCAACTATTCATTGGTTGAGAAGGAGTTGGCATTATATCATTCCTACTTATTGGATGATGGTACGGCCGAACCGATGCAAATACAGCCGCCCTACAAGCCGTCCTCTACAACCGTATTGGAGATGTAGGCTTCATTATAACCATAGCATGATTTCTACTAAACTTAAACACATGAGACCTTCAACAAATCTTCATTACGACAAACGATAATTTTAATCTGCCACTACTTGGCCTACTACTAGCAGCTACCGGTAAATCTGCTCAATTCGGCCTACATCCCTGACTCCCCTCAGCCATAGAAGGCCCCACTCCTGTATCAGCCCTACTTCACTCAAGCACAATAGTTGTAGCAGGAGTATTTCTTCTTATCCGCTTTCATCCACTAATAGAGCATAACCAAACTATTCAAACCCTCACTTTATGCTTAGGGGCCATTACTACACTATTTACCGCAATCTGCGCTCTTACACAGAATGATATCAAAAAAATTGTAGCGTTCTCTACCTCAAGCCAACTAGGCCTAATAATAGTAACAATTGGCATTAACCAGCCCTACTTAGCCTTCTTACACATCTGCACTCACGCATTTTTTAAAGCTATACTATTCATATGCTCAGGGTCAGTTATCCACAGCCTAAACGATGAACAAGACATTCGAAAAATGGGTGGCCTATTTAAAGTCCTTCCCTTCACCACAACCTCCCTTATTATCGGAAGCCTCGCATTAACAGGCATGCCTTTCCTTACAGGATTCTACTCCAAAGACCTGATCATCGAGTCCGCTAACACGTCGAATACCAACGCCTGAGCCCTCTTAATTACACTCGTTGCCACATCCCTAACCGCTGCCTACAGCACCCGAATTATATTCTTTGCTCTACTAGGCCAGCCCCGCTTCTCCCCTATAATCCTTATCAACGAGAATAATCCTCTCCTAATTAACTCTATTAAACGACTCCTTATCGGAAGTGTATTTGCAGGGTATATTATCTCCCACAGCATCACACCCACTACCATCCCACAGATAACTATGCCTCATTATCTAAAAATGACAGCCCTTGCAGTAACCACCTTGGGTTTCATCCTGGCACTAGAACTAAACCTTACCTCACAAGGACTCAAATTTAACTATCCTTCTAATTACTTTAAATTCTCCAGCCTCCTTGGCTACTATCCAACCATTATGCACCGCCTCACACCTAAAACAAGTTTAACCATTAGCCAGAAATCAGCATCTATACTTCTGGACTCCATCTGACTAGAAAACATCCTACCCAAATCAATCTCATATTTCCAAATAAAATCTTCTACCCTTATTTCAAATCAAAAAGGTCTCATCAAACTCTATTTCCTATCGTTCATACTAACTATAATCCTCAGTCTACTAATCCTTAATTACCACGGGTAACTTCCATGATAACCAACACACCAATTAATAATGATCAGCCTGTAACAACCACCAACCAAGTCCCATAACTGTACAGAGCCGCAATACCCATAGCCTCTTCACTAAAAAACCCAGAGTCCCCCGTATCATAGATCACTCAATCCCCTATTCCATTAAACTTTAATACTACCTCCACCTCGTCATCCTTCAAAATATAGCAAGCAGTCAACAATTCAGACAACAAACCAGTAATAAAAGCCGCTAGAACAGCCTTATTTGAAACTCACACCTCAGGGTATTGCTCAGTAGCCATAGCAGTTGTATAACCAAATACTACTAATATACCCCCCAAATAAATTAAAAATACTATCAACCCTAAAAAAGAACCCCCAAAATTCAGAACAATCGCACAACCAATCCCACCGCTAATAATTAGCACAAGCCCACCATAAATAGGAGATGGTTTAGTGGCAAAACCCACAAAACTCATCACAAAAACGATACTTAAAATAAATACAATGTATGTTATCATTATTCCTACATGGAATTTAACCATGACTAATGACATGAAAAATCATCGTTGTATTTCAACTATAAGAACATTAATGACCAACATTCGAAAAACCCACCCACTAGCCAAAATTGTTAATAACTCATTCATTGACCTCCCAGCGCCGTCTAACATCTCTGCTTGATGGAACTTCGGATCCTTACTAGGAGTATGCTTGATTCTACAGATTCTAACAGGTTTATTCTTAGCTATGCACTATACATCGGACACAGCCACAGCTTTTTCATCAGTCACCCACATCTGCCGAGACGTTAACTACGGCTGAATTATCCGCTATATGCACGCAAATGGCGCTTCCATATTCTTTATCTGCCTATTCCTACATGTAGGACGAGGCCTATATTACGGATCCTATGTATTCATAGAAACATGAAACATTGGAATTGTACTATTATTCGCAACCATAGCCACAGCATTCATGGGCTATGTACTACCATGAGGACAAATATCATTTTGAGGAGCAACTGTAATCACTAATCTTCTCTCTGCCATCCCTTATATCGGAACTGACTTAGTAGAATGGATCTGAGGCGGCTTCTCAGTGGACAAAGCAACCCTAACACGATTCTTTGCATTCCATTTCATCCTCCCTTTCATCATCGCAGCTCTAGCAATAGTACACCTCCTATTTCTACACGAAACCGGATCCAACAACCCTTCAGGAATCACATCAGACTCAGACAAAATTCCATTTCACCCTTACTACACAATCAAGGATATCCTAGGAGCCTTACTCCTACTCCTAATCCTAATATCACTAGTTTTATTTTCACCTGACCTATTAGGAGACCCAGATAACTACACCCCTGCAAACCCCCTAAACACCCCTCCACATATTAAACCTGAGTGATATTTTCTATTCGCCTATGCTATCCTACGATCCATTCCTAATAAATTAGGAGGTGTACTCGCCCTAGTATTCTCCATCCTAATCTTGGCATTCATTCCACTCCTCCACACATCTAAGCAACGCAGCATAATATTCCGGCCCCTTAGCCAATGCCTATTCTGACTTTTAGTCGCCGATCTTCTCACTTTAACATGAATTGGAGGACAACCAGTTGAGCACCCTTTCATCATTATCGGACAAGTCGCTTCAATCTTATATTTCACCATCTTATTGATCCTAATACCAACAGTTAGCGTTATCGAAAACAACCTTCTAAAATGAAGAGTCTTTGTAGTATAATCATTACCTTGGTCTTGTAAACCAAAAATGGAGAGTAACCGCCCTCCCTAAGACTCAAGGAAGAAGCTCTTGCTCCACCATCAGCACCCAAAGCTGAGATTCTTCTTAAACTATTCCCTGACACCCCTACATTCATATATTGAATCACCCCTACTGTGCTATGTCAGTATCTCCAGGTAAACCCTTCTCCCCTCCCCTATGTACGTCGTGCATTAATGGTTTGCCCCATGCATATAAGCATGTACATAATATTATATCCTTACATAGGACATATTAACTCAATCTCATAATTCACTGATCTTTCAACAGTAATCGAATGCATATCACTTAGTCCAATAAGGGCTTAATCACCATGCCTCGAGAAACCATCAACCCTTGCTCGTAATGTCCCTCTTCTCGCTCCGGGCCCATACTAACGTGGGGGTTACTATCATGAAACTATACCTGGCATCTGGTTCTTACTTCAGGGCCATAACCTTATTTACTCCAATCCTACTAATTCTCGCAAATGGGACATCTCGATGGACTAATGACTAATCAGCCCATGATCACACATAACTGTGGTGTCATGCATCTGGTATCTTTTAATTTTTAGGGGGGGAATCTGCTATCACTCACCTACGACCGCAACGGCACTAACTCTAACTTATCTTCTGCTCTCAGGGAATATGCCCGTCGCGGCCCTAATGCAGTCAAATAACTTGTAGCTGGACTTATTCATTATCATTTATCAACTCACGCATAAAATCAAGGTGCTATTCAGTCAATGGTTTCAGGACATATAGTTTTAGGGTACACGTACGTACACGTACGTACACGTACGTACACGTACGTACACGTACGTACACGTGCGTACACGTGCGTACACGTACGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTACGTACACGTGCGTACACGTACGTACACGTGCGTACACGTACGTACACGTACGTACACGTGCGTACACGTACGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTACGTACACGTGCGTACACGTGCGTACACGTACGTACACGTACGTACACGTGCGTACACGTACGTACACGTACGCACGCGCGTAAGACATTAAGTTAACTTATACAAACCCCCCTTACCCCCCGTAAACTCATGTCATCTATTATACACTTATTTATGTCCCGCCAAACCCCAAAAACAGGACTAAGTGCATACAATACTCACAAGCTTTATTTAAATTATATACAAATGTATTGCTACTCTAGTTAACTTAACACAACAGTCTTACACGCATTTGGTCTCGTAGTCTATCTATAGATAGCATTCCCTTTTTTTTCCCTCTCATATTTACTATGTATTTTATTTATTACGCACACTACAATTTCAGTATAA", "Gorilla gorilla": "GTTTATGTAGCTTACCTCCCCAAAGCAATACACTGAAAATGTTTCGACGGGCTCACATCACCCCATAAACAAATAGGTTTGGTCCTAGCCTTTCTATTAACTCTTAGTAGGATTACACATGCAAGCATCCCCGCCCCAGTGAATCACCCTCTAAATCACCACGATCAAAAGGAACAAGCATCAAGTACGCAGAAATGCAGCTCAAAACGCTTAGCCTAGCCACACCCCCACGGGGGACAGCAGTGATTAACCTTTAGCAATAAACGAAAGTTTAACTAAGCCATACTAACCCCAGGGTTGGTCAATTTCGTGCCAGCCACCGCGGTCACACGATTAACCCAAGCCAATAGAAATCGGCGTAAAGAGTGTTTTAGATCAATCCCCAATAAAGCTAAAATTCACCTGAGTTGTAAAAAACTCCAGCTGATATAAAATAAACTACGAAAGTGGCTTTAATATATCTGAACACACAATAGCTAGGACCCAAACTGGGATTAGATACCCCACTATGCCTAGCCCTAAACTTCAACAGTTAAATTAACAAGACTGCTCGCCAGAACACTACGAGCCACAGCTTAAAACTCAAAGGACCTGGCGGTGCTTCATATCCCTCTAGAGGAGCCTGTTCTGTAATCGATAAACCCCGATCAACCTCACCACCTCTTGCTCAGCCTATATACCGCCATCTTCAGCAAACCCTGATGAAGGCCACAAAGTAAGCACAAGTACCCACGTAAAGACGTTAGGTCAAGGTGTAGCCCATGAGGTGGCAAGAAATGGGCTACATTTTCTACTTCAGAAAACTACGATAACCCTTATGAAACCTAAGGGTAGAAGGTGGATTTAGCAGTAAACTAAGAGTAGAGTGCTTAGTTGAACAGGGCCCTGAAGCGCGTACACACCGCCCGTCACCCTCCTCAAGTATACTTCAAAGGACATTTAACTAAAACCCCTACGCATCTATATAGAGGAGATAAGTCGTAACATGGTAAGTGTACTGGAAAGTGCACTTGGACGAACCAGAGTGTAGCTTAACACAAAGCACCCAACTTACACTTAGGAGATTTCAACTCAACTTGACCGCTCTGAGCAAAACCTAGCCCCAAACCCACCCCACATTACTACCAAACAACTTTAATCAAACCATTTACCCAAATAAAGTATAGGCGATAGAAATTGTAAATCGGCGCAATAGATATAGTACCGCAAGGGAAAGATGAAAAAATATAACCAAGCACGACACAGCAAGGACTAACCCCTGTACCTTCTGCATAATGAATTAACTAGAAATAACTTTGCAAAGAGAACCGAAGCTAAGACCCCCGAAACCAGACGAGCTACCTAAGAACAGCTAAAAGAGCACACCCGTCTATGTAGCAAAATAGTGGGAAGATTCCTAGGTAGAGGCGACAAACCTACCGAGCCTGGTGATAGCTGGTTGTCCAAGACAGAATCTTAGTTCAACTTTAAATTTACCCACAGAACCCTCCAAATCCTCCCGTAAATTTAACTGTTAGTCCAAAGAGGAACAGCTCTTTGGACACTAGGAAAAAACCTTGTAAAGTGAGTAAAAAATTTAATACCCATAGTAGGCCTAAAAGCAGCCACCAATTAAGAAAGCGTTCAAGCTCAACACTATCACCCAAAATAATCCCAAACACACAACTGAACTCCCTACACCCAATTGGACCAATCTATTACCCTATAGAAGAGCTAATGTTAGTATAAGTAACATGAAACCATTCTCCTCCGCATAAGCCTACATCAGACCAAAATATTAAACTGACAATTAACAACTCAATATCTACAACTAACCAACAAGCTATTATTACCCCCACTGTTAACCCAACACAGGCATGCCCACGAGGAAAGGTTGAAAAAAGTAAAAGGAACTCGGCAAATTTTACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATTACCAGTATTAGAGGCACCGCCTGCCCAGTGACATGCGTTCAACGGCCGCGGTACCCTAACCGTGCAAAGGTAGCATAATCACTTGTTCCTTAAATAGGGACTCGTATGAATGGCTCCACGAGGGTTCAGCTGTCTCTTACTTTTGACCAGTGAAATTGACCTGCCCGTGAAGAGGCGGACATAACATAACAAGACGAGAAGACCCTATGGAGCTTTAATTCATTAATGCAAGCAACACTTAATAAACCCACAGGTCCTAAACTACCAAACCTGCATTAAAAATTTCGGTTGGGGCGACCTCGGAGTATAATCTAACCTCCGAACAACACATGCCAAGACTTCACCAGTCAAAGCGAGCTACCACATTTAATTGATCCAATGACTTGACCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTATTCTAGAGTCCATATCAACAGTAGGGTTTACGACCTCGATGTTGGATCAGGACATCCCGATGGTGCAGCCGCTATCAAAGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTATTCCGTGTTTCTCCCTGTACGAAAGGACAAGAGAAACGAGGCCTACTTCACAAAGCGCCTCCCCCCGTAAATGATACTATCTCAATTTAATATAGCGCCCACATCTACTCAAGAATAGGGTTTGTTAAGATGGCAGAGCCCGGTAATCGCATAAAACTTAAAACTTTATAGTCAGAGGTTCAATTCCTCTTCTTAACAATATATCCATGGCTAACCTTCTACTCCTCATTGTACCTATCCTAATCGCCATAGCATTCCTAATGCTAACCGAACGAAAAATTTTAGGCTATATACAACTACGTAAAGGCCCCAACGTCGTAGGCCCCTACGGGCTACTACAACCCTTCGCTGACGCCATAAAACTCTTCACCAAAGAGCCCCTAAAACCCTCAACATCAACCATCACCCTCTACATCACCGCCCCAACCTTAGCTCTCACTATTGCCCTACTATTATGAACCCCCCTCCCCATACCCAACCCCCTAGTCAATCTCAATCTAGGCCTCCTATTCATCCTAGCCACCTCTAGCCTAGCCGTTTACTCCATCCTCTGATCAGGGTGGGCATCAAACTCAAACTACGCCTTGATCGGCGCACTACGAGCAGTAGCCCAAACAATCTCATATGAAGTCACCCTGGCCATTATCCTACTATCAACACTACTGATGAATGGTTCCTTTAACCTCTCCACCCTCATCATAACACAAGAACACCTCTGACTGCTCCTACCAACATGACCCTTAGCTATAATATGATTTATCTCCACATTAGCAGAAACCAACCGGACCCCCTTCGACCTCGCTGAAGGAGAATCTGAACTAGTCTCAGGCTTTAATATCGAATATGCCGCAGGCCCCCTCGCCCTATTTTTCATAGCCGAGTACATAAATATTATCATAATAAATACTCTCACCACTATAATTTTCCTAGGAACAACATACAATGCCCACTCCCCTGAACTCTACACAGTATGCTTCATCACCAAAACCCTGCTTCTAACCTCTCTATTCCTATGAATTCGAACTGCATATCCTCGATTTCGCTACGACCAACTCATGCACCTCCTGTGAAAAAACTTCTTGCCACTCACCCTGGCACTACTCATATGATATATTTCCATACCTACCACAATCTCCAGCATTCCCCCTCAAACCTAAGAAATATGTCTGATAAAAGAGTTACTTTGATAGAGTAAATAATAGAGGTTTAAACCCCCTTATTTCTAGGACTATGAGAATTGAACCCATCCCTGAGAATCCAAAATTCTCCGTGCCACCTGTCACACCCCATCCTAAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCCGAAAATGTTGGTCACATCCTTCCCGTACTAATTAACCCCCTGGCCCAACCCATCATCTACTCTACCATCTTCGCAGGCACTCTTATTACAGCACTAAGCTCCCACTGATTTTTTGCCTGAGTAGGCCTAGAAATAAACATACTAGCTTTTATCCCAGTCCTAACCAAAAAAATAAATCCCCGCTCCACAGAAGCCGCCATCAAATATTTCCTCACACAAGCAACTGCATCCATAATCCTCCTAATAGCCATCCTCTCCAACAACATACTCTCCGGACAATGAACCACAACCAATGCCACTAATCAATACTCATCATTAATGATCGTAGTAGCTATAGCTATAAAACTAGGAATAGCCCCCTTTCACTTCTGAGTGCCAGAAGTCACCCAAGGCACCCCCCTAATGTCTGGCCTACTCCTCCTCACATGACAAAAACTAGCCCCTATGTCAATCATATACCAAATTTCCTCGTCAACAAATGTAAGCCTTCTCCTCACTCTTTCAATCCTATCCATCCTAGCAGGCAGCTGAGGCGGACTAAACCAAACTCAACTACGCAAGATTCTAGCATACTCCTCAATCACCCATGTAGGATGAATAATAGCAGTTCTACCATATAACCCTAATATAACTATTCTTAATCTGACCATTTATATTATCCTCACTACTACCACATTCCTATTACTCAACCTAAGCTCCAGCACCACAACCTTACTACTATCTCGTACTTGAAATAAACTGACATGATTAACACCTCTAATCCCCTCCACCCTCCTCTCCCTAGGAGGTCTACCCCCACTAACCGGCTTCCTACCCAAATGGCTTATTATCGAAGAATTCACAAAAAATAACGACCTCATTACCCCCACCATTATGGCCATCATCACCCTCCTCAACCTCTATTTCTATCTACGCCTAATTTACTCCACCTCTATCACACTACTACCCATATCCAACAACGTAAAGATAAAATGACAGCTCGAATATACTAAACCCACTCCCTTCCTCCCTACACTTATCACACTCACCACCCTACTTCTACCCATCTCCCCCTTCATACTAATAGTTCTATAGAAATTTAGGTTAAACATAGACCAAGAGCCTTCAAAGCCCTTAGTAAGTTACAACACTTAATTTCTGCAACAACTAAGGACTGCAAAACCCTACTCTGCATCAACTGAACGCAAATCAGCCACTTTAATTAAGCTAAGCCCTTACTAGATCAATGGGACTCAAACCCACAAACATTTAGTTAACAGCTAAACACCCTAGTCAACTGGCTTCAATCTACTTCTCCCGCCGCAAGAAAAAAAGGCGGGAGAAGCCCCGGCAGGTTTGAAGCTGCTTCTTCGAATTTGCAATTCAATATGAAATTCACCTCGGAGCTGGTAAAAAGAGGCCCAGCCTCTGTCTTTAGATTTACAGTCCAATGCCTTACTCAGCCATTTTACCTCCTTTTTTCCACTGATGTTCACCGACCGCTGATTATTCTCTACAAACCATAAAGATATTGGAACACTATATCTACTATTCGGCGCATGAGCTGGAGTCCTAGGCACAGCCCTAAGTCTCCTTATTCGAGCAGAACTTGGTCAACCAGGCAACCTTCTAGGTAACGATCACATCTATAATGTTATCGTCACAGCCCATGCGTTCGTAATAATTTTCTTCATAGTAATGCCTATCATAATCGGAGGCTTTGGCAACTGGCTAGTACCCTTAATAATTGGTGCCCCCGACATGGCATTCCCCCGCATAAACAACATAAGCTTCTGACTCCTTCCCCCTTCTTTCCTACTTCTGCTCGCATCCGCTATAGTAGAAGCCGGCGCAGGGACTGGTTGGACAGTCTACCCTCCCTTAGCAGGAAATTATTCCCACCCCGGAGCTTCTGTAGACCTAACCATTTTTTCCCTACACCTAGCAGGCATCTCCTCTATTCTAGGGGCCATCAACTTCATTACAACAATCATCAATATAAAACCCCCCGCCATAACCCAATACCAAACACCCCTTTTCGTCTGATCCGTCCTAATCACAGCAGTCTTACTTCTTCTATCTCTCCCAGTACTAGCTGCTGGAATTACCATATTATTAACAGACCGTAACCTCAACACCACCTTTTTCGACCCAGCCGGAGGAGGAGATCCTATCCTATACCAACACTTATTCTGATTTTTTGGACACCCCGAAGTTTACATTCTAATCCTACCAGGCTTCGGAATAATCTCCCACATTGTAACTTATTACTCCGGAAAAAAAGAACCATTCGGATATATAGGTATAGTCTGAGCTATAATATCAATTGGTTTCCTGGGATTTATTGTGTGAGCCCACCACATATTTACAGTAGGAATAGACGTAGATACACGAGCCTACTTCACCTCCGCTACCATAATCATCGCTATCCCCACCGGCGTCAAAGTATTCAGCTGACTCGCTACACTCCATGGAAGTAATACCAAATGATCTGCCGCAATGCTCTGAGCCCTAGGGTTCATTTTTCTCTTCACTGTAGGCGGCCTAACCGGCATCGTACTAGCAAACTCGTCATTAGATATCGTGCTGCACGACACATATTACGTCGTAGCTCACTTCCACTATGTCCTATCTATAGGAGCTGTGTTCGCCATCATAGGGGGCTTTATTCACTGATTTCCCCTATTCTCAGGCTACACTCTAGATCAAACCTACGCCAAAATCCACTTTGCCATCATATTCATTGGCGTTAATCTAACCTTCTTCCCACAACACTTTCTTGGCCTATCTGGAATACCCCGACATTACTCGGACTACCCCGATGCATATACTACATGAAATATCCTGTCATCCGTGGGCTCATTCATTTCCCTAACAGCAGTAATATTAATAATTTTTATAATCTGAGAAGCCTTCGCCTCAAAACGAAAAGTCCTAATAATCGAAGAACCCTCCACAAATCTGGAGTGACTGTATGGATGCCCTCCACCCTATCATACATTTGAAGAGTCTGTATATATAAAGTCTAAACAAAAAAGGAAGGAATCGAACCCCCCAAAGCTGGTTTCAAGCCAACCCCATGACCTTCATGACTTTTTCAAAAAGATATTAGAAAAACTATTTCATAACTTTGTCAAGGTTAAATTACGGGTTAAACCCCGTATATCTTAATGGCACATGCAGCGCAAGTAGGTCTACAAGACGCTACTTCTCCTATCATAGAAGAACTAATCATCTTTCATGATCATGCCCTCATAATCATTTTTCTCATCTGCTTCTTAGTCCTGTACGCCCTTTTCCTAACACTCACAACAAAGCTAACTAACAACAACATCTCAGACGCCCAAGAAATAGAGACCATCTGAACCATCCTGCCCGCTATTATCTTAGTCCTGATCGCCCTCCCATCTCTACGAATCCTCTATATGACAGATGAAATCAATGACCCCTCCTTCACTATCAAATCAATCGGTCACCAATGATACTGAACCTACGAATACACCGACTATGGTGGATTGATCTTTAACTCCTATATACTCCCCCCATTATTCCTAGAACCAGGTGACCTACGACTCCTTGACGTCGACAACCGAGTAGTCCTTCCAGTTGAAGCCCCCGTCCGTATAATAATTACATCCCAAGATGTCTTACACTCATGAGCTGTTCCCACATTAGGCCTAAAAACAGACGCAATCCCCGGGCGCCTGAACCAAACCACATTCACCGCCACACGACCAGGAGTATACTACGGCCAGTGCTCAGAAATCTGTGGAGCCAACCACAGTTTTATGCCCATTGTTCTAGAGCTAATCCCCCTAAAAATCTTTGAAATAGGACCCGTATTCGCCCTATAATACCCCTCTCATCCCTCTCCAGAGCTCACTGTAAAGCTAACCTAGCGTTAACCTTTTAAGTTAAAGATTAAGAGTATCGGCACCTCTTTGCAGTGAAATGCCCCAGCTAAATACCACCGTATGGCCCACCATAATTGCCCCAATACTCCTCACACTATTTCTCATTACCCAACTAAAAGTTTTAAACACAAATTACCACCTACCCCCCTTACCAAAAACTATAAAAATAAAAAACTTCTGTAAACCCTGAGAACCAAAATGAACGAAAATTTATTCGCTTCATTCATTGCCCCCACAATCCTAGGCTTACCCGCCGCAGTATTAATTATCCTACTTCCCCCTCTACTGATCCCCACCTCCAAATATCTCATCAACAACCGACTGATTGCCACCCAACAGTGACTAATCCAACTAACCTCAAAACAAATAATAACTATACATAACGCCAAGGGACGAACCTGATCCCTTATGTTAATATGATTAATTATTTTTATTGCCACAACCAACCTCCTCGGACTCTTGCCCCACTCATTCACACCAACTACCCAGCTATCTATAAACCTGGCCATAGCCATCCCCCTGTGAGCAGGCGCAGTAACTACAGGCTTTCGCTCCAAGACTAAAAATGCCCTAGCCCACCTACTACCACAAGGCACCCCTACACCCCTTATCCCTATACTAGTCATCATTGAAACCATCAGCCTATTCATCCAACCAATAGCCCTAGCTGTACGCCTAACCGCTAACATCACTGCAGGTCACCTACTTATGCACCTAATCGGAAGCGCCACACTAGCAATATCAACTACCAATCTTCCCTCAACACTCATTATCTTTACAGTCCTAATTTTATTAACTATACTAGAAATCGCTGTCGCCCTCATCCAAGCCTACGTTTTCACACTTTTAGTGAGCCTCTACCTGCACGAGAACACATAATGATCCACCAATCACATGCCTATCACATAGTAAAACCCAGCCCATGACCCCTAACAGGGGCCCTCTCAGCCCTCCTAATAACCTCAGGCTTAGCCATATGATTCCACTTCCACTCTACAACCCTACTCATACTAGGCCTACTAACCAACATACTAACTATATACCAATGATGACGTGATGTAATGCGAGAAAGCACGTACCAAGGCCACCATACACTACCCGTCCAAAAAGGCTTACGATATGGAATGATCCTATTTATTACCTCAGAAGTCTTTTTCTTCGCAGGATTCTTCTGAGCTTTCTACCACTCCAGCCTAGCCCCTACCCCTCAACTAGGAGCACACTGACCCCCAACAGGCATCACCCCACTAAACCCCCTAGAAGTTCCACTTTTAAATACATCTGTACTGCTCGCATCAGGTGTCTCAATTACCTGAGCCCACCATAGCCTAATAGAAAATAACCGTAACCAAATAATTCAAGCACTACTTATCACAATTTTACTGGGCCTCTACTTCACCCTCCTACAAGCCTCAGAGTACTTTGAAGCCCCCTTTACCATTTCCGATGGTATCTATGGCTCAACATTTTTTGTAGCCACAGGCTTTCACGGGCTCCACGTCATCATTGGGTCAACTTTCCTCACTATCTGTCTTATTCGCCAACTAATATTTCACTTTACATCCAAACACCACTTCGGCTTCGAAGCCGCCGCTTGGTATTGGCACTTCGTAGATGTAGTCTGACTATTCCTATACGTCTCCATCTACTGATGAGGGTCCTACTCTTTTAGTATAATTAGTACCGTTAACTTCCAATTAACCAGTTTTGGTAGTACCCAAAAAAGAGTAATAAACTTCGCCCTGATCTTAATAACCAACACCCTTCTAGCCCTACTACTAATAATTATTACATTTTGACTACCGCAACTTAACAGCTACATAGAAAAAACTAACCCCTACGAATGTGGTTTCGACCCCGTATCCCCCGCCCGCATTCCTTTCTCCATAAAATTTTTCCTAGTAGCCATCACTTTCTTACTATTTGACCTAGAAATTGCCCTCCTATTGCCCCTGCCATGAGCCCTACAAACAACCAACTTACCACTAATAGTCATGTCATCCCTCTTATTAATCATTATCCTAACCCTAAGTCTAGCCTACGAATGACTGCAAAAAGGACTAGACTGGACCGAATTGGTACATAGTTTAAACAAAACGAATGATTTCGACTCATTAAATTATGATAATCATATTTACCAAATGCCCCTTATTTACATAAACATTATACTAGCATTTACCATCTCACTTCTAGGAATACTAGTGTACCGTTCACACCTAATATCCTCCCTACTATGCCTAGAAGGAATAATATTATCACTATTCATTATAGCTACTCTCATAACCCTCAATACCCACTTCCTCTTAGCTAACATTGTACCCATCACCATACTAGTCTTTGCTGCCTGTGAAGCAGCAGTAGGCCTAGCCCTACTAGTCTCAATCTCTAACACATATGGTCTTGACTATGTACAAAACCTAAACCTGCTCCAATGCTAAAACTAATCGCCCCAACAATTATACTACTACCGCTAACATGACTCTCCAAAAAACATATAATTTGAATCAACACAACCACCCACAGCCTAATCATCAGCATCATTCCCCTACTATTTTTTAACCAAATTAATAACAATCTATTTAGTTACTCCCTATCTTTTTCCTCCGACCCCCTAACGACCCCCCTCCTAATATTAACTACCTGACTCCTACCCCTTACAATTATAGCAAGCCAGCGCCACCTATCCAACGAACCACTATCACGAAAAAAACTCTATCTCTCCATATTAATCTCCCTCCAAATCTCCTTAATCATAACATTCACAGCCACAGAACTAATCATATTCTATATCTTCTTCGAAGCCACACTTATCCCTACCCTAGTTATCATCACCCGATGAGGCAACCAACCCGAACGTCTAAACGCGGGTACATACTTCCTATTCTACACCCTAGTAGGATCCCTCCCCCTACTTATCGCATTAATCCACACTCACAACACCTTAGGCTCACTAAATATTCTATTACTCACCCTTACTGCCCAAGAACTACCTAACTCCTGAGCCAACAACTTAATATGACTGGCATACACAATAGCCTTTATAGTGAAAATACCACTTTACGGGCTCCACCTATGACTCCCTAAGGCCCATGTTGAGGCCCCCATTGCTGGCTCAATGATGCTCGCTGCAGTACTCTTAAAATTAGGTGGCTATGGCATAATACGCCTCATACTCATTCTTAACCCCCTAACAAAACACATAGCTTATCCTTTCCTCGCCCTATCTTTATGGGGTATAATCATAACAAGCTCCATCTCGCTACGGCAAACAGATTTAAAATCGCTCATTGCATACTCCTCAATTAGCCACATAGCCCTTGTAGTAGCAGCTATCCTTATCCAAACCCCCTGAAGCTTCACCGGCGCAGTTGTTCTTATAATTGCCCACGGACTTACATCATCATTATTATTCTGCCTAGCAAACTCAAACTACGAACGAACCCACAGCCGCATCATAATTCTCTCTCAAGGACTCCAAACCCTACTCCCACTAATAGCCCTTTGATGACTTCTGGCAAGCCTCGCCAACCTCGCCTTACCCCCCACCATTAACCTACTAGGAGAGCTCTCCGTACTAGTAACCACATTCTCCTGATCAAACACCACCCTTTTACTTACAGGATCTAACATACTAATTACAGCCCTGTACTCCCTTTATATATTTACCACAACACAATGAGGCCCACTCACACACCACATCACCAACATAAAACCCTCATTTACACGAGAAAACATCCTCATATTCATGCACCTATCCCCCATCCTCCTCCTATCCCTCAACCCCGATATTATCACCGGGTTTACCTCCTGTAAATATAGTTTAACCAAAACATCAGATTGTGAATCTGATAACAGAGGCTCACAACCCCTTATTTACCGAGAAAGCTCGTAAGAGCTGCTAACTCATACCCCCGTGCTTAACAACATGGCTTTCTCAACTTTTAAAGGATAACAGCTATCCATTGGTCTTAGGACCCAAAAATTTTGGTGCAACTCCAAATAAAAGTAATAACTATGTACGCTACCATAACCACCTTAGCCCTAACTTCCTTAATTCCCCCTATCCTTACCACCTTCATCAATCCTAACAAAAAAAGCTCATACCCCCATTACGTAAAATCTATCGTCGCATCCACCTTTATCATCAGCCTCTTCCCCACAACAATATTTCTATGCCTAGACCAAGAAGCTATTATCTCAAGCTGACACTGAGCAACAACCCAAACAATTCAACTCTCCCTAAGCTTTAAACTAGATTATTTCTCCATAATATTTATCCCTGTAGCACTGTTCGTCACATGATCCATCATAGAATTCTCACTATGATATATAAACTCAGACCCCAACATCAACCAATTCTTCAAATACCTGCTCATCTTTCTAATCACCATACTAATCCTAGTCACCGCTAATAACCTGTTTCAACTCTTTATCGGCTGAGAAGGTGTGGGAATTATATCTTTTCTACTCATTGGCTGATGATACGCTCGAACAGACGCCAACACAGCAGCCGTCCAAGCAATTCTATACAACCGTATTGGTGACATTGGTTTTATCCTAGCCCTAGCATGATTTCTCCTACACTCCAACTCATGAGACCCACAACAAATATCTCTCTTAAACACCAACCCTAACCTTATCCCACTTCTAGGTTTCCTCCTAGCAGCAGCAGGCAAATCAGCTCAACTAGGCCTCCACCCCTGACTCCCCTCGGCCATAGAAGGCCCCACCCCCGTCTCAGCCCTACTCCACTCAAGCACTATAGTCGTGGCAGGGGTCTTCCTACTCATCCGCTTCCGCCATTTAGCAGAAAACAACTCACTAGCTCAAACTCTTACACTATGCCTAGGCGCTATTACTACTCTATTCGCGGCAGTCTGCGCTCTCACACAAAATGATATCAAAAAAATCGTAGCCTTCTCCACTTCAAGCCAATTAGGGCTCATAGTAGCCACAATTGGCATCGGCCAGCCACACCTAGCATTTCTACACATCTGCACCCACGCTTTCTTTAAAGCCATATTATTTATATGCTCCGGATCCATTATCCATAACCTCAATAATGAGCAAGACATCCGAAAAATAGGAGGTCTGCTCAAAGCCATACCCCTTACTTCAACCTCCCTAGCCATTGGCAGCCTAGCACTAATAGGAATACCTTTTCTCACAGGCTTCTACTCCAAAGACCTCATCATCGAAACCGCAAACATATCACACACAAACGCCTGGGCCCTATCAATCATTCTCATCGCCACCTCTCTTACGAGTGCCTACAGCACTCGAATAATCCTTCTCACCCTGACAGGTCAACCTCGCTTCCCAACCTTTGCCAACATCAACGAAAACTACTCCACCCTATTAAATCCTATTAAACGCCTAACAATTGGAAGCCTGTTTGCAGGATTCTTCATCACCAACAACATCCTCCCTACATCCGTACCCCAAATGACAATCCCACTTTACTTAAAACTTACAGCTCTAAGCATCACTCTCCTAGGACTCCTGACAGCCCTAGACCTCAACTACCTCACCAACAAACTCAAAATAAAACACCCACCACACACATTTTACTTCTCCAACATACTCGGATTTTACCCCAACATCACACACCGCACAATTCCCTATCTAGGCCTTCTCATAAGTCAAAATCTACCCCTACTCCTCCTAGACCTAATTTGACTAGAAAAACTACTACCCAAAACAATCTCACAGCATCAAATCTCAGCCTCCATCACTACCTCTACCCAAAAAGGTTTGATCAAACTGTACTTCCTCTCTTTCTTCTTCCCTCTTCTTTTAATCCTTCTTCTAATCACATAACCTATTACCCCGAGCAATCTCAATCACAATATATACACCAACAAATAACGTCCAACCAGTAACCACTACCAATCAACGCCCATAATCATACAAAGCCCCCGCACCAATAGGATCTTCCCGAATTAACCCTGAACCTTCCCCCTCATAAATCATTCAACTCCCCACATTATTAAAATTCACCACAACCACCACCCCATCATACTCTTTCACCCACAACACCAGCCCCACCTCCATTGCTAACCCCACTAAGACACTCACCAAGACCTCAACCCCAGACCCCCACGCCTCAGGATACTCCCCAATGGCCATCGCTGTAGTATACCCAAAAACAACCATCATCCCCCCTAAATAAATTAAAAAAACCATTAAACCCATATAACCTCCCCCACAGTTTAAAATAATAGCACACCCAACCACACCACTAACAATCAACACTAAACCCCCATAAATAGGAGAAGGCTTAGAGGAAAACCCCACAAACCCCATTACTAAACCCACACTCAATAAAAATAAAACATATGTCATCATTCTCGCACGGACCACGACCGCGACTAATGATATGAAAAACCATCGTTGTACTTCAACTACAAGAACATCAATGACCCCTATACGCAAAACTAACCCACTAGCAAAACTAATTAACCACTCATTCATTGACCTCCCTACCCCGTCCAACATCTCCACATGATGAAACTTCGGCTCACTCCTTGGTGCCTGCTTAATCCTTCAAATCACCACAGGGCTATTCCTAGCCATACACTACTCACCTGATGCCTCAACCGCCTTCTCATCAATTGCCCACATCACCCGAGATGTAAACTATGGCTGAACCATCCGCTACCTCCACGCTAACGGCGCCTCAATATTCTTCATTTGCCTCTTTCTACACATCGGACGGGGCCTATACTACGGCTCATTTCTCCACCAAGAAACCTGAAACATCGGCATCATCCTCCTACTCACAACCATAGCAGCAGCCTTCATAGGCTATGTCCTCCCATGAGGCCAAATATCCTTCTGAGGAGCCACAGTAATCACAAACTTGCTATCCGCCATCCCGTACATCGGAACAGACCTAGTCCAATGAGTTTGAGGTGGTTACTCAGTAGATAGCCCTACCCTTACACGATTCTTTACCTTCCACTTTATCCTACCCTTCATCATCACAGCCCTAACAACCCTCCATCTCCTATTTCTACACGAAACAGGATCAAACAACCCTCTAGGCATCCCCTCCCACTCTGACAAAATCACCTTCCACCCCTACTACACAATCAAAGACATCCTAGGCCTATTCCTCTTTCTCCTGACCTTGATAACATTAACACTATTCTCACCAGACCTCCTAGGAGACCCAGACAACTACACCTTAGCCAACCCCCTAAGCACCCCACCCCACATCAAACCCGAATGATATTTCCTATTTGCCTACGCAATTCTCCGATCTGTCCCCAATAAACTAGGAGGCGTCTTAGCTCTATTACTATCTATTCTCATCCTAGCAATAATTCCTATTCTCCACATATCCAAACAACAAAGCATAATATTCCGCCCATTAAGCCAACTACTCTACTGATTCCTAATCGCAGACCTCTTCACCCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCCTTCATCACCATTGGGCAAGTAGCATCCGTACTATACTTCACGACAATCCTATTCCTGATACCAATCACATCCCTGATCGAAAACAAAATACTCAAATGAACCTGCCCTTGTAGTACAGACCAATACACCAGTCTTGTAAACCGGAAACGAAGACCTCCTTCCAAGGGCATATTCAGAGAAAAAGTCCTCGACTCCACCATCAGCACCCAAAGCTAATATTCTAATTTAAACTATTCTCTGTTCTTTCATGGGGAGACAAATTTGGGTACTACCAGTATTAGCTAACCCATCATAATTATCATGTATGTCGTGCATTACTGCCAGACACCATGAATAATGTACAGTACCATAAAACGCCCAATCACCTGTAGCACATCCCAACGGAATACCAACTAACCCATCCCTCACAAAAAGTACATAACACATAAGATCATTTATCGCACATAGCACATCCCAGTTAAATCACCCTCGTCCCCACGGATGCCCCCCCTCAGATGGGAATCCCTTGAACACCATCCTCCGTGAAATCAATATCCCGCACAAGAGTGCACTCTCCTCGCTCCGGGCCCATAACACTTGGGGGTAGCTAAAGTGAACTGTATCCGGCATCTGGTTCCTACTTCAGGGTCATAACACCTAAAGCGCTTCACACGTTCCCCTTAAATAAGACATCACGATGGATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTTTCGTCGGGGGGTGTGCACGCGATAGTGAGACGCTGGAACCGGAGCACCACATGTCGCAGTATCTGTCTTTGATTCCTGCCCCATGCTACCATTTATCGCACCTACGTTCAATATTACAGCCGAGCGCACAGTGTTCATGGTGTTAATTAATTCATGCTTGTTGGACATAAAACAACCAGGTGGACGTGAACACAACCACCCTTCACACCAAAAACACAACAAAAATCCAACCCCCCCCCCCGCACTAGAAAACAGCCCCACCAAACTCCAAATTTCATCTTTTGGCGGTATGCACTTTTAACAGTCACCCCTCAACTAACATAGTCAGCCCACCAGTACAACCCCCGCCCGCCCTAGCAACACACACTGCTGCTGATCCTATACCCCGAATTAACCAAACCCCAAAGACACCCCACACA", "Pongo abelii": "GTTTATGTAGCTTATTCTATCCAAAGCAATGCACTGAAAATGTCTCGACGGGCCCACACGCCCCATAAACAAATAGGTTTGGTCCTAGCCTTTCTATTAGCTCTTAGTGAGGTTACACATGCAAGCATCCCCGCCCCAGTGAGTCGCCCTCCAAGTCACTCTGACTAAGAGGAGCAAGCATCAAGCACGCAACAGCGCAGCTCAAGACGCTCAGCCTAGCCACACCCCCACGGGAGACAGCAGTGATAAGTCTTTAGCAATAAACGAAAGTTCAACTAAGCTACACTAACCCCAGGGTTGGTCAACTTCGTGCCAGCCACCGCGGTCACACGATTAGCCCAAGTTAATAGAGATCGGCGTAGAGAGTGTTTTAGATTCTTTTTCTCCCCAATAAAGCTAAAATTTACCTGAGTTGTAGAAAACTTAAGCTAATACAAAATAAACTACGAAAGTGGCTTTAATATATCTGAACACACAATAGCTAAGGCCCAAACTGGGATTAGATACCCCACTATGCTTAGCCCTAAACTTTAACAGTTAAATCAACAAAACTGCTCGCCAGAACACTACGAGCCACAGCTTAAAACTCAAAGGACCTGGCGGTGCTTCATATCCCTCTAGAGGAGCCTGTTCTGTAATCGATAAACCCCGATCAACCTCACCACCCCTTGCTCAGCCTATATACCGCCATCTTCAGCAAACCCTGATGAAGGCCACGAAGTAAGCGCAAGCATCCACATAAAGACGTTAGGTCAAGGTGTAGCCCATGGAGTGGCAAGAAATGGGCTACATTTTCTACTTCAGAAAACTACGATAGCCCTCATGAAACCTGAGGGTCGAAGGTGGATTTAGCAGTAAACTAAGAGTAGAGTGCTTAGTTGAACAGGGCCCTGAAGCGCGTACACACCGCCCGTCACCCTCTTCAAGTATATTTCAGGGACTACCTAACTAAAACCCCCACGCATCTATATAGAGGAGGCAAGTCGTAACATGGTAAGCGTACTGGAAAGTGCGCTTGGACGAACCAGAGGGTAGCTTAACACAAAGCACCCGGCTTACACCTGGGAGATTTCAATTCAACCTGGCCCCTCTGAGCTAACCCTAGCCCCAAACCCAACCCACCCTACTACCAACCAACCCTAACCAAACCATTCACCCAAACAAAGTATAGGCGATAGAAATTACAATCCGGCGCAATAGACACAGTACCGTAAGGGAAAGATGAAAAAACACAACCAAGCACAACATAGCAAGGACTAACCCCTGTACCTTTTGCATAATGAATTAACTAGAAACAACTTTGCAAGGAGAGCCAAAGCCAAGACCCCCGAAACCAGACGAGCTACCCATAAACAGCTAAAAGAGCACACCCGTCTATGTAGCAAAATAGTGGGAAGATTTATGGGTAGAGGCGACAAACCTACCGAGCCTGGTGATAGCTGGTTGTCCAAGACAGAATCTTAGTTCAACTTTAAATTTACTTACAGAACCCCTAATCCCCTCGTAAATTTAATTGCTAGTCTAAAGAGGAACAGCTCTTTAGACACTAGGAAAAAACCTTAAAAAGAGAGTAAAAAACACAACACCCATAGTGGGCCCAAAAGCAGCCATCAATTAAGAAAGCGTTCAAGCTCGACACCTAAACACCAAAAAATACCAAACACAAAACTGAACTCCTTACTCCCCATTGGACTAATCTATTGCCCCATAGAAGAAACAATGTTAGTATAAGTAACATGAAGATATTCTCCCCCGCATAAGTCTACGTCAGACCGAAACATCACACTGACAATTAACGGTCCAATATGCATAGTTAACAAATAAACTATTATTTTTTCCCCCCGTTAATCCAACACAGGCATGCCTATAAGGAAAGGTTAAAAAAAGTAAAAGGAACTCGGCAAATCTCACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATTACCAGTATTAGAGGCACCGCCTGCCCGGTGACATACGTTTAACGGCCGCGGTACCCTGACCGTGCAAAGGTAGCATAATCACTTGTTCCTTAAATGGGGACTTGTATGAATGGCTTCACGAGGGTTCGACTGTCTCTTACTTTTAACCAGTGAAATTGACCTGCCCGTGAAGAGGCGGGCATAACATAACAAGACGAGAAGACCCTATGGAGCTTCAATTTACCAGTGCAAATAACATACAACAAGCCCACAGGCCCTAAATCACCAAACCTGCACTGAAGATTTCGGTTGGGGCGACCTCGGAGCACAACCCAACCTCCGAGAAACACATGTTAAGACCTCACAAGTCAAAACGAACTTCCACACACAATTGATCCAACAACTTGACCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTGTTCTAGAGTCCATATCAACAACAGGGTTTACGACCTCGATGTTGGATCAGGACATCCTAATGGTGCAGCCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGCAATCCAGGTCGGTTTCTATCTATTTCACATTTCTCCCTGTACGAAAGGACAAGAGAAATGGGGCCTACTTCACATAAGCGCCTTTCCCAAACAAATGATATCATCTCAATTTAACACCACACCAACACCCACCCAAGAAAAGGGCTATGTTAAGATGGCAGAGCCCGGTAACTGCATAAAATTTAAAGCTTTACAGTCAGAGGTTCAACTCCTCTTCTTAACAATATGCCCATAATCAACCTCCTACTCCTCATTATATCCATCCTAATCGCCATAGCATTTCTAATGCTAACCGAACGAAAAATCCTAGGCCACACACAACTACGCAAAGGGCCCAACATTGTGGGCCCCTACGGCTTACTACAACCCTTTGCCGACGCCCTAAAACTATTCACCAAAGAACCCCTAAAACCCTCCACATCAACCATCACCCTTTACATTATTTCCCCCGCCCTAGCCCTTACCATTGCCCTCCTACTATGAACCCCCCTCCCTATGCCCATCCCCCTAATCAACCTCAACTTAGGCCTCCTATTTATCCTAGCCGCGTCAAGCCTAACCGTCTACTCCATCCTCTGATCAGGATGAGCATCTAACTCAAACTACGCCCTAATCGGCGCATTGCGGGCGGTAGCCCAAACGATCTCATACGAAATTACCCTAGCCCTTATCCTGTTATCAGTACTACTAATAAGCGGCTCTTTTAACCTCTCCGCCCTCATCACAACACAAGAACACTCATGACTACTTCTACCATCATGACCTCTAGCCCTAATATGATTTATTTCAACACTAGCAGAAACCAACCGAGCCCCCTTCGACCTCACCGAAGGAGAATCCGAACTAGTTTCGGGCTTTAACACTGAATACGCCGCAGGTCCATTCGCCCTATTCTTCATAGCCGAATATACAAACATTATCTTAATAAACGCCCTCACCACTATAATTTTCCTAGGAACAACATTCAACATCCACTCCCCAGAACTCTACACAACCCTCTTCACCATCAAAACCCTACTCCTAACCTCCCTATTCCTATGAATTCGATCAACATACCCCCGATTCCGCTACGACCAACTCATGCACCTTCTATGAAAAAATTTCCTGCCACTCACCCTAGCACTACTAATATGACACATCTCCGTACCCATTGCAACCTCCGGCATTCCCCCACAAACCTAAGAAATATGTCTGACAAAAGAGTTACTTTGATAGAGTAAAAAATAGAGGTCTAAATCCCCTTATTTCTAGGATTATGGGAGTTGAACCCACCCCTGAGAATCCAAAATTCTCCGTGCCACCCATCACACCCTATCCTAAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCCGAAAATGTTGGTTATACCCTTCCCGTACTAATTAACCCCTTGGCCCAACCCATCATTTACCCCACCATCTTCACAGGCACGCTCATTACAGCACTGAGCTCCCACTGATTCTTTGCCTGACTGGGACTAGAAATAAATATACTCGCTTTCATCCCAGTCCTAACCAAAAAAACAAGCCCCCGCTCCACAGAAGCCGCCATTAAATATTTCCTCACACAGGCAACCGCATCCATAATCCTCCTGATAGCCATCCTCTACAACAACATACTTTCCGGACAGTGAACCACAACCAACACCACCAACCCATATTCATCTCTAATAATCGTAACCGCCCTAGCAATGAAGCTAGGAATAGCCCCCTTCCACTTTTGAGTCCCAGAAGTCACCCAAGGAGTCCCCCTGACATCCGGCTTACTCCTCCTTACATGACAAAAATTAGCCCCCATTTCAATTATATACCAAATATCTTCATCGGTAGACACAAACATCCTCCTCACCCTCTCAATTCTATCTATCCTAGTAGGCGGCTGAGGCGGACTAAACCAAACCCAACTACGCAAAATCCTGGCATACTCCTCAATCACCCATATAGGATGAATAATAGCAGTACTACCATATAACCCAGACATCACTATCCTCAACCTAATCATCTACATCATCCTGACAACTACCGCATTCCTAATCCTCGACTTAAACTCTAGTGTCACAATCCTAATATTAACCCGCACCTGGAACAAGCTGACATGACTAATACCCTTAATCCCATCAACCTTATTATCCCTAGGGGGCCTGCCACCACTAACCGGCTTCCTGCCCAAATGAGCCATCATTGAAGAATTTGCAAAAAATGGCAATCTCATTACCCCCACAATCATGGCTATTATCACCCTCCTCAACCTCTACTTCTACGTACGCCTAATCTACGCCACCTCAATCACACTACTCCCCATATCTAACAACGCAAAAATGAAATGACAGTTCGAAAACACAAAACCCACCCCTCTTCTCCCCACACTCACCATTCTTACCACCCTACTCCTACCTATCTCCCCTCTCATCCTATCTATCTCATAGAAATTTAGGTTAACACAGACCAAGAGCCTTCAAAGCCCTCAGCAAGTCACAGCACTTAATTTCTGTAACACTAAGGACTGCAAAGCCCCGCTCTGCATCAACTGAACGCAAACCAGCCACTTTAATTAAGCTAAGCCCTCCCTAGACCGATGGGACTTAAACCCACAAACATTTAGTTAACAGCTAAACACCCTAATCAATTGGCTTCAGTCCACTTCTCCCGCCGCGGGGAAAAAGGCGGGAGAAGCCCCGGCAGGCCTTAAAGCTGCTCCTTCGAATTTGCAATTCAACATGACAATCACCTCGGGGCTGGTAAAAAGAGGTCTAACCCCTGTTCTTAGATTTACAGCCTAATGCCTTAACTCGGCCATTTTACCCCCCCCCCCCCTTTTTTTCTCCACTAATGTTCGCCGACCGCTGGCTATTCTCCACGAACCACAAAGACATCGGGACACTATACCTGTTATTCGGCGCATGGGCTGGAGTCCTAGGCACTGCCCTAAGCCTCCTCATTCGAGCTGAACTGGGCCAACCCGGCAACCTTCTAGGCAATGACCATATCTACAATGTCATCGTCACAGCTCATGCATTCGTAATAATTTTCTTTATAGTCATACCCATTATAATTGGAGGCTTTGGCAACTGACTAGTGCCCCTAATAATCGGCGCCCCCGATATAGCATTCCCGCGCATAAATAATATAAGCTTCTGACTCCTCCCCCCCTCCTTTCTCCTACTGCTCGCTTCTGCTACAGTAGAGGCTGGCGCAGGAACAGGCTGAACAGTCTATCCGCCCCTAGCAGGAAACTACTCTCACCCAGGAGCCTCTGTAGACTTAACAATCTTCTCTTTACACCTAGCAGGCATTTCCTCTATCCTAGGAGCTATCAATTTCATCACAACAATTATTAATATAAAACCCCCTGCAATATCCCAATACCAAACCCCCCTCTTCGTCTGATCAGTCTTGATCACAGCAGTCCTACTTCTCCTTTCCCTCCCAGTCCTAGCCGCTGGCATCACCATACTACTAACAGATCGCAACCTAAACACCACATTCTTTGACCCAGCCGGAGGTGGAGATCCCATCCTATATCAGCACCTATTCTGATTTTTTGGCCACCCTGAAGTCTACATTCTCATCCTGCCGGGTTTCGGCATAATCTCCCACATCGTAACACACTATTCCGGAAAAGAAGAGCCATTTGGGTACATAGGCATAGTCTGAGCCATAGTCTCAATTGGCTTCCTGGGCTTTATCGTATGGGCCCACCACATATTCACAGTAGGAATAGACGTGGACACACGAGCCTACTTCACCTCCGCTACCATAATCATTGCCATCCCCACCGGCGTCAAAGTATTTAGCTGACTCGCTACACTCCACGGAAGCAACACTAAATGATCTGCCGCAATCCTCTGAGCCTTAGGATTCATTTTCCTCTTCACCGTAGGCGGCCTAACAGGCATCGTACTAGCAAACTCATCACTAGACATTGTATTACACGATACATACTACGTTGTAGCCCACTTTCATTACGTCCTATCAATAGGAGCTGTATTCGCCATCATGGGAGGCTTCATCCACTGGTTCCCACTATTCTCAGGCTACACCTTAGACCAGACCTATGCTAAAATTCACTTCATCACCATATTTATCGGCGTAAATTTAACTTTCTTCCCACAACATTTCCTCGGCCTGTCAGGCATACCCCGACGCTACTCCGACTACCCCGACGCGTACACCACCTGAAATATTTTATCATCCGCAGGCTCATTTATCTCCCTAACAGCAGTCATACTAATAATTTTCATAATTTGAGAAGCCTTCGCCTCAAAACGAAAAGTCCCAATAGTTGAACAACCCTCCACAAGCCTAGAGTGATTGTACGGATGCCCCCCACCCTACCACACATTTGAAGAACCCGTCTATATAAAACCAGAACAAAAAAGGAAGGAATCGAACCTCCTAAAGCTGGTTTCAAGCCAACCCCACAACCTCCATGACTTTTTCAAGAGATACTAGAAAAACCATTTCATGACTTTGTCAAAGTTAAGTTACAGGCCAAACCCTGTGTATCTTAATGGCGCACGCAGCACAGGTAGGTTTACAAGACGCTACCTCTCCTATCATAGAAGAATTGGTCATCTTTCACGACCACGCCCTCATAATCATTTTCCTAATCTGCTTCCTAGTCCTGTACGCCCTATTCCTAACACTCACAACAAAACTCACCAACACCAGCATCTCAGACGCCCAAGAGATAGAGACTATTTGAACTATCCTACCGGCCATCATCCTAATTCTAATCGCCCTCCCATCCCTACGCATCCTCTACTTAACAGACGAGATCAACGACCCTTCCTTCACCATCAAATCAATCGGTCATCAATGATACTGAACCTACGAGTACACTGACTACGGTGGATTGATCTTCAACTCTTACATGCTCCCACCACTATTCCTAGAACCAGGCGACCTTCGACTCCTCGACGTCGACAACCGAGTAGTCCTCCCAGTCGAAGCTCCCGTTCGCATAATAATCACATCCCAAGACGTCTTACACTCATGAACTGTACCCTCACTAGGCCTGAAAACGGACGCAATCCCCGGACGCCTAAACCAAACCACATTCACTGCCACGCGACCAGGAGTGTACTATGGCCAATGCTCAGAAATCTGTGGAGCTAACCACAGCTTTATGCCTATCGTCCTAGAACTAATCCCCCTAAAAATCTTCGAAATAGGGCCCGTATTCACTTTATAACTTCCCCCACCCCCACAACCCATCCTACCCCCTTTCCTGAGGCCCACTGCAAAGCTAATCTAGCATTAACCTTTTAAGTTAAAGACTAAGAGAATCAACCCCTCTTTGCAGTGAAATGCCCCAACTAAATACCACCACATGGCCCACCATCATCACCCCAATACTCCTTGCACTATTCCTCATCACTCAACTAAAACTACTAAACTCACACCTCCACCCACCCACCCCACCAAAATTCACTAAACCAAAACTCCACGCCAAACCCTGAGGACCAAAATGAACGAAAGTCTATTTACCCCATTCATTACCCCCACAGTACTAGGCCTCCCCGCCGCAGTACTAGTCATCTTATTTCCCCCCTTACTGATCCCCACCTCCAAACATCTCATCAACAACCGACTAATTATTATCCAACAATGACTAATCCGACTCATCCTAAAACAAATAATAACCACCCATAACGCTAAAGGACGAACTTGATCCCTCATACTAACGTCCCTAATCATTTTCATCGCCTCAACCAACCTCCTAGGACTCCTCCCCTACTCATTTACACCAACCACCCAACTATCCATAAATTTAGCTATAGCAATTCCCTTATGAGCAAGCACGGTAGCTATGGGCCTTCGCTTCAAAGCCAAAATTACCCTAACCCACCTCTTACCACAAGGTACCCCCACACCTCTCATCCCTATACTAATTATTATTGAAACCGTCAGCCTTTTCATTCAACCACTAGCCTTAGCCGTACGCCTAACTGCTAACATCACTGCAGGCCACCTACTCATGCACCTAATCGGAAGCTCTGCACTAGCTATACTAGCCATCAACCTCCCCCTAACCCTCATCACCCTTACAATCTTAACCCTGCTAACAATCCTGGAGACTGCCATCGCCCTAATTCAAGCCTACGTCTTCACACTTCTAGTAAGCCTCTACCTGCACGACAACTCATAATGGCCCATCAATCACACGCCTACCACATAGTAAAACCTAGCCCATGACCCCTAACAGGAGCTCTCTCAGCCCTCCTAACAACATCTGGCCTAACCATGTGATTCCACTTCCACTCCACAACCCTACTATTAACAGGCCTACTAACCAATGCACTAACCATATACCAATGGTGACGAGATGTAGTGCGAGAAAGCACATACCAAGGCCACCACACACTACCCGTCCAAAAAGGCCTCCGATATGGAATAATCCTATTCATCACTTCAGAAGTCTTTTTCTTCGCCGGATTCTTCTGAGCATTCTACCACTCCAGCCTAGCCCCCACCCCTCAACTTGGAGGACACTGACCCCCAACAGGCATTATCCCCCTCAACCCCCTAGAAGTCCCACTCCTAAACACATCCGTACTACTCGCATCAGGAGTCTCAATTACCTGAGCCCATCACAGCCTGATGGAAAATAATCGAACCCAAATAATTCAAGCACTACTCATCACAATCTTACTAGGCATCTACTTCACTCTCCTTCAGGCTTCAGAATACATTGAAGCTCCTTTCACCATCTCTGACGGCATCTACGGCTCAACATTCTTCATAGCCACGGGATTCCACGGCCTCCACGTCATTATCGGATCAACTTTCCTCACTGTATGCCTAGCCCGCCAGCTATTATTCCACTTCACATCCAAACATCACTTTGGCTTTGAGGCCGCCGCCTGATACTGGCACTTTGTAGACGTAGTCTGACTGTTTCTGTACGTCTCCATCTACTGATGAGGTTCCTACTCTTTTAGTATAAACAGTACCGTTAACTTCCAATTAACTAGTTTTGACAACGCCCAAAAAAGAGTAATTAACTTCGTCCTAGCTCTAACAGTCAACACCCTCCTAGCCCTGCTACTAATAACCATCACATTCTGACTACCACAACTCTACCCCTACATAGAAAAATCCGACCCATACGAATGTGGATTTGACCCCGCATACCCCGCTCGCATTCCTTTCTCCATAAAATTTTTCTTAGTAGCCATCACCTTCCTACTATTCGACCTAGAAATCGCCCTGCTACTACCCCTGCCATGGGCCCTACAAACAACCAACTTACCACTAATAACTACATCATCACTTATATTAATTATCATCCTAGCCCTAGGCCTAACTTACGAATGATCACAAAAAGGATTAGACTGAGCCGAATTGGTAAATAGTTTAAACAAAACAAATGATTTCGACTCATTAAATTATGACAGCCATATTTACCAAATGCCCCTTATCTACATAAATATCACACTAGCATTCACCATATCACTCCTAGGCATACTAGTCTACCGCTCACACCTAATATCTTCTCTACTATGTCTAGAAGGAATAATATTATCATTGTTCATTATAATTACTCTCATAACCCTCAACACCCACTCTCTCCTAGCTAACATCATACCCATCACCATGCTAGTCTTCGCTGCCTGCGAAGCAGCAGTAGGCCTCGCCCTACTAGCCTCAATCTCCAATACATACGGCCTAGACTACGTCAACAACCTAAACCTACTTCAATGCTAAAACTAATTATCCCAACAATCATACTGCTGCCCCTAACATGACTCTCCAAAACGCACATAATCTGAATCAACACCACCACCCACAGCCTAATCATCAGCTCCATCCCCCTACTATTCCTCAATCAAACCAACAGCAACCTGTACAGCTACTCCCTTCTTTTCTCCTCCGACCCCTTATCAACCCCCCTTCTAATACTAACAACCTGACTCCTACCCCTCATAATTATAGCAAGCCAACACCATCTATCCAACGAACCCCCATCACGAAAAAAATTATACCTCACCATACTAATCTCTCTTCAAATCTCCCTAATCATAACATTCACAGCCACAGAGCTAATTATATTTTATATCCTCTTCGAAACCACTCTCATCCCCACCCTAGTCATTATCACCCGCTGAGGCAACCAGCCAGAGCGCTTAAATGCAGGCACATACTTTCTATTCTACACACTAGTAGGCTCCCTCCCCCTACTCATTGCCCTAATCCACACCTACAACACCCTAGGCTCGCTTAACATTGTATTACTAACTCTCACCGCCCGGGAGCTAACAGACTCCTGATCCAACAGCCTAATATGACTAGCGTACACAATAGCTTTCATAGTAAAAATACCCCTCTACGGACTACACCTATGACTCCCTAAAGCCCATGTAGAAGCCCCCATTGCCGGCTCAATAGTACTCGCCGCAGTGCTCTTAAAACTAGGTGGTTACGGTATAATACGCCTTATCCCCATTCTCAATCCCCTAACTAAACACATAGCCTACCCCTTTATCATACTATCCCTATGAGGCATAATCATAACAAGCTCCATCTGCTTACGACAAACCGACCTAAAATCACTCATCGCATACTCCTCAGTCAGCCACATAGCGCTTGTTGTAGCAGCTATCCTCATTCAAACCCCCTGAAGCTTCACCGGCGCAACCACCCTCATAATTGCCCATGGACTCACATCCTCCCTACTGTTCTGCCTAGCAAACTCAAACTACGAACGAACCCACAGCCGCATCATAATCCTCTCTCAAGGCCTTCAAACTCTACTCCCCCTAATAGCCCTCTGATGACTTCTAGCAAGCCTCACTAACCTTGCCCTACCACCCACCATCAACCTACTAGGAGAACTCTCCGTACTAATAGCCATATTCTCTTGATCTAACATCACCATCCTACTAACAGGACTCAACATACTAATCACAACCCTATACTCTCTCTATATATTCACCACAACACAACGAGGTACACCCACACATCACACCAACAACATAAAACCTTCTTTCACACGTGAAAACACCCTCATGCTCATACACCTATCCCCCATTCTCCTCTTGTCCCTCAACCCCAGCATCATCGCTGGATTCGCCTACTGTAAATATAGTTTAACCAAAACATCAGATTGTGAATCTAATAATAGGGCCCACAACCCCTTATTTACCGAGAAAGCTCACAAGAACTGCTAACTCTCACCCCATGTGTAACAACATGGCTTTCTCAACTTTTAAAGGATAACAGCTATCCCTTGGTCTTAGGACCCAAAAATTTTGGTGCAACTCCAAATAAAAGTAACAGCCATGTTTACCACCATAACTGCCCTCACCTTGACTTCCCTAATCCCCCCCATTACCGCTACCCTCATTAACCCCAACAAAAAAAACTCATACCCCCACTATGTAAAAACTGCCATCGCATCCGCCTTTACTATCAGCCTTATCCCAACAACAATATTTATCTGCCTAGGACAAGAAACCATCGTCACAAACTGATGCTGAACAACCACCCAGACACTACAACTCTCACTAAGCTTCAAACTTGACTACTTCTCCATAACATTCCTCCCCGTAGCACTACTCATCACTTGATCCATTATAGAATTTTCACTATGGTATATAGCCTCAGACCCAAACATCAACCAATTTCTCAAATTCCTCCTTATTTTCCTAATCACCATAATTATCCTAGTCACTGCCAATAACCTACTCCAACTCTTCATCGGCTGAGAGGGCGTAGGGATCATATCCTTCCTGCTCATTAGTTGATGATACGCCCGAACAGACGCCAACACGGCAGCTATTCAAGCAATCCTATACAATCGTATCGGCGATATTGGCTTCATCCTGGCTCTAGCATGATTCCTCCTACACTCCAACTCATGGGAACTACAACAAGTATTCCTCCTAAACAATAACCCTAACCTCCTCCCACTACTAGGACTCCTCCTAGCCGCAGCTGGCAAATCAGCCCAACTAGGCCTTCACCCCTGACTACCCTCAGCCATAGAAGGCCCAACCCCCGTCTCAGCCCTACTTCACTCAAGCACCATGGTCGTGGCTGGGGTCTTCCTACTCATCCGCTTTCACCCATTAACAGAAAACAGCCCACATATCCAAACCCTTACACTATGCTTAGGGGCCATCACCACCCTGTTCGCAGCAATCTGCGCCCTCACACAAAACGACATTAAGAAAATCGTAGCTTTCTCCACCTCAAGTCAACTAGGACTTATAATGGTCACAATTGGCATTAACCAGCCACACCTGGCACTCCTCCACATCTGCACCCACGCCTTCTTCAAAGCCCTTTTATTCATATGTTCTGGGTCCATCATCCACAACCTCAACAATGAGCAAGACATCCGAAAAATAGGAGGACTACTCAAAACCATACCCCTAACCTCAACCTCCCTCACTATCAGCAGCCTAGCCCTCGCAGGAATACCCTTCCTCTCAGGCTTCTACTCCAAAGACCTCATTATCGAGACCGCAAACATATCCTATACCAACACCTGAGCCCTGTCTATCACTCTCATCGCCACCTCCTTAACAGGCGCCTACAGCACTCGAATAATCCTCCACACCCTTACAAGCAAACCCCACTTCCCAACCCCAATCTCTATCAATGAAAACAACCCCACTCTACTTAAACCCATCAAGCGCCTTATGCTAGGAAGCCTATTCGCAGGATTCCTAATCACCAACAACATCCCCCCTATATCCCTGCCCCAAGTAACAACCCCCCCTTACCTAAAACTCGCAGCTCTAGCTGCCACCCTCCTAGGTCTCCTAGTAGCCCTAGACTTAAACTACCTAGCCAACAAACTCAAGACAAAAACCCCTCCACCCACATTCTATTTCTCCATCATACTCGGATTCTACCCTAGCATCATCCACCGCATAATCCCCCACCTAAGCCTTCTCATAAGCCAAAACTTATCCCTACTCCTACTAGACCTAACCTGACTAAAAAAACTAATACCCAAAACAATCTCACAACACCAAACCTCAGCCTCCATCACTATTTCAACCCAAAAAGGTTTAATCAAACTCTACTTCCTCTCTTTCCTCATCCCACTCCTCCTAATCCTCCTTATAATCTCATAACCTATTACCCCGAGCAATCTCAATTACAACATAAACACCAACAAATAACGTTCAACCAGTAACCACCACCAACCAACGCCCATAATCATATAAAGCCCCCGCACCAATAGGATCCTCCCGAATCAACCCCGACCCTTCCCCTTCATAAATTATCCAGCTCCCCACGCTATTAAAATTCACCACTACCACCACTCCATCATACTCTTTTACCCACAACACCAGCCCCACTTCCATCACTAATCCCACCAGAACACTCACCAATACCTCAACCCCTGACCCCCATGCCTCAGGATATTCCTCAATAGCTATTGCCGTAGTATACCCAAAAACAACCATCATACCCCCTAAATAAATTAAAAAAACCATTAAACCCATATAACCTCCCCCACAATTTAAAATAACTGCACACCCAACCGCACCACTAATAATCAACACTAAACCCCCATAAATAGGAGAGGGCTTAGAAGAAAACCCCACGAACCCTATCACTAAAATTACACTCAACAGAAACAAAGCATATGTCATTGTTCTCGCATAGACTGTGACTATGACCAATGGTATGAAAAAACATCGTTGTACCTCAACTACAAGAACACTAATGACCTCAACACGTAAAACCAACCCACTAATAAAATTAATCAACCACTCACTTATCGACCTCCCCACCCCATCAAACATCTCCGCATGATGGAACTTCGGCTCACTCCTAGGCGCCTGCTTAATCATCCAAATCACCACTGGACTATTCCTAGCTATACATTATTCACCAGACGCCTCCACTGCCTTTTCATCAATCGCCCACATCACTCGAGATGTAAACTACGGCTGAATAATTCGCCACCTCCACGCTAACGGCGCCTCAATATTCTTTATCTGCCTCTTCTTACATATCGGCCGAGGCCTATACTATGGCTCATTCACCCACCTAGAAACCTGAAACATCGGCATCATCCTACTATTTACAACTATAATAACAGCCTTCATAGGTTACGTCCTCCCATGAGGCCAAATATCCTTCTGAGGAGCCACAGTAATCACAAATCTACTGTCCGCCATCCCATACATTGGAACAGACCTGGTCCAATGAGTCTGAGGTGGCTACTCAGTAAATAGCCCCACTCTAACACGATTCTTCACCCTACACTTCATACTACCCTTCATTATTACAGCCCTAACAACTCTACACCTCTTATTCCTACACGAAACAGGATCAAATAACCCCCTGGGAATCCCCTCCCATTCCGACAAAATCACCTTCCACCCCTACTACACAATCAAAGACATCCTAGGCCTACTCCTTTTTCTCCTCGCCCTAATAACACTAACACTACTCTCACCAGACCTCCTAAGCGACCCAGACAACTACACCTTAGCTAACCCCCTAAGCACCCCACCCCACATTAAACCCGAATGATATTTCCTATTCGCCTACGCAATCCTACGATCCGTCCCCAACAAACTAGGAGGTGTAATAGCCCTCATACTATCCATCCTAATCCTAACAACAATCCCTGCCCTTCACATGTCCAAGCAACAGAGCATAACATTTCGCCCATTGAGCCAATTCCTATATTGACTTTTAATCGCCGACCTTCTAATTCTCACCTGAATTGGAGGGCAACCAGTAAGCTACCCCTTCATCACCATTAGCCAAGTAGCATCCACATTGTACTTCACTACTATCCTTCTACTTATACCAGCCTCTTCCCTGATCGAAAACCACATACTCAAATGAACCTGCCCCTGTAGTACAAATAAGTACACCAGCCTTGTAACCTGAAAATGAAGACCCTCTTCCATGGGCAAAAAAAATCAGAGAAAAAGCACTTAACTTCACCGTCAGCCCCCAAAGCCAACATTCTAATTTTAAACTACTCTCTGTTCTTTCATGGGGGACCAGATTTGGGTGCCACCCCAGTACTGACCCATTTCTAACGGCCTATGTATTTCGTACATTCCTGCTAGCCAACATGAATATCACCCAACACAACAATCGCTTAACCAACTATAATGCATACAAAACTCCAACCACACTCGACCTCCACACCCCGCTTACAAGCAAGTACCCCCCCATGCCCCCCCACCCAAACACATACACCGATCTCTCCACATAACCCCTCAACCCCCAGCATATCAACAGACCAAACAAACCTTAAAGTACATAGCACATACTATCCTAACCGCACATAGCACATCCCGTTAAAACCCTGCTCATCCCCACGGATGCCCCCCCTCAGTTAGTAATCCCTTACTCACCATCCTCCGTGAAATCAATATCCCGCACAAGAGTGCTACTCCCCTCGCTCCGGGCCCATAAAACCTGGGGGTAGCTAAAGTGAGCTGTATCCGGCATCTGGTTCTTACTTCAGGGCCATAAAACCCAAGATCGCCCACACGTTCCCCTTAAATAAGACATCACGATGGATCACAGGCCTATCACCCTATTAATCACTCACGGGAGCTCTCCATGCATCTGGTATTTTTTCGGGGGGGGATGCACGCGATAGCATCGCGGGCCGCTGGAACCGGAGCACCCTATGTCGCAGGATCTGTCTTTGATTCCTACCTCATGCCATTATTAATCGCGCCTAATATCCAATATCCTAGCCCCACCCTCAGTGTTTGAAGCTGCTATTTAATTTATGCTAGAGGACATAAAATTACCAAAAAAAAATAAACGAACTCTCAACAACCCTACCCCATCAACCCAACAAAATCCAATTTTTATCTTTAGGCTATGTGCACTTTCAACAGGCACCCCTCAACTAACACAATCTCCTTCTTATCCCACCCACCAACCCCCCCCCCCCCTTCCTCCCTCTTTCTCCATTTTCCCCACAAACACCGCTACTACCCCCACACCCCAGACCAACCCAACCCAAAAGACACCCCGCACG", "Sus scrofa": "CAACCAAAACAAGCATTCCATTCGTATGCAAACCAAAACGCCAAGTACTTAATTACTATCTTTAAAACAAAAAAACCCATAAAAATTGCGCACAAACATACAAATATGTGACCCCAAAAATTTTACCATTGAAAACCAAAAAATCTAATATACTATAACCCTATGTACGTCGTGCATTAATTGCTAGTCCCCATGCATATAAGCATGTACATATTATTATTAATATTACATAGTACATATTATTATTGATCGTACATAGCACATATCATGTCAAATAACTCCAGTCAACATGCATATCACCACCACTAGATCACGAGCTTAACTACCATGCCGCGTGAAACCAGCAACCCGCTTGGCAGGGATCCCTCTTCTCGCTCCGGGCCCATAAACCGTGGGGGTTTCTATTGATGAACTTTAACAGGCATCTGGTTCTTACTTCAGGACCATCTCACCTAAAATCGCCCACTCTTTCCCCTTAAATAAGACATCTCGATGGACTAATGACTAATCAGCCCATGCTCACACATAACTGAGGTTTCATACATTTGGTATTTTTTAATTTTTGGGGATGCTTAGACTCAGCCATGGCCGTCAAAGGCCCTAACACAGTCAAATCAATTGTAGCTGGACTTCATGGAACTCATGATCCGGCACGACAATCCAAACAAGGTGCTATTCAGTCAATGGTTACGGGACATAACGTACATACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGTGCGTACACGCGCATATAAGCAGGTAAATTATTAGCTCATTCAAACCCCCCTTACCCCCCATTAAACTTATGCTCTACACACCCTATAACGCCTTGCCAAACCCCAAAAACAAAGCAGAGTGTACAAATACAATAAGCCTAACTTACACTAAACAACATTTAACAACACAAACCACCATATCTTATAAAACACTTACTTAAATACGTGCTACGAAAGCAGGCACTTACCCCCCTAGATTTTTACGCCAATCTACCATAAATAAATTTAAAATTACTACACAATAACCTCCCATAATATATGCACCTATTTAAGTATACGCCCACAATCTGAATATAGCTTATAGTTAATGTAGCTTAAATTATCAAAGCAAGGCACTGAAAATGCCTAGATGAGCCTCACAGCTCCATAAACACACAGGTTTGGTCCTGGCCTTTCTATTAATTCTTAATAAAATTACACATGCAAGTATCCGCGCCCCGGTGAGAATGCCCTCCAGATCTTAAAGATCAAAAGGAGCAGGTATCAAGCACACCTATAACGGTAGCTCATAACGCCTTGCTCAACCACACCCCCACGGGAAACAGCAGTGATAAAAATTAAGCCATGAACGAAAGTTTGACTAAGTTATATTAATTAGAGTTGGTAAATCTCGTGCCAGCCACCGCGGTCATACGATTAACCCAAATTAATAGATCCACGGCGTAAAGAGTGTTTAAGAAAAAAAATCACAATAGAGTTAAATTATAACTAAGCTGTAAAAAGCCCTAGTTAAAATAAAATAACCCACGAAAGTGACTCTAATAATCCTGACACACGATAGCTAGGACCCAAACTGGGATTAGATACCCCACTATGCCTAGCCCTAAACCCAAATAGTTACATAACAAAACTATTCGCCAGAGTACTACTCGCAACTGCCTAAAACTCAAAGGACTTGGCGGTGCTTCACATCCACCTAGAGGAGCCTGTTCTATAATCGATAAACCCCGATAGACCTTACCAACCCTTGCCAATTCAGCCTATATACCGCCATCTTCAGCAAACCCTAAAAAGGAACAATAGTAAGCACAATCATAGCACATAAAAACGTTAGGTCAAGGTGTAGCTTATGGGTTGGAAAGAAATGGGCTACATTTTCTACATGAGTATATCCACCACACGAAAGTTTTTATGAAACTAAAAACCCAAGGAGGATTTAGCAGTAAATCGAGAATAGAGTGCTTGATTGAATAAGGCCATGAAGCACGCACACACCGCCCGTCACCCTCCTCAAGCATGTAGTAATAAAAATAACCTATATTCAATTACACAACCATGCAAGAAGAGACAAGTCGTAACAAGGTAAGCATACTGGAAAGTGTGCTTGGATTACCAAAGCATAGCTTAAACTAAAGCACCTAGTTTACACCTAGAAGATCCCACAATGTATGGGTACTTTGAACCAAAGCTAGCTCAACATACTAAACAAATACAACAATACACCAAAATGAAATAAAACATTCACCTAACATTAAAGTATAGGAGATAGAAATTTTTATCCTGACGCTATAGAGATAGTACCGTAAGGGATAGATGAAAGAATAAAATTCAAAGTAAGAAAAAGCAAAGATTACCCCTTCTACCTTTTGCATAATGGTTTAACCAGAAAAAATCTAACAAAGAGAACTTTAGCTAGATACCCCGAAACCAGACGAGCTACCCATGAGCAGTTTAAAAGAACCAACTCATCTATGTGGCAAAATAGTGAGAAGACTTGTAGGTAGAGGTGAAAAGCCTAACGAGCCTGGTGATAGCTGGTTGTCCGAGAAAGAATTTTAGTTCAACTTTAAAAATACCCCAAAAACCTTAAATTCCAATGTATTTTTAAGAGATAGTCTAAAAAGGTACAGCTTTTTAGAAACGGATACAACCTTGACTAGAGAGTAAAATCTTAATACTACCATAGTAGGCCTAAAAGCAGCCATCAATTGAGAAAGCGTTAAAGCTCAACAAATTCACCAACATAATCCCAAAAACTAATAACAAACTCCTAGCCCAATACCGGACTAATCTATCGAAACATAGAAGCAATAATGTCAATATGAGTAACAAGAAGCCTTTCTCCTCGCACACGCTTACATCAGTAACTAATAATATACTGATAATTAACAACCAATAAACCAAAACAACACTAAAACGTTTATTAATTACATTGTTAACCCAACACAGGAGTGCACCAAGGAAAGATTAAAAGAAGTAAAAGGAACTCGGCAAACACAAACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATTACTAGTATTAGAGGCAATGCCTGCCCAGTGACACCAGTTTAACGGCCGCGGTATTCTGACCGTGCAAAGGTAGCATAATCACTTGTTCTCCAAATAAGGACTTGTATGAATGGCCACACGAGGGTTTTACTGTCTCTTACTTCCAATCAGTGAAATTAACCTTCCCGTGAAGAGGCGGGAATAAAAAAATAAGACGAGAAGACCCTATGGAGCTTTAATTAACTATTCCAAAAGTTAAACAACTCAACCACAAAGGGATAAAACATAACTTAACATGGACTAGCAATTTCGGTTGGGGTGACCTCGGAGTACAAAAAACCCTCCGAGTGATTTTAATCTAGACAAACCAGTCAAAATAACCATAACATCACTTATTGATCCAAAATTTTGATCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTGTTCTAGAGTTCCTATCGACAATAGGGTTTACGACCTCGATGTTGGATCAGGACACCCAAATGGTGCAACCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGCAATCCAGGTCGGTTTCTATCTATTATAAATTTCTCCCAGTACGAAAGGACAAGAGAAATGGGACCAACCTCACAAACGCGTCTCAGAGATAATTAATGATTTAATCTTAACCTAATTAACTCATAATAAATCCAGCCCTAGAACAGGGCACATTAGGGTGGCAGAGACCGGTAATTGCGTAAAACTTAAACCTTTATTACCAGAGGTTCAACTCCTCTCCCTAATAACATGTTCATAATTAATATTCTAAGCCTAATTATTCCTATCCTACTGGCCGTAGCATTCCTCACCCTAGTAGAACGAAAAGTGCTAGGTTATATGCAACTACGAAAAGGACCCAACGTTGTAGGCCCCTACGGGCTACTCCAACCCATCGCCGATGCCCTAAAACTAGTCACCAAAGAACCCCTACGACCAGGCACATCCTCAATCTCCATGTTCATTATTGCACCAATCCTAGGCTTATCCCTAGCACTAACAATATGAGTTCCACTACCAATACCCTACCCTCTAATCAACATAAATCTAGGAGTACTATTCATGCTAGCCATGTCAAGCCTAGCAGTCTACTCTATCCTATGATCAGGATGAGCATCCAACTCAAAATACGCACTCATCGGGGCCCTACGAGCAGTAGCCCAAACAATCTCATATGAAGTAACACTAGCAATCATCCTACTATCAGTACTCCTAATAAATGGATCATATACTCTATCAACCCTAATCACAACACAAGAGCACATTTGAATAATCTTTACATCCTGACCCCTAGCCATAATATGATTTATCTCAACCCTAGCAGAAACCAACCGAGCCCCGTTCGACCTTACAGAAGGAGAGTCAGAACTTGTATCAGGCTTTAACGTAGAATATGCAGCCGGACCTTTCGCCATATTCTTCATAGCAGAATATGCCAACATCATCATAATAAATGCATTTACAGCAATTCTCTTCCTAGGAGCATCCCACGACCCACACACACCAGAACTATATACAATCAACTTCGTACTAAAAACACTCGCATTAACAATCACCTTCCTATGAATCCGAGCATCATACCCACGATTCCGATACGACCAACTAATACATTTACTATGAAAAAGCTTCCTGCCCCTAACACTAGCTCTATGTATATGACACATCTCACTCCCTATTATAACAGCAAGCATTCCCCCACAATCATAGAAATATGTCTGATAAAAGAGTTACTTTGATAGAGTAAAAAATAGAGGTTCAAACCCTCTTATTTCTAGAACAATAGGACTCGAACCTAAACCTGAGAATTCAAAATTCTCCGTGCTACCAAAATACACCACATTCTACAGTAAGGTCAGCTAAGCTAAGCTATCGGGCCCATACCCCGAAAATGTTGGTTCATACCCTTCCCATACTAATTAATCCCATTATCTACACTACCCTTATCATAACAGTAATGTCCGGAACCATACTAGTAATAATCAGCTCACACTGACTACTCATCTGAATCGGATTCGAAATAAACCTATTAGCAATAATCCCAGTATTAATAAAAAATTTTAACCCACGAGCCACAGAAGCAGCCACAAAATATTTCCTAACACAAGCCACAGCCTCCATAATACTAATAATAGCCATCATCATCAACCTCCTATATTCTGGCCAATGGACCATTACAAAAATATTTAACCCAGTAGCAATAACAATAATAACCATGGCCCTAGCCATAAAACTAGGACTCTCACCTTTCCACTTCTGAGTCCCAGAAGTAACCCAAGGCATTTCACTACAAGCAGGCCTACTGTTACTAACATGACAAAAACTAGCCCCATTATCAGTACTATGCCAAATCTCACAATCAATCAACCCAAACCTAATACTAACTATAGCCATATTATCAATTTTAATCGGAGGGTGAGGAGGGCTAAATCAAACCCAACTTCGAAAAATCATAGCATACTCATCAATCGCACACATAGGATGAATGACAGCAGTATTACCATACAACACAACCATAACAATCTTAAACCTACTAATTTACATCACAATAACACTAGCAATATTCATACTATTAATCCACAGCTCAGCAACCACAACTTTATCCCTATCCCATACATGAAACAAAATACCCGTCATCACAAGCCTAATAATAGTAACCCTACTCTCAATAGGAGGCCTGCCTCCACTATCAGGATTTATGCCAAAATGAATAATTATTCAAGAAATAACAAAAAATGAAAGCATCATCATGCCAACACTCATAGCAATAACAGCACTGCTAAACCTCTATTTCTACATACGACTAGCCTACTCCTCCTCACTGACTATGTTCCCATCCACCAACAACATAAAAATAAAATGACAATTCGAACACACAAAACAAATAAAATTACTTCCCACAATAATTGTATTATCAACACTAGTCCTACCTATAACACCAGCCCTCTCGTCCCTAAACTAGGAATTTAGGTTAACACAGACCAAGAGCCTTCAAAGCTCTAAGTAAGTACAAAGTACTTAACTCCTGAAAACCTAAGGACTGCAGGACTTATCCTACATCAATTGAATGCAAATCAAACACTTTAATTAAGCTAAGTCCTCACTAGATTGGTGGGATTACATACCCACGAAACTTTTAGTTAACAGCTAAACACCCTAATCAACTGGCTTCAATCTACTTCTCCCGCCGCAGGAAAAAAAAGGCGGGAGAAGTCCCGGCAGAATTGAAGCTGCTTCTTTGAATTTGCAATTCAACATGATATTCACCACGGAACTGGCAAAAAGAGGGCTTAACCTCTGTCTTTAGATTTACAGTCTAATGCTTACTCAGCCATTTTACCTATGTTCGTAAATCGTTGACTATACTCAACAAACCACAAAGACATCGGCACCCTGTACCTACTATTTGGTGCCTGAGCAGGAATAGTGGGCACTGCCTTGAGCCTACTAATTCGCGCTGAACTAGGTCAGCCCGGAACCCTACTTGGCGATGATCAAATCTATAATGTAATTGTTACAGCTCATGCCTTTGTAATAATCTTCTTTATAGTAATACCCATTATGATTGGGGGTTTTGGTAACTGACTCGTACCGCTAATAATCGGAGCTCCCGATATGGCCTTTCCACGTATAAACAACATAAGTTTCTGACTACTTCCACCATCCTTCCTATTACTTCTGGCATCCTCAATAGTAGAAGCCGGAGCGGGTACTGGATGAACTGTATACCCACCTTTAGCTGGAAACTTAGCCCATGCAGGGGCTTCAGTTGATTTAACAATTTTCTCCCTACACCTTGCAGGTGTATCATCAATCCTAGGGGCTATTAATTTCATTACCACAATTATTAACATAAAACCCCCCGCAATGTCTCAATACCAAACACCCCTGTTTGTCTGATCAGTACTAATCACAGCCGTACTACTTCTACTATCCCTGCCAGTTCTAGCAGCTGGCATTACTATACTACTGACAGACCGCAACCTGAACACAACCTTTTTTGATCCAGCAGGTGGTGGAGACCCTATCCTTTATCAACACTTGTTCTGATTTTTCGGACACCCAGAAGTATACATTCTCATCTTACCAGGATTCGGAATAATCTCCCACATTGTAACCTACTATTCAGGTAAAAAAGAACCATTTGGATATATAGGCATAGTATGAGCCATAATGTCCATTGGATTCTTAGGTTTTATTGTATGGGCTCACCACATATTCACCGTAGGAATAGACGTAGATACCCGAGCATACTTTACATCTGCTACAATAATCATTGCTATTCCCACTGGAGTAAAAGTATTTAGTTGATTAGCTACCCTGCACGGCGGCAATATTAAATGATCACCCGCAATACTATGAGCTCTGGGCTTCATCTTCCTATTCACCGTAGGAGGTCTAACGGGCATTGTACTAGCTAATTCCTCCCTAGACATTGTATTACATGATACATATTATGTAGTCGCACACTTCCACTATGTCTTATCTATAGGAGCAGTGTTCGCCATTATAGGGGGCTTTGTTCACTGATTCCCCCTATTCTCCGGGTACACACTCAACCAAGCATGAGCAAAAATTCACTTTGTAATCATATTCGTAGGAGTAAATATAACATTCTTTCCACAACACTTTCTAGGACTATCCGGAATACCTCGACGATACTCCGATTATCCTGACGCATACACAGCATGAAATACTATTTCCTCAATAGGCTCATTCATCTCACTAACAGCAGTGATATTAATAATCTTCATTATCTGAGAAGCATTCGCATCAAAACGAGAAGTATCTGCAGTAGAACTGACAAGCACAAACCTAGAATGACTACACGGATGTCCTCCTCCCTATCACACATTTGAAGAACCAACATATATCAACCTAAAATAAGCATAAGAAAGGAAGGAATCGAACCCTCTCCCACTGGTTTCAAGCCAACGTCATAACCACTATGTCTTTCTCGATAATCGAGGTATTAGTAAAATATTACATAACTTTGTCGAAGTTATATTATAGGTGAAAGCCCTATATGCCTCTATGGCTTACCCTTTCCAACTAGGCTTCCAAGACGCCACTTCACCCATCATAGAAGAACTCCTACACTTTCACGATCACACCTTAATAATCGTATTCTTAATCAGCTCTTTAGTGTTATATATCATTTCACTCATACTAACAACAAAACTGACACACACTAGCACAATGGATGCCCAAGAAGTAGAAACAATTTGAACAATCCTACCCGCTATTATTCTAATTCTTATTGCCCTTCCATCATTACGAATCCTTTATATAATAGACGAAATTAATAACCCAGCCTTAACCGTAAAAACCATAGGACATCAATGATACTGAAGCTACGAGTATACAGACTATGAAGACCTCACCTTTGACTCATATATAATCCCCACATCAGATCTTAAACCTGGAGAAATACGACTACTAGAAGTAGACAATCGAGTTGTTCTACCAATAGAAATAACAATCCGAATATTAGTATCCTCTGAAGACGTACTGCACTCATGAGCCGTCCCATCCCTCGGTTTAAAAACAGATGCTATCCCAGGACGACTAAACCAAACAACTCTAATATCCACACGACCTGGCCTTTATTACGGACAGTGCTCAGAAATCTGTGGATCAAACCACAGCTTCATGCCCATTGTACTTGAACTTGTCCCATTAAAGTACTTCGAAAAATGGTCAACATCAATATTAACAGGTTCATTGAGAAGCTAGTCAGCACTAACCTTTTAAGTTAGAGATCGGGAGCCTAAATCTCCCCTCAATGGTATGCCACAACTAGATACATCCACATGATTCATTACAATTACATCAATAATTATAACATTATTTATTTTATTCCAACTAAAAATCTCAAACTACTCATACCCAGCAAGCCCAGAATCAATTGAACTCAAAACTCAAAAACATAGCACCCCTTGAGAAATAAAATGAACGAAAATCTATTTGCCTCTTTTATTGCCCCCACGATAATAGGACTACCTATTGTCACCTTAATTATTATATTCCCAAGCTTACTATTCCCAACACCCAAACGACTCATTAATAACCGCACAATCTCGATCCAACAATGATTAATCCAACTAACATCCAAACAAATAATAGCTATTCACAACCAAAAAGGCCAAACCTGATCACTAATACTTATATCTCTAATTATATTCATCGGCTCAACAAACATCCTAGGCCTACTACCACACTCATTCACACCCACCACACAACTATCAATAAACCTGGGTATAGCAATCCCCCTATGATCAGCAACCGTATTCACAGGATTCCGCTATAAAACCAAAACATCACTAGCCCACTTTCTACCACAAGGAACACCCGCCCTATTAATTCCTATGCTCGTAATTATTGAAACTATTAGCCTATTTATTCAACCAGTAGCCCTAGCCGTACGACTGACAGCCAACATTACAGCAGGGCACCTATTAATTCATCTAATTGGAGGGGCCACATTAGCACTACTCAACATCAACACTATAACAGCTTTTATCACATTTACTATCCTCATTCTATTAACTATTCTTGAATTTGCAGTAGCTCTGATCCAAGCTTATGTGTTTACACTGCTAGTAAGCTTATACCTACACGACAATACATAATGACCCACCAAACACATGCATACCACATAGTAAACCCAAGCCCATGACCACTTACCGGAGCCCTATCAGCCCTTTTAATAACATCAGGCCTAACTATATGATTCCACTTTAACTCTATACTCTTACTATCTCTAGGACTATTAACCAATACTTTGACAATATACCAATGGTGACGAGACATTATTCGAGAGAGCACTTTCCAAGGCCACCACACATCAGTTGTCCAAAAAGGCTTACGATACGGTATAATTTTATTTATTATTTCCGAGGTTCTGTTCTTCACTGGATTCTTTTGAGCTTTCTACCACTCAAGCCTAGCACCAACACCCGAATTAGGAGGTTGCTGACCACCAACAGGAATTCACCCACTAAACCCCCTAGAAGTACCCCTACTAAACACCTCAATCCTCCTCGCCTCAGGAGTATCCATTACCTGAGCCCATCACAGCCTAATAGAAGGGGACCGAAAACACATAATCCAAGCACTATCCATCACCATTGCACTAGGCGTATACTTCACCCTCCTCCAAGCCTCAGAATATTACGAAGCACCATTCACAATCTCCGACGGAGTGTATGGATCCACTTTCTTTGTGGCTACAGGGTTTCACGGGTTGCACGTAATCATCGGATCTACTTTCCTAGCAGTATGCTTACTACGACAACTAAAATTCCACTTCACATCCAACCACCACTTCGGCTTTGAAGCCGCAGCCTGATACTGACACTTCGTAGATGTAGTTTGACTATTCCTTTACGTATCAATCTATTGATGAGGATCCTACTCTTTTAGTATTAAGTAGTACAATTGACTTCCAATCAATCAGTTTCGGTAAACTCCGAAAAAGAGTAATAAATATTATACTAACACTACTCACAAACGTAACCCTAGCCTCCCTACTCGTACTAATCGCATTCTGACTACCCCAACTAAACGCATATTCAGAAAAAACAAGCCCATATGAATGTGGATTTGACCCCATAGGATCAGCACGCCTCCCATTCTCAATAAAATTTTTCCTAGTAGCCATTACATTTCTCCTTTTTGATCTAGAAATCGCCCTTCTCCTTCCCCTACCATGAGCATCCCAAACAAACAATCTAAAAACAATACTTACAATAGCACTATTCCTTCTTATCCTACTAGCAGCAAGCCTAGCATACGAATGAACCCAAAAAGGCCTAGAATGAGCAGAATATGATAATTAGTTTAAAACAAAACAAATGATTTCGACTCATTAGACTATGATTTACTTCATAATTATCAAGTGCCATTAGTATATATAAACATCATTATAGCATTCGCGATCGCCCTTGCAGGGTTACTTATATATCGATCTCACTTAATATCTTCACTACTATGCCTAGAAGGAATGATACTATCACTATTCATCATATCGACTCTAATTATCCTAAACACACACTTCACCCTAGCTAACATAATACCCATTATTTTACTAGTGTTTGCAGCCTGCGAAGCTGCACTAGGCCTGTCACTACTAGTAATAGTATCCAACACATACGGTACCGATTACGTCCAAAACTTAAACCTTTTACAATGCTAAAAATTATTATCCCAACAACAATACTACTACCCATAACATGAATATCTAAACACAACATAATCTGAATCAATGCAACAGTACATAGTCTCCTCATTAGCCTGATCAGTCTATCCCTACTAAACCAACTAGGCGAAAACAGCCTTAATTTTTCCTTAACATTCTTCTCCGACTCACTATCAGCACCCCTACTAGTTCTAACCACATGACTCCTCCCCCTTATACTAATAGCTAGCCAATCTCACCTATCAAAAGAAACCACAACCCGAAAAAAACTATATATTACCATACTAATCCTACTACAACTATTCCTAATTATAACCTTCACCGCCACCGAACTAATCCTATTCTATATCCTATTCGAAGCAACACTAGTACCCACACTAATTATCATCACACGCTGAGGAAACCAAACAGAACGACTCAATGCAGGACTTTATTTCCTATTCTACACCCTAGCAGGATCCCTACCACTGCTAGTAGCACTAGTTTATATCCAAAATACCACAGGCTCACTAAACTTCTTAATTATCCATTACTGATCCCACCCATTATCCAACTCTTGATCAAACATTTTTATATGATTAGCATGCATCATAGCCTTCATAGTAAAAATACCTCTGTACGGACTCCATCTTTGACTGCCAAAAGCCCATGTAGAAGCCCCCATTGCAGGTTCAATAGTACTTGCAGCCGTACTGCTAAAACTCGGAGGCTATGGCATAATGCGAATCACTACTATTCTAAACCCACTAACAAACTACATAGCCTATCCATTCCTCATGCTTTCCATATGAGGCATAATCATAACCAGCTCTATCTGCTTACGTCAAACCGACCTAAAATCCTTAATCGCCTATTCATCAGTAAGTCATATAGCACTTGTAATCGTAGCAATCATAATTCAAACCCCTTGAAGCTTCATAGGGGCCACAGCTCTCATAATTGCCCACGGACTAACATCCTCCATACTATTCTGCCTAGCCAACACTAACTATGAACGAGTACACAGCCGAACCATAATCCTGGCCCGAGGACTGCAAACACTCCTACCACTCATAGCAACATGATGACTAATAGCAAGCCTCACAAACCTAGCCCTACCCCCATCCATCAATCTAATCGGAGAATTATTTATCATCACAGCATCATTTTCATGATCCAACATCACAATTATTCTCATAGGAATAAACATAATAATTACAGCCCTCTACTCTCTCTACATACTAATTACTACACAACGAGGAAAATACACCCACCACATTAACAACATCAAAGCCTCATTCACACGAGAAAACGCCCTCATAGCCCTACATATTCTACCACTACTACTACTGACCTTAAACCCTAAAATAATCCTAGGACCCCTTTACTGTAGATATAGTTTAATAAAAACCCTAGATTGTGAATCTAGTAATAGAAAATTAAATATTCTTATCTACCGAAAAAGTTTGCAAGAACTGCTAACTCATGCTTCCACACTTAAAAATGTGGCTTTTTCAACTTTTAAAGGATAACAGCTATCCGTTGGTCTTAGGAACCAAAAAATTGGTGCAACTCCAAATAAAAGTAATAAACCCATTCGCCTCACTCACATTAACCACACTAATTATTCTAACCATCCCAATTATAATATCCAACTCAAACATCTACAAAACTAACCTTTACCCTAACTACGTAAAAACCACCGTATCCTACGCCTTCACTCTCAGCCTAGTCCCCTTACTAATATTTATACACACAGGCCAAGAAATAATCATTTCAAACTGACATTGAATAACCCTACAGACCGTAGAACTCTCTCTTAGCTTTAAAATAGACTATTTCTCAGTAATATTCATTCCCGTAGCACTATTCGTCACATGATCAATTATAGAATTCTCCATATGATACATACACTCAGACCCCTTCATCAACCGATTCTTTAAATACCTAGTACTATTCTTAATCACTATAATAATCCTCGTAACCGCCAACAACCTCTTCCAACTATTTATCGGATGAGAAGGCGTAGGAATTATATCATTCCTGCTAATTGGATGATGACACGGACGAACAGACGCCAACACAGCTGCACTACAAGCAATCCTATACAACCGCATCGGAGACATTGGATTTGTCCTATCCATAGCATGATTCCTAACCCACTCAAACGCATGAGATCTTCAACAAATCTTTATACTAAACAATGAATGCCCAAACATACCATTAATCGGCCTACTCCTAGCTGCAGCAGGAAAATCAGCTCAATTCGGACTACATCCCTGATTGCCCTCAGCAATAGAAGGCCCAACTCCCGTATCAGCATTACTACACTCCAGTACAATAGTAGTAGCAGGGGTATTTCTACTCATCCGCTTCTACCCCTTAATAGAAACTAACAAACTAGTTCAAACTATAACACTATGCCTAGGAGCTATCACCACCTTATTTACAGCACTATGTGCAATCACACAAAATGATATCAAAAAAATCGTAGCCTTCTCAACTTCAAGCCAACTAGGCTTGATAATAGTGACAATCGGCATCAACCAACCCCACCTAGCATTTCTTCACATCTGCATGCACGCTTTCTTCAAAGCAATACTATTCATATGCTCCGGATCCATTATCCACAGCCTCAATGACGAACAAGACATCCGAAAAATAGGCGGACTGTATAAAGCAATACCATTCACAACAACAGCACTAATTATTGGAAGCCTGGCATTAACAGGAATGCCTTATCTCACAGGATTCTACTCAAAAGACCTTATCATTGAAGCAGTAAATATATCCTACACAAACGCCTGAGCCCTACTAATAACATTAATTGCCACATCCCTAACCGCTGCCTACAGCACTCGAATTATCTTCTTTGCATTCCTAGGGAAACCACGTTTCCCACCCCTAGTCCTAATTAATGAAAATAACCCCCTACTAATTAACTCTATTAAACGCCTTTTAATCGGAAGCATTTTCGCTGGCTTTATCATCTCCAACAACATCCCACCAATAACAGTACCAAACACAACAATACCCCTTTACATAAAAATAACAGCCCTAATCGTAACCATCATAGGATTCATACTAGCCCTAGAGCTAAACAACACAACCTACTACCTGAAATTTAAATACCCCTCACAAACATACAAATTTTCCAACATACTAGGATATTATCCCTCCATCATACACCGCCTACCAACATACCACAACCTATCTATAAGCCAAAAATCCGCATCATCATTACTAGACTTAATTTGACTAGAAACTATTCTACCAAAAACAACCTCTTTCATCCAAATAAAAATATCAATCATAGTATCAAATCAAAAAGGCCTAATCAAACTATACTTTCTCTCCTTCCTAATCACTATTATAATCAGCATAACACTATTTAATTACCACGAGTAATCTCTATAATAACAACAACTCCAATAAGCAATGATCAACCAGTAACAATAACTAATCAAGTACCATAACTATATAAAGCAGCAATCCCCATAGCTTCCTCACTAAAAAACCCCGAATCACCCGTATCATAAATTACTCAATCCCCAAGCCCATTAAACTTAAAGATAATTTCTACTTCCTCTTCCTTCAACGCATAATAAACCATACAAAACTCCATTATTAAACCAGAAACAAATGCTCCAAAAACAGTCTTATTAGAAACTCAAACCTCAGGATACATCTCAGTAGCCATAGCAGTAGTATAACCAAAAACCACCAACATACCCCCCAAATAAATCAAAAACACCATTAAACCTAAAAAAGACCCACCAAAATTCAATACAATACCACAACCAACTCCACCACTTACAATCAACCCAAGTCCACCATAAATAGGAGAGGGCTTAGAAGAAAAACCAACAAACCCAATAACAAAAATAGTACTTAAAATAAATGCAATATACATTGTCATTATTCTCACATGGAATTTAACCACGACCAATGACATGAAAAATCATCGTTGTACTTCAACTACAAGAACCTTAATATGACCAACATCCGAAAATCACACCCACTAATAAAAATTATCAACAACGCATTCATTGACCTCCCAGCCCCCTCAAACATCTCATCATGATGAAACTTCGGTTCCCTCTTAGGCATCTGCCTAATCTTGCAAATCCTAACAGGCCTGTTCTTAGCAATACATTACACATCAGACACAACAACAGCTTTCTCATCAGTTACACACATTTGTCGAGACGTAAATTACGGATGAGTTATTCGCTATCTACATGCAAACGGAGCATCCATATTCTTTATTTGCCTATTCATCCACGTAGGCCGAGGTCTATACTACGGATCCTATATATTCCTAGAAACATGAAACATTGGAGTAGTCCTACTATTTACCGTTATAGCAACAGCCTTCATAGGCTACGTCCTGCCCTGAGGACAAATATCATTCTGAGGAGCTACGGTCATCACAAATCTACTATCAGCTATCCCTTATATCGGAACAGACCTCGTAGAATGAATCTGAGGGGGCTTTTCCGTCGACAAAGCAACCCTCACACGATTCTTCGCCTTCCACTTTATCCTGCCATTCATCATTACCGCCCTCGCAGCCGTACATCTCCTATTCCTGCACGAAACCGGATCCAACAACCCTACCGGAATCTCATCAGACATAGACAAAATTCCATTTCACCCATACTACACTATTAAAGACATTCTAGGAGCCTTATTTATAATACTAATCCTACTAATCCTTGTACTATTCTCACCAGACCTACTAGGAGACCCAGACAACTACACCCCAGCAAACCCACTAAACACCCCACCCCATATTAAACCAGAATGATATTTCTTATTCGCCTACGCTATTCTACGTTCAATTCCTAATAAACTAGGTGGAGTGTTGGCCCTAGTAGCCTCCATCCTAATCCTAATTTTAATGCCCATACTACACACATCCAAACAACGAAGCATAATATTTCGACCACTAAGTCAATGCCTATTCTGAATACTAGTAGCAGACCTCATTACACTAACATGAATTGGAGGACAACCCGTAGAACACCCGTTCATCATCATCGGCCAACTAGCCTCCATCTTATACTTCCTAATCATTCTAGTATTGATACCAATCACTAGCATCATCGAAAACAACCTATTAAAATGAAGAGTCTTCGTAGTATATAAAATACCCTGGTCTTGTAAACCAGAAAAGGAGGGCCACCCCTCCCCAAGACTCAAGGAAGGAGACTAACTCCGCCATCAGCACCCAAAGCTGAAATTCTAACTAAATTATTCCCTG", "Daboia russellii": "GTTGCTGTAGCTTAAAATAAAGCATAGCATTGAAAATGCTAAAATGGCCACCACCCATCAACACAAAGTCTTGGTCTTAAACCTCATATTGTCTAAATATTTGTTTATACATGCAAGCCTCTTCATAACGGTGAAACAGCCATACAAACCATATTGAGCTGATATCAGCTACAAGCAATGACATCAAGCATAAGCCACACCCCCACGGGCACACAGCAGTAGTTAATATTAGGCCATAAGTGTAAACTTGACCTAGCAAAATATATCTAGAGCCGGTTAATCTCGTGCCAGCGACCGCGGTTATACGATAGGCTCAGGACAATATAAACGGCGTAAAGCACGACTAAAATAAAGTACAATCCTTAGGATAGAAACCAACCCAGGCTGTAAAAAGCCATAAGCTTTAATAATTCATCCTAAGCCTAAACTCTTTTAACTCGATAAAGCCGGGACATAAACTAAGATTAGATACCTTACTATACCCTGCCACAACACACAATTAAAGTACTAATTGTTCGCCAAACAACTACGAGTAGTAACTTAAAACTTAAAAGACTTGACGGTGCTTCACCACAACCTAGAGGAGCCTGTCCATAACCGACAACCCACGATTAACCCCACCCTCTCTCGCCAACAGTCTATATACCACCGTCATAAGCTTACCTTGTAAAAGAAACAAAATGAGCTAAATAGCACTACGCTAAAACGACAGGTCGAGGTGTAACCCATGAGAGGGCAAAGATGGGCTACATTCTCCTACAGAGCATACGAATAACACTATGAATATAGTGACTGAAGGTGGATTTAGTAGTAAGATAGGAATAAAATACCAAACTGAACATAAAGCAATGAAGTGCGTACACACCGCCCGTCATCCCTGCCCATATATAACTAATCTACATAAACCCCTCCCAATACTTACCCAGGGCAAGTCGTAACATGGTAAGTGTACTGGAAAGTGCACTTAGAAACAAAAAGTAGCTTACACAAAGCATTCGACCTACACTCGAAAGACATTCTTACAATCTTTTTGAGCTGACTATACAACCAATCACAAACATATATTTACCCACCAAACAAACCATTTGATAAACCTAGTAGTTGTGATCGAACAGTAAACAGTCAAAACAAAGTACCGCAAGGGAAACCCCCCAAGCAACTAACAGCAAAGATTAACCCTTGTACCTTTTGCATCATGGTTTAGCAAGATAATCAGGGCAAGAAGACTCACAGCCCCTTCCCCGAAACCGGATGAGCTATTTTCAAGCAGTCTAATGGACCCATCCGTCTCTGTAGCAAAAGAGTGGAAAGACTTAAAAATAGAAGTGAAACGCTTACCGAATCCGGAGATAGCTGGCTACCCCAAATAGAATCTAAGTTCTACTTTAGATTAAAATTATACCTAGTTATTAACTAAAGTAAATCAATAGAGGTACAGCCCTATTGATACAGGATACAACCTTAATTTGAAAGATAATTTTTCTACCTCCTCCCCGTAGGCCTTAAAGCAGCTACCCATAAAAATATCGTCAAAGAATTACTCAATATAAACCCATAATTAAAACCACCCTTCAAAATCACTAAAGGTGAACCTACCTAAGTAGGTACCATTATGCTAAAACTAATAATATGACTACATCTCTCAACGCATCCCTCCACTAGACACAGAAAATCTACTAGTCATTAACAGACCATAAGAGGTAAAAAACCAACCAATATCCACCTTTAATACAACTGTGACCCCAACACAGGGGCGTTAAAAAGAAAGATTAACCGTTATAAAAGGAACTCGGCAACCATGGACTCCAACTGTTTAACAAAAACATTACCTTTAGCTAAAACAAATATTAAAGGCAACGCCTGCCCAGTGAATAATTAAACGGCCGCGGTATCCTAACCGTGCAAAGGTAGCATAATCATTTGTCTATTAATCGTAGACTCGTATGAATGGCAAAATGAGAGCCCGACTGTCTCTTATAACAAATCAATTAAACTGATCTCTCAGTACAAAAGCTGAGATTCTCACATAAGACCAGAAGACCCTGTGAAGCTTTAACTAAACTATTAAACCCCTTAATAACTATGTTTCGGTTGGGGCGACCTTGGAACAAAAAAGAACTTCCAAATACATGACCTTCTCACACCAAGGCAAACAAGCCACATTTAGACCCAGAACTTTCTGATAAATGAACCAAGTTACTCCAGGGATAACAGCGCTATCTTCTTCAAGAGCCCATATCAAAAAGAAGGTTTACGACCTCGATGTTGGATCAGGACATCCTAGCAATGCAACCGTTACTAAGGGTTCGTTTGTTCAACGATTAATAGTCCTACGTGATCTGAGTTCAGACCGGAGCAATCCAGGTCAGTCTCTATCTATGAATAGCCATACCTAGTACGAAAGGACCGGCATAGCAAAGCCTATACTCAAAGCACGCTTTAACCACAAAATATAATTAAATATTAAACCATTTAACACCATAACCTAGACCAGGTTAATTAAGGACCATACCCTTAATAATTACAACAATACTTAACATCATCAACCCCTTTCTCTACATCCTCCCCATTCTTATTGCAGTAGCCTTTCTTACCCTACTCGAACGTAAACTCTTAGGGTATATACAGCTACGAAAAGGACCCAACCTAGTAGGTCCTATAGGTCTTCTCCAACCCATTGCAGACGGTCTAAAACTAATCATTAAAGAAGCATCAAAGCCCTCCATATCATCACCTATCCTATTCACCGCTTCCCCCATCATAGCTCTATCCTTATCATTAATCTCATGAACACCTCTCCCCATACCAACAGCATTAGCTAACATAAACCTAGGCCTTATATTCATCATAGCCATATCCGGCATATTTACATACGCCATTCTATGATCTGGGTGATCTTCAAATTCAAAATACCCCTTAATAGGAACAATCCGGGCTGTATCACAAATTATCTCCTACGAGGTGACCCTAGGACTAATCATCATCTCAATAGCCACTATTTCAGGTAACTACTCTCTATTCTCCTTCATAGAAACTCAAGAACACCAATGACTAATTCTAGCATCATGACCCCTAGCCATGATATGATTTACATCCACCCTAGCAGAAACCAACCGTGCACCTTTCGACTTAACAGAGGGAGAGTCCGAACTAGTCTCAGGCTTCAACCTAGAATTCTCAGCAGGACCATTCGCCCTCTTATTCCTAGCAGAATATTCAAATATCCTTCTAATAAACACTATCACCGTCATAATTTTTATAAACCCAGGAACCTCTAACCTAGAGCTATTCACAATTAACCTTATAACAAAGACAATCATCCTTACATCCCTATTCCTATGAATTCGCGCCTCATACCCACGCTTTCGATACGACCAACTCATACACCTTCTATGAAAACAATACCTCCCACTCACCTTATCCCTATGCCTTCTTAACCTATTTACCACATCTACATTTTATGGGACACCCCCCCAATGGAAGCGTGCCTGAAAAAGGACTACCTTGATAGAGTAGACATGGGAACCACAAACCCCGCTCCCAAACAAAGAGACACCACCCCAGCAGTACTCCTACTTTAAACCACTCTTTGTAAAAAATAACTCCTAGGACGACCCCCCCCTACCCCCCCCAGCCTCAAAAAGGGATACCCACCTCTGGCCCCCAAAGCCAGTATTCTTACTTAAACTACTCTTTGTAAAAAATAACTCCTAGGACGACCCCCCCCCTACCCCCCCCCACAAATTTAACCCGAAAATCGACTATATATGTACCTCTTCATATACATGTCCTATTTATTGCTATGTATAATAATACATTAATCGTTTTGCCCCATGGATAATAAGCCGGAAATAAACTTTAATTATTTATATAGTAATCTGGTTCATTAACATATTATTCCTAGCCCCATTTTCTGGTCGTTCCATTAATAAAGGTTGAATATTATTAATAACCATGACTATCCTGATCAAACCGGTGTCCCATGATTTAACCCTTCCCGTGAAACCCTCTATCCTTCCACTTCAAGCACACAGTCCTGCTTTTCACGTCCATATATTGTAACTCCTCCCATTATGCCCTTTAACAGGCCACTGGTTACACCTTCAAGTTCATCTCAACGGTCCGGAACCACCCCTCCCTACTAGCTTTTTCCAAGGCCTCTGGCTTCACCCCTTATCCTGGTGCATTCTGCCTCATGTTCTGATCACGTATGCCTGTTCCACCCCTGGTTGCCTTTTTTTATCTGTGGCTTTCATCTGACACCCATCTATGCTCGTTACCGGTCACCCCTTAATCGGGGATGTAATGCTATTAGTCCAGGTGGAGCCCTACCCTTGGTCGTGCACTTTTCCCTAGAGGGATACATTTCCTTAATGCTTGTCTGACATACTTTTTTAGAGACTTAAAAATATCATTATTTTTATTATAAAATTCCCGTTCGAAATTAAAAATTTCACCAATTTTTTAAAATTTTACCAAAATCAATACCACTTTTCCATACTAAAAATACAAACCCAAAATCCTATAGTAAATTATTTTTTTAGAAACACTTTTTATGCATTTTACCCGACCTACATTATAAAAAACACGAAGTAATTTTCACTAACCCGGTATATGACTTCTTTTTTTTTTTCGCCAATTCATGAGTGCAATCACCTGCAATAAGACACAGCCAACTTTGCCTATATTTCACTTACTCCCCGAATTTCCATATATTAAGGTAGCAAAGCACGGCCATGCAACAGGCTTAAAACCTCAACACAGATGTTCAAATCATCTCCTTAATACTAGAAAATCAAGACTCGAACTTGAACCTAGAAGCTCAAAACTTCTAATACTACTCTATAATATTTTCTAAGTAAAGTCAGCTAACAAGCTATCGGGCCCATACCCCGAAAATGTCCATCAGACCTCTACTAATTAACCCCACATCATGAACTATAATTACCATAAGCATCTTCATAAGCACCACCCTAATCACTATAACAACACACTGACTAATAGCCTGAACATGCCTAGAAATTAACACCCTCTCCATAATCCCTATTATTTCACGAACTAACCACCCTCGGGCAACAGAAGCAACAACAAAATACTTTCTCACACAAACCTTAGCCTCTATTACTATCCTATTCACAACAACATTAAATGCCCTAAACACCTCCAACTGAGAAATCAGCCTTACAACAGAACCAACAACAATAAAAATCATCACCCTAGCACTAATAATAAAAATAGCTGCAGCACCATTCCACTTCTGATTACCAGAAGTAGTTCAAGGCGCTACTACTCTCACTGCCCTAACAATTCTAACCTGACAGAAAATTGCCCCTCTCACAATTCTATTAACCTGCCACTCCAACACAAACCTTACAATTCTAACCTCATCAGCAATCCTATCTATCCTAATCGGAGGACTCGGTGGCCTTAATCAAACCCAAATACGTAAACTAATAGCCTTTTCATCAATCGCCCACACTGGATGAATTCTAGCTACCATTACCTTAGCACCAAACATCTCCACTTTAACCTTCATAATCTACACAATAACCACAATACCTATTTTTCTCATAATAAACCTTCTATCATGTACTACAATCAAGGATATAGGAACCACATGACCCACTTCCCCCTACCTCATAACAGCTATACTCCTTACAATCCTATCCCTTACAGGTCTTCCTCCACTTACAGGATTCATACCAAAATGACTTATTCTAAATAAAATAATCGCCCTAAACATAACCCTAGAAGCCATCCTAATAGCCATATTCTCCCTACCAAGCCTATACATATACCTACGACTCACATACATCTTAGCCATAACTATACCTCCCCACCCCTCATCTATATTAATAAAATGACGACTAACCAACAAAAACTATACCATACTCCCACTCACCATAACAACTATAATAATACTTCTTCTTCCCCTCTCACCAAGCCTATAGAAACTTAAGTTATATAAACTAGAGGCCTTCAAAGCCCCCAAAAAAGTCACTTTAGTTTCTGTAGAGTTTGCAGCCTCACTACATCTTCTGATTGCAACACAGACATTTTAACTAAACTAAAACTCTCTAGACTAGTAGGCCTCGATCCTACAAAAAACTAATTAACAGCTAGTCACCCAAACCGACGGGCTTTAATCTACTTCTCCGTTTTTGGCCGGGGAGAAAAAACGGAGAAGCCCCGGGCAACTGCCGGAGGTCAGATTTGCAGCCTGACATTATCGGGGCCTGGTAGCAAGTATTACCTATGTGTAAATTTACAGTTTACCGCTTTAATCAGCCATACTACCTGTGTTAATCACCCGTTGATTATTCTCAACAAACCACAAAGATATCGGAACCCTATATTTAATATTTGGCGCTTGATCTGGGTTAGTCGGAGCCTGCTTAAGCATCCTGATACGAATAGAGCTTACTCAGCCTGGATCCTTATTTGGTAGTGATCAAATCTTTAACGTTCTAGTAACCGCACACGCCTTCATCATAATTGTCTGCATAGTAATACCAATTATAATCGGAGGTTTTGGTAACTGATTAATCCCACTTATAATCGGCACTCCCGATATAGCTTTCCCACGTATAAATAATATAAGTTTCTGACTTCTACCCCCAGCACTTCTCCTACTCCTATCCTCTTCTTATATAGAGGCCGGTGCCGGGACAGGGTGGACTGTCTATCCACCACTATCAGGAAATCTAGTTCACTCTGGCCCATCAGTAGATCTGGCGATCTTCTCACTTCACCTCGCCGGAGCCTCATCAATCTTAGGGGCAATTAACTTCATTACCACATGCATTAACATAAAACCTAAATCAATACCAATATTTAACTTCCCTCTATTTGTTTGGTCCGTTATAATCACTGCCATCATACTACTTCTAGCCCTACCTGTTCTTGCAGCAGCAATTACTATGCTATTAACAGACCGAAATCTTAATACTTCCTTCTTCGATCCTTGTGGTGGAGGTGACCCTGTCCTATTCCAACACCTGTTCTGATTCTTTGGCCACCCAGAAGTCTATATCTTAATCTTACCAGGCTTTGGGATTGTATCCAGCATTATTACCTTCTATACAGGAAAAAAGAACACATTCGGATACACCAGTATAATCTGAGCAATAATATCCATTGCAATTCTTGGGTTTGTAGTATGAGCCCACCATATATTCACCGTCGGATTAGACATTGATAGCCGTGCCTACTTCACAGCGGCTACGATAATCATCGCAATCCCAACTGGTATCAAAGTGTTCGGATGATTAGCCACACTAACCGGAGGTCACATTAAATGACAAACCCCAATTTACTGAGCCCTAGGGTTTATCTTTCTATTTACTGTCGGCGGAATAACAGGAATCATTTTAGCTAATTCATCCTTAGATATTGTTCTTCACGACACCTACTATGTCGTAGCACACTTTCACTACGTATTATCCATAGGAGCAGTATTCGCCATTATGGGAGGACTCACCCACTGATTCCCCCTCTTTACTGGCTATTCTCTTAACCAAACGCTAACTAAAACTCAATTCTGAGTAATATTTCTAGGGGTTAATATGACTTTCTTCCCTCAACACTTTTTAGGGTTATCCGGTATGCCTCGCCGTTACTCAGATTTCCCTGACGCCTTCTCCCTATGAAATACAGTCTCTTCAATTGGCTCTACCATCTCTCTCATTGCCGTTCTTATATCTCTCTTCATTGTATGAGAAGCAATAACCTGTAAACGTAAACCTATAATTCAATTAGGTAAAAAAACCCATATTGAATGATTATACGGAACTCCCCCACCATACCACACCCACACAGAACCAACCTTCACTCCAAACAATTCATATGCCCCCATCCGAGAACATATATCAAACATACAATGACCTTGACCCGAGAAGAGACAGACTTAATCTGCCACCTATTAATTTCAAGTTAATCGCACACTTATGCTATCCTCCCAAGAGCCTAGTAAACATTATTACATGACTTTGTCATAGTCAAATCACAACATTTGTGGCTCTTAATGCCATACGCAGCCCAACTATCCCTCCAAGAAGCCATAGGCCCCACAATAGAAGAAGTTGTATTTCTTCACGATCATGTCTTACTACTTACCTGTTTAATAACTATAGTAATTTTAATATTCACTATCACTGCAACTATAACTACATTAACACACAATGACCCATCTGAAGAAGTTGAACAACTAGAAGCAGCATGAACAGCTGCCCCAATTATAATTCTTATTTTAACCGCCCTTCCCTCAGTACGATCCCTCTATTTAATAGAAGAAGTATTTGACCCCTATCTAACCATTAAAGCTACCGGCCACCAATGGTACTGAAACTACGAATATTCAGATGAAATCCATATCTCATTCGATTCCTATATACTTAAAACACAAGATCTACAAAACGGATCACCCCGACTACTAGAAGTTGACCATCGCATAGTAATACCGGCGGGCCTACAGACTCGAATTGTTGTAACCGCAGAAGATGTTCTCCATTCATGAGCGATTCCATCCCTAGGGGTCAAAGTTGATGCTATCCCTGGACGATTAAACCAAATTCCTCTAGCAACCTCCCGAACAGGTGTATTCTTCGGACAGTGCTCAGAAATCTGTGGAGCAAACCATAGCTTTATACCCATCGCAATTGAAGCCATCCCTCTATTCTACTTCGAACAATGATTGTCCTCAGAACAATCACTAAGAAGCTTATACAGCATCAACCTTTTAAGTTGGAGAGGAATCATTGTTCCTTAGTGAATGCCCCAACTAGATATTGTTTATATTTGCTATACTTATTTATGAACCTGATTTATCATCACCCTTATATCACAAAAAATAGACCTATTCAAACTCACTATTAAACCAAAATATCCTTTCCTTATAAAACACCAACTGAGCACATCAACCCTACCATGAACATAAACATATTTGAACAATTCACAAGCCCAGAGTTAATCTCTATCCCCACAGCACCAATTTCCTTACTAATCATTACTCTACTGGTATTCCATAAACCTAAGCTCCTTAGTAATCGCACAACAATCTTCATAGTCTGACTCCTAAAAATATTCATACTTAACATAATAAATCAACTCACCCCAAAAGGACAAAAATGAGCCCCTATTCTTACAAGCCTATTCCTAATAATCCTCCTATCAAACCTTATAAGCTTATTACCATATACTTTCACATCAACCTCCCAACTATCTATAAACATAGCTATAGCTGTCCCCCTCTGACTAGCTACTGTCATCCTAGGCTTAAAAGACAAACCATCAATCTCACTAGCCCACCTTCTCCCGGAAGGCTCACCTACCCCTCTAATCCCATTTATGATTATAATTGAAACAGTTAGTCTTTTAATACGCCCTATAGCACTCGGAGTACGACTTACGGCCAACATTACAGCTGGTCACCTTCTTATAACGATAGTAAGCTCCGCTACTATTAACATTATCAATATCTATATCTCTGCAAGCTCACTAATACTAATTCTCTTGTTCCTTCTTACACTCCTAGAATTAGCAGTAGCCTGTATCCAAGCTTACGTCTTTGTTCTATTAACTATTCTTTATCTCCAAGAAAACTCATAATGACCCACCAACTCCATCAATATCACATAGTAGACCCAAGCCCATGACCCCTTACAGGCGCAATAGGCTCACTACTTATAGCCTCAGGATTAGCCCTATGATTTCACACAACTTCAACAATTGTTTTAAAACTAGGCCTATTAGTCACCTTTCTAACCCTTATCCAATGATGACGCGATGTTGTACGAGAAAGTACTTACCAAGGCCACCATACTATAGGGGTTCAAAAAAACATACGATACGGGATAATCCTATTTATCACATCAGAAGTATTCTTTTTCCTGGGGTTTTTCTGAACCCTATACCATGTCAGCCTAGTACCCACTCCGGAGCTAGGTGCAGAATGACCGCCCACTGGAATCTCCCCATTAAACCCTATAGATGTACCTCTCCTTAATACCGCAGTGTTACTATCATCTGGAGCAACAATCACCTGATCACACCATACTATAATAAAAGGAAATAAAAAAGAAGCTACCTATGCACTATTAATCACCATTATCCTTGGTATTTACTTCACAGCCCTTCAAGTATCAGAATATATAGACACCCCATTTACTATCTCAGATAGCGTCTATGGGTCATTATTCTTTGTAGCTACAGGCTTTCACGGCCTTCACGTTATAATTGGAACTTCCTTCCTACTTATCTGCCTAATTCGCCTCATTAAATACCATTTTACAACTACCCACCACTTCGGATATGAAGCAGCAATTTGATACTGACATTTTGTAGATGTTGTATGACTATTCCTATATATTTCAGTATACTGATGAGGCTCATATTTCTTTAGTATATCAGTATAAATGCCTTCCAAGCATTAGGTCCCACGGGAAGAAATAATAAGCCTTCTCATCTTCATCATCCTAGCCATAGCAACATCAATCCTCCTATATATCATCAATACCTATGTACCAACAAAACCAGATATTAATAAACTATCTCCTTACGAGTGTGGCTTTGACCCGTTAGGTAACGCACGCTCCCCTATCTCTATTCAATTTTTCCTAGTTGCAATCCTATTTATTCTATTTGACCTAGAAATTATCTTACTCCTACCCATCCCATGAAGTATAAACACAAACCCAACAAACACTTCCACCTTGATAGCTTCAACCCTTCTAATCACCTTAACACTAGGACTTCTATATGAATGACTTCAAGGCGGCCTAGAATGAGCAGAGTGTTGGGGTAGTCTATTTAGATATTTGATTTCGACTCAAAAGAACTTACCTGTAAGCCCCAATAATGGAAGTAATTAAAACTATTATAACTCTAACTCTAATAATCATTATCCTAAGCCTGTCTATACAACAAAAACATCTCATACTAGCACTAATATGCATTGAAACCTCAATATTACTTCTATACACCTTATTAGTATTATACGCCTCTTCCTCCATAACCCTATCACAAACTCCTATATCAATCATTACCCTCACCATCTCCGTATGCGGAGCAGCTGTAGGCCTCAGTCTAGTAGTCTCAACTACACGAGCCCATGGGAATGATTTTCTAAATAACCTTAATCTTTTATAATGATAAAAATTATTTTTTCAACTATAGCCCTTATCCCAACCACCCTCCTCCTAAAACCTAAACTTCTATACCCAGCCTCAACCTCCTACATATTCTTACTAGCGCTATTTAGCCTAACTCTATTAGAACCTAAATCAAACACTATCATAAACTTAGACAACATCTCATCGCCTCTTCTATTACTATCATTCTGATTACTACCTTTAATATCTATTGCTAGCCAACACACAATAGCTAAAGAACCCGTTCAACGACAACGAGTATTTTTAGCAACTATTACCCTACTACAACTCTTTATCTCTATAACATTCGCAGCATACAGCCTTACTCTCATGTATATTATATTTGAAGCTACCCTTATCCCTACTCTAATTCTCATCACACGATGAGGACAACAAGCCGAACGACTAACAGCGGGTACATACTTCATACTCTACACCCTATCCACCTCTCTCCCTCTATTAACAGCTATCATCTTCATAAACAATTTAACTATAACCCCTACCCTCTTTATCCAAATAATTAACCCACTAGATCAATGAACAGCCCTACTTCTCTGACTAGCTAGCCTGACCGCATTTTTAGCAAAAATACCTATCTTTGGGCTCCACCTTTGACTTCCAAAAGCTCATGTAGAAGCCCCAATTGCCGGATCCATAGTATTAGCAGCAATCTTATTAAAACTAGGGGGATACGGCATAATCCGAATTATACAAGTCCTGCCAACACTCAAAACCGACATATTCCTACCATTCATAGTCTTATCCCTATGAGGGGCAATCCTAGCAAACTTAACATGTCTTCAACAGACAGACCTAAAATCTCTTATTGCCTACTCCTCTATTAGCCACATAGGCCTAGTAATTGCTGCTATCCTGATTCAAACCCAATGAAGCCTGTCAGGAGCTATAGCCCTGATAATCTCACACGGCTTTACTTCCTCAGCACTCTTTTGCCTAGCTAACACTACCTATGAGCGTATCCATACCCGTATTTTAACCCTTACACGAGGCCTACACAATATCCTTCCAATAGCCACAACCTGATGACTATTAACTAATCTAATAAATATCTCCATACCACCAACAATAAACTTTACAGGAGAACTTCTAATTATATCTTCATTATTCAACTGATGTCCGGCAACAATAATCATTCTAGGCCTATCTATTCTAATCACCGCTACCTACTCCCTACATATCTTTCTATCCACACAAATAGGACCAATATCATTAAACAACTCAACAGAACCATCCCACTCACGAGAACACCTTCTCATACTCCTTCATATCTCCCCATTAATCCTTATCTCCATAAAACCAGAACTAGTTATAAGGTGTGTGTAATTTAAAAAAAATGTCAAGCTGTGACCTTGAAAATAGTTATTCTCACACACCGAGAGGTAAAAAAAGACCTGCTAAATCTTTAATCTGAAGTAATTATCAGCCCTCTCTTCTACCAAAGGATAATAGAACTCCGTTGGTCTTAGGCACCAAATCTCTTGGTGCAAATCCAAGTGGTAGAATATGGATCTTATTACACCAACAATTATCCTAGCTATCTTTTTCTCCCTAACTTTATCAATTATTAAACCCTCTCGCCCCAAAGACATAAAATACACTCTAGCACTTATATTCACAATTAGCTTAATCCCCCTAAACTCGCTGCTTAGCCATAACAATGAACTTACCATTTCAATCCTACCCTTAATTATCACTCCAACAGAAAACATTAACATCACTATTCTACTAGACACACTATCTCTAATATTTATCCCAATAGCACTATTTATCACCTGATCCATCATTGAATTTTCTATCTGATATATATCAACCGACCCAAATATCAATAAATTTATTAAATACCTAATCATTTTTCTAATCACAATAATAGTAATTATCACGTCTAACAACATGTATCAACTCTTTATTGGTTGAGAGGGGGTAGGAATCATATCATTCCTTCTAATTGGCTGATGAAACTCACGATCAAACGCTAACACAGCCGCCCTCCAAGCAATTATCTACAATCGAATTGGGGATGTGGGTTTAATCTTTTCTACCACCTGACTTATCACTTTCTCCTCAATAAATTTTCAAGAACTCCTTATCCAATACGAACTCCCTAGCATCATCCCATCAATTGGCTTAATAGCAGCAGCTATGGGTAAATCTGCACAATTTGGCCTACATCCATGACTACCTGCAGCCATAGAAGGCCCTACACCAGTATCAGCTCTACTCCACTCAAGCACCATAGTCATAGCAGGGGTCTTCTTATTAATCCGCCTATACCCCATCCTTCACAACAATCATGATATAAAAATAACCTGCCTAATTATCGGAGCAGTCACAACCATGTTTGCTGCAGCCGCAGCAACTACACAACATGACATTAAAAAAATTATCGCACTATCCACCACTAGCCAACTAGGCCTAATAATAACTATGCTCGGCCTAGGTCAACCAATCCTTGCCTTTCTCCACATAACCCTCCACTCATTCTTCAAAGCACTCCTATTCCTATGCTCAGGATCATTCATCCACAATCTAAACAACGAACAAGACCTACGAATAACTGGTAACTTACTTAAAACTATACCAATAACCTCATCATTTACCATCATCGCAAGCCTTTCACTAATAGGAATACCCTTTCTGTCAGGCTTTTACTCAAAAGATACCATAATTGAAATTATAATAAACTCTTACATAAACTCCTGAGCTCTAATAATCACCCTATTAGCTACAGCCCTATCCGCTGCTTACAGCATACAAATTATCCTCCTAATTCTAACAGGACCATCACGCACCAACCCCTACTATCATAAAGAAACAAAAAACATTATTCCCCCCCTAACCCGCCTCACCTTGTTAACTATCTTCATTGGTAGTGTAACAAAGCTTTCAACACTACAACTTACACCAACTCTTACAATACCAATAATTACTAAACTCATAGCCCTGCTTATAATAATCTTAGGTATTACCATATCAAAAGACCTATCCTTCATCAATCAACCAATACCCCCCCAAAAACCACAAACAACCAACTCCTTGTTTGATCAATTAGCCTTTTCCAACATCCCTCACCGATCAATATCTGCCTGAATACTTAAATCTGGTCAACAAATATCAACAGAACTACTAGACCTATGAACCCTAGAAAACTATGGACCTAAGGGCCTTTCCAAAACTATTACCCAACTAATTCTCCTTTCAACACAACAAAAAAATATAATCAAAAACTACATATCCACCTTCACCTTCACTTTACTTATCCTATTAATCCTTACCTAACCTGAAAGGTCGCACCCCTCCCTTACAACTCCAATCTAAAACCACCAAAACAGTAAACAGAGGTACAACTAACCCTCAAGCACAAATCATCAACCCCACACCACCATGAAAATAAAACACACTACAACCATTCACCTCTAAACCTACCCAATCCTCTCAGTTAGTATATACTAATAAATCTTGAATACCCTCAAAAACAATCATTAACACACCCACTACCACCCCAATACTTACAATAATTAAAAAGTATCACACACCACTAATCCCCATAATAACCTCACTCCCCTTCTCAACACTCACACAATAACCAAAAACTACAATCAAACCTCCCAAATACACAATATACATAACCAACGCAGCATAGGTACGCCCAATAACTACCATAATCACACAGCACAAAAAAGAAACCCCCATCATAGAAACCACCCCATGATATGGCATTACAACAATACCTAAAACTACCACACTAAAAACTACAAAGACTAAAACTAAATAAACTACGCACTCTATAAAAAACATTATTTTTGCTCCTTAGAGTCCTGAGGCCTGAAAAACCACTGTTGTTTATCAACTACAAAAACATGTCACACCATCATATTCTAAAACCATTCAATCTTCTTCCTGTGGGATCAAACATTTCAACCTGATGAAATTTTGGATCAATACTTCTAGCCTGTTTAATCATCCAAACCATAACTGGCTTCTTTCTAGCAATCCACTATACAGCCAATATTAATCTAGCCTTCTCATCTATCGTACACATTACTCGAGATGTCCCATATGGCTGAATTATACAAAATTCACACGCCATCGGCGCATCCCTACTCTTTGTTTGTATCTATATACACATTGCACGAGGCCTCTATTATGGATCTTACCTAAATAAAGAAGTTTGACTTTCAGGAACCACCCTTTTAATCATTCTAATAGCAACAGCCTTTTTCGGTTACGTTCTTCCATGAGGACAAATATCATTTTGAGCAGCAACAGTAATCACTAACCTCCTAACAGCAATCCCATATCTAGGGACCTCCCTAACCACCTGACTTTGGGGCGGATTCTCTATCAACGACCCAACCCTTACCCGCTTCTTCGCTCTTCACTTCATCCTACCATTTATCATTATCTCACTATCATCTATTCACATCCTCCTGCTCCACCACGAAGGCTCTAACAACCCATTAGGTACTAACTCCGATATTGACAAAATCCCATTCCACCCGTATCATTCCTACAAAGACTCCCTAATATTAACAATATTAATTACAGCCATACTTATTATCCTATCATTTGATCCAAACATAATAAACGACCCAGAAAACTTCTCTAAAGCTAACCCCCTAGTCACCCCACAACATATCAAACCCGAGTGATACTTCCTATTCGCCTATGGTATCTTACGGTCAGTCCCAAATAAATTAGGCGGAACACTAGCCCTAATTATATCAATCACTATTCTCCTAACATCACCTTTCACCCACACCTCAACCACCCGATCTATGATATTCCGACCTCTAATACAACTAACATTCTGAACCTTTACTACTATCGTTATTATTATCACCTGAACAGCCACTAAACCAGTGGAAACCCCATTCACAGAAATTAGCCAACTTGCCTCAATTCTATACTTCATGTTCTTTATCTCTAACCCTCTCCTAGGACTCTTAGAAAATAAGATCTCCAACTATTCCTGCTCTAGTAGCTTAAATTTATCTAAAGCGTCGTTCTTGTAAACCGAAGTTGGGTCTCCCCTTGAGCACCACGACAATTAAACCCCACGCAAAAATAACTCCTAGGACGACCCTCCCCCTACCCCCCCCCACAAATTTAACCCGAAAATCGACTATATATGTACCTCTTCATATATATGTCCTATTTATTGCTATGTATAATAATACATTAATCGTTTTGCCCCATGGATAATAAGCCGGAAATAAACTTTAATTATTTATATAGTAATCTGGTTCATTAACATATTATTCCTAGCCCCATTTTCTGGTCGTTCCATTAATAAAGGTTGAATATTATTAATAACCATGACTATCCTGATCAAACCGGTGTCCCATGATTTAACCCTTCCCGTGAAACCCTCTATCCTTCCACTTCAAGCACACAGTCCTGCTTTTCACGTCCATATATTGTAACTCCCCCCATTATGCCCTTTAACAGGCCACTGGTTGCACCTTCAAGTTCATCTCAACGGTCCGGAACCACCCCTCCCTACTAGCTTTTTCCAAGGCCTCTGGCTTCACCCCTTATCCTGGTGCATTCTGCCTCATGTTCTGATCACGTATGCCTGTCCCACCCCTGGTTGCCTTTTTTTATCTGTGGCTTTCATCTGACACCCATCTATGCTCGTTACCGGTCACCCCTTAATCGGGGATGTAATGCTATTAGTCCAGGTGGAGCCCTACCCTTGGTCGTGCACTTTTCCCTAGAGGGTTACATTTCCTTAATGCTTGTCTGACATACTTTTTTAGAGACTTAAAAATATCATTATTTTTATTATAAAATTCCCGTTCGAAATTAAAAATTTCACCAATTTTTTAAAATTTTACCAAAATCAATACCACTTTTCCATACTAAAAATACAAACCCAAAATCCTATAGTAAATTATTTTTTTTAGAAACACTTTTTATGCATTTTACCCGACCTACATTATAAAAAACACGAAGTAATTTTCACTAACCCGGTATATGACTTCTTTTTTTTTTTTGCCCGATTCATGAGTGCAATCACCTGCAATAAGACACAGCCAACTTTGCCTATATTTCACTTACTCCCCGAATTTCCATATT", "Carassius auratus auratus": "GGATAACCATCCCTGTATGGTTTAATACATAATATGCATAATATTACATTAGTGTATTAGTACATATATGTATTATCACCATATCATTATATTAACCCCAAAGCAAGTACATATAAACTAAGGTATGCATAAAGCATAATCTTAAGACTCACAAGTTAAATTATTTTAACCCGGGTAATATATTATTCCCCAAGAAATTGTCCCCACATTTTTCCTTGAATGACTCAACTAAGGTTTTATTCAAACATATTAATGTAGTAAGAGACCACCAACCATTTATATAAAGGAATATCATGCATGATAGAATCAGGGACATCAATTGTGGGGGTCGCACAATATGAACTATTACTGGCATCTGGTTCCTATTTCAGGTACATAACTGTAATACTCCACCCTCGGATAATTATACTGGCATCTGATTAATGGTGTAGTACATATGGTTCATTACCCCACATGCCGAGCGTTCTTTTATATGCATAAGGTATTTTTTTTTTGGTTTCCTTTCATCTTGCATCTCAGAGTGCAGGCACAAATGTTGGTTTAAGGTTGAACATTTTCCTTGAATGTGATTATATAAATGAATTATCGTAAGACATAATTTAAGAACTGCATACTTCTAACTCAAGTGCATAACATATTCATCTCTTATTCAACTTATCCTTATATAGTGCCCCCTTTGGTTTTTGCGCGACAAACCCCCCTACCCCCTACGCTCAAAGAATCCTGTTATCCTTGTCAAACCCCGAAACCAAGGAGGACCCAAGAACGTGTAAGCCAACGAGTTGAGGTACGAATTGGCATCCCATTATATATATATATATATATGTGCATCGGTTTTTTTATCCCAATTCAGTAATCACCCAAAAATCTCTGCCAAAAACCCCAAAAAATCACCTCCACACTAAATTTTCTAACATTATTTAGCTAGCGTAGCTTAATACAAAGCATAGCACTGAAGATGCTAAGATGAGACCTAAAAATCTCCGCATGCACAAAGGCATGGTCCCGACCTTATTATCAGCTCTAACTCAACTTACACATGCAAGTCTCCGCACCCCAGTGAATATGCCCTCAATCCCCCTACCCGGGGACGAGGAGCGGGCATCAGGCACAAATATTAGCCCAAGACGCCTAGCCGAGCCACACCCCCAAGGGAATTCAGCAGTGATAAACATTAAGCCATAAGTGAAAACTTGACTCAGTTAGTGTTAAGAGGGCCGGTAAAACTCGTGCCAGCCACCGCGGTTAGACGAGAGGCCCTAGTTGATATTACAACGGCGTAAAGGGTGGTTAAGGATAAATAAAAATAAAGTCAAATGGCCCCTTGGCCGTCATACGCTTCTAGGCGTCCGAAGCCCTAATACGAAAGTAACTTTAATAAACCCACCTGACCCCACGAAAGCTGAGGAACAAACTGGGATTAGATACCCCACTATGCTCAGCCGTAAACTTAGACATCCAACTACAATAGATGTCCGCCAGGGTACTACGAGCATTAGCTTAAAACCCAAAGGACCTGACGGTGTCTCAGATCCCCCTAGAGGAGCCTGTTCTAGAACCGATAACCCCCGTTCAACCTCACCACTTCTAGCCAACCCAGCCTATATACCGCCGTCGTCAGCTTACCCTGTGAAGGTAATAAAAGTAAGCAAAATGGGTACAACCCAAAACGTCAGGTCGAGGTGTAGCGCATGGAGTGGGAAGAAATGGGCTACATTTTCTAACATAGAATATTACGAACATGCACCATGAAACAGTGCTTGAAGGAGGATTTAGTAGTAAAAGGGAAATAGAGTGTCCCTTTGAACCCGGCTCTGAGACGCGTACACACCGCCCGTCACTCTCCCCTGTCAAAATGCACCAAAAATATCTAATATAATAGCACTGACAAGGGGAGGCAAGTCGTAACACGGTAAGTGTACCGGAAGGTGCACTTGGATCAAACCCAGGGTGTGGCTGAGTTAGTCAAGCATCTCACTTACACCGAGAAGACATCCATGCAAGTTGGATCGCCCTGAGCCAAACAGCTAGCTTAACTACCTAATAACTAAACAATATAAATAAAATAAGATAGACCTAACACTAAAAATTAAATCATTCTTTTACCTGAGTATGGGCGACAGAAAAGGTTCCACAAAGCGATAGAGATAGTACCGCAAGGGAAAGCTGAAAGAGAAATGAAATAACCCATATAAGCAATAAAAAGCAAAGATTAAGCCTTGTACCTTTTGCATCATGATTTAGCCAGTACACCCAAGCAAAGAGACCTTTAGTTTGAAACCCCGAAGCCAGGTGAGCTACCCCGAGACAGCCTATTGAGGGCCAACCCGTCTCTGTGGCAAAAGAGTGGGAAGAGCTCCGGGTAGAAGTGACAGACCTACCGAACCTGGTGATAGCTGGTTGCCTAAGAGATGGATAGAAGTTCAGCCTCGTACTCCCCAAATCAAATAAACATTAATAAGACAACAAGAGAAACATACGAGAGTTAGTTAAAGGGGGTACAGCCCCTTTGACAAAGGATACAACCTTTCTAGGAGGATAAAGATCATAATACATAAAACATACTGTTCTAGTGGGCCTAAGAGCAGCCACCTAGATAGAAAGCGTTAGAGCTCAGACAGATAGAAGTTTATTATCCTGATAATATATCTTACTCCCCTAAATACTATGAGGCCAACCCATGCCCACATGGAAGAGATTATGCTAAGATGAGTAACAAGAAGGCCCGCCCTTCTCCAAGCACAAGTGTAAGCCAAATCGGACAAGCCATTGGCAACTAACGAACTCAACCCAAGAGAGCAATGTGGTATCACAAAAAAACCTAGAAAACCCCACAACCTAAATATCGTTACCCCCACACTGGAGTGCAACAAAGGAAAGACTAAAAGAAAAGGAAGGAACTCGGCAAACACAAGCCTCGCCTGTTTACCAAAAACATCGCCTCCTGCAACACAACCAAGTATAGGAGGTCCAGCCTGCCCAGTGACTACAAGTTCAACGGCCGCGGTATTTTGACCGTGCAAAGGTAGCGCAATCACTTGTCTTTTAAATAGAGACCTGTATGAATGGCTAAACGAGGGCTTAACTGTCTCCCCTTTCCAGTCAGTGAAATTGATCTACCCGTGCAGAAGCGGGTATAATAATACAAGACGAGAAGACCCTTTGGAGCTTAAGGTACAAAACTCAACCACGTTAAGCAACTCAATAAAAAGTGAAAACTTTGTGGAACATGAGATTTTACCTTCGGTTGGGGCGACCACGGAGGAAAAAAAAGCCTCCAGGTGGAACGGGAAAATTTCCTAAAACTAAGAGAGACATCTCTAAGCCACAGAACATCTGACCAAATATGATCCGGCTAATACAAGCCGATCAACGAACCAAGTTACCCTAGGGATAACAGCGCAATCCTCTCCCAGAGTCCATATCGACGAGGGGGTTTACGACCTCGATGTTGGATCAGGACATCCTAATGGTGCAGCCGCTATTAAGGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGCAATCCAGGTCAGTTTCTATCTGTAACGCTACTTTTCTTAGTACGAAAGGATCGGAAAAGAGGGGCCAATGCTCAAGGCACGCCCCACCCCTAATTTATGAAAACAAATAAATAAAATAAAGGGAGGGCCAAAACCCCAGCTGGCCAAAATAAGGACATACTGGGGTGGCAGAGCATGGTAAATTGCGAAAGGCCTAAGCCCTCTTAACCAGAGGTTCAAATCCTCTTCCCAGTTTATGCTAAACACCCTAATAACCCACCTAATTAACCCCTTAGCCTACATCGTACCCGTACTTCTAGCAGTAGCCTTCCTAACACTTATTGAACGAAAGGTATTAGGATACATGCAACTACGAAAGGGACCAAACGTGGTAGGCCCATACGGATTACTACAACCAATTGCTGACGGAGTAAAACTCTTCATTAAAGAACCCGTCCGCCCATCTACATCCTCCCCATTTCTGTTTTTAGCTGCTCCAGTACTAGCACTAACCCTAGCCATGACCTTATGAGCACCAATACCTATACCTCACCCAGTAACTGATCTTAACCTAGGGATCCTCTTTATTCTGGCCCTATCAAGCTTTGCAGTATACTCAATCCTAGGATCAGGATGAGCATCAAATTCGAAATACGCCCTAATTGGAGCACTACGAGCCGTAGCCCAAACGATCTCATATGAAGTCAGCCTAGGACTTATCCTTTTATCCGTTATTATTTTCTCCGGGGGATATACACTACAAACATTTAATACCACTCAGGAAAGCATCTGATTACTAATTCCCGCCTGGCCTTTAGCCGCAATATGGTATATCTCAACACTAGCCGAAACAAACCGAGCACCATTCGACCTAACAGAAGGAGAATCTGAACTAGTGTCCGGCTTTAACGTAGAATATGCAGGAGGACCATTTGCACTTTTCTTTCTAGCCGAATACGCCAACATCCTTCTAATAAACACCCTCTCAGCTGTCTTATTTTTAGGAGCCTCACACATCCCAAACATACCAGAACTTACAACAATCAACCTCATAACTAAAGCTGCACTTCTATCCATTCTATTCCTATGAGTACGAGCCTCGTACCCACGATTCCGTTATGACCAACTAATACACCTAGTATGAAAAAATTTCCTCCCTCTCACACTAGCCTTTGTACTATGACATACCGCTCTGCCAATTGCACTAGCGGGGCTCCCCCCACAACTATAACTAAGGAACTGTGCCTGAGCACCCAAGGACCACTTTGATAGAGTGAATTACAGGGGTTAAAATCCCCTCAGTTCCTAGAAAGAAGGGAATTGACCCCTTACTCAGGAGATCAAGACTCCTGGTGCTTCCTTTACACCACTTTCTAAGGCGGGGTCAGCTAATGAAGCTTTCGGGCCCATACCCCGAACATGACGGTTAAAGTCCCTCCTCCGCCAATGAACCCATACGTACTTATAATTTTACTATCCAGCCTAGGACTAGGAACTACTCTAACCTTCGCCAGCTCTCACTGACTTCTAGCTTGAATAGGCCTAGAAATTAACACACTAGCAATTACCCCCCTAATAGCACAACACCACCACCCCCGCGCAGTAGAAGCAACAACAAAATACTTCTTAACCCAAGCCACTGCAGCAGCAATAATTCTATTTGCCAGCACAACAAATGCCTGAATAACAGGAGAATGGAACATCACCGACCTATCAGACCCCCTCGCTAACACAATATTTATAACCGCCCTAGCACTTAAGATTGGACTTGCACCAATACACTTCTGAATGCCCGAAGTTATACAAGGATTAGATCTATTAACAGGACTTATTCTCTCCACATGACAAAAACTTGCCCCCTTCGCACTTATCATTCAAACAGCACAAAACATTGACCCGCTACTATTAACACTACTAGGGGTAACATCTACATTAGTGGGCGGGTGAGGAGGCCTGAACCAAACCCAGCTACGGAAAATTCTAGCCTACTCCTCAATTGCACACATAGGATGAATAATTATTGTAATCCAATACGCCCCCCAGCTCACCCTAATTGCACTAGGGACATACATTATCATGACCTCCGCAGCATTCCTAACCCTAAAAATATCACTGACAACTAAACTCAGCACGCTAGCAACAACCTGATCAAAAAGCCCCATCCTAACGGCAACAACTGCCCTAGTATTATTATCACTAGGCGGCCTACCGCCGCTCACAGGGTTTATACCAAAATGATTAATTTTACAAGAACTGACAAAACAAGATCTCCCCATTATCGCCACAATCATAGCCCTAGCCGCCCTAATTAGCCTATACTTCTATCTACGACTATGCTACGCGATAACATTAACCATCTCCCCCAATACAACCAACTCAACCACCCCCTGACGAACCCAAACAACCCAAACCTCCATACCTCTAGCCCTATTTACCATAGCCACCCTTGGACTACTGCCAATGACCCCAACCATTCTAATACTAGCCACCTAGGGACTTAGGATAATATTAGACCAAAAGCCTTCAAAGCTTTAAGTAGAAGTGAAAATCTTCTAGTCCCTGATTAAGACCTACGAGAGATCAACTCGCATCTCCTGATTGCAAATCAGATACTTTTATTAAGCTAAGGCCTTACTAGATGGGAAGGCCTCGATCCTACAAACTCTTAGTTAACAGCTAAGCGCTCAAGCCAGCGAGCATCCATCTACTTTTCCCGCCGTTTAACTCAGAAAGGCGGGAAAAGCCCCGGCAGAGTATTAATCTACGTCTTCGGATTTGCAATCCAATATGTTTTCTTCACCACGGGGCTGATAGGAAGAGGACTTAAACCTCTGTCTTCGGGGCTACAACCCACCGCCTAAACACTCGGCTACCCTACCTGTGGCAATCACGCGCTGATTCTTCTCTACCAACCACAAAGACATTGGTACCCTTTATCTAGTATTTGGTGCCTGAGCCGGAATAGTAGGAACCGCTTTAAGCCTCCTCATCCGAGCTGAACTTAGTCAACCCGGATCACTTCTAGGTGATGACCAAATTTACAATGTAATTGTTACCGCCCACGCCTTCGTAATAATTTTCTTTATAGTAATGCCTATCCTCATTGGAGGATTCGGAAACTGACTTGTACCCCTGATAATCGGAGCCCCAGACATGGCATTCCCACGAATAAACAATATAAGCTTCTGACTTCTTCCCCCATCATTCCTGTTACTACTAGCTTCCTCTGGTGTTGAAGCCGGAGCTGGCACCGGATGGACAGTATACCCCCCTCTTGCAGGAAACCTGGCCCACGCAGGAGCATCAGTAGACCTAACAATTTTCTCACTACATTTAGCAGGTGTTTCATCAATCCTGGGGGCAATCAACTTCATTACTACAACCATTAACATAAAACCTCCAGCCATTTCCCAATACCAAACACCCCTATTTGTTTGATCCGTACTTGTAACCGCCGTCCTCCTTCTCCTATCACTACCTGTTCTAGCTGCCGGTATTACAATGCTTTTAACAGATCGAAATCTTAACACCACATTCTTTGATCCCGCAGGCGGGGGAGACCCAATTCTCTATCAACACTTATTCTGATTCTTTGGTCACCCAGAAGTTTACATTTTAATCCTTCCAGGATTTGGAATTATTTCTCACGTTGTAGCCTATTATTCAGGTAAAAAAGAACCATTTGGTTATATAGGAATAGTATGAGCCATAATGGCCATTGGCCTCCTAGGGTTCATTGTATGAGCCCACCATATGTTTACTGTCGGAATGGACGTAGACACCCGTGCATATTTTACATCCGCAACAATAATTATCGCAATTCCAACGGGTGTAAAAGTATTTAGCTGACTGGCTACACTTCACGGAGGATCAATTAAATGAGAAACACCAATACTATGAGCCCTAGGATTCATTTTCCTGTTTACAGTGGGAGGACTTACAGGAATTGTCCTCTCTAATTCATCACTTGATATTGTTCTCCACGACACCTATTATGTAGTAGCACATTTCCACTATGTACTATCAATGGGTGCCGTATTCGCAATTATGGCAGCCTTTGTACACTGATTCCCCCTACTAACAGGGTACACTCTGCATAGCGCTTGAACAAAAATCCACTTTGGGGTTATATTTATCGGAGTTAACCTCACATTCTTCCCACAACACTTCCTGGGTCTAGCAGGAATACCACGACGGTATTCTGATTATCCAGACGCTTATGCCCTATGAAATACAGTATCATCTATCGGATCCCTAATCTCCCTAGTAGCGGTAATTATGTTCCTATTTATTCTATGAGAAGCCTTCGCCGCTAAACGAGAAGTGTTATCTGTAGAACTAACAATAACAAATGTGGAATGACTCCATGGCTGCCCCCCTCCTTACCACACATACGAGGAACCAGCATTTGTTCAAATTCAATCAAATTAACGAGAAAGGGAGGAATTGAACCCCCATATGCTGGTTTCAAGCCAGCCACATAACCACTCTGTCACTTCCTTCTAAAGACATTAGTAAAATGAAGATTACATCACCTTGTCAAGGTGAAATTGTAGGTTAAATCCCTGCATGTCTTACACTTAAAATTAATGGCACACCCAACGCAACTAGGATTCCAAGACGCGGCATCACCCGTTATAGAAGAACTTCTTCACTTCCATGACCACGCATTAATAATTGTGTTTTTAATTAGCACCCTAGTGCTATATATTATTATTGCAATGGTATCAACCAAACTTACTAATAAATATATTTTAGACTCCCAAGAAATCGAAATTGTATGAACTATTCTACCAGCCGTTATTTTAGTATTAATTGCTCTACCATCCCTACGAATTCTTTACCTTATGGACGAAATTAATGATCCCCACCTAACAATCAAAGCAATAGGACACCAATGATACTGAAGCTATGAATATACAGATTACGAAAACCTAGGATTTGACTCTTATATAGTACCTACCCAAGACCTTGCCCCAGGACAATTCCGACTCTTAGAAACAGACCATCGAATAGTTGTCCCAATAGAGTCCCCAGTCCGTGTCTTAGTATCCGCTGAAGACGTACTACACTCCTGAGCCGTTCCATCTTTAGGTGTAAAAATAGACGCAGTCCCAGGCCGACTAAATCAAACTGCTTTCATCGCCTCACGCCCAGGAGTATTCTACGGACAATGCTCTGAAATCTGCGGAGCAAATCATAGCTTTATACCAATTGTAGTTGAAGCAGTACCACTAGAACACTTCGAAAACTGATCCTCACTAATACTAGAAGACGCCTCGCGAGGAAGCTAAATATTGGACAAAGCGTTGGCCTTTTAAGCCAAAGATTGGTGATTCCCGACCACCTCTAGTGAAATGCCACAATTAAACCCAGGCCCTTGATTTGCAATCTTAGTATTTTCTTGACTAGTTTTCTTAACTATTATTCCAACTAAAATCTTAAGCCACATCTCACCAAATGAACCAACCCCAGTAAGTGCTGAAAAACACAAAACTGAATCCTGAGACTGACCATGATAGTAAGCTTCTTCGACCAATTTGCAAGCCCATCCTACCTAGGAATTCCACTAATTGCCATCGCAATTGCACTACCCTGAGTACTTTACCCAACTTCATCATCTCGATGAATTAATAACCGGCTTATTACAATTCAAGGATGATTTATTAATCGATTTACAAATCAACTAATACTCCCACTAAATGTAGGAGGACATAAATGAGCCCTACTACTAGCCTCCCTAATAATTTTCTTAATTACGATTAACATGTTAGGGCTCCTGCCATATACCTTTACACCAACGACACAACTATCACTCAATATAGGGTTTGCTGTACCACTATGACTTGCTACAGTAATTATCGGAATACGAAATCAACCAACAGTAGCTTTAGGTCACCTGTTACCAGAAGGTACACCCATCCCCCTGATTCCAGTACTAATTATTATCGAAACAATTAGTCTATTTATTCGACCATTAGCCCTAGGAGTCCGACTCACAGCCAACTTAACTGCAGGCCACCTTCTAATTCAACTCATTGCCACAGCTGTATTTGTCCTCCTACCAATGATACCAACAGTAGCAATTCTAACCGCCACAGTATTATTTTTACTAACACTATTAGAAGTAGCCGTAGCAATAATTCAAGCTTATGTATTTTTACTTCTTCTAAGCCTATACCTACAAGAAAACGTTTAATGGCCCACCAAGCACATGCCTATCATATAGTTGATCCAAGCCCATGACCACTAACCGGAGCTATCGCTGCCCTACTAATAACATCCGGCTTAGCAATCTGATTTCACTTCCACTCAACAACATTAATAACTCTAGGACTAATTCTCCTACTTCTTACTATGTATCAATGATGACGTGACATCATTCGAGAAGGAACCTTCCAAGGCCACCACACACCCCCAGTACAAAAAGGACTACGATACGGAATAATCTTATTTATTACCTCCGAAGTATTCTTCTTCCTAGGATTCTTCTGAGCATTCTACCACTCGAGTTTAGCACCTACCCCAGAACTAGGTGGATGCTGACCTCCCACAGGAATCACCCCCCTAGACCCATTTGAAGTGCCCCTTCTCAACACAGCTGTACTATTAGCATCCGGGGTTACAGTTACATGAGCCCACCACAGCATTATAGAAGGGGAACGAAAACAAGCTATTCAATCCCTAGCATTAACCATTCTACTTGGACTCTACTTTACTGCTCTCCAAGCTATGGAATATTATGAAGCACCCTTCACAATTGCAGACGGAGTATATGGCTCAACATTCTTTGTAGCTACAGGATTCCATGGACTCCATGTTATTATTGGATCAACCTTCCTAGCAGTATGCCTTCTACGCCAAATCCAATACCACTTTACATCCGAACACCACTTCGGCTTTGAAGCCGCTGCCTGATACTGACACTTTGTCGACGTAGTATGACTATTCCTCTACGTGTCTATCTATTGATGAGGCTCATAATCTTTCTAGTATTAAAGTTAGTACAAGTGACTTCCAATCACACAGTCTTGGTTAAACCCCAAGGAAAGATAATGAATCTAATTATGACCATTTTAACTATTACAGCCGCCCTTTCACTAATTTTAGCAACCATTTCTTTCTGACTCCCACAAATAAACCCAGACGCAGAAAAGCTATCACCATACGAATGTGGATTTGACCCACTGGGATCTGCCCGATTGCCATTTTCTTTACGCTTCTTCCTAGTAGCTATTTTATTTCTTCTCTTTGACCTAGAAATTGCCCTTCTCCTCCCATTACCCTGAGGGGATCAACTTAACAATCCTACTGGAACATTCTTCTGAGCCACAACAGTCCTAATCTTATTAACCCTAGGACTAATTTATGAATGAACTCAAGGTGGCTTAGAATGAGCAGAATAGGGAGCTAGTCCAAAACAAGACCTCTGATTTCGGCTCAGAAAATCGTGGTTTAATTCCACGGCCCCCTTATGACACCCGTACATTTTAGCTTTAGCTCAGCATTCATCTTAGGCCTAATAGGACTGGCATTTCACCGGACCCACCTACTCTCCGCACTCTTATGTTTAGAAGGAATAATATTATCCCTATTTATTGCACTGGCCCTATGAGCCCTACAATTTGAATCTACAGGATTTTCAACGGCCCCCATATTACTTTTGGCCTTCTCTGCTTGCGAAGCTAGCACTGGTCTGGCCCTACTAGTTGCCACTGCTCGTACCCACGGCACTGACCGACTACAAAACCTCAATCTTCTACAATGCTAAAAGTACTTATCCCCACATTTATATTATTCCCAACAATTTGATTAACTTCTCCTAAATGACTATGGACAGCTACAACCGCACACAGCCTCCTAATTGCCTCCATTAGCCTAATATGATTTAAATGGACATCTGAAACTGGATGAACTTCCTCCAACACATACTTAGCCACAGATCCACTATCAACCCCCCTTTTAGTACTAACATGCTGACTACTTCCCCTTATAATTTTAGCCAGCCAAAACCACATTAATCCAGAGCCAATTAGCCGACAACGATTGTATATTACGCTCCTGGCCTCACTACAAGCCTTTCTAATTATAGCATTCGGCGCCACACAAACTATTATATTTTATATTATATTTGAAGCTACACTTATCCCAACCCTTATCATTATTACCCGATGAGGAAATCAAACCGAACGACTCAATGCAGGAACCTACTTCTTGTTTTATACCCTAGCAGGATCACTCCCGCTCTTAGTTGCCCTTCTCCTTCTCCAGCAATCTACGGGCACACTATCAATATTAGTTCTCCAATATTCACAACCTCTACAACTCAATTCTTGAGGCCATATAATCTGATGAGCTGGCTGCCTAATCGCATTTTTAGTTAAAATACCATTATATGGAGTACACCTTTGACTACCAAAAGCACATGTAGAAGCCCCTGTAGCAGGATCAATAGTACTAGCAGCAGTCTTACTAAAGCTAGGTGGATACGGAATAATACGAATAATAGTGATATTAGACCCCCTATCAAAAGAACTGGCCTACCCATTTATTATTTTAGCCCTATGAGGCATTATTATAACAGGGTCAATTTGCCTCCGACAAACAGACCTAAAATCACTAATCGCCTACTCATCCGTAAGTCACATGGGCCTTGTAGCAGGCGGAATTTTAATCCAAACCCCATGAGGATTTTCAGGAGCAATTATTTTAATAATTGCCCACGGATTAGTCTCCTCAGCACTATTTTGCTTAGCCAACACAGCTTATGAACGAACACACAGCCGAACAATAATCCTTGCCCGAGGACTACAAATTATTTTTCCACTAACCGCAGTATGGTGATTCATTGCTAACCTAGCTAACCTAGCACTCCCACCACTGCCAAACCTAATAGGAGAACTCATAATCATTACAACACTATTTAACTGATCCCCATGAACAATTCTACTTACAGGTCTAGGAACACTTATTACAGCTGGCTACTCCCTATATATGTTCCTTATATCACAACGAGGCCCTACACCAAATCACATTACGGGACTCCAACCATTTCATACCCGAGAACACCTACTGATAACACTACACCTAGTTCCCGTCATCCTATTGGTAACAAAACCAGAACTCATATGAGGATGATGCTACTGTAAGTATAGTTTAGCCAAAATATTAGATTGTGATTCTAAAGATAGGAGTTAAAGTCTCCTTACTCACCAAGGGAGAACAGAAAATAGCAAGCACTGCTAATCCTTGCCCTCCATGGTTAAAATCCATGGCTTCCTTGCGCTTTTAAAGGATAACAGTTCATCCGTTGGTCTTAGGAACCAAAAACTCTTGGTGCAAATCCAAGTAGAAGCTAAAATGACATTAATTATACACTCATCACTTCTCCTAATCTTTTTTATTTTAGTGTACCCGCTACTTACTACATTAAACCCCAACCAACAAGGATCAAACATAGCAGGAATAACCAAAATTGCCGTTAGTTCCGCATTCTTCATTAGTCTCTTACCATTAATAATTTTTCTGAATTTAAAAACAGAAGGAATTATCACAAACTGACAATGAATGAATACCCAAACATTTGACGTAAACATCAGCTTTAAATTTGACCACTACTCCCTAATTTTTGTCCCAATTGCCCTCTATGTAACCTGATCAATTCTAGAGTTCGCACTGTGATATATACACTCCGACCCCTATATCGACCGATTCTTTAAATATCTACTCACGTTTTTAGTAGCCATAATTATTCTAGTTACAGCTAACAATATATTTCAACTATTTATTGGTTGAGAAGGAGTAGGAATCATATCCTTCTTACTTATCGGATGATGGCACGGACGGGCAGATGCCAACACAGCCGCTCTTCAAGCCGTAATCTACAACCGGGTAGGAGACATCGGGTTAATCATAACTATGGCCTGATTTGCAATGAACCTTAACTCCTGAGAAATTCAACAAATCTTTGTCTTATCAAAAAACTTCGATTTAACAATTCCCTTAATAGGACTTGCTCTAACAGCAACGGGAAAATCAGCCCAATTTGGCCTCCACCCCTGACTTCCCTCCGCCATGGAGGGCCCTACACCAGTATCTGCCCTACTCCACTCAAGTACTATAGTTGTTGCAGGAATTTTCCTGTTTATCCGCCTTCACCCCCTCATAGAAAATAACCAGTTAGCTCTAACAACCTGCCTATGCCTTGGAGCACTAACCTCACTATTCACAGCCACCTGTGCTCTAACCCAAAACGATATCAAGAAAATTGTAGCTTTCTCAACATCTAGTCAATTAGGCCTAATAATAGTTACAATTGGACTAAACCAACCACAACTAGCATTCCTTCACATCTGCACCCATGCTTTCTTTAAAGCCATACTATTCCTATGCTCAGGGTCCATTATTCACAGCCTAAACGACGAACAAGATATCCGAAAAATAGGAGGCCTATTTAATATTATACCTGCAACCTCAACTTATTTTACGATTGGTAGTTTAGCACTAACAGGAACCCCCTTCCTGGCAGGATTCTTCTCAAAAGACGCAATTATTGAAGCACTAAACACCTCCCACCTAAACGCCTGAGCCCTAACCCTGACATTAATTGCCACATCATTCACCGCAGTATACAGTTTCCGATTAGTATATTTTGTAGTTATAGGAACCCCACGATTCCTGGCCCTCTCCCCAATTAACGAAAATAATCCACTAGTGATTAACTCCATTAAACGACTCGCTTGAGGAAGCATTATTGCAGGCCTCATTATTACACAAAACTTCCTACCAATAAAAACCCCAATTATGACAATACCAGCACCCCTGAAAATAGCAGCCCTTCTCGTAACAATTGCAGGCCTACTAGTAGCCATAGAACTAGCCAACATGACGAGCAAACAAGTAAAAATTATTCCAATAATCCCATTACACCATTTCTCAAATATATTAGGATTTTTCCCCGCAATCATTCACCGACTCCTTCCAAAGCTTAAACTTACCTTAGGTCAGTCAGCCGCCACTCAACTAGACAAAACGTGATTAGAAGCCATAGGACCAAAAGGCCTAGCACTAACACAAATGACCATAGCAAAAGTTACAAACGACATCTCACGAGGAATAATTAAAACATACCTAACTATTTTCCTCCTAACCCTAATTCTAGCTATCCTACCTGTTCTCCTCTAAACTGCACGAAGGGCCCCACGACTTAAACCACGAGTGAGTTCCAACACAACAAGCAGGGTTAAAAGCAGCACCCAAGCACAAATCACCAATATTCCCCCACCCGATGAGTATATCACAGCTACCCCACTAACATCTCCACGTAAAACGGAGAACTCCTTCAGTCCATCAACAACCACCCACGATCCTTCATATCAGCCCCCTCAAAAGAACCCTGCCACCAAACCAACCCCTAAAAGATATACTAACACATAACCTAAAACGGAACGACTACCCCAGGCTTCAGGATAAGGCTCGGCGGCCAAAGCCGCTGAATAAGCAAAAACTACAAGCATCCCCCCTAGATAGATTAAAAAGAGAACTAAAGATAAAAAAGAGCCCCCATGACCAACCAAAACCCCGCATCCAACCCCAGCTGCAACCACTAAACCAAGAGCAGCAAAATAAGGAGTAGGATTAGAAGCAACAGCAACTAACCCCACAACCAAAGCTATTAATAATAAAAACATGAAATAGGTCATAATTCTTGCTCAGACTTTAACCGAGACCAATGACTTGAAGAACCACCGTTGTTATTCAACTACAAGAACCATTAATGGCAAGCCTACGAAAGACACACCCCCTCATTAAAATCGCTAATGACGCACTAGTTGACCTACCCACACCATCCAACATTTCAGCATGATGAAACTTTGGCTCTCTACTAGGATTATGCTTAATTACTCAAATTCTAACCGGCTTATTTCTAGCTATACACTATACCTCAGACATTTCAACCGCATTCTCATCCGTTACCCACATCTGCCGAGATGTAAACTACGGCTGACTAATTCGTAATATTCACGCCAATGGAGCATCATTCTTCTTCATCTGTATTTACATACACATTGGCCGAGGCCTATATTATGGATCATACCTTAACAAAGAAACCTGAAACATTGGAGTAGTTCTCCTACTCCTAGTTATAATGACAGCCTTTGTCGGTTATGTTCTTCCATGAGGACAAATGTCCTTTTGAGGCGCTACAGTAATCACAAACCTTCTATCCGCCGTGCCATATATAGGAGATATATTAGTTCAATGAATTTGAGGAGGCTTCTCCGTAGACAATGCAACATTAACACGATTCTTTGCATTTCACTTCCTTCTACCATTCATTATCGCCGCCGCTACTGTCATTCACCTACTGTTTCTCCACGAAACAGGATCAAATAACCCCATCGGACTGAACTCAGACGCAGACAAAATTTCTTTCCACCCATACTTTTCATACAAAGACCTCCTTGGGTTCGTGATTATACTACTAGCCCTCACACTCCTGGCATTATTCTCCCCAAACCTTTTAGGAGACCCAGAAAACTTCACTCCAGCCAATCCCCTGGTTACTCCCCCTCATATTAAACCAGAGTGATATTTCCTGTTTGCCTACGCCATTCTCCGATCAATTCCCAACAAACTAGGAGGAGTTCTTGCACTACTATTCTCCATCCTCGTACTAATAGTGGTACCCCTATTACATACCTCAAAACAACGAGGACTAACGTTCCGCCCAATCACCCAATTCCTATTTTGAACTCTAGTCGCAGACATGATTATCCTGACATGAATTGGAGGAATACCAGTAGAACATCCATTCATTATCATCGGACAAATCGCATCCGTCCTATATTTCGCACTGTTCCTTGTTCTCTTCCCACTAGCAGGATGATTAGAAAATAAAGCACTGAAATGAGCTTGCCCTAGTAGCTTAGCATAAAAGCATCGGTCTTGTAATCCGAAGATCGGAGGTTAAATTCCTCCCTAGCGCCCAGAAAAGAGAGATTTTAACTCTCACCCCTGGCTCCCAAAGCCAGAATTCTAAACTAAACTATTTTCTGG", "Rattus norvegicus": "GTTAATGTAGCTTATAATAAAGCAAAGCACTGAAAATGCTTAGATGGATTCAAAAATCCCATAAACACAAAGGTTTGGTCCTGGCCTTATAATTAATTGGAGGTAAGATTACACATGCAAACATCCATAAACCGGTGTAAAATCCCTTAAAGATTTGCCTAAAACTTAAGGAGAGGGCATCAAGCACATAATATAGCTCAAGACGCCTTGCCTAGCCACACCCCCACGGGACTCAGCAGTGATAAATATTAAGCAATGAACGAAAGTTTGACTAAGCTAGTACCTCTCAGGGTTGGTAAATTTCGTGCCAGCCACCGCGGTCATACGATTAACCCAAACTAATTATTTTCGGCGTAAAACGTGCCAACTATAAATCTCATAATAGAATTAAAATCCAACTTATATGTGAAAATTCATTGTTAGGACCTAAGCCCAATAACGAAAGTAATTCTAATCATTTATATAATGCACGATAGCTAAGACCCAAACTGGGATTAGATACCCCACTATGCTTAGCCCTAAACCTTAATAATTAAACCTACAAAATTATTTGCCAGAGAACTACTAGCTACAGCTTAAAACTCAAAGGACTTGGCGGTACTTTATATCCATCTAGAGGAGCCTGTTCTATAATCGATAAACCCCGTTCTACCTTACCCCTTCTCGCTAATTCAGCCTATATACCGCCATCTTCAGCAAACCCTAAAAAGGCACTAAAGTAAGCACAAGAACAAACATAAAAACGTTAGGTCAAGGTGTAGCCAATGAAGCGGAAAGAAATGGGCTACATTTTCTTTTCCCAGAGAACATTACGAAACCTTTATGAAACTAAAGGACAAAGGAGGATTTAGTAGTAAATTAAGAATAGAGAGCTTAATTGAATAGAGCAATGAAGTACGCACACACCGCCCGTCACCCTCCTCAAATTAGATTGACATTCACATATACATAATTTCACTAACAAATTTATGAGAGGAGATAAGTCGTAACAAGGTAAGCATACTGGAAAGTGTGCTTGGAATAATCACAGTGTAGCTTAATCACAAAGCATCTGGCCTACACCCAGAAGAATTCATAAAAAATGAACACTTTGAACTAACCCTAGCCCTACAACCAACCAACATAACTAAACCCCCACATAAACTAAAACATTTAACTCAAAAAGTATTGGAGAAAGAAATTTACTTACCAAGAGCTATAGAGAAAGTACCGCAAGGGAAATGATGAAAGACTAATTTAAAGTAAAAACAAGACAAAGATTAAACCTGTACCTTTTGCATAATGAATTAACTAGAAAATCCTTAACAAAAAGAATTTAAGCTAAGAACCCCGAAACCAAACGAGCTACCTAAAAACAATTTCATGAATCAACCCGTCTATGTAGCAAAATAGTGGGAAGATTTTTAGGTAGAGGTGAAAAGCCTATCGAGCTTGGTGATAGCTGGTTGCCCAAAAAAGAATTTCAGTTCAAACTTTAAGCTTCCATCAGAACAACAAATCAAAATGTAAACTTAAAATATAGCCAAAAGAGGGACAGCTCTTTAGGAAACGGAAAAAACCTTAAATAGTGAATAAACAACTACAATCACTTAACCATTGTAGGCTTAAAAGCAAGCCATCAATAAAGAAAGCGTCAAGCCACATCATCTTACACACACACTAATTCCACAAACCTCAAAAATTCCAAAATTACAAATTGGGCTAAATCTATGATCCTAGTGAATACTGTTAATATGTGAACAAGAACCAATCCACCAAGCACAAGTGCTAAGACAACCGGATAACCATTGTTAATTATTGAATCATAGGCATAACCCAACAATAGAATTACCTATCCCTAACTCGTTAGCCCAACACAGGCGTGCTTTAAGGAAAGTTTAAAAAAGTAAAGGAACTCGGCAAACACGAACCCCGCCTGTTTACCAAAAACATCTCCTCTAGCATAACAAGTATTAGTGGCATCGCCTGCCCAGTGACTAAAGTTCCACGGCCGCGGTATCCCGACCGTGCAAAGGTAGGATAATCACTTGTTCCTTAATTAGGGACTAGAATGAATGGCTAAACGAGGGTCCAACCGTCTCTTACTTGCAATCAGTGAAATTGACCTTCCAGTGAAGGGGCGGACTCATAATAAAAGACGAGAAGACCCTATGGAGCTTTAATTTACTAATTTCAATTTATATAAAAAAACCTAATGGGCGAAAACAACAAAATTATGAACTACCAAATTTCGGTTGGGGTGACCTCGGAGAATAAAAAATCCTCCGAATGATTATAACCGAGTCGGTAACCGTGTCCGACCCAGTCAAGTAATACTAATATCTTATTGACCCAATTATTGATCAACGGACCAAGTTACCCTAGGGTAACAGCGCGACCTATTTAAGAGTTCATATCGACAATTAGGGTTTACGACCTCGATGTTGGATCAGGACATCCCAATGGTGCAGAAGCTATTAATGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTAAGTCCGGCAATCCAGGTCGGTTTCTATCTATTTACAATTTCTCCCAGTTACGAAAGGACAAGAGAAATGGAGACCAACCAATCCTAGGCTTCCAACCAATTTAGAAAAACTTAATAAAGTATATATGTACAATAAATAACCTTAGACCCAAGTTATTAGGGTGGCAGAGCCAAGTAATTGCGTAAGACTTAAAACCTTGTTCCCAGAGGTTCAAATCCTCTCCCTAATAGTGTACTTTATTAATATCCTAACACTCCTAATCCCAATCTTAATTGCCATAGGCCTTCTCACCCTAGTAGAACGGAAAATCCTAGGCTACATACAATTACGCAAAGGCCCCAACAACGAAGGCCCATATGGTAAACTACAACCATTTGCAGATGCCATAAAACTATTCATAAAAGAACCCATACGCCCTCTAACCACCTCAATATCACTATTTATTATCGCCCCAACCCTCTCCCTTACACTAGCTCTAAGCCTATGAATTCCCTTACCAATACCCCACCCCCTTATCAACCTCAACCTAGGCATACCATTTATTCTAGCCACATCCAGCCTTTCGGTCTACTCCATTCTATGATCGGGATGAGCCTCAAATTCAAAATACTCCCTATTCGGAGCCCTACGAGCCGTTGCCCAAACCATCTCTTACGAAGTCACAATAGCCTTATACCTCTTATCCGTCCTCCTAATAAGCGGCTCCTTCTCCCTACAAATACTTATCACTACACAAGAACATATCTGACTATTAATCCCCGCCTGACCAATAGCCATAATATGATACATTTCAACCCTCGCAGAAACAAATCGAGCTCCCTTCGACTTAACAGAAGGAGAATCAGAATTAGTCTCAGGCTTTAACGTCGAATACGCCGCAGGACCATTCGCCCTATTCTTCATAGCCGAGTACACCAACATTATTCTAATAAACGCCCTAACATCAATTGTATTCCTAGGCCCCTTATATCATATCAATTACCCTGAATTATACTCAACCAGCTTCATAACAGAAACACTACTTCTATCCACAACTTTCCTATGGATTCGAGCATCCTACCCCCGTTTTCGATATGACCAACTAATGCACCTCCTATGAAAAAATTTCCTCCCACTAACACTAGCATTCTGCATATGATACATTTCCCTGCCAATTTTCCTAGCAGGAATTCCACCCTACACATAGAAATATGTCTGACAAAAGAGTTACTTTGATAGAGTAAATAATAGAGGTTTAAATCCTCTTATTTCTAGGACAATAGGAATTGAACCTACACCTAAGAATTCAAAATTCTCCGTGCCACCAATACACCCTATCCTACATAGTAAGGTCAGCTAACTAAGCTATCGGGCCCATACCCCGAAAATGTTGGTTAAACCCTTCCCGTACTAATAAATCCAATTACCCTAACCATTATTTACTTAACCACCTTTAAAGGCCGCCTAATCACGACACTTAGCACCAACTTACCACCAATATGAGTAGGATTGGAAATAAGCCTTTTAGCTATCATCCCACTTCTAGCCAACAAAAAAAGCCCACGATCAACTGAAGCAGCAACAAAATATTTTCTAACCCAAGCTACAGCCTCAATAATTATCCTACTAGTCATCATCCTCAACTACAAACAATCAGGAATATGAACCCTTCAACAACAAACCAATAACATACTACTCAACATAATACTCATTTCACTGGCCATAAAACTTGGACTAGCCCCATTCCACTACTGACTACCCGAAGTCACCCAAGGAATTCCCCTACACATTGGATTAATCTTACTAACATGACAAAAAATTGCTCCACTATCAATTCTATACCAATTTTATCAACTCCTAAACCCAACTATCACCACCATTCTCGCAATTTCATCAGTCTTTGTTGGCGCCTGAGGAGGACTTAACCAGACCCAAACACGAAAAATCATAGCATACTCATCAATTGCCCACATAGGATGAATAACAGCAATCCTTCCATACAACCCTAACTTAACCCTCCTAAACTTAACAATTTACATCCTACTTACTGTTCCAATATTCAATTACATCATAACAAACTCAGCAACAACAATCAACACACTCTCACTCGCATGAAATAAAACTCCCATAATCCTAACCATAGCATCCATCATCCTCCTATCACTAGGAGGACTCCCCCCTCTCACAGGATTTTTACCAAAATGAGCAATTATCTCCGAGCTTCTAAAAAACAACTGCTCAACCCTATCAACACTAATAGCTATCATAGCCCTATTAAGCCTATTCTTCTATACTCGACTAATTTACTCTATATCCCTCACCACATTCCCAACCAACAACAACTCCAAAATAATCTCCCACCACCAAAACCCAAAACATAATTTTATCCTCCCAACCCTCACAGTATTAAGTACCCTAACCCTACCGCTTTCCTCCCAACTAATCACATAGAAGTTTAGGATATACAGTTCAAGAGCCTTCAAAGCCCTTAGAAAACAAACAAGTTTAACTTCTGATAAGGACTGTAAGACTATATCTTACATCTGTTAAATGCAAATCAACTGCTTTAATTAAGCTAAATCCTCAACTAGATTGGAAGGAATCAAATTCCTACGAAAATTTAGTTAACAGCTAAATACCCTACTTACTGGCTTCAATCTACTTCTCCCGCCTATCAGAAAAGAGGCGGGAGAAGCCTTAGTAGAGGAGATTCTCTACACCTTCGAACTTGCAATTCGACATGATAATCACCTTAAGGCTTTTTGGTAAAAAGGGGGCTCAACCCCTGTCTTTAGATTTACAGTCTAATGCTTACTCAGCCATTTTACCTATGTTCGTAAACCGTTGACTCTTTTCAACTAACCACAAAGATATCGGAACCCTCTACCTATTATTTGGAGCCTGAGCAGGAATAGTAGGGACAGCTTTGAGTATTCTAATTCGAGCTGAACTAGGACAGCCAGGCGCACTCCTAGGAGATGACCAAATCTATAATGTCATCGTCACAGCCCATGCATTCGTAATAATTTTCTTTATAGTAATACCTATAATAATTGGAGGCTTCGGAAACTGACTTGTACCACTAATAATTGGAGCCCCTGATATAGCATTCCCACGAATAAATAACATAAGCTTTTGACTGCTTCCTCCATCATTTCTACTCCTTTTAGCATCCTCCATAGTAGAAGCTGGAGCTGGAACAGGATGAACAGTATATCCCCCCTTAGCCGGAAACCTAGCCCATGCTGGGGTATCCGTAGATTTAACTATTTTTTCCCTCCACCTAGCCGGGGTGTCTTCTATCTTAGGAGCTATCAACTTTATCACCACTATCATTAATATAAAACCCCCTGCTATAACCCAATATCAGACACCTCTCTTTGTATGATCCGTACTAATTACAGCCGTCCTACTACTTCTCTCACTGCCAGTATTAGCAGCAGGTATCACTATACTCCTTACAGACCGAAATCTAAATACTACTTTCTTCGACCCCGCTGGAGGTGGAGACCCAATTCTTTATCAACACCTATTCTGATTCTTCGGCCACCCAGAAGTGTACATCTTAATTCTTCCAGGGTTTGGAATTATTTCACATGTAGTTACCTATTACTCTGGAAAAAAAGAACCCTTCGGATATATAGGTATGGTATGAACCATAATATCTATTGGCTTCCTAGGATTTATTGTATGAGCACATCACATATTCACAGTAGGCCTAGATGTAGACACCCGAGCCTACTTTACATCTGCCACTATAATTATCGCAATTCCTACAGGCGTAAAAGTATTCAGCTGACTCGCTACACTACATGGAGGAAATATCAAATGATCCCCCGCCATATTATGAGCCTTAGGGTTTATCTTCTTATTCACAGTAGGGGGCCTAACAGGGATCGTACTATCTAACTCATCCCTTGACATTGTACTTCATGATACATACTACGTAGTAGCTCACTTCCACTATGTCTTATCTATAGGAGCAGTATTCGCCATCATAGCTGGCTTCGTCCACTGATTCCCACTATTCTCAGGCTATACCCTAAATGACACATGAGCAAAAGCCCACTTTGCCATTATATTTGTAGGTGTAAACATAACATTTTTTCCTCAACACTTCCTAGGATTAGCAGGGATACCTCGTCGTTACTCTGATTATCCAGATGCTTATACCACATGAAATACAGTCTCCTCTATAGGCTCATTCATCTCACTTACGGCCGTCCTTGTAATGATCTTCATGATTTGAGAAGCCTTCGCATCAAAACGAGAAGTGCTCTCAATTTCCTACTCTTCAACTAACCTAGAATGACTGCATGGATGCCCCCCACCTTACCACACATTCGAAGAACCTTCCTATGTAAAAGTTAAATAAGAAAGGAAGGAATCGACCCCCTACAACTGGTTTCAAGCCAATTTCATAACCATTATGTCTTTCTCAATGAGATATTAGTAAAATAATTACATAACCTTGTCAAGGTTAAGTTATAGACCTAATCCTATATATCTTACATGGCTTACCCATTTCAACTTGGCTTACAAGACGCTACATCACCTATCATAGAAGAACTTACAAACTTTCATGACCACACCCTAATAATTGTATTCCTCATCAGCTCCCTAGTACTTTATATTATTTCACTAATACTAACAACAAAACTAACACACACAAGCACAATAGACGCCCAAGAAGTAGAAACAATTTGAACAATTCTCCCAGCTGTCATTCTTATTCTAATTGCCCTTCCCTCCCTACGAATTCTATACATAATAGACGAGATTAATAACCCAGTTCTAACAGTAAAAACTATAGGACACCAATGATACTGAAGCTATGAATATACTGACTATGAAGACCTATGCTTTGACTCCTACATAATCCCAACCAATGACCTAAAACCAGGTGAACTTCGTCTATTAGAAGTTGATAATCGGGTAGTCTTACCAATAGAACTTCCAATTCGTATACTAATCTCATCCGAAGACGTCCTGCACTCATGAGCCATCCCTTCACTAGGGTTAAAAACCGACGCAATCCCCGGCCGCCTAAACCAAGCTACAGTCACATCAAACCGACCAGGTCTATTCTATGGCCAATGCTCTGAAATTTGCGGCTCAAATCACAGCTTCATACCCATTGTACTAGAAATAGTGCCTCTAAAATATTTCGAAAACTGATCAGCTTCTATAATTTAAACTCATTGCGAAGCTTAGAGCGTTAACCTTTTAAGTTAAAGTTAGAGACAACAAATCTCCACAATGACATGCCACAACTAGACACATCCACATGATTTATTACAATCATCTCCTCAATAGCCACACTATTTATTTTATTTCAATTAAAAATTTCTTCCCAAACCTTTCCTGCACCTCCCTCACCCAAAACTATAGCCACAGAAAAAACGAATAACCCTTGAGAATCAAAATGAACGAAAATCTATTTGCCTCTTTCATTACCCCCACAATAATAGGTCTACCAATTGTTGTGACCATTATTATGTTCCCATCAATTCTATTCCCATCATCAGAACGCCTAATCAGCAACCGACTACACTCATTTCAACACTGACTAATCAAACTTATCATCAAACAAATAATGTTAATTCACACACCAAAAGGACGAACCTGAGCCCTAATAATTGTATCCCTAATTATATTTATTGGCTCAACCAACCTTCTAGGGCTTCTTCCCCATACATTTACCCCTACCACTCAGCTATCTATAGACCTAAGCATAGCCATCCCCCTATGAGCAGGAGCCGTAATTCTAGGTTTCCGACACAAACTAAAAAATTCTTTAGCCCACTTCTCACCGCAAGGAACCCCCATCTCACTAATTCCCATACTAATCATCATCGAAACTATCAGCCTATTTATTCAACCGATAGCACTAGCAGTACGACTAACAGCAAACATTACAGCAGGCCATCTATTAATGCATCTAATCGGAGGAGCTACCCTAGTACTTATAGACATCAGCCCACCAACCGCTACAATTACATTTATTATTCTACTTCTACTTACAGTACTTGAATTTGCCGTAGCCTTAATTCAAGCCTATGTATTCACCCTTCTAGTCAGCCTGTACCTACATGATAACACATAATGACCCACCAAACCCATGCATACCATATAGTAAACCCAAGCCCATGACCACTAACAGGAGCCCTATCAGCTCTTCTACTCACATCCGGCTTAGTAATATGATTCCATTACAACTCCACAATTCTCCTATCATTAGGCCTCCTGACAAACATCCTAACTATATATCAATGATGACGAGATATCATCCGTGAAGGAACATACCAAGGCCACCACACCCCTATTGTACAAAAAGGCCTCCGATACGGAATAATCCTGTTTATTGTCTCCGAAGTATTCTTCTTTGCCGGATTTTTCTGAGCATTTTATCATTCCAGCCTAGTTCCTACCCACGACCTAGGCGGTTGCTGACCCCCAACAGGAATCACCCCTTTAAATCCCCTAGAAGTACCCCTTCTAAATACATCAGTCCTCTTAGCATCAGGAGTCTCAATTACATGAGCCCATCACAGCCTAATAGAAGGCAACCGAAACCATATAAACCAAGCCCTACTAATCACCATTCTCTTAGGATTATATTTCACTATCTTACAAGCCTCAGAGTATTTCGAAACATCATTTTCTATCTCAGACGGAATTTACGGCTCAACATTCTTCATAGCAACGGGATTTCATGGCCTCCACGTAATTATTGGCTCAACTTTCCTAATTGTCTGTCTACTACGACAACTAAAATTCCACTTCACATCAAAACATCATTTCGGATTTGAAGCCGCAGCATGATACTGACACTTCGTAGATGTAGTTTGACTATTCCTATACGTTTCTATCTATTGATGAGGATCCTACTCCCTTAGTATAAACAATACAACTGACTTCCAATCAGTTAATTCTGAAAAAACTCAGAAGAGAGTAATTAACCTACCCATTATCATCACAATTAACATCACCTTATCCTTTATCCTCATTTCAATTGCATTCTGATTGCCTCAAATAAACTTATACTCCGAAAAAGCAAACCCATATGAATGTGGCTTCGACCCAACAAGTTCTGCACGCCTTCCTTTTTCAATAAAATTTTTCTTAGTAGCCATTACATTTCTACTATTCGACCTAGAAATCGCCTTACTACTTCCCCTCCCATGAGCGATTCAAACAACCAATACCACTACAATAATAGCAACTGCCTTTATTTTAGTCACTATTTTGTCTCTTGGCCTAGCCTACGAATGAACACAAAAAGGACTAGAATGAACAGAATAATTGGTAATTAGTTTAAATAAAATTAATGATTTCGACTCATTAGATTATGATAATAATCATAATTACCAACAATGACATCTGCTTTCCTAAATTTAACTATAGCCTTTACATTATCTCTACTAGGTACTTTTATATTTCGCTCCCACCTAATATCCACTCTCCTCTGCCTAGAAGGAATAATACTATCACTATTTGTCATAACTTCAACATCCACATTAAACTCCAACTCCATAATCTCCATAACCATCCCAATTACCATTCTAGTTTTTGCAGCCTGCGAAGCAGCAGTAGGTTTAGCCTTACTAGTAAAAATTTCAAATACTTACGGAACAGACTACGTACAAAACCTCAACCTTCTACAATGTTAAAAATTATTTTCCCATCTATCATACTCCTCCCACTAACATGACTCTCAGCCAACAAAAAAATCTGAACCAATGTCACCTCCTACAGCTTTCTAGTGAGCCTATTAAGCTTATCACTCCTATGACAAAATGACGAAAATTACCTAAATTTCTCAGTTATATTCTCCTCCGATCCATTATCCACCCCACTAATCATTCTAACAACTTGACTCCTCCCACTAATAATGCTCGCTAGCCAAAATCACATAAAAAAAGAAAATATAATGCATCAAAAACTTTACATCTCAATACTTATTAGCCTCCAAATTTTACTCATCATAACATTCTCCGCAACAGAACTAATTTTATTTTATATCCTGTTCGAGGCCACTCTAATCCCAACACTAATTATCATTACACGATGAGGCAACCAAACAGAACGCTTAAATGCAGGAATTTATTTCCTGTTTTATACACTAATTGGCTCCATCCCACTCTTAATTGCCCTCATTTCAATCCAAAACTCAATAGGAACACTCAACTTCCTAATCCTTTCCCTCACAACACACCCCCTACCCTCAACATGATCCAACACCATTCTATGACTAGCATGTATAATAGCATTTATAATCAAAATACCATTATACGGAGTCCATCTATGATTACCAAAAGCCCACGTAGAAGCTCCAATTGCAGGCTCTATAATTTTAGCAGCAATTCTCCTAAAGCTAGGGGGTTATGGGATAATACGAGTTTCCATCATTCTAGACCCCCTAACAAAATCTTTAGCCTACCCATTCATCATCCTCTCATTATGAGGCATAATTATAACTAGCTCAATCTGCCTACGCCAAACAGATCTAAAATCATTAATTGCTTACTCATCAGTAAGCCATATAGCCCTAGTCATCACAGCCATTATAATCCAGACACCATGAAGCTTCATGGGAGCCACAATACTAATAATCGCCCACGGCTTAACCTCATCACTCTTATTCTGCCTAGCAAACACCAACTACGAACGAATTCACAGCCGAACTATAATTATAGCTCGAGGATTACAAATAATCTTTCCATTGATAGCAACATGATGACTATTAGCAAGCTTAGCCAACCTAGCACTACCACCCCTAATTAACCTCATAGGCGAGTTATTCATTGTTATAGCAACATTTTCCTGATCGAACCCCTCTATCATCCTTATAGCAACTAACATTGTCATCACAGGAATATACTCAATATATATGATTATCACAACCCAACGAGGAAAACTAACCAGCCACATAAACAACCTCCAACCTTCCCACACACGAGAATTAACACTCATAGCTCTACACATTATTCCCCTCATACTATTAACAATCAACCCTAAACTCATCACAGGCCTAACAATATGTAGATATAGTTTACAAAAAACATTAGACTGTGAATCTAACAACAGGAAATCAAATTCCTTATTTACCAAGAAAGTATGCAAGAACTGCTAATTCATGCACCCATACCTAAAACATATGGCTTTCTTACTTTTATAGGATAGAAGTAATCCATTGGTCTTAGGAACCAAAAACCTTGGTGCAACTCCAAATAAAAGTAATAAATATAATAACAATCCTAATCCTCATAATTCTTGATTTACTTACAACACCAATCACATTTTCAATAACAATCTTAACCAAACTTATGTACTTCCGTCATATGCTCATTACATCAATTAAATTCTCATTCCTCCTTAGCCTCTTACCTTTACTACTATTCTTCCACCACAACACAGAATACATAATTACTAACTGACATTGACTAACTATTAATTCTATTAAACTTACTATAAGTTTCAAAATTGACTATTTCTCAATCCTATTCCTATCAGTATCCCTATTCGTAACATGATCAATTATACAATTCTCTTCATGATATATACACTCTGACCCCCACATTAACCGATTCATTAAGTACTTAATAATATTCCTGAATAACATACTAATCCTAACCTCAGCTAACAATCTATTCCAACTCTTTATTGGATGAGAAGGGGTAGGAATTATATCCTTCTTATTAATCGGATGATGATATGGCCTTGCAGACGCCAACACAGCGGCCCTCCAAGCAATCCTCTACAACCGAGTCGGAGACATTGGTTTCATCCTAGCTATAACCTGATTCTGCCTAAACATAAACTCCTGAGAACTCCAACAAATTTTCTTAACCAACACCAACAACAATCTAGTCCCTCTCACAGGACTACTAATTGCAGCCACAGGAAAATCCGCCCAATTCGGACTTCATCCATGACTCCCATCAGCTATAGAAGGCCCAACTCCCGTCTCTGCCCTACTACACTCAAGCACAATAGTTGTAGCAGGGATCTTCCTAATAATCCGATTCCACCCCCTAACCTCAAACAATAGTACTATTATAACAGCCATACTATGTCTTGGTGCAATCACCACATTATTCACAGCAATCTGTGCTCTCACCCAAAACGACATCAAAAAAATCGTAGCTTTCTCAACATCCAGCCAACTAGGCCTTATAATAGTCACATTAGGGATTAACCAACCCTACCTTGCTTTCCTCCACATTTGCACCCATGCATTCTTCAAAGCCATATTATTCATATGCTCCGGATCAATCATCCATATCCTCAACGATGAACAAGACATTCGAAAAATAGGCAATATAATAAAAGCAATACCATTCACATCATCTTGTCTCATTATCGGAAGCCTAGCCCTTACCGGAATACCTTTCCTCACAGGATTCTATTCAAAAGATCTCATCATCGAAGCCATCAACACGTGTAACACCAACGCCTGAGCCCTAATAATCACTTTAATCGCCACATCCATAACTGCTGTGTACAGCATACGGATCATCTACTTCGTCACCATGACAAAACCACGATACTCCCCACTAATTACTATTAATGAAAACAACCCAAACCTCATTAATCCAATCAAACGCCTAGCATTAGGAAGCATCCTAGCAGGCTTCCTTATCTCACTAAATATTCCTCCAACTAACATTCAAATTCTCACAATACCCTGACATTTAAAAATAACAGCCCTACTTATTACAATCCTAGGATTTGCCATTGCCCTAGAACTTAACAATTTAACACTAAATCTATCAATAAGCAAACCCACCAAACTATCATCATTCTCAACCTCCCTAGGCTACTACCCACCAATTATACCCCGAATTATTCCTCAAAAAACTCTAAATTCTAGCTACAAATTATCCTTAAACCTACTAGACCTAATCTGATCAGAAAAGACAATCCCAAAATCAACCTCAATCACCCAAACCCAACTATCTAAAATAATATCCAACCAAAAAGGACTAATCAAACTATATTTCCTATCATTTCTCATCACTATTTCACTAATTTTTATCTTACACACACTTAATCCCGAGTGATTTCAATAATAATAAAAATCCCCGCAAACAATGACCACCCAGCCACCACTATCATTCAAGTAGCACAACTATAAATAGCCGCAACCCCAATCCCCCCCTCCAACATAACCCCAACATCATCAATCTCATACATTAATCAATCGCCTAGACTATCAAAATCAACTAACTCCACCTTATTATTCAAACTAAACAAGTAGAACACTACCAACTCCATAAAAAGCCCTAAAACAAAAAAACTAAAAATAAACCAATTAGACCCTCAAGTTTCCGGATATTCCTCAGTAGCCATAGCAGTTGTATACCCAAATACAACCAACATCCCACCCAAATAAATTAAAAATACTATTAAACCTAAAAACGAACCCCCAAACCCTAAAACTATTAAGCACCCAATACATCCACTAACAATCAATCCAAACCCACCATAAATAGGTGAAGGCTTCAACGCCAACCCTAGACAACCAGTCAAAAACAGTAAACTTAAAATAAACATATAATTTGTCATTATTTCTACACAGCATTTAACTGTGACTAATGACATGAAAAATCATCGTTGTAATTCAACTATAGAAACATCTAATGACAAACATCCGAAAATCTCACCCCCTATTCAAAATCATCAACCACTCCTTTATCGACCTACCGGCCCCATCTAACATCTCATCATGATGAAACTTCGGTTCTCTACTAGGAGTATGCCTCATAGTACAAATCCTCACAGGCTTATTCCTAGCAATACACTACACGTCTGATACCATAACAGCATTCTCATCAGTCACCCACATCTGCCGAGACGTAAACTACGGCTGACTAATCCGATACCTACAAGCCAACGGCGCCTCAATATTTTTCATCTGCCTATTCCTCCATGTGGGACGAGGACTATACTATGGATCCTACACTTTCCTAGAAACCTGAAACATTGGGATCATCCTACTATTTGCAGTCATAGCAACTGCATTCATGGGCTATGTACTCCCATGAGGACAAATATCATTCTGAGGAGCTACAGTAATTACAAACCTATTATCAGCTATCCCTTACATTGGGACTACCCTAGTCGAATGAATCTGAGGAGGCTTCTCAGTAGACAAAGCAACCCTAACACGCTTCTTCGCATTCCACTTCATCCTCCCATTCATTATCGCCGCCCTTGCAATTGTACATCTTCTTTTCCTCCACGAAACAGGATCAAATAACCCCACAGGATTAAACTCCGACGCAGACAAAATCCCATTCCATCCATATTATACAATTAAAGACCTCCTAGGTGTATTTATATTACTATTATTCCTAATAACCCTAGTACTATTCTTCCCAGACCTACTAGGAGACCCAGACAATTATACACCCGCTAACCCCCTCAACACCCCACCCCACATCAAACCAGAATGATACTTTCTCTTTGCCTACGCTATTCTACGCTCCATTCCCAACAAACTAGGAGGGGTCGTAGCCCTAATCTTATCAATCCTAATCTTAGCCTTCCTACCATTCCTGCATACCTCAAAACAACGCAGCTTAACATTCCGCCCAATCACCCAAATCCTTTACTGAATCCTAGTAGCCAACCTCCTAGTCTTAACATGAATCGGAGGCCAACCAGTAGAACACCCATTTATCATTATTGGTCAACTAGCCTCCATCAGTTATTTTTCAATTATCCTCATTCTCATACCAATCTCTGGAATTGTTGAAGACAAAATGTTAAAATGAAATTAATGTCCCGATAGTATAAAAATTACTCTGGTCTTGTAAACCAAAAATGAAGAGTCAGTCTTCTCAGGACAATCAAGAAGAAGGAACTACCTCCCCACCATCAACACCCAAAGCTGATATTCTACTTAAACTACTTCTTGTCAGTACATAAAATGATATGGACATTAAAACATTTATGTATATCGTACATTAAATTATTTTCCCCAAGCATATAAGCATGTAATATATATCTAATGATTTAGGACATACATTTAAACTCAACTATAAATTCACAACAACATGTCTATTCTCAAATACATTAAGATAATGCTTATTAGACATATCTGTGTTATTAGACATGCACCATTAAGTCATAAACCTTTCTCTTCCATATGACTATCCCTGTCCCCAATTGGTCTCTATTTCTACCATCCTCCGTGAAATCAACAACCCGCCCACTCGTCCCCCTCTTCTCGCTCCGGGCCCATTCGTCCTGGGGGTGACTATACTGAAACTTTACCAGGCATCTGGTTCTTACTTCAGGGCCATCAATTGGTTCATCGTCCATACGTTCCCCTTAAATAAGACATCTCGATGGTAACGGGTCTAATCAGCCCATGATCAACATAACTGTGGTGATATACATTTGGTATTTTTTAATTTTCGGATGCCTTCCTCAACATAGCCGTCAAGGCATGAAGGTCAGCACAAAGTCCTGTGGAACCTTTTAGTTAAGGGTCATTTATCCTCATAGACAAAGCTCGAAAGACTATTTTATTCATGTTTGTAAGACATAAATATTTATAAATACTGAAAAATCTGTCAACAAACCCCCCCACCCCCTACACCTGAAACTTCAATGCCAAACCCCAAAAACATTAAAGCAAGAATTAAATAAAACAAAAAGCTACTTAATTCTTAAAAGGCTTCTCCATTCTAGTAGACCACAAAATTTTAACTTAAATCTTAGCATTGGTAAAATTTCCCGACACAAAATCTTTCCTCCTAACTAAACCCTCTTTACTTGCCTACCCTCAGAAAATTCCACATACACCAAA", "Homo sapiens neanderthalensis": "GATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTTCGTCTGGGGGGTGTGCACGCGATAGCATTGCGAGACGCTGGAGCCGGAGCACCCTATGTCGCAGTATCTGTCTTTGATTCCTGCCCCATTCCATTATTTATCGCACCTACGTTCAATATTACAGGCGAGCATACTTACTGAAGTGTGTTAATTAATTAATGCTTGTAGGACATAATAATAACGACTAAATGTCTGCACAGCTGCTTTCCACACAGACATCATAACAAAAAATTTCCACCAAACCCCCCCTCCCCCGCTTCTGGCCACAGCACTTAAACACATCTCTGCCAAACCCCAAAAACAAAGAACCCTAACACCAGCCTAACCAGATTTCAAATTTTATCTTTTGGCGGTATACACTTTTAACAGTCACCCCCTAACTAACACATTATTTTCCCCTCCCACTCCCATACTACTAATCTCATCAATACAACCCCCGCCCATCCTACCCAGCACACACCGCTGCTAACCCCATACCCCGAGCCAACCAAACCCCAAAGACACCCCCCACAGTTTATGTAGCTTACCTCCTCAAAGCAATACACTGAAAATGTTTAGACGGGCTCACATCACCCCATAAACAAATAGGTTTGGTCCTAGCCTTTCTATTAGCTCTTAGTAAGATTACACATGCAAGCATCCCCATTCCAGTGAGTTCACCCTCTAAATCACCACGATCAAAAGGGACAAGCATCAAGCACGCAACAATGCAGCTCAAAACGCTTAGCCTAGCCACACCCCCACGGGAAACAGCAGTGATAAGCCTTTAGCAATAAACGAAAGTTTAACTAAGCTATACTAACCCCAGGGTTGGTCAATTTCGTGCCAGCCACCGCGGTCACACGATTAACCCAAGTCAATAGAAGCCGGCGTAAAGAGTGTTTTAGATCACCCCCTCCCCAATAAAGCTAAAACTCACCTGAGTTGTAAAAAACTCCAGTTGACACAAAATAAACTACGAAAGTGGCTTTAACATATCTGAACACACAATAGCTAAGACCCAAACTGGGATTAGATACCCCACTATGCTTAGCCCTAAACCTCAACAGTTAAATCAACAAAACTGCTCGCCAGAACACTACGAGCCACAGCTTAAAACTCAAAGGACCTGGCGGTGCTTCATATCCCTCTAGAGGAGCCTGTTCTGTAATCGATAAACCCCGATCAACCTCACCACCTCTTGCTCAGCCTATATACCGCCATCTTCAGCAAACCCTGATGAAGGCTACAAAGTAAGCGCAAGTACCCACGTAAAGACGTTAGGTCAAGGTGTAGCCCATGAGGTGGCAAGAAATGGGCTACATTTTCTACCCCAGAAAACTACGATAGCCCTTATGAAACCTAAGGGTCGAAGGTGGATTTAGCAGTAAACTGAGAGTAGAGTGCTTAGTTGAACAGGGCCCTGAAGCGCGTACACACCGCCCGTCACCCTCCTCAAGTATACTTCAAAGGACATTTAACTAAAACCCCTACGCATTTATATAGAGGAGACAAGTCGTAACATGGTAAGTGTACTGGAAAGTGCACTTGGACGAACCAGAGTGTAGCTTAACACAAAGCACCCAACTTACACTTAGGAGATTTCAACTTAACTTGACCGCTCTGAGCTAAACCTAGCCCCAAACCCACTCCACCTTACTACCAAACAACCTTAGCCAAACCATTTACCCAAATAAAGTATAGGCGATAGAAATTGAAACCTGGCGCAATAGATGTAGTACCGCAAGGGAAAGATGAAAAATTATAACCAAGCATAATATAGCAAGGACTAACCCCTATACCTTCTGCATAATGAATTAACTAGAAATAACTTTGCAAGGAGAGCCAAAGCTAAGACCCCCGAAACCAGACGAGCTACCTAAGAACAGCTAAAAGAGCACACCCGTCTATGTAGCAAAATAGTGGGAAGATTTATAGGTAGAGGCGACAAACCTACCGAGCCTGGTGATAGCTGGTTGTCCAAGATAGAATCTTAGTTCAACTTTAAATTTACCCACAGAACCCTCTAAATCCCCTTGTAAATTTAACTGTTAGTCCAAAGAGGAACAGCTCTTTGGACACTAGGAAAAAACCTTGTAGAGAGAGTAAAAAATTTAACACCCATAGTAGGCCTAAAAGCAGCCACCAATTAAGAAAGCGTTCAAGCTCAACACCCACTACCTAAAAAATCCCAAACATATAACTGAACTCCTCACACCCAATTGGACCAATCTATCACCCTATAGAAGAACTAATGTTAGTATAAGTAACATGAAAACATTCTCCTCCGCATAAGCCTGCGTCAGATTAAAACACTGAACTGACAATTAACAGCCCAATATCTACAATCAACCAACAAGTCATTATTACCCTCACTGTCAACCCAACACAGGCATGCTCATAAGGAAAGGTTAAAAAAAGTAAAAGGAACTCGGCAAATCTTACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATTACCAGTATTAGAGGCACCGCCTGCCCAGTGACACATGTTTAACGGCCGCGGTACCCTAACCGTGCAAAGGTAGCATAATCACTTGTTCCTTAAATAGGGACCTGTATGAATGGCTCCACGAGGGTTCAGCTGTCTCTTACTTTTAACCAGTGAAATTGACCTGCCCGTGAAGAGGCGGGCATAACACAGCAAGACGAGAAGACCCTATGGAGCTTTAATTTATTAATGCAAACAGTACCTAACAAACCCACAGGTCCTAAACTACCAAACCTGCATTAAAAATTTCGGTTGGGGCGACCTCGGAGCACAACCCAACCTCCGAGCAGTACATGCTAAGACCTCACCAGTCAAAGCGAACTACCATACTCAATTGATCCAATAACTTGACCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTATTCTAGAGTCCATATCAACAATAGGGTTTACGACCTCGATGTTGGATCAGGACATCCCAATGGTGCAGCCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTACTTCAAATTCCTCCCTGTACGAAAGGACAAGAGAAATAAGGCCTACTTCACAAAGCGCCTTCCCCCGTAAATGATATCATCTCAACTTAGTATTATACCCACACCCACCCAAGAACAGGGTTTGTTAAGATGGCAGAGCCCGGTAATCGCATAAAACTTAAAACTTTACAGTCAGAGGTTCAATTCCTCTTCTTAACAACACACCCATGGCCAACCTCCTACTCCTCGTTGTACCCATTCTAATCGCAATGGCATTCCTAATGCTTACCGAACGAAAAATTCTAGGCTATATGCAACTACGCAAAGGTCCCAACGTTGTAGGCCCCTACGGGCTACTACAACCCTTCGCTGACGCCATAAAACTCTTCACCAAAGAACCCCTAAAACCCGCCACATCCACCATCACCCTCTACATCACCGCCCCGACCTTAGCTCTCACCATCGCTCTTCTACTATGAACCCCCCTCCCCATACCCAACCCCCTGGTTAACCTCAACCTAGGCCTCCTATTTATTCTAGCCACCTCTAGCCTAGCCGTTTACTCAATCCTCTGATCAGGGTGAGCATCAAACTCAAACTACGCCCTGATCGGCGCACTGCGAGCAGTAGCCCAAACAATCTCATATGAAGTCACCCTAGCCATCATTCTACTATCAACATTACTAATAAGTGGCTCCTTTAACCTCTCCACCCTTATCACAGCACAAGAACACCTCTGATTACTCCTGCCATCATGACCCTTGGCCATAATATGATTTATCTCCACACTAGCAGAGACCAACCGAACCCCCTTCGACCTTGCTGAAGGGGAATCCGAACTAGTCTCAGGCTTTAACATCGAATACGCCGCAGGCCCCTTCGCCCTATTCTTCATAGCCGAATACACAAACATTATTATAATAAACACCCTCACCACTACAATCTTCCTAGGAACAACATATAACGCACTCTCCCCTGAACTCTACACAACATATTTTGTCACCAAGACCCTACTTCTGACCTCCCTGTTCTTATGAATTCGAACAGCATACCCCCGATTCCGCTACGACCAACTCATACACCTCCTATGAAAAAACTTCCTACCACTCACCCTAGCACTACTTATATGATATGTCTCCATACCCATTACAATCTCCAGCATTCCCCCTCAAACCTAAGAAATATGTCTGATAAAAGAGTTACTTTGATAGAGTAAATAATAGGAGTTTAAACCCCCTTATTTCTAGGACTATGAGAATCGAACCCATCCCTGAGAATCCAAAATTCTCCGTGCCACCTATCACACCCCATCCTAAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCCGAAAATGTTGGTTATACCCTTCCCGTACTAATTAATCCCCTGGCCCAACCCGTCATCTACTCTACCATCTTTGCAGGCACACTCATCACAGCACTAAGCTCGCACTGATTTTTTACCTGAGTGGGCCTAGAAATAAACATGCTAGCTTTTATTCCAGTTCTAACCAAAAAAATAAACCCTCGTTCCACAGAAGCTGCCATCAAGTATTTCCTCACGCAAGCAACCGCATCCATAATCCTTCTAATAGCTATCCTCTTCAACAATATACTCTCCGGACAATGAACCATAACCAATACTACCAATCAATACTCATCATTAATAATCATAATGGCTATAGCAATAAAACTAGGAATAGCCCCCTTTCACTTCTGAGTCCCAGAGGTTACCCAAGGCACCCCTCTGACATCCGGCCTGCTCCTTCTCACATGACAAAAACTAGCCCCCATCTCAATCATATACCAAATTTCTCCCTCACTAAACGTAAGCCTCCTCCTCACTCTTTCAATCTTATCCATCATAGCAGGCAGTTGAGGTGGATTAAACCAAACCCAGCTACGCAAAATCTTAGCATACTCCTCAATTACCCACATAGGATGAATAATAGCAGTTCTACCGTACAACCCTAACATAACCATTCTTAATTTAACTATTTATATTATCCTAACTACTACCGCATTCCTACTACTCAACTTAAACTCCAGCACCACGACCCTACTACTATCTCGCACCTGAAACAAGCTAACATGACTAACACCCTTAATTCCATCCACCCTCCTCTCCCTAGGAGGCCTGCCCCCGCTAACCGGCTTTTTGCCCAAATGGGCCATTATCGAAGAATTCACAAAAAACAATAGCCTCATCATCCCCACCATCATAGCCACCATCACCCTCCTTAACCTCTACTTCTACCTACGCCTAATCTACTCCACCTCAATCACACTACTCCCTATATCTAACAACGTAAAAATAAAATGACAGTTTGAACATACAAAACCCACCCCATTCCTCCCCACACTCATCACCCTTACCACACTACTCCTACCTATCTCCCCTTTTATACTAATAGTCTTATAGAAATTTAGGTTAAATACAGACCAAGAGCCTTCAAAGCCCTCAGTAAGTTGCAATACTTAATTTCTGCAACAGCTAAGGACTGCAAAACCCCACTCTGCATCAACTGAACGCAAATCAGCCACTTTAATTAAGCTAAGCCCTTACTAGACCAATGGGACTCAAACCCACAAACACTTAGTTAACAGCTAAGCACCCTAATCAACTGGCTTCAATCTACTTCTCCCGCCGCCGGGAAAAAAGGCGGGAGAAGCCCCGGCAGGTTTGAAGCTGCTTCTTCGAATTTGCAATTCAATATGAAAATCACCTCAGAGCTGGTAAAAAGAGGCTTAACCCCTGTCTTTAGATTTACAGTCCAATGCTTCACTCAGCCATTTTACCTCACCCCCACTGATGTTCGCCGACCGTTGACTATTCTCTACAAACCACAAAGACATTGGAACACTATACCTACTATTCGGCGCATGAGCTGGAGTCCTAGGCACAGCTCTAAGCCTCCTTATTCGAGCCGAACTGGGCCAGCCAGGCAACCTTCTAGGTAACGACCACATCTACAACGTTATCGTCACAGCCCATGCATTTGTAATAATCTTCTTCATAGTAATACCCATCATAATCGGGGGCTTTGGCAACTGACTAGTTCCCTTAATAATCGGTGCCCCCGATATGGCGTTTCCCCGCATAAACAATATAAGCTTCTGACTCTTACCTCCCTCTCTCCTACTCCTGCTCGCATCTGCTATAGTGGAAGCCGGCGCAGGAACAGGTTGAACAGTCTACCCTCCCTTAGCAGGGAACTACTCCCACCCTGGAGCCTCCGTAGACCTAACCATCTTCTCCTTACACCTAGCAGGTGTCTCCTCTATCTTAGGGGCCATCAATTTCATCACAACAATTATTAATATAAAACCCCCTGCCATAACCCAATACCAAACGCCCCTTTTCGTCTGATCCGTCCTAATCACAGCAGTCCTACTTCTCCTATCTCTCCCAGTCCTAGCTGCTGGCATCACTATACTACTAACAGACCGCAACCTCAACACCACCTTCTTCGACCCCGCCGGAGGAGGAGACCCCATTCTATACCAACACCTATTCTGATTTTTCGGCCACCCTGAAGTTTATATTCTCATCCTACCAGGCTTCGGAATAATCTCCCATATTGTAACTTACTACTCCGGAAAAAAAGAACCATTTGGATACATAGGTATGGTCTGAGCTATGATATCAATTGGCTTCCTAGGGTTTATCGTGTGAGCACACCATATATTTACAGTAGGAATAGACGTAGACACACGAGCATATTTCACCTCCGCTACCATAATCATCGCTATCCCCACCGGCGTCAAAGTATTTAGCTGACTCGCCACACTCCACGGAAGCAATATGAAATGATCTGCTGCAGTGCTCTGAGCCCTAGGATTCATCTTTCTTTTCACCGTAGGTGGCCTGACTGGCATTGTATTAGCAAACTCATCACTAGACATCGTACTACACGACACGTACTACGTTGTAGCTCACTTCCACTATGTCCTATCAATAGGAGCTGTATTTGCCATCATAGGAGGCTTCATTCACTGATTTCCCCTATTCTCCGGCTACACCCTAGACCAAACTTACGCCAAAATCCATTTCACTATCATATTCATCGGCGTAAATCTAACTTTCTTCCCACAACACTTTCTCGGCCTATCCGGAATGCCCCGACGTTACTCGGACTACCCCGATGCATACACCACATGAAATATCCTATCATCTGTAGGCTCATTCATTTCTCTAACAGCAGTAATATTAATAATTTTCATGATTTGAGAAGCCTTCGCTTCGAAGCGAAAAGTCCTAATAGTAGAAGAACCCTCCATAAACCTGGAGTGACTATATGGATGCCCCCCACCCTACCACACATTCGAAGAGCCCGTATACATAAAATCTAGACAAAAAAGGAAGGAATCGAACCCCCCAAAGCTGGTTTCAAGCCAACCCCATGGCCTCCATGACTTTTTCAAAAAGATATTAGAAAAACCATTTCATAACTTTGTCAAAGTTAAATTATAGGCTAAATCCTATATATCTTAATGGCACATGCAGCGCAAGTAGGTCTACAAGACGCTACTTCCCCTATCATAGAAGAGCTTATCATCTTTCATGATCACGCCCTCATAATCATTTTCCTTATCTGCTTCCTAGTCCTGTATGCCCTTTTCCTAACACTCACAACAAAACTAACTAATACTAGCATCTCAGACGCTCAGGAAATAGAAACCGTCTGAACTATCCTGCCCGCCATCATCCTAGTCCTCATCGCCCTCCCATCCCTACGCATCCTTTACATAACAGACGAGGTCAACGACCCCTCCTTTACCATCAAATCAATTGGCCATCAATGGTACTGAACCTACGAGTACACCGACTACGGCGGACTAATCTTCAACTCCTACATACTTCCCCCATTATTCCTAGAACCAGGCGACCTGCGACTCCTTGACGTTGACAATCGAGTAGTACTCCCGGTTGAAGCCCCCATTCGTATAATAATTACATCACAAGACGTCTTACACTCATGAGCTGTCCCCACATTAGGCTTAAAAACAGATGCAATTCCCGGACGTCTAAACCAAACCACTTTCACCGCTACACGACCGGGGGTATACTACGGTCAATGCTCTGAAATCTGTGGAGCAAACCACAGTTTCATGCCCATCGTCCTAGAATTAATTCCCCTAAAAATCTTTGAAATAGGGCCCGTATTTACCCTATAGCACCCCCTCTACCCCCTCTAGAGCCCACTGTAAAGCTAACTTAGCATTAACCTTTTAAGTTAAAGATTAAGAGAACCAGCACCTCTTTACAGTGAGATGCCCCAACTAAATACTACTGTATGGCCCACCATAATTATCCCCATACTCCTTACACTATTCCTCATCACCCAACTAAAAATATTAAATACAAATTACCACTTACCTCCCTCACCAAAGCCCATAAAAATAAAAAACTATAACAAACCCTGAGAACCAAAATGAACGAAAATCTGTTCGCTTCATTCATTGCCCCCACAATCCTAGGCCTACCCGCCGCAGTACTGATCATTCTATTTCCCCCTCTATTGATCCCCACCTCCAAATATCTCATCAACAACCGACTAATTACCACCCAACAATGACTAATCAAACTAACCTCAAAACAAATGATAGCCATACACAACACTAAGGGACGAACCTGATCTCTTATACTAGTATCCTTAATCATTTTTATTACCACAACTAACCTCCTCGGACTCCTGCCTCACTCATTTACACCAACCACCCAACTATCTATAAACCTAGCCATGGCCATCCCCTTATGAGCGGGCGCAGTGATTATAGGCTTTCGCTCTAAGATTAAAAATGCCCTAGCCCACTTCTTACCACAAGGCACACCTACACCCCTTATCCCTATACTAGTTATTATCGAAACCATCAGCCTACTCATTCAACCAGTAGCCCTGGCCGTACGCCTAACCGCTAACATTACTGCAGGTCACCTACTCATGCACCTAATTGGAAACGCCACCCTAGCAATATCAACCATTAACCTTCCCTCTACACTTATCATCTTCACAATTCTAATTCTACTGACTATCCTAGAAATCGCTGTCGCCTTAATCCAAGCCTACGTTTTCACACTTCTAGTAAGCCTCTACCTGCACGACAACACATAATGACCCACCAATCACATGCCTATCATATAGTAAAACCCAGCCCATGACCCCTAACAGGGGCCCTCTCAGCCCTCCTAATGACCTCCGGCCTAGCCATGTGATTTCACTTCCACTCCACAACCCTCCTCATACTAGGCTTACTAACCAACACACTAACCATATACCAATGATGGCGCGATGTAACACGAGAAAGCACATACCAAGGCCACCACACACCACCTGTCCAAAAAGGCCTTCGATACGGGATAGTCCTATTTATTACCTCAGAAGTTTTTTTCTTCGCAGGATTTTTCTGAGCCTTTTACCACTCCAGCCTAGCCCCTACCCCCCAACTAGGAGGGCACTGGCCCCCAACAGGCATCACCCCGCTAAATCCCCTAGAAGTCCCACTCCTAAACACATCCGTATTACTCGCATCAGGAGTATCAATCACCTGAGCTCACCATAGTCTAATAGAAAACAACCGAAACCAAATAATTCAAGCACTGCTTATTACAATTTTACTGGGTCTCTATTTTACCCTCCTACAAGCCTCAGAGTACTTCGAATCTCCCTTCACCATTTCCGACGGCATCTACGGCTCAACATTTTTTGTAGCCACAGGCTTCCACGGACTTCACGTCATTATTGGCTCAACTTTCCTCACTATCTGCTTCATCCGTCAACTAATATTTCACTTTACATCCAAACATCACTTTGGCTTCGAAGCCGCCGCCTGATACTGGCATTTTGTAGATGTGGTTTGACTATTTCTGTATGTCTCCATCTATTGATGAGGGTCTTACTCTTTTAGTATAAATAGTACCGTTAACTTCCAATTAACTAGTTTTGACAACATTCAAAAAAGAGTAATAAACTTCGCCTTAATTTTAATAATCAACACCCTCCTAGCCCTACTACTAATAATTATTACATTTTGACTACCACAACTCAACGGCTACATAGAAAAATCCACCCCTTACGAGTGCGGCTTCGACCCTATATCCCCCGCCCGCGTCCCTTTCTCCATAAAATTCTTCTTAGTAGCTATTACCTTCTTATTATTTGACCTAGAAATTGCCCTCCTTTTACCCTTACCATGAGCCCTACAAACAACTAATCTACCACTAATAGTTACGTCATCCCTCTTATTAATCATCATCCTAGCCCTAAGTCTGGCCTATGAATGACTACAAAAAGGATTAGACTGAGCCGAATTGGTATATAGTTTAAACAAAACGAATGATTTCGACTCATTAAATTATGATAATCATATTTACCAAATGCCCCTCATTTACATAAATATTATACTAGCATTTACCATCTCACTTCTGGGAATACTAGTGTATCGCTCACACCTCATATCCTCCCTACTATGCCTAGAAGGAATAATACTATCGCTGTTCATTATAGCTACTCTCATAACCCTCAACACCCACTCCCTCTTAGCCAATATTGTGCCTATTGCCATACTAGTTTTTGCCGCCTGCGAAGCAGCGGTAGGCCTAGCCCTACTAGTCTCAATCTCCAACACATATGGCCTAGACTACGTACATAACCTAAGCCTACTCCAATGCTAAAACTAATCGTCCCAACAATTATATTACTACCACTGACATGACTCTCCAAAAAACACATAATTTGAATCAACACAACCACCCACAGCCTAATTATTAGCATCATCCCCCTACTATTTTTTAACCAAATCAACAACAACCTATTTAGCTGCTCCCCAACCTTTTCCTCCGACCCCCTAACAACCCCCCTCCTAATACTAACTACCTGACTCCTACCCCTCACAATCATGGCAAGCCAACGCCACTTATCCAGTGAACCACTATCACGAAAAAAACTCTACCTCTCTATACTAATCTCCCTACAAATCTCCTTAATTATAACATTCACAGCCACAGAACTAATCATATTTTATATCTTCTTCGAAACCACACTTATCCCCACCTTGGCTATCATCACCCGATGAGGCAACCAGCCAGAACGCCTGAACGCAGGCACATACTTCCTATTCTACACCCTAGTAGGCTCCCTTCCCCTACTCATCGCACTAATTTACACTCACAACACCCTAGGCTCACTAAACATTCTACTACTCACTCTCACTGCCCAAGAACTATCAAACTCCTGAGCCAACAACTTAATATGACTAGCTTACACAATAGCTTTTATAGTAAAGATACCCCTTTACGGACTCCACTTATGACTCCCTAAAGCCCATGTCGAAGCCCCCATCGCTGGGTCAATAGTACTTGCCGCTGTACTCTTAAAACTAGGCGGCTATGGTATAATACGCCTCACACTCATTCTCAACCCCCTGACAAAACATATAGCCTACCCCTTCCTTGTACTATCCCTATGGGGCATAATTATAACAAGCTCCATCTGCCTGCGACAAACAGACCTAAAATCGCTCATTGCATATTCTTCAATCAGCCACATAGCCCTCGTAGTAACAGCCATTCTCATCCAAACCCCCTGAAGCTTCACCGGCGCAGTCATTCTCATAATCGCCCACGGACTTACATCCTCATTACTATTCTGCCTAGCAAACTCAAACTACGAACGCACCCACAGTCGCATCATAATCCTCTCTCAAGGACTTCAAACTCTACTCCCACTAATAGCTTTTTGATGACTTCTAGCAAGCCTCGCTAACCTCGCCTTACCCCCCACTATTAACCTACTGGGAGAACTCTCTGTGCTAGTAACCACATTCTCCTGATCAAATATCACTCTCCTACTTACAGGGCTCAACATACTAGTCACAGCCCTATACTCCCTCTACATATTTACCACAACACAATGGGGCTCACTCACCCACCACATTAACAACATAAAACCCTCATTCACACGAGAAAACACCCTCATATTCATACACCTATCCCCCATTCTCCTCCTATCCCTCAACCCCGACATCATTACCGGGTTTTCCTCTTGTAAATATAGTTTAACCAAAACATCAGATTGTGAATCTGACAACAGAGGCTCACGACCCCTTATTTACCGAGAAAGCTCACAAGAACTGCTAACTCATGCCCCCATGTCTAACAACATGGCTTTCTCAACTTTTAAAGGATAACAGCTATCCATTGGTCTTAGGCCCCAAAAATTTTGGTGCAACTCCAAATAAAAGTAATAACCATGCACACCACTATAACCACCCTGACCCTGACTTCCCTAATTCCCCCCATCCTTACCACCCTCATTAACCCTAACAAAAAAAACTCATACCCCCATTATGTAAAATCCATTGTCGCATCCACCTTTATTATTAGTCTCTTCCCCACAACAATATTCATGTGCCTAGACCAAGAAGTTATTATCTCGAACTGACACTGAGCCACAACCCAAACAACCCAGCTCTCCCTAAGCTTCAAACTAGACTACTTCTCCATAATATTCATCCCTGTAGCATTGTTCGTTACATGGTCCATCATAGAATTCTCACTGTGATATATAAACTCAGACCCAAACATTAATCAGTTCTTCAAATATCTACTCATTTTCCTAATTACCATACTAATCTTAGTTACCGCTAACAACCTATTCCAACTGTTCATCGGCTGAGAGGGCGTAGGAATTATATCCTTCTTGCTCATCAGTTGATGATACGCCCGAGCAGATGCCAACACAGCAGCCATTCAAGCAATCCTATACAACCGCATCGGCGATATCGGTTTCATCCTCGCCTTAGCATGATTTATCCTACACTCCAACTCATGAGACCCACAACAAATAGCCCTTCTAAACGCTAATCCAAGCCTCACCCCACTACTAGGCCTCCTCCTAGCAGCAGCAGGCAAATCAGCCCAATTAGGTCTCCACCCCTGACTCCCCTCAGCCATAGAAGGCCCCACCCCAGTCTCAGCCCTACTCCACTCAAGCACTATAGTCGTAGCAGGAGTCTTCTTACTCATCCGCTTCCACCCCCTAGCAGAAAATAGCCCACTAATCCAAACTCTAACACTATGCTTAGGCGCTATCACCACTCTATTCGCAGCAGTCTGCGCCCTTACACAAAATGACATCAAAAAAATCGTAGCCTTCTCCACTTCAAGTCAACTAGGGCTCATAGTAGTTACAATCGGCATCAACCAACCACACCTAGCATTCCTGCACATCTGTACCCACGCCTTCTTCAAAGCCATACTATTTATATGCTCCGGGTCCATCATCCACAACCTTAACAATGAACAAGATATTCGAAAAATAGGAGGACTACTCAAAACCATACCTCTCACTTCAACCTCCCTCACCATTGGCAGCCTAGCATTAGCAGGAATACCTTTCCTCACAGGTTTCTACTCCAAAGACCACATCATCGAAACCGCAAACATATCATACACAAACGCCTGAGCCCTATCTATTACTCTCATCGCTACCTCCCTGACAAGCGCCTATAGCACTCGAATAATTCTTCTCACCCTAACAGGTCAACCTCGCTTCCCCACCCTCACTAACATTAACGAAAATAACCCTACCCTACTAAACCCCATTAAACGCCTAGCAGCCGGAAGCCTATTCGCAGGATTTCTCATTACTAACAACATTTCCCCCGCATCCCCCTTCCAAACAACAATCCCCCTCTACCTAAAACTCGCAGCCCTCGCTGTCACTTTCCTAGGACTTCTAACAGCCCTAGACCTCAACTACCTAACCAACAAACTTAAAATAAAAACCCCACTATACACATTTTATTTCTCCAACATACTCGGGTTCTACCCTAGCATCACACACCGCACAATCCCCTATCTAGGCCTTCTTACGAGCCAAAACCTGCCCCTACTCCTCCTAGACCTAACCTGACTAGAAAAGCTATTACCTAAAACAATTTCACAGCACCAAATCTCCGCCTCCATCACCACCTCAACCCAAAAAGGCATAATTAAACTTTACTTCCTCTCTTTCTTCTTCCCACTCATCCTAACCCTACTCCTAATCATATAACCTATTCCCCCGAGCAATCTCAATTACAACATATACACCAACAAACAATGTTCAACCAGTAACTACTACTAATCAACGCCCATAATCATACAAAGCCCCCGCACCAATAGGATCCTCCCGAATCAACCCTGACCCCTCTCCTTCATAGATTATTCAGCTTCCTACACTATTAAAGTTTACCACAACCACCACCCCATCATACTCTTTCACCCACAGCACCAATCCTACCTCCATCGCTAACCCCACTAAAACACTCACCAAGACCTCAACCCCTGACCCCCATGCCTCAGGATACTCCTCAATAGCCATCGCTGTAGTATATCCAAAGACAACCATCATTCCCCCTAAATAAATTAAAAAAACTATTAAACCCATATAACCTCCCCCAAAATTCAGAATAATAACACACCCAACCACACCGCTAACAATCAATACTAAACCCCCATAAATAGGAGAAGGCTTAGAAGAAAACCCCACAAACCCCATTACTAAACCCACACTCAACAGAAACAAAGCATACATCATTATTCTCGCACGGACTACAACCACGACCAATGATATGAAAAACCATCGTTGTATTTCAACTACAAGAACACCAATGACCCCAATACGCAAAATTAACCCCCTAATAAAATTAATTAACCACTCATTCATCGACCTCCCCACCCCATCCAACATCTCCGCATGATGAAACTTCGGCTCACTCCTTGGCGCCTGCCTGATCCTCCAAATCACCACAGGACTATTCCTAGCCATGCACTACTCACCAGACGCCTCGACCGCCTTTTCATCAATCGCCCACATCACTCGAGACGTAAATTATGGCTGAATCATCCGCTACCTTCACGCCAATGGCGCCTCAATATTCTTTATCTGCCTCTTCCTACACATCGGACGAGGCCTATATTACGGATCATTTCTCTACTCAAAAACCTGAAACATCGGCATTATCCTCCTGCTTGCAACTATAGCAACAGCCTTCATAGGCTATGTCCTCCCATGAGGCCAAATATCATTCTGAGGGGCCACAGTAATTACAAACCTACTATCCGCCATCCCATACATTGGGACAGACCTGGTTCAGTGAATCTGAGGAGGCTACTCAGTAGACAGTCCCACCCTCACACGATTCTTTACCTTTCACTTTATCTTACCCTTCATTATTGCAGCCCTAGCAGCACTCCACCTCCTATTCTTGCACGAAACAGGATCAAACAACCCCCTAGGAATCACCTCCCATTCCGATAAAATCACCTTCCACCCTTACTACACAATCAAAGACGCCCTCGGCTTATTTCTCTTCCTTCTCTCCTTAATGACATTAACACTACTCTCACCAGACCTCCTAGGCGACCCAGACAATTATACCCTAGCCAACCCCTTAAACACCCCTCCCCACATCAAGCCCGAATGATATTTCCTATTCGCCTACACAATTCTCCGATCCGTCCCTAACAAACTAGGAGGCGTCCTTGCCCTACTACTATCCATCCTCATCCTGGCAATAATCCCCATCCTTCATGTATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAATCACTTTATTGACTCCTAGCCGCAGACCTCCTCATTCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCTTTTATCATCATTGGACAAGTAGCATCCGTACTATACTTCACAACAATCCTAATCCTAATACCAACCATCTCCCTAATTGAAAACAAAATACTCAAATGGGCCTGTCCTTGTAGTATAAACTAATACACCAGTCTTGTAAACCGGAGATGAAAACCTTTTTCCAAGGACAAATCAGAGAAAAAGTCTTTAACTCCACCATTAGCACCCAAAGCTAAGATTCTAATTTAAACTATTCTCTGTTCTTTCATGGGGGAGCAGATTTGGGTACCACCCAAGTATTGACTCACCCATCAGCAACCGCTATGTATTTCGTACATTACTGCCAGCCACCATGAATATTGTACAGTACCATAATTACTTGACTACCTGCAGTACATAAAAACCTAATCCACATCAACCCCCCCCCCCCATGCTTACAAGCAAGCACAGCAATCAACCTTCAACTGTCATACATCAACTACAACTCCAAAGACGCCCTTACACCCACTAGGATATCAACAAACCTACCCACCCTTGACAGTACATAGCACATAAAGTCATTTACCGTACATAGCACATTACAGTCAAATCCCTTCTCGCCCCCATGGATGACCCCCCTCAGATAGGGGTCCCTTGATCACCATCCTCCGTGAAATCAATATCCCGCACAAGAGTGCTACTCTCCTCGCTCCGGGCCCATAACACTTGGGGGTAGCTAAAGTGAACTGTATCCGACATCTGGTTCCTACTTCAGGGCCATAAAGCCTAAATAGCCCACACGTTCCCCTTAAATAAGACATCACGATG"}
\ No newline at end of file
+{"Homo sapiens": "ATGACCCCAATACGCAAAACTAACCCCCTAATAAAATTAATTAACCACTCATTCATCGACCTCCCCACCCCATCCAACATCTCCGCATGATGAAACTTCGGCTCACTCCTTGGCGCCTGCCTGATCCTCCAAATCACCACAGGACTATTCCTAGCCATGCACTACTCACCAGACGCCTCAACCGCCTTTTCATCAATCGCCCACATCACTCGAGACGTAAATTATGGCTGAATCATCCGCTACCTTCACGCCAATGGCGCCTCAATATTCTTTATCTGCCTCTTCCTACACATCGGGCGAGGCCTATATTACGGATCATTTCTCTACTCAGAAACCTGAAACATCGGCATTATCCTCCTGCTTGCAACTATAGCAACAGCCTTCATAGGCTATGTCCTCCCGTGAGGCCAAATATCATTCTGAGGGGCCACAGTAATTACAAACTTACTATCCGCCATCCCATACATTGGGACAGACCTAGTTCAATGAATCTGAGGAGGCTACTCAGTAGACAGTCCCACCCTCACACGATTCTTTACCTTTCACTTCATCTTGCCCTTCATTATTGCAGCCCTAGCAACACTCCACCTCCTATTCTTGCACGAAACGGGATCAAACAACCCCCTAGGAATCACCTCCCATTCCGATAAAATCACCTTCCACCCTTACTACACAATCAAAGACGCCCTCGGCTTACTTCTCTTCCTTCTCTCCTTAATGACATTAACACTATTCTCACCAGACCTCCTAGGCGACCCAGACAATTATACCCTAGCCAACCCCTTAAACACCCCTCCCCACATCAAGCCCGAATGATATTTCCTATTCGCCTACACAATTCTCCGATCCGTCCCTAACAAACTAGGAGGCGTCCTTGCCCTATTACTATCCATCCTCATCCTAGCAATAATCCCCATCCTCCATATATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAATCACTTTATTGACTCCTAGCCGCAGACCTCCTCATTCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCTTTTACCATCATTGGACAAGTAGCATCCGTACTATACTTCACAACAATCCTAATCCTAATACCAACTATCTCCCTAATTGAAAACAAAATACTCAAATGGGCCT", "Homo sapiens neanderthalensis": "ATGACCCCAATACGCAAAATTAACCCCCTAATAAAATTAATTAACCACTCATTCATCGACCTCCCCACCCCATCCAACATCTCCGCATGATGAAACTTCGGCTCACTCCTTGGCGCCTGCCTGATCCTCCAAATCACCACAGGACTATTCCTAGCCATGCACTACTCACCAGACGCCTCGACCGCCTTTTCATCAATCGCCCACATCACTCGAGACGTAAATTATGGCTGAATCATCCGCTACCTTCACGCCAATGGCGCCTCAATATTCTTTATCTGCCTCTTCCTACACATCGGACGAGGCCTATATTACGGATCATTTCTCTACTCAAAAACCTGAAACATCGGCATTATCCTCCTGCTTGCAACTATAGCAACAGCCTTCATAGGCTATGTCCTCCCATGAGGCCAAATATCATTCTGAGGGGCCACAGTAATTACAAACCTACTATCCGCCATCCCATACATTGGGACAGACCTGGTTCAGTGAATCTGAGGAGGCTACTCAGTAGACAGTCCCACCCTCACACGATTCTTTACCTTTCACTTTATCTTACCCTTCATTATTGCAGCCCTAGCAGCACTCCACCTCCTATTCTTGCACGAAACAGGATCAAACAACCCCCTAGGAATCACCTCCCATTCCGATAAAATCACCTTCCACCCTTACTACACAATCAAAGACGCCCTCGGCTTATTTCTCTTCCTTCTCTCCTTAATGACATTAACACTACTCTCACCAGACCTCCTAGGCGACCCAGACAATTATACCCTAGCCAACCCCTTAAACACCCCTCCCCACATCAAGCCCGAATGATATTTCCTATTCGCCTACACAATTCTCCGATCCGTCCCTAACAAACTAGGAGGCGTCCTTGCCCTACTACTATCCATCCTCATCCTGGCAATAATCCCCATCCTTCATGTATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAATCACTTTATTGACTCCTAGCCGCAGACCTCCTCATTCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCTTTTATCATCATTGGACAAGTAGCATCCGTACTATACTTCACAACAATCCTAATCCTAATACCAACCATCTCCCTAATTGAAAACAAAATACTCAAATGGGCCT", "Pan troglodytes": "ATGACCCCGACACGCAAAATTAACCCACTAATAAAATTAATTAATCACTCATTTATCGACCTCCCCACCCCATCCAACATTTCCGCATGATGGAACTTCGGCTCACTTCTCGGCGCCTGCCTAATCCTTCAAATTACCACAGGATTATTCCTAGCTATACACTACTCACCAGACGCCTCAACCGCCTTCTCGTCGATCGCCCACATCACCCGAGACGTAAACTATGGTTGGATCATCCGCTACCTCCACGCTAACGGCGCCTCAATATTTTTTATCTGCCTCTTCCTACACATCGGCCGAGGTCTATATTACGGCTCATTTCTCTACCTAGAAACCTGAAACATTGGCATTATCCTCTTGCTCACAACCATAGCAACAGCCTTTATGGGCTATGTCCTCCCATGAGGCCAAATATCCTTCTGAGGAGCCACAGTAATTACAAACCTACTGTCCGCTATCCCATACATCGGAACAGACCTGGTCCAGTGAGTCTGAGGAGGCTACTCAGTAGACAGCCCTACCCTTACACGATTCTTCACCTTCCACTTTATCTTACCCTTCATCATCACAGCCCTAACAACACTTCATCTCCTATTCTTACACGAAACAGGATCAAATAACCCCCTAGGAATCACCTCCCACTCCGACAAAATTACCTTCCACCCCTACTACACAATCAAAGATATCCTTGGCTTATTCCTTTTCCTCCTTATCCTAATGACATTAACACTATTCTCACCAGGCCTCCTAGGCGATCCAGACAACTATACCCTAGCTAACCCCCTAAACACCCCACCCCACATTAAACCCGAGTGATACTTTCTATTTGCCTACACAATCCTCCGATCCATCCCCAACAAACTAGGAGGCGTCCTCGCCCTACTACTATCTATCCTAATCCTAACAGCAATCCCTGTCCTCCACACATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAACTGCTTTACTGACTCCTAGCCACAGACCTCCTCATCCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCCTTCATCACCATCGGACAAATAGCATCCGTATTATACTTCACAACAATCCTAATCCTAATACCAATCGCCTCTCTAATCGAAAACAAAATACTTGAATGAACCT", "Gorilla gorilla": "ATGACCCCTATACGCAAAACTAACCCACTAGCAAAACTAATTAACCACTCATTCATTGACCTCCCTACCCCGTCCAACATCTCCACATGATGAAACTTCGGCTCACTCCTTGGTGCCTGCTTAATCCTTCAAATCACCACAGGGCTATTCCTAGCCATACACTACTCACCTGATGCCTCAACCGCCTTCTCATCAATTGCCCACATCACCCGAGATGTAAACTATGGCTGAACCATCCGCTACCTCCACGCTAACGGCGCCTCAATATTCTTCATTTGCCTCTTTCTACACATCGGACGGGGCCTATACTACGGCTCATTTCTCCACCAAGAAACCTGAAACATCGGCATCATCCTCCTACTCACAACCATAGCAGCAGCCTTCATAGGCTATGTCCTCCCATGAGGCCAAATATCCTTCTGAGGAGCCACAGTAATCACAAACTTGCTATCCGCCATCCCGTACATCGGAACAGACCTAGTCCAATGAGTTTGAGGTGGTTACTCAGTAGATAGCCCTACCCTTACACGATTCTTTACCTTCCACTTTATCCTACCCTTCATCATCACAGCCCTAACAACCCTCCATCTCCTATTTCTACACGAAACAGGATCAAACAACCCTCTAGGCATCCCCTCCCACTCTGACAAAATCACCTTCCACCCCTACTACACAATCAAAGACATCCTAGGCCTATTCCTCTTTCTCCTGACCTTGATAACATTAACACTATTCTCACCAGACCTCCTAGGAGACCCAGACAACTACACCTTAGCCAACCCCCTAAGCACCCCACCCCACATCAAACCCGAATGATATTTCCTATTTGCCTACGCAATTCTCCGATCTGTCCCCAATAAACTAGGAGGCGTCTTAGCTCTATTACTATCTATTCTCATCCTAGCAATAATTCCTATTCTCCACATATCCAAACAACAAAGCATAATATTCCGCCCATTAAGCCAACTACTCTACTGATTCCTAATCGCAGACCTCTTCACCCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCCTTCATCACCATTGGGCAAGTAGCATCCGTACTATACTTCACGACAATCCTATTCCTGATACCAATCACATCCCTGATCGAAAACAAAATACTCAAATGAACCT", "Pongo abelii": "ATGACCTCAACACGTAAAACCAACCCACTAATAAAATTAATCAACCACTCACTTATCGACCTCCCCACCCCATCAAACATCTCCGCATGATGGAACTTCGGCTCACTCCTAGGCGCCTGCTTAATCATCCAAATCACCACTGGACTATTCCTAGCTATACATTATTCACCAGACGCCTCCACTGCCTTTTCATCAATCGCCCACATCACTCGAGATGTAAACTACGGCTGAATAATTCGCCACCTCCACGCTAACGGCGCCTCAATATTCTTTATCTGCCTCTTCTTACATATCGGCCGAGGCCTATACTATGGCTCATTCACCCACCTAGAAACCTGAAACATCGGCATCATCCTACTATTTACAACTATAATAACAGCCTTCATAGGTTACGTCCTCCCATGAGGCCAAATATCCTTCTGAGGAGCCACAGTAATCACAAATCTACTGTCCGCCATCCCATACATTGGAACAGACCTGGTCCAATGAGTCTGAGGTGGCTACTCAGTAAATAGCCCCACTCTAACACGATTCTTCACCCTACACTTCATACTACCCTTCATTATTACAGCCCTAACAACTCTACACCTCTTATTCCTACACGAAACAGGATCAAATAACCCCCTGGGAATCCCCTCCCATTCCGACAAAATCACCTTCCACCCCTACTACACAATCAAAGACATCCTAGGCCTACTCCTTTTTCTCCTCGCCCTAATAACACTAACACTACTCTCACCAGACCTCCTAAGCGACCCAGACAACTACACCTTAGCTAACCCCCTAAGCACCCCACCCCACATTAAACCCGAATGATATTTCCTATTCGCCTACGCAATCCTACGATCCGTCCCCAACAAACTAGGAGGTGTAATAGCCCTCATACTATCCATCCTAATCCTAACAACAATCCCTGCCCTTCACATGTCCAAGCAACAGAGCATAACATTTCGCCCATTGAGCCAATTCCTATATTGACTTTTAATCGCCGACCTTCTAATTCTCACCTGAATTGGAGGGCAACCAGTAAGCTACCCCTTCATCACCATTAGCCAAGTAGCATCCACATTGTACTTCACTACTATCCTTCTACTTATACCAGCCTCTTCCCTGATCGAAAACCACATACTCAAATGAACCT", "Canis lupus familiaris": "ATGACCAACATTCGAAAAACCCACCCACTAGCCAAAATTGTTAATAACTCATTCATTGACCTCCCAGCGCCGTCTAACATCTCTGCTTGATGGAACTTCGGATCCTTACTAGGAGTATGCTTGATTCTACAGATTCTAACAGGTTTATTCTTAGCTATGCACTATACATCGGACACAGCCACAGCTTTTTCATCAGTCACCCACATCTGCCGAGACGTTAACTACGGCTGAATTATCCGCTATATGCACGCAAATGGCGCTTCCATATTCTTTATCTGCCTATTCCTACATGTAGGACGAGGCCTATATTACGGATCCTATGTATTCATAGAAACATGAAACATTGGAATTGTACTATTATTCGCAACCATAGCCACAGCATTCATGGGCTATGTACTACCATGAGGACAAATATCATTTTGAGGAGCAACTGTAATCACTAATCTTCTCTCTGCCATCCCTTATATCGGAACTGACTTAGTAGAATGGATCTGAGGCGGCTTCTCAGTGGACAAAGCAACCCTAACACGATTCTTTGCATTCCATTTCATCCTCCCTTTCATCATCGCAGCTCTAGCAATAGTACACCTCCTATTTCTACACGAAACCGGATCCAACAACCCTTCAGGAATCACATCAGACTCAGACAAAATTCCATTTCACCCTTACTACACAATCAAGGATATCCTAGGAGCCTTACTCCTACTCCTAATCCTAATATCACTAGTTTTATTTTCACCTGACCTATTAGGAGACCCAGATAACTACACCCCTGCAAACCCCCTAAACACCCCTCCACATATTAAACCTGAGTGATATTTTCTATTCGCCTATGCTATCCTACGATCCATTCCTAATAAATTAGGAGGTGTACTCGCCCTAGTATTCTCCATCCTAATCTTGGCATTCATTCCACTCCTCCACACATCTAAGCAACGCAGCATAATATTCCGGCCCCTTAGCCAATGCCTATTCTGACTTTTAGTCGCCGATCTTCTCACTTTAACATGAATTGGAGGACAACCAGTTGAGCACCCTTTCATCATTATCGGACAAGTCGCTTCAATCTTATATTTCACCATCTTATTGATCCTAATACCAACAGTTAGCGTTATCGAAAACAACCTTCTAAAATGAAGA", "Equus caballus": "ATGACAAACATCCGGAAATCTCACCCACTAATTAAAATCATCAATCACTCTTTTATTGACCTACCAGCCCCCTCAAACATTTCATCATGATGAAACTTCGGCTCCCTCCTAGGAATCTGCCTAATCCTCCAAATCTTAACAGGCCTATTCCTAGCCATACACTACACATCAGACACGACAACTGCCTTCTCATCCGTCACTCACATCTGCCGAGACGTTAACTACGGATGAATTATTCGCTACCTCCATGCCAACGGAGCATCAATATTTTTTATCTGCCTCTTCATTCACGTAGGACGCGGCCTCTACTACGGCTCTTACACATTCCTAGAGACATGAAACATTGGAATCATCCTACTTTTCACAGTTATAGCTACAGCATTCATGGGCTATGTCCTACCATGAGGCCAAATATCCTTTTGAGGAGCAACAGTCATCACGAACCTCCTATCAGCAATTCCCTACATCGGTACTACCCTCGTCGAGTGAATCTGAGGTGGATTCTCAGTAGACAAAGCCACCCTTACCCGATTTTTTGCTTTCCACTTCATCCTACCCTTCATCATCACAGCCCTGGTAGTCGTACATTTACTATTTCTTCACGAAACAGGATCTAATAACCCCTCAGGAATCCCATCCGATATGGACAAAATCCCATTCCACCCATATTATACAATTAAAGACATCCTAGGACTCCTCCTCCTGATCTTGCTCCTACTAACTCTAGTATTATTCTCCCCCGACCTCCTAGGAGACCCAGACAACTACACCCCAGCTAACCCTCTCAGCACTCCCCCTCATATTAAACCAGAATGGTACTTCCTGTTTGCCTACGCCATCCTACGCTCCATTCCCAACAAACTAGGCGGCGTATTAGCCCTAATCCTCTCCATCCTGATCCTAGCACTCATCCCCACCCTCCACATATCAAAACAACGAAGCATAATATTCCGGCCTCTCAGCCAATGCGTATTCTGACTCTTAGTGGCAGACTTACTGACACTAACATGAATCGGCGGACAGCCAGTGGAACACCCATACGTAATTATCGGCCAACTGGCCTCAATCCTCTACTTCTCCCTAATTCTCATTTTTATACCACTCGCAAGCACCATCGAAAACAATCTTCTAAAATGAAGA", "Bos taurus": "ATGACTAACATTCGAAAGTCCCACCCACTAATAAAAATTGTAAACAATGCATTCATCGACCTTCCAGCCCCATCAAACATTTCATCATGATGAAATTTCGGTTCCCTCCTGGGAATCTGCCTAATCCTACAAATCCTCACAGGCCTATTCCTAGCAATACACTACACATCCGACACAACAACAGCATTCTCCTCTGTTACCCATATCTGCCGAGACGTGAACTACGGCTGAATCATCCGATACATACACGCAAACGGAGCTTCAATGTTTTTTATCTGCTTATATATGCACGTAGGACGAGGCTTATATTACGGGTCTTACACTTTTCTAGAAACATGAAATATTGGAGTAATCCTTCTGCTCACAGTAATAGCCACAGCATTTATAGGATACGTCCTACCATGAGGACAAATATCATTCTGAGGAGCAACAGTCATCACCAACCTCTTATCAGCAATCCCATACATCGGCACAAATTTAGTCGAATGAATCTGAGGCGGATTCTCAGTAGACAAAGCAACCCTTACCCGATTCTTCGCTTTCCATTTTATCCTTCCATTTATCATCATAGCAATTGCCATAGTCCACCTACTATTCCTCCACGAAACAGGCTCCAACAACCCAACAGGAATTTCCTCAGACGTAGACAAAATCCCATTCCACCCCTACTATACCATTAAGGACATCTTAGGGGCCCTCTTACTAATTCTAGCTCTAATACTACTAGTACTATTCGCACCCGACCTCCTCGGAGACCCAGATAACTACACCCCAGCCAATCCACTCAACACACCCCCTCACATCAAACCCGAGTGATACTTCTTATTTGCATACGCAATCTTACGATCAATCCCCAACAAACTAGGAGGAGTACTAGCCCTAGCCTTCTCTATCCTAATTCTTGCTCTAATCCCCCTACTACACACCTCCAAACAACGAAGCATAATATTCCGACCACTCAGCCAATGCCTATTCTGAGCCCTAGTAGCAGACCTATTGACACTCACATGAATTGGAGGACAACCAGTCGAACACCCATATATCACCATCGGACAACTAGCATCTGTCCTATACTTTCTCCTCATCCTAGTGCTAATACCAACGGCCGGCACAATCGAAAACAAATTACTAAAATGAAGA", "Felis catus": "ATGACCAACATTCGAAAATCACACCCCCTTATCAAAATTATTAATCACTCATTCATCGATCTACCCGCCCCATCTAACATCTCAGCATGATGAAACTTCGGCTCCCTTCTAGGAGTCTGCCTAACCTTACAAATCCTCACCGGCCTCTTTTTGGCCATACACTACACATCAGACACAATAACCGCCTTTTCATCAGTTACCCACATCTGTCGCGACGTTAATTATGGCTGAATCATCCGATATTTACACGCCAACGGAGCTTCTATATTCTTTATCTGCCTGTACATACATGTAGGACGGGGAATATACTACGGCTCCTACACCTTCTCAGAGACATGAAACATTGGAATCATACTATTATTTACAGTCATAGCCACAGCTTTTATGGGATACGTCCTACCATGAGGCCAAATGTCCTTCTGAGGAGCAACCGTAATCACTAACCTCCTGTCAGCAATTCCATACATCGGGACTGAACTAGTAGAATGAATCTGAGGGGGGTTCTCAGTAGACAAAGCCACCCTAACACGATTCTTTGGCTTCCACTTCATTCTTCCATTCATTATCTCAGCCTTAGCAGGAGTACACCTCTTATTCCTTCATGAAACAGGATCTAACAACCCCTCAGGAATTACATCCGATTCAGACAAAATCCCATTCCACCCATACTATACAATCAAAGACATCCTAGGTCTTCTAGTACTAGTTTTAACACTCATACTACTCGTCCTATTTTCACCAGACCTGCTAGGAGACCCAGACAACTACATCCCAGCCAACCCTTTAAATACCCCTCCCCATATTAAACCTGAATGATACTTCCTATTCGCATACGCAATTCTCCGATCCATCCCTAACAAACTAGGGGGAGTCCTAGCCCTAGTACTCTCCATCCTAGTACTAGCAATCATTCCAATCCTCCACACCTCCAAACAACGAGGAATAATGTTTCGACCACTAAGCCAATGTCTATTCTGACTCCTAGTAGCGGATCTCCTAACCCTAACATGAATCGGTGGCCAACCTGTAGAACATCCGTTCATCACCATCGGGCAACTAGCCTCCATCCTATATTTCTCAACCCTCCTAATCCTAATACCCATCTCAGGCATTATTGAAAACCGTCTACTCAAATGAAGA", "Mus musculus": "ATGACAAACATACGAAAAACACACCCATTATTTAAAATTATTAACCACTCATTCATTGACCTACCTGCCCCATCCAACATTTCATCATGATGAAACTTTGGGTCCCTTCTAGGAGTCTGCCTAATAGTCCAAATCATTACAGGTCTTTTCTTAGCCATACACTACACATCAGATACAATAACAGCCTTTTCATCAGTAACACACATTTGTCGAGACGTAAATTACGGGTGACTAATCCGATATATACACGCAAACGGAGCCTCAATATTTTTTATTTGCTTATTCCTTCATGTCGGACGAGGCTTATATTATGGATCATATACATTTATAGAAACCTGAAACATTGGAGTACTTCTACTGTTCGCAGTCATAGCCACAGCATTTATAGGCTACGTCCTTCCATGAGGACAAATATCATTCTGAGGTGCCACAGTTATTACAAACCTCCTATCAGCCATCCCATATATTGGAACAACCCTAGTCGAATGAATTTGAGGGGGCTTCTCAGTAGACAAAGCCACCTTGACCCGATTCTTCGCTTTCCACTTCATCTTACCATTTATTATCGCGGCCCTAGCAATCGTTCACCTCCTCTTCCTCCACGAAACAGGATCAAACAACCCAACAGGATTAAACTCAGATGCAGATAAAATTCCATTTCACCCCTACTATACAATCAAAGATATCCTAGGTATCCTAATCATATTCTTAATTCTCATAACCCTAGTATTATTTTTCCCAGACATACTAGGAGACCCAGACAACTACATACCAGCTAATCCACTAAACACCCCACCCCATATTAAACCCGAATGATATTTCCTATTTGCATACGCCATTCTACGCTCAATCCCCAATAAACTAGGAGGTGTCCTAGCCTTAATCTTATCTATCCTAATTTTAGCCCTAATACCTTTCCTTCATACCTCAAAGCAACGAAGCCTAATATTCCGCCCAATCACACAAATTTTGTACTGAATCCTAGTAGCCAACCTACTTATCTTAACCTGAATTGGGGGCCAACCAGTAGAACACCCATTTATTATCATTGGCCAACTAGCCTCCATCTCATACTTCTCAATCATCTTAATTCTTATACCAATCTCAGGAATTATCGAAGACAAAATACTAAAATTATATCCAT", "Panthera tigris": "ATGACCAACATTCGAAAATCACACCCCCTTATCAAAATTATTAATCACTCATTTATTGACCTACCCGCCCCATCCAATATTTCAGCATGATGAAACTTTGGCTCCTTACTAGGGGTGTGCTTAATCTTACAAATCCTCACTGGCCTCTTTCTAGCCATACACTACACATCAGACACAATAACCGCTTTCTCATCAGTTACCCACATTTGCCGCGACGTAAACTACGGCTGGATTATCCGATATCTACATGCCAACGGAGCCTCCATATTCTTTATCTGTCTATACATGCACGTAGGACGAGGAATATACTACGGCTCCTACACCTTCTCAAAAACATGAAATATCGGGATTGTGCTATTGTTTACGGTCATGGCTACAGCCTTCATAGGATATGTCTTACCATGAGGACAAATATCATTCTGAGGGGCAACCGTAATCACCAACCTCCTGTCAGCAATCCCATATATTGGGACCGACCTAGTAGAGTGAATCTGAGGGGGTTTCTCAGTAGACAAAGCTACCCTGACACGATTCTTTGCCTTCCACTTCATCCTTCCGTTTATCGTCTCAGCCCTAGCAGCAGTCCACCTCCTATTCCTTCACGAAACAGGATCCAATAACCCCTCAGGAATGGTGTCCGACTCAGACAAAATCCCATTCCACCCATACTACACAATTAAAGATATCTTAGGCCTCTTAGTACTAATCCTAACCCTCACACTACTCGTCCTATTCTCACCAGACCTATTAGGAGACCCTGATAACTACATCCCCGCCAACCCCCTAAATACCCCTCCCCATATTAAGCCCGAATGGTATTTCCTATTCGCATACGCAATCCTCCGATCTATTCCCAATAAACTAGGAGGAGTTCTAGCCCTAGTCTTATCCATCTTAATCTTAGCCACTATCCCTGCCCTCCACACATCCAAACAACGAGGAATAATGTTTCGACCGCTAAGCCAATGCTTATTCTGACTCTTAGTGGCAGACCTTCTAACCCTAACATGAATTGGTGGCCAACCTGTAGAACACCCCTTTATTGCCATCGGCCAACTAGCCTCTATCCTATACTTCTTCATCCTCCTAGTCTTAATCCCCATCTCAGGCATTATTGAAAACCGCCTCCTTAAATGAAGA", "Panthera leo": "ATGACCAACATTCGAAAATCACACCCCCTTATCAAAATCATCAACCACTCATTTATCGACTTACCCGCCCCATCCAATATCTCAGCATGGTGAAATTTCGGCTCCCTACTAGGAGTATGCCTAATCTTACAAATCCTCACCGGTCTTTTTCTAGCCATACACTACACATCAGATACAGCGACCGCCTTCTCATCAGTTACCCACATCTGCCGCGACGTTAACTACGGCTGAATTATCCGGTACATACACGCCAACGGAGCCTCCCTATTTTTTATTTGCCTGTACATACACGTAGGACGAGGAATGTATTATGGCTCTTACACTTTCTCAGAAACATGAAATATTGGAATCATACTGTTATTTGCAGTTATAGCCACAGCCTTTATAGGATACGTTCTACCATGAGGCCAAATATCTTTCTGAGGAGCAACCGTAATTACTAACCTTCTCTCGGCAATCCCATATATTGGAACCGACCTAGTAGAATGAATTTGAGGAGGCTTCTCAGTAGATAAAGCCACCCTAACACGATTCTTTGCCTTCCACTTCATCCTCCCGTTTATCATCTCAGCCTTAGCAGCAGTACACCTCCTGTTTCTTCACGAAACAGGATCTAACAACCCCTCAGGAATTATATCTAATTCAGATAAAATTCCATTCCACCCATACTACACAATCAAGGACATCTTAGGTCTCCTAGTATTAATTTTAACACTCATACTACTTGTCCTATTTTCACCAGATCTATTAGGAGACCCAGACAACTACACCCCCGCCAATCCTCTAAATACCCCTCCCCACATCAAGCCCGAATGATATTTCCTATTTGCATACGCAATTCTCCGATCTATCCCCAATAAACTAGGAGGAGTTCTAGCCCTAGTGCTCTCCATCCTAGTCCTAGCAATTATTCCAGCTCTCCATACCTCCAAACAACGAGGAATAATATTCCGACCATTAAGCCAATGCTTATTTTGATTCCTAGTAGCAGACCTTCTAACCCTAACATGAATCGGCGGCCAGCCTGTAGAATATCCCTTTATCACTATCGGCCAACTGGCTTCCATCCTATACTTCTCAATCCTCCTAGTCCTAATACCCATCTCAGGCATTATCGAAAACCGCCTCCTAAAATGAAGA", "Ursus arctos": "ATGACCAACATCCGAAAAACCCACCCATTAGCTAAAATCATCAACAACTCATTTATTGACCTTCCAACACCATCAAACATCTCAGCATGATGAAACTTTGGATCCCTCCTCGGAGTATGTTTAATCCTACAGATTCTAACAGGCCTGTTCCTAGCCATACACTATACATCAGACACAACCACAGCTTTTTCATCAGTCACCCACATTTGCCGAGACGTTCACTACGGATGAGTTATCCGATATGTACATGCAAATGGAGCCTCCATCTTCTTTATCTGCCTATTTATGCACGTAGGACGGGGCCTGTACTATGGCTCATACCTATTCTCAGAAACATGAAACATCGGCATCATTCTCCTATTTACAGTTATAGCCACCGCATTTATAGGATACGTCCTACCCTGAGGCCAAATGTCCTTCTGAGGAGCGACTGTCATCACCAATCTACTATCAGCCATTCCCTACATCGGAACGGACCTGGTAGAATGAATCTGAGGGGGCTTTTCCGTAGATAAGGCGACTCTAACACGATTCTTTGCTTTCCACTTTATTCTCCCGTTCATCATCCTAGCACTAGCAGCAGTCCATCTATTGTTCCTACACGAAACAGGATCCAACAACCCCTCTGGAATCCCATCTGACTCAGACAAAATCCCATTCCATCCATACTATACAATTAAGGATATCTTAGGCGCCCTACTTCTCGCCCTAACCTTAGCAACCCTAGTCCTATTCTCGCCCGACTTACTAGGAGACCCTGATAACTATACCCCCGCAAATCCACTGAGCACTCCACCCCACATCAAACCCGAGTGGTACTTTCTATTTGCCTACGCTATCCTACGATCCATCCCTAATAAACTAGGAGGAGTACTAGCACTAATTTTCTCCATTCTAATCCTAGCCATCATTCCTCTCCTACACACGTCCAAACAACGAGGAATGATATTCCGACCCCTAAGCCAATGCCTATTTTGACTTCTAGTAGCAGACCTACTAACACTAACATGAATTGGAGGACAACCAGTAGAACATCCCTTCATTATTATCGGACAACTAGCCTCCATTCTCTACTTTACAATCCTCCTAGTACTTATACCCGTCGCTGGAATTATTGAAAACAACCTCTTAAAGTGGAGA", "Cervus elaphus": "ATGGCCCCAAATCTACGAAAATCTCACCCCCTACTAAAAATAATAAACAACTCCTTAATCGACCTGCCAACTCCCCCCAACATTTCTGCCTGATGAAACTTTGGATCCCTCCTGGGAATCTGCCTGGCAACACAAATCCTAACAGGCTTACTCCTAGCTGCTCATTACACAGCAGATACCTCCCTAGCCTTCTCATCCGTAGCCAACATATGCCGAAACGTACAATACGGATGACTAATCCGCAACATCCACGCAAACGGAGCTTCATTCTTCTTTATCTGCATCTACCTCCACATTGCCCGAGGCTTCTACTATGGTTCATACTTGTACAAAGAAACCTGAAACACAGGGGTCGTCCTCCTACTAACCCTCATAGCAACAGCTTTCGTCGGCTACGTACTACCATGAGGCCAAATATCATTCTGAGGAGCTACAGTTATTACAAACCTATTCTCTGCTATCCCTTACATCGGGCAGACCTTAGTAGAATGAGCCTGAGGTGGATTCTCCGTAGACAACCCTACACTAACCCGATTCTTTGCCCTACATTTCCTCCTCCCATTCATACTAACCGGCCTAGTCCTTATTCACCTAACCTTCCTGCACGAAACAGGATCCAACAATCCACTAGGCATCTCATCAAATTGCGATAAAATTCCATTCCACCCATACTTCTCCCTGAAGGACCTCTTAGGATTCACAATCATATTCCTCCTACTCACCACCCTAGCATTATTCTCCCCAAACCTCCTCGGAGACCCAGAAAACTTCACACCCGCAAACCCCCTAGTAACTCCCCCACACATCAAACCAGAATGATATTTCCTATTCGCATATGCAATTCTACGTTCAATTCCAAACAAATTAGGAGGAGTCCTGGCCCTAGCCGCCTCCGTACTGGTACTATTCCTAAGTCCCCTCCTCCATAAATCAAAACAACGAACCATAGCCTTCCGCCCTATCTCCCAAATCTTATTCTGAGCTTTAGCCGCTAACCTATTCATCTTAACCTGGGTAGGAAGCCAACCAGTAGAACACCCATTCATTATCATCGGACAACTAGCCTCACTAACCTACTTCACCATCATCCTAATCCTACTCCCCATCACCTCCTCCCTAGAAAACAAAATCCTCAACTAA", "Ovis aries": "ATGATCAACATCCGAAAAACCCACCCACTAATAAAAATTGTAAACAACGCATTCATTGATCTCCCAGCTCCATCAAATATTTCATCATGATGAAACTTTGGCTCTCTCCTAGGCATTTGCTTAATTTTACAGATTCTAACAGGCCTATTCCTAGCAATACACTATACACCTGACACAACAACAGCATTCTCCTCTGTAACCCACATTTGCCGAGACGTAAACTATGGCTGAATTATCCGATATATACACGCAAACGGGGCATCAATATTTTTTATCTGCCTATTTATGCATGTAGGACGAGGCCTATACTATGGATCATATACCTTCCTAGAAACATGAAACATCGGAGTAATCCTCCTATTTGCGACAATAGCCACAGCATTCATAGGCTATGTTTTACCATGAGGACAAATATCATTCTGAGGAGCAACAGTTATTACCAACCTCCTTTCAGCAATTCCATATATTGGCACAAACCTAGTCGAATGAATCTGGGGAGGATTCTCAGTAGACAAAGCTACCCTCACCCGATTTTTCGCCTTTCACTTTATTTTCCCATTCATCATCGCAGCCCTCGCCATAGTTCACCTACTCTTCCTCCACGAAACAGGATCCAACAACCCCACAGGAATTCCATCGGACACAGATAAAATTCCCTTCCACCCTTATTACACCATTAAAGACATCCTAGGTGCTATCCTACTAATCCTCATCCTCATGCTACTAGTACTATTCACGCCTGACTTACTCGGAGACCCAGACAACTACACCCCAGCAAACCCACTTAACACTCCCCCTCACATCAAACCTGAATGATACTTCCTATTTGCGTACGCAATCTTACGATCAATCCCTAATAAACTAGGAGGAGTCCTCGCCCTAATCCTCTCAATCCTAGTCCTAGTAATTATACCCCTCCTCCATACATCAAAGCAACGGAGCATAATATTCCGACCAATCAGTCAATGTATATTCTGAATCCTAGTAGCCGACCTATTAACACTCACATGAATTGGAGGCCAGCCAGTTGAACACCCCTACATCATTATTGGACAACTAGCATCTATTATATATTTCCTTATCATTCTAGTCATAATACCAGTAGCTAGCATCATCGAAAACAACCTCCTAAAATGAAGA", "Gallus gallus": "ATGGCACCCAACATTCGAAAATCCCACCCCCTACTAAAAATAATTAACAACTCCCTAATCGACCTCCCAGCCCCATCCAACATCTCTGCTTGATGAAATTTCGGCTCCCTATTAGCAGTCTGCCTCATGACCCAAATCCTCACCGGCCTACTACTAGCCATGCACTACACAGCAGACACATCCCTAGCCTTCTCCTCCGTAGCCCACACTTGCCGGAACGTACAATACGGCTGACTCATCCGGAATCTCCACGCAAACGGCGCCTCATTCTTCTTCATCTGTATCTTCCTTCACATCGGACGAGGCCTATACTACGGCTCCTACCTCTACAAGGAAACCTGAAACACAGGAGTAATCCTCCTCCTCACACTCATAGCCACCGCCTTTGTGGGCTATGTTCTCCCATGGGGCCAAATATCATTCTGAGGGGCCACCGTTATCACAAACCTATTCTCAGCAGTTCCCTACATTGGACACACCCTAGTAGAGTGAGCCTGAGGGGGATTTTCAGTCGACAACCCAACCCTTACCCGATTCTTCGCTTTACACTTCCTCCTCCCCTTTGCAATCGCAGGTATTACTATCATCCACCTCACCTTCCTACACGAATCAGGCTCAAACAACCCCCTAGGCATCTCATCCGACTCTGACAAAATTCCATTTCACCCATACTACTCCTTCAAAGACATTCTGGGCTTAACTCTCATACTCACCCCATTCCTAACACTAGCCCTATTCTCCCCCAACCTCCTAGGAGACCCAGAAAACTTCACCCCAGCAAACCCACTAGTAACCCCCCCACATATCAAACCAGAATGATATTTTCTATTCGCCTATGCCATCCTACGCTCCATCCCCAACAAACTTGGAGGTGTACTAGCCCTAGCAGCCTCAGTCCTCATCCTCTTCCTAATCCCCTTCCTCCACAAATCTAAACAACGAACAATAACCTTCCGACCACTCTCCCAAACCCTATTCTGACTTCTAGTAGCCAACCTTCTTATCCTAACCTGAATCGGAAGCCAACCAGTAGAACACCCCTTCATCATCATTGGCCAAATAGCATCCCTCTCTTACTTCACCATCCTACTTATCCTCTTCCCCACAATCGGAACACTAGAAAACAAAATACTCAACTACTAA", "Taeniopygia guttata": "ATGGCCCCAAACCTTCGAAAAAACCACGAACTACTAAAAATCATCAATGACGCCTTAATTGACCTGCCCACACCATCAAACATCTCAACATGATGAAACTTCGGGTCACTCCTAGGCATTTGTCTTATTACCCAAATTGTTACAGGTCTGCTACTAGCTATACACTATACAGCAGACACCTCCCTAGCCTTCTCCTCAGTCGCCCACATATGCCGAGACGTACAATTTGGCTGACTAATCCGTAACCTCCACGCAAACGGCGCCTCCTTCTTCTTCATCTGCATCTACTTCCACATCGGCCGAGGAATTTACTACGGCTCATACCTAAACAAAGAAACCTGAAACGTCGGAGTTATCCTACTCCTAACCCTCATAGCAACTGCCTTCGTAGGATATGTCCTACCATGAGGACAAATATCATTCTGAGGAGCCACAGTAATCACAAACCTACTCTCAGCAATCCCCTACATTGGCCAAACACTAGTAGAATGAGCCTGAGGTGGATTCTCAGTAGACAACCCCACACTAACACGATTCTTTGCCCTCCACTTCTTACTCCCATTCGTCATCGCAGGACTCACGCTAGTCCACCTCACCTTCCTGCACGAAACAGGCTCAAACAACCCACTAGGAATCCCATCAGACTGCGACAAAATCCCCTTCCACCCCTACTACACCACAAAAGACATCCTAGGATTTGCATTAATACTTTCCATCCTAGCCTCACTAGCCCTATTTTCCCCCAACCTGCTAGGAGACCCAGAAAACTTCACACCCGCTAACCCCCTAGTAACTCCTCCCCATATTAAGCCCGAATGATACTTCCTATTTGCTTATGCCATCCTACGATCCATCCCAAACAAACTAGGAGGAGTCCTAGCTCTAGCCGCCTCAATCCTAGTCCTATTCCTACTCCCTCTACTCCATACATCCAAACTACGATCGATAACTTTCCGACCCCTATCCCAAATCCTATTCTGATCCCTAGTAGCCAACGTTCTAATCCTAACCTGAGTCGGCAGCCAACCGGTAGAACACCCATTCATCATTATCGGCCAACTAGCCTCACTCTCCTACTTCACGATCATTCTAATTTTATTCCCCCTCGCAGCCCTCCTAGAGAATAAAATACTGAAACTATAA", "Columba livia": "ATGGCCCTAAACTTACGTAAAAACCACCCACTACTAAAAATCATCAACAACTCCCTAATTGACCTCCCCACCCCATCAAACATCTCAGCCTGATGAAACTTTGGATCACTACTAGGCATTTGCCTCATCACACAAATTATCACAGGCCTATTACTAGCCATACACTACACAGCAGATACTTCCCTAGCTTTCACTTCCGTGGCTCATACATGCCGAAACGTACAATTCGGATGATTAATCCGAAACTTACACGCAAACGGAGCCTCCTTCTTCTTCATTTGCATCTACCTCCACATTGGCCGAGGATTCTACTACGGTTCGTACCTAAACAAAGAGACCTGAAATATTGGAGTAATCTTACTATTAACTCTAATAGCAACCGCTTTCGTAGGATATGTCCTACCATGAGGACAAATATCCTTCTGAGGAGCTACAGTCATCACCAACCTATTCTCAGCAATCCCATACATCGGACAAACACTAGTGGAATGAGCTTGAGGAGGCTTCTCAGTAGATAACCCAACCTTAACTCGATTCTTCGCCATTCACTTCCTACTACCCTTCATGATCGCAGGATTAACACTAGTTCACCTCACATTCCTACATGAAACAGGCTCAAACAACCCACTCGGAATCCCCTCAGACTGTGATAAAATCCCATTCCACCCCTACTACTCCATTAAAGACCTACTAGGATTCTTACTAATGTTCATCCCACTTGCCACTCTAGCATTATTCTCCCCAAACCTACTAGGAGACCCAGAAAATTTCACGCCCGCCAACCCCCTAGCTACACCACCACATATCAAACCTGAATGATACTTCCTATTTGCATACGCCATCCTACGATCAATCCCAAACAAACTAGGCGGAGTATTAGCCCTAGCTGCTTCAGTCCTAGTATTATTTCTAGCCCCACTACTCCATGTGTCCAAACAACGCTCAATAACCTTCCGACCTCTATCGCAAATTCTATTTTGAATCCTAGTCACTAACCTCCTCATCTTAACCTGAGTTGGGAGCCAACCAGTCGAACACCCATTCATCATTATCGGACAATTAGCCTCATTCAGCTACTTCACAATTATCCTAATTTTATTCCCCCTTGTGAGTGCTCTAGAGAACAAACTACTCAAACTCTAA", "Spheniscus demersus": "ATGACCAACATTCGAAAGACTCACCCACTAGCTAAAATCGTAAACGACTCATTCATCGACCTTCCCGCACCATCAAATATTTCTGCCTGATGGAACTTCGGGTCCCTGCTAGGTGTATGCCTTATTCTACAGATTGCAACAGGTCTATTTTTAGCCATACACTATACATCTGACACAGCTACTGCTTTCTCATCTGTCACTCACATCTGCCGAGACGTTAACTATGGCTGAATTATCCGCTACATACATGCAAACGGAGCATCTATATTTTTTATCTGCCTCTTCATGCACGTGGGACGAGGCTTATATTATGGATCTTATGTATTCATAGAAACATGAAATATTGGAATTATCTTATTGTTCGCAACCATGGCCACAGCATTTATGGGCTACGTTTTACCGTGAGGACAAATATCATTCTGAGGGGCAACCGTAATTACAAATCTTCTATCTGCTATTCCCTATATCGGAACCGATCTAGTAGAATGAATTTGAGGGGGCTTCTCAGTAGACAAAGCAACCCTAACACGATTCTTTGCATTCCACTTTATCCTTCCATTCATCATCGCAGCATTAGCGATGGTTCATCTCTTATTTCTCCACGAAACAGGATCCAACAATCCTTCAGGAATCACATCCGACTCAGACAAAATTCCGTTTCACCCCTACTACACAATTAAAGACATCCTAGGAGTTTTACTTCTCCTTTCAGTTCTAATATCACTAGTCCTATTCTCACCAGATCTTTTAGGAGACCCAGACAATTACACCCCCGCAAACCCTCTCAGCACTCCCCCACATATTAAACCCGAATGATACTTTCTATTTGCCTATGCCATTCTCCGGTCCATCCCTAACAAACTAGGAGGAGTCCTAGCCCTAGTGTTCTCAATCCTAATCTTAGCACTTATCCCCCACCTACACACCTCAAAACAACGTGGGATAATATTCCGACCCCTTAGTCAATGCCTATTCTGACTTCTAACCGCAGACCTCCTCACCTTAACTTGAATCGGAGGGCAGCCAGTAGAACACCCCTTTATCATCATTGGCCAAATTGCCTCCATCCTGTATTTTGCTATCTTATTGATTCTAATGCCAACCATTAGCATTATCGAAAACAATCTCCTAAAATGAAGA", "Anas platyrhynchos": "ATGGCCCCAAACATCCGCAAATCCCACCCCCTACTAAAAATAATCAACAACTCCCTAATCGACCTTCCCGCACCCTCTAATATCTCTGCCTGATGAAACTTCGGATCTCTGCTCGCCATCTGCCTGGCCACACAAATCCTCACAGGCCTCCTACTGGCTATGCACTACACCGCAGACACATCCCTTGCTTTCTCCTCAGTAGCCAACACATGCCGAAACGTCCAATATGGCTGACTCATCCGCAACCTCCACGCCAATGGCGCCTCATTCTTCTTCATCTGCATCTACCTGCACATCGGACGAGGCTTCTACTACGGCTCCTACCTGTATAAAGAAACTTGAAATACAGGAGTAATCCTACTGCTCACTCTTATAGCAACTGCCTTCGTAGGTTATGTCCTGCCATGAGGACAAATATCGTTCTGAGGAGCTACCGTAATTACCAACTTATTTTCAGCCCTCCCATACATCGGACAGACCCTGGTAGAATGAGCCTGAGGAGGATTCTCAGTGGATAACCCAACCCTAACCCGATTCTTCGCCATTCACTTCCTACTACCCTTTTTAATCGCAGGAATCACCCTAGTCCACTTAACCTTCCTACACGAATCAGGCTCAAACAACCCCCTAGGTCTTGTATCAGACTGTGACAAAATCCCATTCCACCCCTACTTCTCCTTTAAGGACATCCTAGGATTTATCCTCATGCTTACCCCCCTCATAGCACTAGCCCTATTCTCACCTAACCTTCTAGGGGACCCAGAAAACTTCACCCCCGCAAACCCCCTAGTAACCCCACCACACATTAAACCAGAATGATACTTCCTATTCGCCTACGCCATCCTGCGGTCAATCCCAAACAAACTAGGAGGCGTCCTAGCACTAGCCGCCTCCGTCCTAATCCTATTCCTGGTCCCCTTCCTCCACAAATCAAAACAACGAACAATAACATTCCGGCCGCTCTCCCAACTCCTATTCTGAACACTAGTGGCCAACCTCCTCGTCCTAACATGAGTGGGAAGCCAACCTGTCGAACACCCATTCATCATCATCGGGCAACTCGCATCAATTACTTACTTCACCATCCTCCTATTCCTTTTCCCTGCCGTAAGCGCCCTAGAAAACAAAATGCTTAACTGCTAA", "Bufo gargarizans": "ATGGCCCCCGTACTTCGTAAAACTCACCCGCTAGTAAAAATTATTAATAACTCATTTATTGACCTCCCTGCACCAGTTAACCTTTCATCACTATGAAACTTTGGGTCTCTGCTGGGAGTCTGCCTAATCGCCCAAATCGTTACTGGGCTATTCTTAGCAATACACTACACCGCCGACACATCCATAGCCTTCTCATCCGTTGCCCATATCTGCCGAGATGTAAACAACGGCTGGCTGCTTCGCAACCTTCATGCAAATGGCGCCTCATTCTTCTTCATCTGCATTTACCTCCACATCGGACGGGGTATGTACTATGGCTCCTTCTTGTTCAAAGAAACTTGAAATATTGGTGTCATTCTCCTATTTCTGGTTATAGCTACAGCATTCGTAGGCTACGTCCTTCCATGGGGGCAAATATCTTTCTGAGGGGCAACTGTTATTACAAACCTTCTCTCCGCTGCCCCCTATATCGGAACTGAACTTGTTCAGTGAATCTGAGGGGGGTTTTCAGTAGACAACGCAACTCTAACACGATTTTTTACATTTCACTTTATCCTGCCGTTTATTATTGCAGGCGCTTCCATGCTTCACCTTCTATTTCTACATCAAACAGGATCCTCTAACCCAACAGGCCTTAACCCCAACTTTGACAAGATCCCTTTCCACGCCTATTACTCCTACAAAGATCTCTTCGGCTTCGCAATTATACTTGCCCTACTTGCCTTACTATCCACTTTCGCCCCCAACCTCTTAGGTGACCCAGACAACTTCACACCAGCTAACCCCTTGGTCACCCCACCACACATCAAGCCGGAGTGATACTTCTTATTCGCCTATGCCATTCTTCGCTCAATCCCAAATAAATTAGGCGGGGTCCTAGCCCTTCTATTCTCCATTATAATCCTTTTCCTCATACCCTTTCTTCACACCTCTAAACAACGAACCCTCATGTTCCGGCCCCTGGCAAAGCTATTCTTCTGGACACTAGTAGCTAACACCCTAATCCTAACTTGAATTGGAGGACAACCAGTAGAGGACCCCTTCGTCATGATCGGTCAACTGGCTTCTATCTCCTACTTCTCAATCTTTATCATCTTTATCCCCCTCCTCGGGCTCACAGAAAACAAACTAACCCAACTCAGCAGA", "Chamaeleo calyptratus": "ATGACCATTGCACGAAAATCCAACCCAGCCCTAAAAATTATTAACCACTCACTTATTGACCTGCCTACCCCAACAAACATCTCAACAGCCTGAAACTTTGGATCGTTACTAGGCCTAATACTAGTAACACAAATTACAACCGGACTATTCCTAGCAATACACTACACAGCCGATATTAACCTAGCATTCTCCTCCATCGCACACATCTCCCGAGAAGTAAATTTTGGCTGACTAATACGAAACTTACATGCCAACGGAGCATCAATATTCTTTATTTGCATTTACCTGCACATCGGACGAGGCCTATATTACTCTTCCTACCTGTACAAAGAAACATGAAACATCGGCATTATACTTCTATTCCTAACAATGGCCACCGCATTCCTAGGCTACATTCTACCCTGAGGACAAATATCATTCTGAGGGGCAACCGTAATCACTAACATACTATCTGCAATCCCATACATTGGCAACAACCTTGTAAACTGAATTTGAGGTGGATTTTCAGTAAACAATCCAACTCTAGTTCGATTCTTCACACTACACTTCTTAACACCATTTTTAATCGCCGGAACCACTATACTACATCTACTGTTTCTACACGAAACTGGTTCCAACAACCCAACAGGACTCTCTTCTAATTCTGATAAAGTATCATTCCACCCATACTTCCCACTAAAAGACCTAACTACTGCAACAACAACCATTACCCTACTAACACTAATTGCCCTATTTCTACCGACACTACTAACAGACCCACAAAATTTTTCACCTGCCAACCCACTTTCAACTCCACCACATATCATACCAGAATGATACTTTCTCTTCGCCTACACCATCTTACGATCTATTCCAAACAAACTAGGAGGAGTCATAGCCCTATTCATGTCAATCCTAATCCTTATTCTCATACCCCTTCTTCACACATCCAAACAACGAACAATAAAATTTCGACCCTTCTCACAACTAATATTTTGAACCATAACAGCAAACATTCTAATTTTAACATGAATTGGCAGCCAACCAGTCGAACAACCACTTACAACAATCGGCCAAATTTCAACTACACTATACTTTCTGATTATCATTATATTCACACCTACACTAGCCCTAATAGAAAACAAAACTTTATAA", "Aneides aeneus": "ATGGCCCACATTATACGCAAAATACACCCTCTTTTAAAAATTGTTAATAATTCATTCGTAGACTTACCAGCCCCATCAAACCTATCTTACCTTTGAAATTTCGGCTCATTATTAGGAGTATGTTTGATCTCACAGATTATTACTGGCTTATTTTTAGCAATGCATTATACAGCAGATACCACCTCCGCATTTTCATCAGTAGCACATATTTGTCGAGATGTAAATTATGGTTGAATAATTCGAAGTACTCATGCTAATGGAGCATCACTCTTCTTTATTTGTATTTATATACATATTGGACGAGGCCTTTATTATGGATCATATATATATAAAGAGACCTGAAATATTGGAATTATTTTATTATTACTTGTTATAGCAACAGCATTTGTTGGATATGTCCTTCCATGAGGACAAATATCATTTTGAGGTGCTACCGTTATTACTAACCTTCTATCAGCTATTCCATATTTAGGTGAAATACTTGTACAATGAATCTGAGGTGGTTTCTCAGTAGATAAGGCCACTTTAACACGATTCTTTGCATTCCACTTTATTCTTCCATTTGTTATTTTAGGGATAAGCATCGTACATCTCCTATTTCTACATGAAACTGGATCCAATAACCCAACAGGACTAAATTCTAACCCAGATAAAATCTTATTTCACCCATACTTCTCTTATAAAGATTTATTAGGTCTAGTTATTATAATTTACTTCTTAATTATATTATCCTTAATTTATCCTAACCTTTTAGGTGATCCAGAAAATTTTACTCCGGCCAACCCATTAATTACTCCCCCCCATATTCAACCAGAGTGATATTTTCTTTTTGCATATGCTATCTTACGCTCAATTCCTAATAAACTAGGAGGAGTAATAGCCTTACTATTCTCAATTCTTATTTTAATTTTAATTCCAAACTTACATACCTCAAAACACCGAAGCTTAATATTTCGACCTATTACACAAACCTTATTTTGATTATTAATTGCAAACACATTCATATTAACATGAATTGGAGGCCAACCAGTTGAACCACCTTTTATTGAAATTGGTCAAGCAGCCTCTATGCTCTATTTTATATTATTTCTTGCCTTAATACCCCTTAATGGTATTATAGAAAATAAACTTATGAAATGAT", "Xenopus laevis": "ATGGCACCCAACATCCGTAAATCTCATCCATTAATTAAAATTATTAATAATTCTTTCATTGACCTCCCAACCCCATCAAACATTTCATCATTATGAAACTTCGGCTCTCTTCTAGGGGTCTGTTTAATTGCCCAAATCATTACAGGATTATTCTTAGCTATACATTATACAGCAGACACATCTATAGCCTTCTCATCAGTAGCCCATATTTGTTTTGACGTTAACTATGGATTATTAATTCGCAATCTCCATGCCAATGGACTCTCATTCTTCTTCATTTGCATCTACCTTCACATCGGACGAGGGTTGTACTACGGCTCTTTCTTATATAAAGAAACATGAAATATTGGTGTGATCCTCCTATTTTTAGTTATAGCTACAGCATTTGTAGGATATGTTCTACCATGAGGACAAATATCTTTTTGAGGGGCTACAGTAATTACTAATCTTCTTTCTGCTAAACCGTACATCGGAAACGTACTAGTCCAATGAAGTTTAGGAGGATTCTCTGTAGATAACGCCACTTTAACCCGATTCTTCGCATTTCACTTCCTCCTTCCTTTTATTATTGCCGGAGCTAGCATTCTCCATCTTTTATTTCTCCACGAAACTGGATCAACAAACCCAACTGGATTAAACTCAGACCCAGATAAAGTACCTTTCCACCCATACTTCTCTTACAAAGACCTTTTAGGCTTCCTTATTATACTTACAGCACTTACTCTCCTAGCCATATTTTCCCCAAACCTTTTAGGAGACCCAGACAATTTTACCCCAGCTAATCCTCTAATCACCCCTCCACATATTAAACCAGAATGATACTTCCTATTCGCCTACGCTATCCTTCGATCCATAAACAAACTAGGCGGAGTGTTAGCCCTAGTCCTATCCATCCTAATCTTAGCCCTCATACCATTACTCCACACATCAAAACAACGAAGCCTTATATTCCGACCATTTACACAAATCATATTTTGAGCCCTAGTTGCAGATACACTAATCCTAACCTGAATTGGAGGTCAACCAGTAGAAGACCCTTATACCATAATTGGACAGTTAGCCTCAGTAATTTACTTCTCAATCTTTATTATTATATTCCCACTTATAGGTTGAGTAGAAAATAAACTATTAAACTGATAG", "Chelonoidis carbonarius": "ATGACCACAAACCTACGAAAAACCCACCCAATAATTAAGATCATCAACAACTCATTCATTGACCTACCCAGTCCATCCAACATCTCTGCCTGATGAAACTTCGGATCACTATTAGGCATCTGCCTAATCCTACAAACCGTTACCGGAATCTTCCTAGCAATACACTATTCATCAAACATCTCACTGGCATTCTCATCAATCGCCCATATCACCCGAGATGTACAATACGGATGACTTATCCGAAATATACATGCTAACGGAGCCTCCATCTTCTTCATATGTATCTACCTTCACATCGGCCGAGGACTTTACTATGGCTCCTACCTATATAAAGAAACCTGAAACACAGGAATTATTATATTACTCCTAGTCATAGCCACCGCATTCGTAGGCTACGTCCTACCATGAGGCCAAATATCGTTCTGAGGCGCTACCGTCATCACCAACCTACTTTCAGCCATTCCCTACATTGGCAACACCCTAGTACAATGAATCTGAGGAGGTTTCTCAGTAGACAACGCCACTCTGACTCGCTTCTTTACCTTCCATTTCCTACTACCCTTCACCATTATAGGACTAGCAATCGTACACCTACTCTTCCTCCACGAGACAGGATCAAACAACCCAACAGGATTAAACTCAAACACCGATAAAATTCCATTCCACCCATACTTCTCCTACAAAGACTTATTAGGACTAACCTTAATACTAGCCCTACTGTTAACTCTAACATTATTCTCCCCAAACCTCCTAGGAGATCCAGATAACTTCACACCAGCCAATCCCCTATCAACTCCACCTCATATTAAACCAGAATGATATTTCCTATTCGCCTATGCAATCCTTCGATCTATCCCAAACAAACTAGGAGGCGTACTCGCTCTTCTACTCTCCATCCTAGTATTATTCATGATACCAACCCTACACACATCAAAACAACGTTCAACTATATTTCGACCCTTAAACCAAATTCTACTCTGATGCCTAATAGCTGACCTTCTAATACTCACATGAATTGGAGGCCAACCAGTCGAAAATCCATTCATTATCATTGGCCAAATAGCCTCTATCCTATACTTTACCATCCTCCTAATCCTTATACCCATAGCAGGAATAATTGAAAACAAAATACTAAACTTAAAAT", "Takifugu rubripes": "ATGGCCAGCCTACGCAAAACCCACCCCCTACTAAAAATCGTAAACGACATAGTAATTGACCTTCCTACCCCCTCAAACATTTCCGCCTGATGAAACTTTGGCTCTCTACTCGGATTATGCCTTATTACACAAATCATCACAGGACTGTTCCTTGCAATACACTACACATCCGACATCTCTACCGCCTTTTCATCCGTAGCCCACATTTGCCGAGACGTAAACTACGGCTGACTAATTCGCAATCTACACGCAAACGGTGCCTCATTCTTTTTTATTTGCTTATACTCCCACATCGGCCGAGGTCTTTACTATGGCTCTTACCTAAGTAAAGAAACCTGAAACGTAGGGGTAGTCCTCTTACTTTTAGTAATGGCCACCGCTTTCGTAGGCTACGTTCTTCCATGAGGACAAATATCCTTCTGAGGCGCCACTGTAATTACAAACCTGCTCTCTGCTGTCCCCTACGTAGGAAACACGCTCGTTCAATGAGTATGAGGAGGCTTTTCAGTAGACAGCGCCACTCTAACACGATTCTTTGCCTTCCACTTCCTCCTCCCATTTATCGTTGCAGCCGCTGCCATCGTACATCTTATTTTTCTTCACGAAACAGGCTCCAACAATCCCCTAGGACTCAATTCAAACGCAGACAAAATCCCATTCCACCCATACTTCTCTTACAAAGACCTCCTGGGCTTCACAATCATACTCTCAGCCCTCGCAACACTCGCCCTATTCTCTCCAAACTACCTCGGAGACCCTGACAACTTCACACCAGCCAATCCTCTAGTTACCCCCGCCCACATTAAACCAGAATGGTATTTCCTATTTGCATACGCAATTCTACGATCTATCCCCAATAAGCTAGGAGGTGTTCTGGCCCTTCTTGCCTCAATCTTAATTCTTATAGTAGTTCCTTTCTTACACACCTCTAAACAACGAAGCCTAACATTCCGCCCACTATCACAATTCCTATTCTGAACCCTAATTGCCGACGTCGTCATCCTAACCTGAATTGGAGGCATGCCCGTCGAACATCCTTACATTATTATCGGACAAATTGCCTCAGTACTTTACTTCTCTCTCTTCCTAATCTTGATGCCAATAGCCGGTTGACTAGAAAATAAAATACTAAACTAA", "Danio rerio": "ATGACAAGCCTGCGAAAAACACACCCAGTTTTAAAAATCGCTAATGACGCATTAGTTGATTTGCCAACGCCACTAAATATTTCAGCGTGATGAAATTTTGGATCTCTCCTTGGATTATGTCTTATTACACAAATTTTAACAGGACTATTTTTAGCAATACACTACACCTCAGACATCTCAACAGCATTTTCATCTGTTGTGCATATTTGCCGAGATGTAAATTTCGGCTGACTTATTCGGAGCATCCATGCCAATGGGGCTTCCTTCTTCTTCATCTGCCTGTATATTCACATCGCCCGAGGACTATATTACGGATCTTATCTTTATAATGAAACTTGAAACATCGGAGTAGTCCTGTTCTTACTTGTAATAATAACAGCTTTTGTGGGCTACGTCCTTCCATGGGGCCAAATATCATTCTGAGGGGCCACAGTAATTACTAACCTATTATCGGCCGTTCCTTACGTGGGAGATACCCTAGTGCAATGAATCTGAGGGGGATTCTCAGTAGACAATGCAACCCTTACACGATTCTTCGCATTCCACTTTTTATTACCATTTATTATCATCGCCATAGTTATTCTACACTTGCTATTTCTCCACGAAACCGGATCAAATAACCCCCTTGGCCTAAACCCCAACATGGATAAAATCCCCTTTCATCCTTATTTTTCAAATAAAGACCTCCTTGGTTTTGTAATTATATTATTTTCCCTCTCACTATTAGCACTATTCTCACCAAACCTCTTAGGAGATCCAGAAAATTTCACCCCTGCTAACCCTCTAGTAACACCTCCTCACATTAAACCAGAATGATATTTCCTATTCGCATACGCCATTCTACGATCTATCCCAAACAAACTAGGAGGTGTACTAGCTCTCTTATTTTCCATTTTAGTATTAATAGTAGTACCAATTTTACACACTTCTAAACAGCGAGGAATAGCATTCCGCCCAGTTACCCAATTTCTGTTCTGAACACTGGTAGCAGACATGCTTGTACTAACATGAATTGGAGGGATACCAGTAGAACACCCCTACATCATCATTGGACAAATAGCATCAATCTTATATTTTTCACTATTCTTAGTCTTATTCCCAATTACAGGGATTTTAGAGAATAAGGCACTCCAATGAAGCT", "Salvelinus malma malma": "ATGGCCAACCTCCGAAAAACCCACCCACTCCTAAAAATTGCTAATGACGCACTAGTCGACCTCCCTGCCCCCTCTAATATCTCAGTCTGATGAAACTTTGGTTCACTCTTAGGCCTATGTTTGGCCACCCAAATTCTTACCGGACTCTTCCTAGCCATACACTACACCTCCGATATTTCAACAGCTTTTTCCTCTGTATGCCATATCTGCCGAGATGTAAGTTACGGCTGACTCATCCGGAATATCCACGCTAACGGAGCATCTTTCTTCTTTATCTGTATTTATATACATATCGCCCGTGGACTATACTACGGGTCCTACCTATATAAAGAAACCTGAAATATTGGAGTAGTATTATTACTTCTAACTATAATGACTGCCTTTGTCGGCTACGTTCTTCCGTGAGGACAGATATCCTTCTGAGGAGCCACTGTAATCACAAACCTCCTCTCCGCCGTCCCTTATGTAGGAGGTGCTCTTGTACAATGAATTTGAGGCGGGTTTTCTGTAGACAACGCCACCTTAACCCGATTTTTCGCCTTTCACTTCCTATTCCCCTTCGTTATTGCAGCCGCCACAGTACTTCACCTTCTCTTTCTACATGAAACCGGGTCCAATAACCCAGCAGGGATTAACTCCGACGCCGATAAAATCTCGTTCCACCCCTACTTCTCGTACAAAGACCTCCTCGGTTTCGTAGCTATATTACTTGGCCTAACAACCCTAGCTCTTTTCGCACCTAACCTCCTAGGAGACCCAGACAATTTCACACCAGCCAACCCCTTAGTTACCCCACCACACATCAAACCCGAGTGGTACTTCTTATTTGCCTACGCAATTCTCCGATCTATCCCCAATAAACTAGGAGGGGTACTCGCCCTTTTATTCTCAATCCTTGTCCTCATAGTTGTCCCGATCCTCCACACCTCCAAACAGCGCGGACTAACCTTTCGACCACTAACTCAATTCTTATTCTGAACCCTGGTAGCAGACATACTCATCCTCACCTGAATTGGAGGCATGCCTGTAGAACACCCATTTATCATTATCGGCCAAGTTGCCTCTGTGATTTACTTCACCATCTTCCTAGTCCTTGCCCCCTTAGCCGGTTGGGCCGAAAATAAAGCCCTTGAATGAGCCT", "Cyprinus carpio": "ATGGCCAACCTCCGAAAAACCCACCCACTCCTAAAAATTGCTAATGACGCACTAGTCGACCTCCCTGCCCCCTCTAATATCTCAGTCTGATGAAACTTTGGTTCACTCTTAGGCCTATGTTTGGCCACCCAAATTCTTACCGGACTCTTCCTAGCCATACACTACACCTCCGATATTTCAACAGCTTTTTCCTCTGTATGCCATATCTGCCGAGATGTAAGTTACGGCTGACTCATCCGGAATATCCACGCTAACGGAGCATCTTTCTTCTTTATCTGTATTTATATACATATCGCCCGTGGACTATACTACGGGTCCTACCTATATAAAGAAACCTGAAATATTGGAGTAGTATTATTACTTCTAACTATAATGACTGCCTTTGTCGGCTACGTTCTTCCGTGAGGACAGATATCCTTCTGAGGAGCCACTGTAATCACAAACCTCCTCTCCGCCGTCCCTTATGTAGGAGGTGCTCTTGTACAATGAATTTGAGGCGGGTTTTCTGTAGACAACGCCACCTTAACCCGATTTTTCGCCTTTCACTTCCTATTCCCCTTCGTTATTGCAGCCGCCACAGTACTTCACCTTCTCTTTCTACATGAAACCGGGTCCAATAACCCAGCAGGGATTAACTCCGACGCCGATAAAATCTCGTTCCACCCCTACTTCTCGTACAAAGACCTCCTCGGTTTCGTAGCTATATTACTTGGCCTAACAACCCTAGCTCTTTTCGCACCTAACCTCCTAGGAGACCCAGACAATTTCACACCAGCCAACCCCTTAGTTACCCCACCACACATCAAACCCGAGTGGTACTTCTTATTTGCCTACGCAATTCTCCGATCTATCCCCAATAAACTAGGAGGGGTACTCGCCCTTTTATTCTCAATCCTTGTCCTCATAGTTGTCCCGATCCTCCACACCTCCAAACAGCGCGGACTAACCTTTCGACCACTAACTCAATTCTTATTCTGAACCCTGGTAGCAGACATACTCATCCTCACCTGAATTGGAGGCATGCCTGTAGAACACCCATTTATCATTATCGGCCAAGTTGCCTCTGTGATTTACTTCACCATCTTCCTAGTCCTTGCCCCCTTAGCCGGTTGGGCCGAAAATAAAGCCCTTGAATGAGCCT", "Salmo salar": "ATGGCCAACCTCCGAAAAACTCACCCGCTCCTAAAAATTGCTAATGACGCACTAGTCGATCTCCCAGCACCATCTAACATCTCAGTTTGATGAAACTTTGGCTCACTCTTAGGCCTATGTCTAGCCACCCAAATCCTTACCGGGCTCTTCCTAGCCATACACTACACCTCCGATATCTCAACAGCTTTTTCCTCTGTTTGCCACATTTGCCGAGATGTTAGCTATGGCTGACTCATCCGTAACATTCACGCTAACGGAGCATCTTTCTTCTTTATCTGTATTTATATACACATCGCCCGAGGACTTTATTATGGTTCCTATCTATATAAAGAAACCTGAAATATCGGAGTTGTACTTCTACTTCTCACTATAATAACTGCCTTCGTAGGCTACGTTCTTCCATGAGGACAAATATCCTTCTGAGGAGCCACTGTAATTACAAACCTCCTCTCCGCTGTCCCCTACGTAGGAGGCGCCCTTGTACAATGAATTTGAGGAGGATTTTCTGTAGACAACGCCACCCTAACACGATTTTTCGCCTTCCACTTCCTATTCCCATTCGTTATTGCAGCTGCCACAGTACTCCATCTTCTATTTTTACATGAAACCGGGTCTAATAACCCAGCAGGCATCAACTCCGATGCCGATAAAATCTCATTCCACCCTTACTTCTCATATAAAGACCTCCTCGGATTTGTAGCCATACTACTTGGCCTAACATCCTTAGCTCTATTCGCACCCAACCTCCTCGGGGACCCAGACAATTTTACACCTGCCAACCCCCTAGTTACTCCACCTCATATCAAGCCTGAATGATACTTCCTATTCGCCTACGCAATCCTACGCTCCATTCCTAACAAACTAGGCGGAGTACTCGCCCTCTTATTCTCGATCCTGGTCCTTATAGTCGTCCCCATCCTCCATACCTCTAAACAACGAGGACTGACCTTTCGCCCACTCACCCAATTCTTATTCTGGACCCTGGTAGCGGACATACTAATCCTTACCTGAATTGGAGGCATACCCGTGGAACACCCATTCATTATCATTGGTCAAATTGCCTCTGTAATTTACTTTACTATCTTCCTAGTCCTTGCCCCCCTGGCTGGCTGAGCTGAAAATAAAGCTCTTGAATGAACCT"}
\ No newline at end of file
diff --git a/notebooks/slike/nizi_dendrogram.png b/notebooks/slike/nizi_dendrogram.png
index 2d46613..9d1f8e7 100644
Binary files a/notebooks/slike/nizi_dendrogram.png and b/notebooks/slike/nizi_dendrogram.png differ
diff --git a/notebooks/src/105-1_grucenje_voditelji.ipynb b/notebooks/src/105-1_grucenje_voditelji.ipynb
index c6383a1..1aba66a 100644
--- a/notebooks/src/105-1_grucenje_voditelji.ipynb
+++ b/notebooks/src/105-1_grucenje_voditelji.ipynb
@@ -41,26 +41,18 @@
         ]
       },
       "source": [
-        "By using *uncontrolled modeling* methods we discover unknown structure in data. The central assumption of such methods is that there are subsets of similar cases in the data."
+        "By using *unsupervised modeling* methods we discover unknown structure in data. The central assumption of such methods is that there are subsets of similar cases in the data."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 1,
       "metadata": {},
       "outputs": [],
       "source": [
         "import numpy as np\n",
-        "np.random.seed(42)\n",
-        "\n",
-        "%matplotlib inline\n",
-        "%config InlineBackend.figure_formats = ['jpg']\n",
-        "import matplotlib\n",
-        "matplotlib.figure.Figure.__repr__ = lambda self: (\n",
-        "    f\"<{self.__class__.__name__} size {self.bbox.size[0]:g}\"\n",
-        "    f\"x{self.bbox.size[1]:g} with {len(self.axes)} Axes>\")\n",
-        "\n",
         "import matplotlib.pyplot as plt\n",
+        "np.random.seed(42)\n",
         "plt.style.use('../PR.mplstyle')"
       ]
     },
@@ -94,7 +86,19 @@
         ]
       },
       "source": [
-        "Metoda K voditeljev (ang. *K-means clustering*) sodi med enostavnejše in pogosto uporabljene metode nenadzorovanega algoritma. Pomembna prednost je tudi računska učinkovitost. Dodatne podrobnosti najdeš v <a href=\"http://www-users.cs.umn.edu/~kumar/dmbook/ch8.pdf\">literaturi</a>."
+        "Metoda K voditeljev (ang. *K-means clustering*) sodi med enostavnejše in pogosto uporabljene metode nenadzorovanega algoritma. Pomembna prednost je tudi računska učinkovitost.\n",
+        "\n",
+        "```\n",
+        "Naključno izberi k točk - centrov.\n",
+        "ponavljaj\n",
+        "     Vsaki točki določi najbližji center.\n",
+        "     Izračunaj nove centre - središča pripadajočih skupin.\n",
+        "dokler se centri ne spreminjajo več.\n",
+        "```\n",
+        "\n",
+        "Razdaljo med točkama $\\vec{x} = (x_1, x_2, ... x_p)$ in $\\vec{y} = (y_1, y_2, ... y_p)$  izračunaj s pomočjo evklidske razdalje:\n",
+        "\n",
+        " $$\\|\\vec{x} - \\vec{y}\\| = \\sqrt{(x_1 - y_1)^2 + (x_2 - y_2)^2 + ... + (x_p-y_p)^2} $$"
       ]
     },
     {
@@ -105,7 +109,19 @@
         ]
       },
       "source": [
-        "K-means clustering is one of the simpler and often used methods of an uncontrolled algorithm. Computational efficiency is also an important advantage. You can find additional details in <a href=\"http://www-users.cs.umn.edu/~kumar/dmbook/ch8.pdf\">literature</a>."
+        "K-means clustering is one of the simpler and often used methods of an uncontrolled algorithm. Computational efficiency is also an important advantage. \n",
+        "\n",
+        "```\n",
+        "Randomly select k points - centers.\n",
+        "repeat\n",
+        "     Determines the nearest center of each point.\n",
+        "     Calculate new centers - the centers of the respective groups.\n",
+        "until centers are no longer changing.\n",
+        "```\n",
+        "\n",
+        "Calculate the distance between the points $\\vec{x} = (x_1, x_2, ... x_p)$ and $\\vec{y} = (y_1, y_2, ... y_p)$ using the Euclidean distance:\n",
+        "\n",
+        " $$\\|\\vec{x} - \\vec{y}\\| = \\sqrt{(x_1 - y_1)^2 + (x_2 - y_2)^2 + ... + (x_p-y_p)^2} $$"
       ]
     },
     {
@@ -118,7 +134,7 @@
       "source": [
         "##### Vprašanje 5-1-1\n",
         "\n",
-        "Implementiraj algoritem za odkrivanje skupin z metodo K voditeljev. Pomagaj si z naslednjo psevdokodo:"
+        "Kakšna je časovna zahtevnost algoritma v odvisnosti od števila primerov in števila atributov?"
       ]
     },
     {
@@ -131,7 +147,7 @@
       "source": [
         "##### Question 5-1-1\n",
         "\n",
-        "Implement a Group Detection Algorithm with K-means clustering. Hel pyourself with the following pseudocode:"
+        "What is the time complexity of the algorithm in relation to the number of cases and the number of attributes?"
       ]
     },
     {
@@ -142,13 +158,7 @@
         ]
       },
       "source": [
-        "```\n",
-        "Naključno izberi *K* točk - centrov.\n",
-        "**ponavljaj**\n",
-        "     Vsaki točki določi najbližji center.\n",
-        "     Izračunaj nove centre - središča pripadajočih skupin.\n",
-        "**dokler** se centri ne spreminjajo več.\n",
-        "```"
+        "[Odgovor](205-1.ipynb#Odgovor-5-1-1)"
       ]
     },
     {
@@ -159,47 +169,61 @@
         ]
       },
       "source": [
-        "```\n",
-        "Randomly select *K* points - centers.\n",
-        "**repeat**\n",
-        "     Determines the nearest center of each point.\n",
-        "     Calculate new centers - the centers of the respective groups.\n",
-        "**until** centers are no longer changing.\n",
-        "```"
+        "[Answer](205-1.ipynb#Answer-5-1-1)"
       ]
     },
     {
       "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "sl"
-        ]
-      },
+      "metadata": {},
       "source": [
-        "Razdaljo med točkama $\\vec{x} = (x_1, x_2, ... x_p)$ in $\\vec{y} = (y_1, y_2, ... y_p)$  izračunaj s pomočjo evklidske razdalje:\n",
+        "### Podatki\n",
         "\n",
-        " $$\\|\\vec{x} - \\vec{y}\\| = \\sqrt{(x_1 - y_1)^2 + (x_2 - y_2)^2 + ... + (x_p-y_p)^2} $$"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "en"
-        ]
-      },
-      "source": [
-        "Calculate the distance between the points $\\vec{x} = (x_1, x_2, ... x_p)$ and $\\vec{y} = (y_1, y_2, ... y_p)$ using the Euclidean distance:\n",
+        "Metodo testiramo na podatkovni zbirki <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">Iris</a>, kjer za cvetlice v treh razredih merimo različne dimenzije cvetnih oz. venčnih listov. V podatkih najdemo tri gruče, približno takole. V rešitvi sta prikazana samo prva dva atributa, zato se gruče navidez prekrivajo.\n",
         "\n",
-        " $$\\|\\vec{x} - \\vec{y}\\| = \\sqrt{(x_1 - y_1)^2 + (x_2 - y_2)^2 + ... + (x_p-y_p)^2} $$"
+        "<table>\n",
+        "<tr>\n",
+        "<td><img src=\"../slike/iris.png\" width=\"300\"></img></td> \n",
+        "<td><img src=\"../slike/iris-resitev.png\" width=\"300\"></img></td>\n",
+        "</tr>\n",
+        "<table>\n"
       ]
     },
     {
       "cell_type": "code",
       "execution_count": 2,
       "metadata": {},
-      "outputs": [],
-      "source": []
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 1000x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "from sklearn.datasets import load_iris\n",
+        "from sklearn.cluster import KMeans\n",
+        "\n",
+        "iris = load_iris()\n",
+        "X = iris.data\n",
+        "\n",
+        "model = KMeans(n_clusters=3, random_state=42)\n",
+        "model.fit(X)\n",
+        "\n",
+        "plt.figure(figsize=(10, 10))\n",
+        "color = {0:\"red\", 1:\"blue\", 2:\"green\"}\n",
+        "for c, x in zip(model.labels_, X):\n",
+        "    plt.plot(x[2], x[3], \".\", color=color[c], markersize=10.0)\n",
+        "for i, c in enumerate(model.cluster_centers_):\n",
+        "    plt.plot(c[2], c[3], \"X\", color=color[i], markersize=20.0)\n",
+        "plt.xlabel(iris.feature_names[2])\n",
+        "plt.ylabel(iris.feature_names[3])\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -209,7 +233,14 @@
         ]
       },
       "source": [
-        "[Odgovor](205-1.ipynb#Odgovor-5-1-1)"
+        "### Ocenjevanje uspešnosti odkrivanja skupin\n",
+        "\n",
+        "Ocenjevanje uspešnosti odkrivanja skupin je eden od nerešenih izzivov strojnega učenja. \n",
+        "Ena možnost je, da poznamo resnične razrede, v katere spadajo podatki. To drži za podatkovno zbirko iris, kjer so cvetlice razporejene v tri razrede.\n",
+        "\n",
+        "##### Vprašanje 5-1-2\n",
+        "\n",
+        "Preveri, kako dobro se rezultat tvoje metode ujema z resničnimi razredi? Na kakšen način boš izmeril/a ujemanje? Ali naletiš pri tem na kakšno težavo?"
       ]
     },
     {
@@ -220,9 +251,23 @@
         ]
       },
       "source": [
-        "[Answer](205-1.ipynb#Answer-5-1-1)"
+        "### Evaluating the effectiveness of group discovery\n",
+        "\n",
+        "Assessing the effectiveness of group discovery is one of the unresolved challenges of machine learning.\n",
+        "One option is if we know the real classes to which the data belongs. This is true for the iris database, where the flowers are arranged in three classes.\n",
+        "\n",
+        "##### Question 5-1-2\n",
+        "\n",
+        "Check how well the result of your method matches real classes? How will you measure the match? Do you encounter any problems?"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": []
+    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -231,9 +276,7 @@
         ]
       },
       "source": [
-        "##### Vprašanje 5-1-2\n",
-        "\n",
-        "Kakšna je časovna zahtevnost algoritma v odvisnosti od števila primerov in števila atributov?"
+        "[Odgovor](205-1.ipynb#Odgovor-5-1-2)"
       ]
     },
     {
@@ -244,9 +287,7 @@
         ]
       },
       "source": [
-        "##### Question 5-1-2\n",
-        "\n",
-        "What is the time complexity of the algorithm in relation to the number of cases and the number of attributes?"
+        "[Answer](205-1.ipynb#Answer-5-1-2)"
       ]
     },
     {
@@ -257,7 +298,15 @@
         ]
       },
       "source": [
-        "[Odgovor](205-1.ipynb#Odgovor-5-1-2)"
+        "Če poznamo prave razrede, lahko uporabimo metode, kot je [metoda naključnih indeksov](http://scikit-learn.org/stable/modules/clustering.html#adjusted-rand-index) (*ang*. Adjusted Rand Index - ARI)\n",
+        "\n",
+        "ARI meri ujemanje med vašim gručenjem in dejanskimi oznakami. Za vsak par točk preverimo, ali se znajdeta v isti gruči tako pri napovedanem gručenju kot tudi pri resničnih oznakah, oziroma ali sta ločeni v obeh primerih.\n",
+        "\n",
+        "Metoda prilagodi vrednost za naključna ujemanja (tako da naključno gručanje teži k 0, ne pa k pozitivni vrednosti).\n",
+        "\n",
+        "* +1 → popolno gručanje (natančno se ujema z resničnimi oznakami)\n",
+        "* 0 → naključne oznake (ni boljše od naključja)\n",
+        "* Negativne vrednosti → slabše od naključja\n"
       ]
     },
     {
@@ -268,137 +317,51 @@
         ]
       },
       "source": [
-        "[Answer](205-1.ipynb#Answer-5-1-2)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 2,
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "class KMeans:\n",
-        "    \n",
-        "    def __init__(self, k=10, max_iter=100):\n",
-        "        \"\"\"\n",
-        "        Initialize KMeans clustering model.\n",
-        "        \n",
-        "        :param k\n",
-        "            Number of clusters.\n",
-        "        :param max_iter\n",
-        "            Maximum number of iterations.\n",
-        "        \"\"\"\n",
-        "        self.k         = k\n",
-        "        self.max_iter  = max_iter    \n",
-        "    \n",
-        "    def fit(self, X):\n",
-        "        \"\"\"\n",
-        "        Fit the Kmeans model to data.\n",
-        "        \n",
-        "        :param X\n",
-        "            Numpy array of shape (n, p)\n",
-        "            n: number of data examples\n",
-        "            p: number of features (attributes)\n",
-        "        \n",
-        "        :return \n",
-        "            labels: array of shape (n, ), cluster labels (0..k-1)\n",
-        "            centers: array of shape (k, p, )\n",
-        "        \"\"\"\n",
-        "        \n",
-        "        n, p    = X.shape\n",
-        "        labels  = np.random.choice(range(self.k), size=n, replace=True)\n",
-        "        \n",
-        "        # Choose k random data points for initial centers\n",
-        "        centers = np.array([X[i] for i in np.random.choice(range(X.shape[0]), \n",
-        "                                                   size=self.k)]) \n",
-        "        i = 0\n",
-        "        while i < self.max_iter:\n",
-        "            \n",
-        "            # Find nearest cluster\n",
-        "            for j, x in enumerate(X):\n",
-        "                ki = np.argmin(np.sum((centers - x) ** 2, axis=1))\n",
-        "                labels[j] = ki\n",
-        "                \n",
-        "            # Store previous centers\n",
-        "            previous_centers = centers.copy()\n",
-        "                \n",
-        "            # Move centroid\n",
-        "            for ki in range(self.k):\n",
-        "                centers[ki] = X[labels == ki].mean(axis=0)    \n",
-        "            i += 1    \n",
-        "        \n",
-        "        return labels, centers"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "Rešitev je dosegljiva v resitve/voditelji.py."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "%run 205-1.ipynb"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "### Podatki\n",
+        "If we know the true classes, we can use methods like [Adjusted Rand Index (ARI)](http://scikit-learn.org/stable/modules/clustering.html#adjusted-rand-index).\n",
         "\n",
-        "Metodo testiramo na podatkovni zbirki <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">Iris</a>, kjer za cvetlice v treh razredih merimo različne dimenzije cvetnih oz. venčnih listov. V podatkih najdemo tri gruče, približno takole. V rešitvi sta prikazana samo prva dva atributa, zato se gruče navidez prekrivajo.\n",
         "\n",
-        "<table>\n",
-        "<tr>\n",
-        "<td><img src=\"../slike/iris.png\" width=\"300\"></img></td> \n",
-        "<td><img src=\"../slike/iris-resitev.png\" width=\"300\"></img></td>\n",
-        "</tr>\n",
-        "<table>\n"
+        "ARI measures agreement between your clustering and the ground truth. So for every pair of points we check whether they end up in the same cluster in both the predicted clustering and the true labels, or are they separated in both?\n",
+        "\n",
+        "It adjusts for chance groupings (so random clustering tends toward 0, not a positive score).\n",
+        "\n",
+        "* +1 → perfect clustering (matches ground truth exactly)\n",
+        "* 0 → random labeling (no better than chance)\n",
+        "* Negative values → worse than random"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 4,
+      "execution_count": 3,
       "metadata": {},
       "outputs": [
         {
           "data": {
-            "image/jpeg": "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",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaIAAAEzCAYAAABzMQeJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAABgtUlEQVR4nO3dd3xT9f7H8VdWm+7BhkIZBdlQNgXKnqIVERCQgvBTFATHRRkOQOQiIKIIjutFuEVAVMSBCohlFxDKUAFBZAvIaOkeSc75/VEbCW1p0pW0/TwfDx4Pkpyc806a9pPv93zP96tRVVVFCCGEcBKtswMIIYQo36QQCSGEcCopREIIIZxKCpEQQginkkIkhBDCqaQQCSGEcCopREIIIZxKCpEQQginkkIkhBDCqaQQiQLr1q0bb731llMzfPjhh1SrVg1vb28OHz7s8PPPnTuHRqPh1q1bRR+uBLz++uu88MILDj+vSZMmbNy4Mc/HZ82axQMPPFCIZK6nZcuWrFy5ssSPO2bMGJ555hm7t3fk96qwP6fatWvz5Zdf5rtdnz592Lp1a4GPkx8pRHYYO3YsGo2GEydO2Ny/fft2NBoN3t7e+Pj4EBwczPTp01EUxbpNSf1CazQaatasSXp6uvW+L7/8ktq1axf7sZ3FZDIxefJkPv30U5KTkwkNDc11u927d9O/f38CAgLw9/enRYsWLFiwgMzMzCLLsn37dvz9/Ytsf/ZISEjgzTffLFAhOnbsGAMHDgRg5cqVtGzZsojTlS5F9R6UxQIO8OKLL/L8888X2/6lEOUjKSmJTz/9lMDAQJYvX57jcT8/P5KTk0lKSmLTpk2sXLnSKd+6ANLS0njnnXeccuzCMplMDj/n6tWrpKen06xZszy32bhxI/3796dv3778/vvv3Lp1i3Xr1nH8+HGuXLlSmMhFztH3YNWqVYSHh1OxYsViSlR8CvLzdrbSmLmohIeHc+vWLfbs2VMs+5dClI9169bh5eXF/PnzWbVq1V0/jI0aNaJz587Exsbate+nn36asWPH2tw3f/58+vbtC8APP/xA8+bN8fHxoUqVKjz55JN33d+MGTOYN29ent1MdzbD72wx1a5dm3nz5tG2bVu8vLzo378/cXFxTJgwAX9/f+rXr09MTIzNPv/880+6deuGj48PHTt2tGk1Jicn89RTT1GrVi0qV65MZGQkCQkJwD9dYitWrCAkJISgoKBcM58+fZq+ffsSGBhIvXr1rF0Whw8fpmHDhgAEBQVRr169HM9VVZXJkyczdepUnnnmGesf7IYNG7Jy5UqCg4NzPOfObpEjR46g0Wist1evXk39+vXx8fGhRo0azJkzh5s3b9K/f38SEhLw9vbG29ubXbt2AbB161batWuHv78/TZo04euvv7bua8yYMYwbN46hQ4fi6+vL+++/z6FDh+jQoQO+vr5UrFiR++67L9f3BeDrr7+mR48e1ttPPvkk06ZNs772SpUq8fDDD1sfb926NevXrwf++SwcPnyYJ554gl9++cWa/cKFCwBYLBaeeuop/P39qVWrFuvWrcszS0ZGBk888QSBgYHUqVOH5cuXo9FoOHfuXJ6vNSkpiccff5xq1apRrVo1nnjiCVJSUoDcW5gPPPAAs2bNsnn8v//9LzVr1qRChQo5WoZLly61Pvbiiy/mmT2v92DWrFkMHDiQJ598ksDAQKZNm5Zri8ff35/t27fz5Zdf8u9//5uNGzda95MtJSWFhx9+GB8fH+655x62b9+eZ57bJScnExERQeXKlfHz8yM8PJyjR4/abGM2mxk3bhy+vr7Ur1+fDRs2WB9TVZUlS5bQsGFD/P396datW46enWxnz56lV69e+Pn5ERgYSKdOnUhNTQWyelx69Ohh8/ktUqq4qw4dOqjPPvusmpSUpHp5eanr16+3PrZt2zbVz8/Pevvnn39WK1eurL711lvW+2bOnKlGRETkuu8DBw6ovr6+ampqqvW+Jk2aqB9//LGqqqparVo1NSoqSlVVVU1OTlb37NmTZ05APXz4sNqnTx912rRpqqqq6oYNG9Tg4GDrNsHBweqGDRust3N7vEWLFuqFCxfUW7duqU2aNFHr16+vrl+/XjWbzeorr7yiNmvWzLp9165d1YCAADUmJkbNyMhQZ8yYodavX181mUyqqqrqkCFD1OHDh6vx8fFqcnKy+vDDD6uPPPKIqqqqevbsWRVQH3jgATU+Pl5NSUnJ8ZpMJpN6zz33qM8//7yalpamHj16VK1WrZq6evVqm33Ex8fn+p6cPHlSBdTTp0/n+b7duY+uXbuqixcvtj5++PBhNfvXJDk5WdXr9eqOHTtUVVXV+Ph49aefflJVNednQVVV9ejRo6q/v7/6448/qhaLRd21a5fq6+ur/vbbb6qqquro0aNVDw8PddOmTarFYlFTUlLUjh07qq+99ppqsVjU9PR067FyU6lSJfXHH3+03l63bp3arl07VVVV9ciRI2rdunXVqlWrqqqqqnFxcaper1dv3rypqqrtZ2HFihVqixYtbPY9c+ZM1WAwqOvWrVPNZrP6v//9T/X29lYTExNzzfLSSy+prVu3Vi9fvqzeunVLvffee1VAPXv2bJ6v9dFHH1W7d++u3rhxQ71+/bratWtX9bHHHsvz/YyIiFBnzpxpfVyr1arPPvusmpaWph4/flz19PRUt23bpqqqqv7444+qr6+vzWdTp9OpK1asyDV/Xu9B9nNMJpOakpKS6++zn5+f9bi5PT569GjVx8dH3bZtm2o2m9U5c+bY/N7d6fbPYEJCgvrJJ5+oycnJalpamjp58mS1QYMGqqIoNhnff/991WQyqV9//bXq7u5u/cwvW7ZMbd68uXrq1CnVZDKpb7/9tlqvXj01IyNDVVXbz8Hw4cPV8ePHq5mZmWpmZqa6Z88e63aqqqpvvPGG2qdPnzxzF4a0iO7i+PHj7Nu3j9GjR+Pt7c2gQYNydM8lJCTg7++Ph4cHzZs3Z8CAAfm2XLK1adOGoKAgvvrqKyDrm9mFCxcYNGgQAAaDgdOnT3P9+nW8vLwICwvLd5+vv/4677zzDpcvX3bw1WZ58sknqVmzJn5+fgwYMIAKFSrw4IMPotPpGDZsGL/++qvNuZWHH36Yjh074ubmxqxZs/jrr7/Yt28f169fZ/369Sxbtgx/f3+8vLx49dVXWbduHRaLxfr8mTNn4u/vj6enZ44s+/fv58qVK7z22msYjUaaN2/OU089ZXfX5/Xr1wGoUaNGgd6L3BgMBk6cOEFiYiL+/v60bds2z20/+OADxowZQ48ePdBqtXTu3JmBAwfy6aefWrfp06cPffv2RavV4unpicFg4Pz581y+fBl3d3fCw8Pz3H98fDy+vr7W2926dePQoUMkJiYSHR3N4MGDqVixIsePH2f79u00bdqUwMBAu19rq1atGDp0KDqdjlGjRpGZmcmpU6dy3XbNmjVMmzaNatWq4efnx8yZM3Nsc/trNRqNrF69mnnz5lGhQgUqVqzIv//9b6KiomzOsd6NqqrWz0ajRo0ICwuz9kasXr2akSNH2nw2vby87H7t2Zo2bcqYMWPQ6/W5fkbtNWDAALp164ZOp+PRRx/l/Pnz3Lx5M9/n+fr6MmzYMLy8vDAajcyePZtTp07Z/H43aNCA8ePHo9frue++++jevTtr164FYNmyZbz66qvUr18fvV7P5MmTSUtLY//+/TmOZTAYuHLlCufOncNgMBAWFoabm5tNlvj4+AK/B3cjheguli9fTosWLWjRogUAo0ePZvPmzfz555/Wbfz8/Lh16xbJycn85z//Yffu3aSlpdl9jFGjRhEVFQVAVFQUgwcPtn7gN2zYwK+//so999xDaGiozR+wvISGhnL//fcze/ZsR16qVZUqVaz/9/T0zHFbVVVrcx2w6d4yGAxUq1aNP//8k3PnzqEoCnXq1MHf39/6R1ur1XL16lXrc2rVqpVnlkuXLlG9enWbX4a6dety6dIlu15Ldlfc7T+vwvDy8uKbb77hq6++ombNmnTu3Jlt27bluf25c+d4//33ra/f39+fr776yuaPyJ2v/6OPPiI9PZ3WrVvTsGFDli5dmuf+AwICSExMtN6uXLky99xzD7t27SI6Opru3bvTs2dPtm3bRnR0tE03nj2qVq1q/b9Go8HDw4OkpKRct718+TI1a9bM83Xded/169fJzMy06RquW7cuGRkZ3Lhxw658vr6+NsXBy8vLmu/y5cu5fjYddbfPpyNufy+zC2Je7+Xt0tLSmDBhArVr18bX19f6ft3+Ht3ZxRwcHGz9zJ87d45HHnnE5jMYHx+f6+/QwoULqVGjBr169aJ27drMmjXL5ktBYmIiAQEB9r9oB0ghyoPJZGLVqlWcOnWKqlWrUrVqVUaOHInFYsn1G7lOp+Oxxx6jcePG1n5se4wcOZIff/yRP//8k7Vr1zJq1CjrY61atWL9+vXcuHGDl19+mREjRvDXX3/lu8/XXnuNjz/+OMe3V29vb5siUhQn68+fP2/9v8lk4sqVK9SoUYOaNWui1Wq5fPkyt27dsv5LT0+3aaFotXl/BIOCgrh8+bLNeblz587leT7pTg0aNKB27dp88skndr+e/N6jnj178t1333Hjxg2GDBnCAw88gKIoub6OmjVr8vTTT9u8/uTkZN577z3rNnc+r169ekRFRXH16lX++9//MmXKlDzPObZs2ZLffvvN5r7u3bvzww8/sHfvXrp06UKPHj2shah79+657uduPwN7Va9enYsXL1pvZ59nyus4lSpVws3NzXoOCbJ+tu7u7lSsWBFvb2/S0tJQb1u305HPa/Xq1XP9bOYlr/fgzvvv/HykpKTYfBkoivfydosWLSI2Npbdu3eTmJhofb9uf19uf52Q9d5n/47VrFmTzz77zOYzmJqayvDhw3Mcq3Llyrz77rucP3+eb775hvfff9/mfNPx48eLbXSlFKI8fP311yQmJnLo0CGOHDnCkSNHOHr0KC+//DIfffSRzQfhdi+//DLvv/++3d/Cs79Zjxs3Djc3N+sfi8zMTFatWkV8fDxardZ64lav1+e7z7p16zJ27FgWLFhgc3+rVq1Yu3Yt6enpnDlzhmXLltmV8W7WrVvH/v37yczM5NVXX6VSpUp06NCBqlWr8sADD/DUU09Zv71dvXrV5oOdn3bt2lGlShVeeeUVMjIy+PXXX3nnnXcYPXq0Xc/XaDS888471u7K7K6QU6dOMW7cuBy/wJD1Hn3xxRckJCRw7do1m/fwr7/+YsOGDSQlJaHX6/H19bX+PKpUqUJSUhLXrl2zbj9+/HhWrFjBtm3bsFgsZGRksHfv3jxPFkNWq/ivv/5Co9Hg7++PVqtFp9Pluu19992Xo0XWvXt3VqxYQYMGDfD29qZr1678+OOPnDp1Ks9uvipVqnDlyhWHWvJ3Gj58OAsWLODq1askJCQwZ86cu26v1WoZMWIEL774InFxcdy8eZMZM2YwatQotFotDRo0wGAwsGbNGiwWC2vXrnXoOrHhw4ezevVqm89m9kCI3Nj7HrRq1Yq9e/fy22+/kZ6ezowZM2wGs1SpUoXz589jNpvtzno3iYmJGI1GAgICSE5OZsaMGTm2OXXqFB9++CFms5lvv/2W6Ohohg0bBsDEiRN55ZVXOHnypHV/X331Va6tsU8//ZQLFy6gqir+/v7odDqbvzfbtm2zDvkvalKI8rB8+XKGDx9Ow4YNrS2iqlWrMnnyZC5fvpxnl0ybNm0IDw9n7ty5dh8rMjKSzZs388gjj9h8qNesWUNISAg+Pj5MmjSJNWvWUKFCBbv2+fLLL+e4Tua1117j1q1bVKpUiREjRhAZGWl3xryMHTuWqVOnEhgYyA8//MCXX35p/fCuXLnS2iXn6+tLly5d7B5RCFndKRs3biQ2NpaqVaty//3389xzzzFixAi79zFw4EC+//57vv32W+rVq4e/vz8PPfQQDRs2zLWr5tlnn6VatWrUrFmTHj16WH+hARRF4e2337aeQ1u2bBmff/45Wq2We+65h3HjxtG4cWP8/f3ZvXs3oaGhrF27lpdeeolKlSpRo0YNXn75ZTIyMvLMu3XrVlq0aIG3tzcREREsXLgwz2+ho0aNYseOHTbnGrp160ZSUpK1G87Pz48GDRrQunVrm/NJt+vRowcdOnSgRo0a+Pv759qayc9LL71EixYtaNy4MS1btmTAgAEAuLu75/mct99+m9q1a9O4cWOaNGlCSEgIb775JpDV7fbhhx8ybdo0KlSowJ49e6yjSe3Rq1cv5syZw+DBg6lWrRqKotC0adM8t7f3PejRowfjx48nLCyMkJAQmjVrho+Pj/XxIUOG4OvrS6VKlYrkurLnnnsOnU5HlSpVaNq0KR07dsyxTb9+/di3bx+BgYE8/fTTfPzxx9SvXx+Ap556ijFjxvDggw/i6+tLo0aNWLNmTa7Hio2NJSwsDG9vbzp27Mi4ceO4//77Adi1a5f1d7g4aNS8vtoLIVxe9nD9+fPnOzuKjb1799KtWzfS09NtvlyJ0qlv375MmTKF3r17F8v+pRAJIQrt2rVrHDt2jPDwcP766y9GjBhB9erV8/z2LcTtpGtOCFFoFouFZ599Fj8/P1q2bEmNGjVK7SwfouRJi0gIIYRTSYtICCGEU0khEkII4VRSiIQQQjhV/ldHliGKoqAoChqNRoaUCiFEMVNVFVVV0Wq1d511otwVoqJcDE0IIUT+3NzcpBBly24FFWaBKx8fH7smK3QGV84Gkq8wXDkbSL7CcOVsUPh8BoMh3x6ocnWOqCi644p6UsOi5MrZQPIVhitnA8lXGK6cDYomnxQiIYQQLk0KURmhKgpKehqqnYuKCSGEqyhX54jKIsv5P8j4fj3mmGiSzCbQG9CH9cC9/2B0wfWcHU8IIfIlhagUM8VEk/buPEADyt/Lb5tNmHdvxbz7BzwmTMcQ5tiqnEIIUdKka66Uspz/I6sIKco/RSibYgFFIe3deVjO/+GcgEIIYScpRKVUxvfrgfxGAWrI2LS+JOIIIUSBSSEqhVRFwRwTnbMldCfFgnlPdJ7LmgshhCuQQlQaZWaA2c6Lcs2mrO2FEMJFSSEqjdzcQW+wb1u9IWt7IYRwUVKISiGNVos+rAdodXffUKtD36mHTPAqhHBpUohKKff+g4H8zv2ouPcbXBJxhBCiwKQQlVK64Hp4TJgOec0DpdHgMWG6XNQqhHB5ckFrKWYI6wGeXqQtmAE6HVgsWeeEvLzReHqj79jd2RGFECJfUohKOeXiOTC44f3e5/gFBJCYnoHlt59JnfMc5oN7MLTt7OyIQghxV9I1V8qZ9u9AH9oeracXWqMHGo0GfaMW6Bq3JOOLKJkEVQjh8pzWIoqNjSUqKgpVVYmIiKBnz57Wx9LS0njllVest69du8bQoUO59957SUxMZPHixdy8eZNatWoxefJk3NzcnPESnE756zLKmZO4Dxya4zH3waNJnfNsVquoXRcnpBNCCPs4pRBZLBaioqKYOXMmnp6eTJ06lXbt2uHj4wOAh4cHCxcuBLLWPJ84cSJt27YF4Msvv6R9+/b069ePqKgooqOj6devnzNehtOZ9u8AN3f0LdvneEzfqDm6JqFkfBGFvk0nNC6++JYQovxyyl+n06dPExQURGBgIEajkdDQUI4ePZrrtqdOncLf35/KlSsDWS2p8PBwAMLDw4mNjc3zOCaTidTUVOu/9PT0on8xTmTatwN9aAc0Ro9cH3cfHIly4Qzmg7tLOJkQQtjPKS2i+Ph4AgMDrbcDAwOJi4vLddu9e/cSFhZmvZ2amoqnp2e+zwPYsGEDn3/+ufV2cHAws2fPxsfHp1DL3/r5+RX4uUXFdPkiied+J2D4ODxvy2OTrX0XLC3aYf5yNRV63usSrSJXeO/uxpXzuXI2kHyF4crZoOD5FEWxqwHg0qPmVFVl//79vPbaawV6/qBBgxg4cGCO+5OSkgqcyc/Pj4SEhAI/v6hkbN0I7kYyGzTD9Hee3LLpIkaQ8eoz3Ny6EUP7rs6IauUq711eXDmfK2cDyVcYrpwNCp/PYMh/OjKnfEUOCAiwacnExcXZtJCy/fbbb1SsWJEKFSpY7/P09CQ1NdX6vICAgDyPYzAY8PT0tP4zGo1F+Cqcy9ot537316Rv2Axd01ZkfLFKRtAJIVySUwpRSEgIFy9eJC4ujvT0dA4fPkyLFi1ybHdntxxAq1at2LlzJwA7d+6kdevWJZLZlViuXEQ5fxpDh252be8+eDTKxbOYf9pVvMGEEKIAnFKIdDodkZGRzJ49m+eff5777rsPHx8f5s2bZ20pKYrCTz/9RIcOHWyeO2jQIPbu3cukSZO4evWqzbDv8sK8fye4G9G3bGfX9vp7mqJr1lquKxJCuCSNWo5WTcs+cWYy2bmWTy5coT83edpjaINq4/nUizb33y2b+dQxUmdNxmPyy3a3pIqaK7x3d+PK+Vw5G0i+wnDlbFA054iMRuNdB4g5fxiVcIjlzwsoF844PPBA36AJumZtyFgvrSIhhGuRQlTKmPfvAKMH+hb2dcvdzn1wJMqf57P2IYQQLkIKUSlj2r8DQ+swNAWY1kjfoAm65m3/HkFnKYZ0QgjhOClEpYjl0jmUi2fRF+Icj7VVtE9aRUII1yCFqBQx798JHl7om7Up8D709Ruja9GWjA3SKhJCuAYpRKWIad/2AnfL3c598GiUPy9Iq0gI4RKkEJUSlkvnUP48j75D4afp0Yc0Qt+inZwrEkK4BClEpYRp33bw9ELfrGhmknAfPBrl8gXMe7cXyf6EEKKgpBCVAqqqYt63A0ObTmgMRbMIoC6kIfrQ9tIqEkI4nUOzb586dYqDBw9y7tw5UlJS8PLyonbt2rRq1YqGDRsWV8ZyT7l4FuXyBdxHPlGk+3V/MJKUlydijtmGoXOvIt23EELYy65C9Ouvv7Jq1SpSU1Np0qQJzZs3x8PDg7S0NC5dusSyZcvw9PRk1KhRNG3atLgzlzumfTvA0xt9s1ZFul9dvYboQzuQsWEV+o7d0eh0Rbp/IYSwh12F6KuvvmL06NE0btw4z21OnDjBhg0bpBAVMVVVMe/fjqFtZzT6/Nf1cJT74EhSXpqAaW80bp17F/n+hRAiP3YVohdffDHfbRo1akSjRo0KHUjYUi6cQblyCWPkxGLZv67uPehbdSTzi1UYOvaQVpEQosTJYAUXZ9q3Hbx80DUp2m6527k/GIly9U9MMdHFdgwhhMiL3YMVXnjhBTQazV23mT9/fqEDiX9YR8u17YxGX3yruuvqNkDfOiyrVRQmrSIhRMmy+6/bgAEDijOHyIVy/jTKX39ifHRysR/L/cFRpLz4JKY9P+IW3qfYjyeEENnsLkTdunUrxhgiN6Z9O9B4+6Jr3LLYj6Wr83eraMPHGDr1lFaREKLEFMk5ojNnzvD6668Xxa7E31RVxbRvO/q2XYq1W+527oMjUf76E9OerSVyPCGEAAdaRJmZmXz55ZecOXOG6tWrM3ToUJKTk1m5ciWHDx+WFlMRU879jnrtCoZxhZ9bzl662vXRt+lExoaPMXTqJa0iIUSJsLsQrVy5kpMnTxIaGsqhQ4e4fPky58+fp3379ixdupSAgIDizFnumPbtQOPjVyLdcrdzfzCSlBnjMe3+Abeu/Ur02EKI8snuQnT48GHmzp1LYGAgffr0YdKkSUydOpVWrYpvWHF5ldUttwN9284l3irR1Q5B37bzP62iEuoWFEKUX3afI0pNTSUwMBCAypUr4+bmJkWomChnT6Fev4KhECuxFob7g5Go165g2i3nioQQxc+hwQppaWmkpqaSmpqKXq+3uZ2amlpcGcsd077taHz90TVq4ZTj64LroW/bhYwNH6OazU7JIIQoP+zud0lPT2fMmDE29915e926dUWRqVz7p1uui1MHC7gPHkXKtMezzhV16++0HEKIss/uQrR06dIiPXBsbCxRUVGoqkpERAQ9e/a0eTwpKYn33nuPy5cvo9FomDp1KlWrVmXZsmWcOHECDw8PAP71r39RtWrVIs3mTMofJ1Fv/IWhCFZiLQxdrXro23UhY8NqDJ17y7kiIUSxsfuvS6VKlfJ8LDMzk5iYGLuHcFssFqKiopg5cyaenp5MnTqVdu3a4ePjY91mxYoVhIWF0blzZzIyMlBV1frYo48+SuvWRbNSqasx7c/ulmvu7ChZsy1MexzTri24dZeZNYQQxaNQF7SePn2a//znPzz22GN88sknDj0vKCiIwMBAjEYjoaGhHD161Pp4amoqZ86coXPnzgC4u7tjNBoLE7VUsHbLtQ9Ho3X+NTxZraJwMr5cjWo2OTuOEKKMcri/JSkpiZ07dxIdHc2lS5fQaDQ89thjDl3QGh8fbx2BBxAYGEhcXJz19rVr1/Dx8WHJkiVcunSJxo0bM2rUKHR/nzNZtWoVn3zyCaGhoTz88MNotbnXU5PJhMlUev6AWk6fQL15zWmj5XKT1Sp67O9W0b3OjiOEKIPsLkRHjhwhOjqagwcPEhAQQHh4OFOmTGHmzJm0adPGWiSKgsVi4fTp04wbN45atWqxdOlStm3bRq9evRgxYgT+/v6YTCaWLVvGli1b6Ncv9wsvN2zYwOeff269HRwczOzZs/Hx8cmzeNnDz8+vwM+9m/jDe9EGVCCwbacCD1Qo8mzNQlE69yLzq7VUvHcIGkPhFucrrveuqLhyPlfOBpKvMFw5GxQ8n6IopKen57ud3YVo3rx5eHt78/TTT9O+ffsChcoWEBBg0wKKi4sjJCTEejswMJDKlStTu3ZtANq2bcuxY8eszwVwc3Oja9eu7N27N8/jDBo0iIEDB+a4PykpqcDZ/fz8SEhIKPDz86IqCik7f0DftguJyckF2kdxZdPe9zCWaY9xY+NnuPUoeKuouPIVFVfO58rZQPIVhitng8LnM9jx5dXuZsGQIUPw8PBgyZIlvPnmm8TGxqIoSoGChYSEcPHiReLi4khPT+fw4cO0aPHPNTMBAQH4+flx7do1AI4dO0ZQUBCQ1a0HWZX24MGD1KxZM8/jGAwGPD09rf9c+TyT5fQJ1LjrTh8tlxtdzTro23cl48uP5VyREKLI2d0ieuihh3jooYf4+eef2bZtG2+++Saenp6kpqZy5coVh5puOp2OyMhIZs+ejaIoRERE4OPjw7x58xg/fjyBgYGMHj2aRYsWYTabqV27tnV495IlS0hKSkJVVerXr0///mXjGhfzvu1o/Cuga9DU2VFy5f7gKFKm/h+mHZtx65mzlSmEEAWlUW8fF+2A5ORkdu3axbZt2zh//jxNmzbl5ZdfLup8RSq7v7IwAxiKoxmtKgrJkx7G0C4c4+inCryf4m7ipy6Zg+X0cbzfjEKjd/xcUVnvgihOrpwNJF9huHI2KJquOaPReNfz8gU+Y+/t7U3//v1ZsGAB8+bNo1q1agXdVblnOXUMNf4mehcaLZcb9wdHod68jmnHJmdHEUKUIXZ1zZnNZvR3ubK+bt261K1bN9/tRO7M+3egCayIrn5jZ0e5K11QbfQdupHx5RoM4X3RGNycHUkIUQbY1SL617/+xebNm0lJScn18dTUVDZt2sSUKVOKNFx5oCoWTPt3YmjfFU0hhpSXFPcHR6HGXce0Y7Ozowghygi7mi8vvfQSn376KWvWrCEoKIjq1avj4eFBWloaly9f5tKlS7Rr144XX3yxuPOWOZaTx1Bv3UTf3vVGy+VGVyMYfcfuZHy5GkNXaRUJIQrPrkJUqVIlJk6cyOjRozly5Ajnzp0jJSUFPz8/WrRoQYsWLWzmiRP2M+3bjqZCZXQhjZwdxW7ug0aR8sJYTNs34db7fmfHEUKUcg6d0PH29qZz587WOeBE4aiKBfNPOzF06lkquuWy6WrUQt+xBxlfrcHQrZ+0ioQQhVJ6/vqVQZbffkFNiHf50XK5cR/0CGr8TUzbv3d2FCFEKSeFyIlM+3agqVgZXb2Gzo7iMF2NWhjCupPx1RrUzExnxxFClGJSiJxEtfzdLde+GxqNxtlxCsRt0CjU+DhM275zdhQhRCkmhchJLL/9jJp4yyXnlrOXrnpNDJ16kPG1tIqEEAXncCHauXNnjvtUVbVZbkHkz7RvO5pKVdHWvcfZUQrFbdAjqLfiMW371tlRhBCllMOF6JNPPmHp0qXWNSZu3rzJrFmzOHToUJGHK6uyuuV2YejQtdR2y2XTVauJoVNPMr5aK60iIUSBOFyIFixYQHp6Oi+88AIbN27khRdeICQkhDlz5hRHvjLJcvwIalIChvbdnB2lSLgNegQ1IZ7M6I3OjlJgqqKgpKehFnBpEyFEwTlciLy9vZk8eTLu7u6sWrWKDh062CzjLfJn2rcDTeVqaOvUd3aUIqGrFoShc08yv/4ENTPD2XEcYjn/B6nvLyBpzAD+HNyFpDEDSH1/AZbzfzg7mhDlhsOF6NKlS8yYMYPAwECef/55Dh8+bNNVJ+5ONZsxH9iFoUPpHS2XG/dBo1AT48n8sfS0ikwx0aS8+ATm3Vshe8E/swnz7q2kvPgEppho5wYUopxwuBC99NJLdO/enenTp9OmTRsWLlxIeno6zz//fHHkK3Msx4+gJieW6tFyudFWrYGhcy8yvykdrSLL+T9Ie3ceKAooFtsHFQsoCmnvzpOWkRAlwOFCNHPmTO69917rbS8vL6ZMmUJERESRBiurTPu2o61SA21wiLOjFDn3Bx5BTbxVKlpFGd+vB/JrkWrI2LS+JOIIUa45XIjq1KljXZ31q6++AiAuLo7Q0NAiD1fWqGYzpgO70ZeB0XK5yWoV9Xb5VpGqKJhjonO2hO6kWDDviaaAixgLIezkcCE6deoUTz/9NFu2bGH9+qxvi3/++SfLly8v8nBljeXYIUhJwlAK55azl/ugv1tFW79xdpQcVLMJ87HDpK96959zQvkxm8CFi6oQZYHDy6muXLmS8ePH065dOx599FEAGjRowDvvvFPk4coa0/4daKsFoa1V19lRio22SnUM4X3I/OYT3HoORONudGoeJe465qM/YT7yE+ZfYiE9DfwCQaMF1Y6h2noDuLkXf1AhyjGHC9GVK1do166dzX3u7u6YTHZ+wyynVLMJ04E9uPW+v0x2y93OPWIkpl0/kLn1G9zvHVKix1YtFiynT2A+sh/zkf0o5/8AjRZd/ca43z8cfcv2aIPrkfbBwqzRcnfrntPq0HfqUeZ/XkI4m8OFqGLFipw7d47atWtb7ztz5gyVK1cuylxljvnX7G65sjVaLjfaKtUxdPm7VdTrvmJvFSmJtzAfPZBVfH4+CClJaHz80Ldoi/t9D6Nr1hqtj5/Nc9z7D8a8+4d89qzi3m9w8QUXQgAFKEQPPPAA8+fP5/7778disbB161a+/vprRowYURz5ygzzvh1oq9VEW7Psdsvdzv2BkZh2bSFz69e43zu0SPetKgrKud8xH96P6ch+lDMnQVXR1r0Ht74PoG/ZHl3dBmi0eV9krQuuh8eE6VlDuNHYtoz+XqTQY8J0dMH1ijS7ECInhwtRp06d8PDwYMuWLVSqVImffvqJ0aNH07p16+LIVyaoZhOmg7tx6zuo3HTzaCtXwxDel8xv1uHW8z5wc7dOoVOQ1WjVlGTMvxz8u8vtJ9TEW+Dphb5ZG9x634++RVu0foEO7dMQ1gNtjWAyNq3HvCfaOoBBUyMYTylCQpQYhwsRQKtWrWjVqlVRZymzzL/EQmpKmR4tlxv3B0Zi2rGJlDnPoVw8S5LZBHoD+rAeuPcffNc/9Kqqolw8az3XYzl1DBQFbc06GLr2y2r11G+MRl+gj7CVLrgenuNfQH1sCr4eRv56bwGW2Bi0NWsXar9CCPvZ9Vt8/Phxu3bWuHFjuw8cGxtLVFQUqqoSERFBz549bR5PSkrivffe4/Lly2g0GqZOnUrVqlW5evUqb731FikpKTRr1ozHHnvM5VsZ5n3b0daohTaotrOjlCjL78dBUVDOnvrnzr+n0DHv/gGPCdMxhPWwPqSmp2H+9dA/rZ646+BuRN+0FcZHn0bfsh3aCsVzLlKj1aI1euAe3o+Urd9gOXYYfbM2xXIsIYQtuwrRwoULbW6np6ejKAp6vR6z2YxWq8VoNLJixQq7DmqxWIiKimLmzJl4enoydepU2rVrh4+Pj3WbFStWEBYWRufOncnIyLBeVLh69WqGDBlC69atWbRoEYcOHXLpbkHVlInpYAxu/Qe7fMEsStYpdHLz9/mYtHfnobq5o167ktXq+e0XMJvQVgvC0D4cfct26Bo2R2NwK7Hc2nr3oK1WE9POLVKIhCghdhWi2wvM5s2b+eOPPxg5ciR+fn4kJCSwdu1a6tSpY/dBT58+TVBQEIGBWX36oaGhHD16lM6dOwOQmprKmTNnmDx5MpA1PByyumtOnTrFc889B0CXLl2IjY3NsxCZTCanDys3/3wQ0lLKxWi529k1hY6ikP7mK2AwoGvcEuPI8ehbtENbtUaJZMyNRqPBEN6HjA0fY0xNQePp5bQsQpQXDnewb9iwgSVLluDmlvUt1c/Pj7FjxzJp0iT69u1r1z7i4+OtRQggMDCQuLg46+1r167h4+PDkiVLuHTpEo0bN2bUqFGkpKTg7e1tbVnc+bzcst6+cmxwcDCzZ8/Gx8cHbQFOmGfz8/PLf6O/3TwUgz64LoFNWhT4eI5wJFtxURWFxL12TKEDoNNTfW00Og+P4g9mBz8/P8z9B3Hl04/Q/3oQ7973OzuSlSv8bO9G8hWcK2eDgudTFMWulRkcLkQWi4WbN29SrVo16303btxAKcIFxSwWC6dPn2bcuHHUqlWLpUuXsm3bthwX0uZn0KBBDBw4MMf9SUlJBc6W3Qq0h5qZSeq+HbjfO8Tu5xSGI9mKk5qeBva2RC1mkpIS0bjA6q7W98/NA13jUBI3f4WlnWu0ZF3lZ5sXyVdwrpwNCp/PYDDku43Dhahnz57MmTOHfv36UalSJa5fv87mzZtzDDa4m4CAAJuWTFxcHCEh/8xGHRgYSOXKla0XzbZt25Zjx47Rs2dPkpOTUVUVjUZDXFwcAQEBeR7HYDDYvAn2VueiYv75AKSlom/vGn/MSoybe9bUOPbM5+aiU+gYwvuQ/t7rKNevoq1U1dlxhCjTHO6fGjZsGA899BBHjx7l008/5ejRowwePJhhw4bZvY+QkBAuXrxIXFwc6enpHD58mBYt/um6CggIwM/Pj2vXrgFw7NgxgoKC0Gg01K9fn0OHDgGwe/dulx6oYNq3A23NOuhqBDs7SonSaLXow3rAXS4oBVx6Ch1D287gbsS0K7/ZF4QQheVwi0ij0dCjRw969OiR/8Z50Ol0REZGMnv2bBRFISIiAh8fH+bNm8f48eMJDAxk9OjRLFq0CLPZTO3ata0trpEjR/LWW2+xcuVKmjZt6rLXM6mZGZgPxeB+38POjuIUpX0KHY3RA0P7cEy7fsBt0CMuWSyFKCs0agEWW7l27Rrnzp0jLS3N5v6uXV27Cyq7a64wI+ns7S81HdhN2uKZeL2xEl31mgU+niNcra/ZFBOdxxQ6OkDNcR2Rs935/pmPHSZ17hQ8Zy1B36CJE5O53s/2TpKv4Fw5GxTNOSKj0XjXAWIOt4i+++47Vq1aReXKla3DqiGrpeTqhagkmfZtRxtcr8SKkCvKdQodvQF9px6497v7zAquQNeoBZoKlTHt2uL0QiREWeZwIfryyy95+eWXHZpFobxRM9IxH9qLe4RMBHvnFDqJ6RmlpptLo9Vi6NyLzB++xjhqIhq3kruwVojyxOHBCqqq0rBhw+LIUmaYj/4EGenlb7TcXWRPoVNailA2Q5c+kJqM+VCMs6MIUWY5XIj69evH999/XxxZygzTvh1oa4egqxbk7CiikHTVa6ILaYRp1xZnRxGizHK4a27//v1cvHiRr7/+Gn9/f5vH5s+fX1S5Si01PQ3z4X24D3rE2VFEETF06UP6/95BSYhzeKkJIUT+HC5EAwYMKI4cZYb5SFa3nEG65coMQ8dupK96F9OeaNwHPOTsOEKUOQ4Xom7duhVDjLLDtG872joN0Fap7uwooohovH3Rt+qAadcWKURCFAO7C9HBgwfz3aZNm/I9bb6anob5yH7cB0c6O4ooYoYufUhb9DKW83+4/LBzIUobuwtRfmsNaTSacl+IzIf3QWaGdMuVQfoW7dD4+mPatQVd8JPOjiNEmWJ3IVq2bFlx5igTTPt2oK17D9rK1fLfWJQqGr0eQ1gPTHt+xH3442h0+cyjJ4SwW8EX5RE21LRUzEf2Y+jQzdlRRDExdOmNmhCftdihEKLISCEqIubD+8CUKd1yZZi2dn20NevINUVCFDEpREXEtG87upBGaCtVcXYUUUw0Gg2Gzr0xx+5BTUl2dhwhygwpREVATU3BfPQnmdKnHDB07glmC6Z9250dRYgyQwpRETAf2gsmE4b24c6OIoqZNqAiumatZcE8IYqQXaPmZs+ebdfOZs6cWagwpZVp/w509RujrSjdcuWBW3gf0pbORbn6J9qqNZwdR4hSz64WUdu2ba3/6tWrx/nz56lRowYtWrSgRo0aXLhwgXr1yudFfmpqMuajB9DLaLlyQ9+mE3h4kZnvCrRCCHvY1SK6fX65V199lWnTptGgQQPrfV27dmXt2rVFn64UMMXuBbMJQzvplisvNG7u1mXE3R+MRHOXlSeFEPlz+Dfojz/+yNH6qVOnDn/88UeRhSpNzPu2o2vQFG2FSs6OIkqQIbwP6vWrWE7+6uwoQpR6DheioKAgPv/8cxRFAUBRFL744guCgsrf2jtqSjLmnw+i7yCj5cobXYOmaCpVw7Rrs7OjCFHqOTz79pNPPsn8+fPZtGkTAQEBxMfH4+3tzQsvvFAc+VyaKTYGFAuGdl2cHUWUMI1Wi6FLbzK//xzj6Elo3I3OjiREqeVwIQoKCuLtt9/m5MmTxMfHExgYSP369dGVw7m3zPu3o2vQBG2gdMuVR25depP5RRTmg3swdOrp7DhClFoOFyIArVZLo0aNijpLqaImJ2H+ORbjI084O4pwEm2V6ujuaUrmzi1SiIQoBIcLUVxcHJ988glnz54lLS3N5rGlS5cWWTBXZ4rdA4oFvXTLlWuGLn1IX/4WStx1aRkLUUAOF6J33nkHNzc3IiIicHd3L/CBY2NjiYqKQlVVIiIi6NnT9hvlrFmzuHXrFgaDAYC5c+fi5ubGp59+SnR0ND4+PgCMHTvWKa0z874d6O5phjagYokfW7gOQ4eupP9vadbyEPc97Ow4QpRKDheiM2fOsHz5cvT6AvXqAWCxWIiKimLmzJl4enoydepU2rVrZy0u2Z577jlq1aqV4/kPPPAA/fr1K/DxC0tNTsT8ayzGUROclkG4Bo2nN/o2nTDt3ILbwGFoNBpnRxKi1CnQ8O1bt24V6qCnT58mKCiIwMBAjEYjoaGhHD16tFD7zI3JZCI1NdX6Lz09vWj2e3APKAp6uYhVkLVOkfLneZSzvzs7ihClksPNmvbt2zN//nz69u2Lv7+/zWP2LhWePdouW2BgIHFxcTm2W7JkCVqtlvDwcAYOHGi9f+PGjWzdupV77rmHUaNGYTTmPnR2w4YNfP7559bbwcHBzJ49Gx8fH7SFuRr+4B7cm7YiILhOwfdRTPz8/Jwd4a7KYj61cw8uf1gBzU878AttWwypspTF964kuXI+V84GBc+nKIpdDQCHC9HmzVkX8G3YsMHmfo1GY3chssfkyZMJDAwkNTWV+fPnU716dVq1akWfPn146KGHAPj444/57LPPGDVqVK77GDRokE0By5aUlFSgTKqi4GVKJ/3wPoxjJpOQkFCg/RQXPz8/l8t0u7KcTx/Wg5Rt36N5aAwavaGIk5Xt964kuHI+V84Ghc+XfZ7/bhwuRMuWLStQmNsFBATYtIDi4uIICQmx2Sa7xeTp6UnHjh05ffo0rVq1smmFde/eneXLl+d5HIPBYPMm2Fud72Q5/wcZ36/HHBNNktkEgPnEUXQNmqALLp+TvQpbhi59yPz2M8xHfsLQppOz4whRqjhltsaQkBAuXrxIXFwc6enpHD58mBYtWlgft1gsJCYmAmA2mzly5Ag1a9YEsrr1sh04cKDYpxYyxUST8uITmHdvhb+LEID5p12kvPgEppjoYj2+KB10teqiDQ6RdYqEKACHW0Qmk4mNGzdy/Phxa7HINn/+fLv2odPpiIyMZPbs2SiKQkREBD4+PsybN4/x48fj6enJ3LlzsVgsKIpC69at6dChA5DVHXfu3Dk0Gg3VqlVj/Pjxjr4Eu1nO/0Hau/Pg73n1bCgWANLenYe2RrC0jASG8D5krPkPSlICWh/X7vMXwpVoVFVVHXnCf//7X44fP06vXr1Yu3Ytw4cPZ8uWLXTq1IkhQ4YUV84ikd01ZzKZ8t8YSH1/QVZL6O+ikyutDn2XXniOd/5ce2W9r7m4FTafkhBH8sRhGEc/hVvviCJMVvbfu+LmyvlcORsUzTkio9F41wFiDnfNHThwgGnTpjFgwAB0Oh0DBgxgypQpHD9+vMBBXZGqKJhjou9ehAAUC+Y90ThYz0UZpPULRN+iHZk7tzg7ihClisOFKCMjg8qVKwNZlS4zM5OgoCDOnDlT5OGcKjPD5pzQXZlNWduLcs8Q3gflj9+w/HnB2VGEKDUcLkTVqlXj3LlzANSqVYtvv/2WLVu25JgVodRzcwd7h+HqDVnbi3JPH9oRPL0x7ZJWkRD2crgQDR8+3DoEesSIEWzbto3PPvuMyMjIIg/nTBqtFn1YD9Dms7yFVoe+Uw+Z2kUAoHFzw9CxO6bdW1FzG+QihMjB4VFzzZs3t/6/Xr16LFmypEgDuRL3/oMx785vOK6Ke7/BJZJHlA6GLr0x/fgNluNH0Ddt5ew4Qri8IrmOaP/+/UyZMqUoduVSdMH18JgwHbTanC0jrQ60WjwmTJeh28KGrn5jtFVrYJJBC0LYxe4WUWJiIqtWreLMmTNUr16dsWPHEh8fzwcffEBcXBz33ntvceZ0GkNYD7Q1gsnYtB7znuisgQl6A/pOPXDvN1iKkMhBo9Fg6NKHjK/XYkx/Go3Rw9mRhHBpdheijz76iKSkJPr06cO+fft44403iIuLY+DAgfTu3Rs3N7fizOlUuuB6eI5/AfWxKfh6GElMz5BzQuKuDJ17k/HZCkw/7cQtvK+z4wjh0uwuRMePH+fNN9/E29ub9u3bM378eObOnZtjjriyTKPVojV6oMnIdHYU4eK0laqga9wC064fpBAJkQ+7zxFlZGTg7e0NgL+/P0ajsVwVISEcZejSB8vxIyg3/nJ2FCFcmt2FSFEULly4wPnz5zl//jyAze3s+4QQWQztwsHNHdPurc6OIoRLs7trLjMzk+eff97mvjtvr1u3rmhSCVEGaDw8MbTtjGnXFtwiRsh5RSHyYHchkiIjhOMMXfpg2r0Vyx+/oQ9p5Ow4Qrgkp6xHJER5oWvSEk1gRbmmSIi7kEIkRDHSaHUYOvfGtHcbqklGWwqRGylEQhQzQ5fekJKE+fA+Z0cRwiVJIRKimOlqBKOte490zwmRBylEQpQAty59MB/9CSUh3tlRhHA5do2ae/fdd+3a2YQJEwoVRoiySh/WHT5+D1NMNO79ZbZ2IW5nV4vI09PT+k+r1bJnzx4SEhIwGAwkJCSwZ8+eu65HLkR5p/XxQ9+qA6Zd+S0rIkT5Y1eLaMyYMdb/L1q0iOeee47WrVtb7zt06BDR0dFFHk6IssTQuTdpi2diuXgWXc06zo4jhMtwuBnz888/ExoaanNfy5Yt+eWXX4oslBBlkT60PRpvX1lGXIg7OFyIKlWqxLZt22zu2759OxUrViyyUEKURRq9AX1YD0y7f0S1WJwdRwiX4fBS4WPHjmXhwoV89913VKxYkRs3bhAXF5dj3jkhRE5u4X0wbfkSy6+x6Fu0c3YcIVyCw4WocePGLF26lNjYWOLj4wkICKBVq1bWJSKEEHnT1mmAtkYtMnf9IIVIiL85XIgAvLy86NKlC7du3SIgIKBAB46NjSUqKgpVVYmIiKBnz542j8+aNYtbt25hMBgAmDt3Lm5ubiQmJrJ48WJu3rxJrVq1mDx5cpleHVaULdZlxNdHoaYmo/GUL3BCOFyIUlNT+eijj4iJiUGn07Fq1Sp++uknzp49y7Bhw+zah8ViISoqipkzZ+Lp6cnUqVNp164dPj4+Nts999xz1KpVy+a+L7/8kvbt29OvXz+ioqKIjo6mX79+jr4MIZzG0KkXGeuWY9q/E7fuA5wdRwinc3iwwooVK1AUhUWLFqHXZ9WxBg0aEBMTY/c+Tp8+TVBQEIGBgRiNRkJDQzl69Khdz42NjSU8PByA8PBwYmNj89zWZDKRmppq/Zeenm53RiGKi7ZCJXRNW8noOSH+5nCL6MiRIyxbtsymO8zf35+EhAS79xEfH09gYKD1dmBgIHFxcTm2W7JkCVqtlvDwcAYOHAhktcg8PT3v+rxsGzZs4PPPP7feDg4OZvbs2fj4+BTqAlw/P78CP7e4uXI2kHzZ9H0iiFv0Cl6pSeirBdn1HHnvCseV87lyNih4PkVR7GoAOFyIDAYDljuGniYlJRX5YIXJkycTGBhIamoq8+fPp3r16rRq1cqhfQwaNMhawG6XlJRU4Fx+fn4OFd2S5MrZQPLdTm3SCowexH2/AffBkfluL+9d4bhyPlfOBoXPl32e/24cbha0bt2a//73v6SmpgJZ3V8ff/wx7drZPwIoICDApiUTFxdn00ICrLc9PT3p2LEjp0+ftt7OPnZcXNxdB0sYDAab6YmMRqPdGYUoThqjB4b2XcnctQVVVZ0dRwincrgQjRw5EpPJxNixY0lNTSUyMpK0tDSGDh1q9z5CQkK4ePEicXFxpKenc/jwYVq0aGF93GKxkJiYCIDZbObIkSPUrFkTgFatWrFz504Adu7caTPVkBCliaFLb9RrV7Cc/NXZUYRwKoe75oxGI8899xyJiYlcv36dChUq4O/v79A+dDodkZGRzJ49G0VRiIiIwMfHh3nz5jF+/Hg8PT2ZO3cuFosFRVFo3bo1HTp0ALK62xYtWsS3335LzZo1efjhhx19CUK4BF3D5mgqVsG0awv6hs2cHUcIp9GoDvYLzJs3j+nTp+e4f/78+UydOrXIghWH7BNnJpOpwPtw5f5cV84Gki836Z+uIHPzBnze+wyNm3ue28l7VziunM+Vs0HRnCMyGo13HSDmcNfcb7/95tD9Qoi8Gbr0hrQUzAf3ODuKEE5jd9fcd999B2Sds8n+f7a//vrL4e45IQToqgWhq98Y064fMIT1cHacAlEVBSU9DVVR0Mi6ZKIA7C5EBw4cALIGEmT/H7KmLPHz82PixIlFn06IcsAQ3of0j5agxN9EG1DB2XHsZjn/Bxnfr8ccE02S2QR/zy7u3n8wuuB6zo4nShG7C9HMmTMBiIqKIjIy/+sehBD2MbTvRnrUMkwxP+J+r/2jT53JFBNN2rvzAA0of19XaDZh3r0V8+4f8JgwvdS28ETJc7gdPWDAAFJSUoCsa4g2btzIpk2bclzkKoSwj8bbB32rMEw7S8c1RZbzf2QVIUX5pwhlUyygKKS9Ow/L+T+cE1CUOg4XokWLFnHjxg0AVq9ezbZt29i2bRv/+9//ijycEOWFIbwPysWzKKXgj3fG9+sBTT5bacjYtL4k4ogywOFCdPXqVeuM2Hv37mXatGm89NJL7Nu3r8jDCVFe6Ju1QePr7/IToaqKgjkmOmdL6E6KBfOe6FLRwhPOV6AhLmazmfPnz+Ph4UGlSpXw9vaWma2FKASNXo+hU09Me35ENZudHSdvmRlgtvM6PLMpa3sh8uHwzApNmjRh8eLFJCUlWeeXu3r1qsvPHiuEqzN06UPm9+sx/3wAQ6uOzo6Tg5IQR+bWb+x/gt4Ad7lIV4hsDheiJ554gm+++QadTkdERAQAV65coX///kUeTojyRFc7BG2tuph2bnGpQmQ5c4rMzV9g2rsddDo0VYNQr13OGqyQF40GffuuaDT5nUsSogCFyNvbm+HDh9vc5+jyDEKI3Bm69CZj3UeoyUlovH3yf0IxUc1mzAd2kbl5A5ZTx9BUqor7sLG4de2PcvMaKS8+kc8OVCwnf8Zy9hS6Og1KJrQotRwuRLcvNHenhx56qFBhhCjvDJ16kbHmQ0z7tuPW674SP76SeAtT9Ldk/vAVavxNdI1b4vHsbPStO6LR6gDQefvgMWF6zuuIALQ6QMV9+OOY9vxIyiuTcB82DrcBD8msCyJPDheis2fP2ty+desWZ8+epWXLlkWVSYhyS+sfiL55G0y7tpRoIbKc+53MTRsw7Y0GjRZDp1649X0AXa26uW5vCOuBtkYwGZvWY94TnTUwQW9A36kH7v2yZlZw6/sAGZ9+RMaaDzD/chCPJ6aWqpkjRMlxePbt3OzevZtTp04xduzYoshUbGT2beeSfPYx7d1G2juv4bVoJbpqWetwFUc21WLBfHA3mZu+wHLyVzQVK+PWOwJDt/5ofewffKQqCr4eRhLTM3I9J2T+5SBp780HiwXj+Oedcv7LVX62uXHlbOCis2/nJiwsjF27dhXFroQo9/Stw8DTC9OuH4pl/0piAhlfryX56ZGkvf0qaHV4PDML78Uf437fww4VIQCNVovW6JHnwAR9szZ4vf4hupBGpL3xEmkr30GVYd3iNg53zeUmJiZGluEWooho3NwxtO+GafcPuD80psjOrVjO/0Hm5g2Y9vwIqBg69cSt74MlMkGp1tcfjymvYfrhK9JXv4/lxFE8nnoRXc06xX5s4focLkSPPvqoze3MzEz0ej3jx48vslBClHeG8D6Ytn2L5cRR9E1CC7wf1WLBHBuTNfrtxFE0gRVxf3AUhu73ovUt2Wv/NBoNbn0eQNewOWlL55Ly0gSMjzyBodf9Msy7nHO4ED3//PM2t41GI9WqVcPDw6PIQglR3ukaNEFTpTqmXT8UqBCpyYlkbvsua/TbjWvo7mmKx+RX0LfphEZfJB0hBaarVRev194lffUHpK9YgvnoAYyPP1/ihVG4Doc/kY0bNy6OHEKI22g0Gty69CZj46e4R05EcXeza+E5y8WzWd1vu7eComAI65E1+s3FruXRuLnj8ehk9M3bkP7BQlKmPYbHk1PRN2vt7GjCCewqRGvWrGHEiBEAd51lW6/XU6VKFTp37iznjIQoJG2dBpCeRvL4QSRbLHkuPKcqFsyH9mV1vx07jCagAu4PjMTQfQBavwAnvoL8GVqHoZv/IWnvzSd13gu4DRyK+9CxaPQGZ0cTJciuQpS9/tCd/7+Toij88ssvHDhwgOnTpxc+nRDl1D8LzwGW3Bee0zdvS+aO78nc8hXq9avo6jfG46kX0bcLd3r3myO0ARXxnDafzG8/I+PT5ZiPHcHjqRnWoeui7CuS64huZzabGTdunEuuTyTXETmX5LOP5fwfWVPo3G0uNzRgMGR1v3XsntX9Vq9hiWW8U1G9d5YzJ0lbOhcl/ibG0ZMwdO1bJAMZXOVnmxtXzgYlcx2RXV+bshfCy0/FihXR6/UsX77cvoRCiBzsW3hORVu9Jp5TX0frH1gSsUqEru49eP37A9KjlpL+n4WYfz6Ax7hn0Xh5OzuaKEZ2FaKJEyfatbN169Zl7bQUdQsI4UrsXngOUP68gMbFzwEVhMbogcfjz6Nv3pa0/75J8vTH8JgwA33DZs6OJoqJXRVjxYoV1v/v27eP/fv3M2TIECpWrMiNGzf4/PPPrWsT2Ss2NpaoqChUVSUiIoKePXvm2EZRFF566SUqVKjAv/71LwCWLVvGiRMnrMPF//Wvf1G1alWHji2EyyrIwnPuZXNgkKFDN3T1GpH27r9JnfMcboNG4j5oFBqdztnRRBGzqxB5enpa/79hwwbmz59vvc/f359JkyYxdepUevToYddBLRYLUVFRzJw5E09PT6ZOnUq7du3w8bGd9j46OppKlSqh3NFX/uijj9K6tQzzFGWQm3vWgnL2FKNysPCctlIVPF96k8yv1pDxRRSWXw/hMXEG2kry5bMscXjukJSUFDIzM23uy8zMJDU11e59nD59mqCgIAIDAzEajYSGhnL06FGbbZKTk4mJiaFXr16ORrQymUykpqZa/8ly5sLVabRa9GE9/l5O4S60OvSdepSLGQk0Oh3uD47C85W3UOJukDztcUwx0c6OJYqQwydzOnbsyLx58xg0aJC1a+7LL7+kQ4cOdu8jPj6ewMB/TrAGBgYSFxdns83atWsZPHhwrs9ftWoVn3zyCaGhoTz88MN5jsbYsGGDzfpJwcHBzJ49Gx8fn7uO4MiPKy+L7srZQPLZw2PIaP7and+EpyoVHhqNmwvkzVbs713bMJRlnxC/bB6pS+eiOXGUgCeeR+vp5Rr5CsGVs0HB82WPVM5PgeaaW79+PatXryY+Pp6AgAA6depUpIvinT17lpSUFJo0acKxY8dsHhsxYgT+/v6YTCaWLVvGli1b6NevX677GTRoEAMHDsxxf1JSUoGzufJQS1fOBpLPbhWq5LvwnMeE6aRVqEKaK+SlZN873fgXMDYOJXXlEtJ+PYTnxBfRhdx96LrL/Gxz4crZoGiGb+fH4UKk1+sZNmwYw4YNs7n/2LFjNGnSxK59BAQE2LSA4uLiCAkJsd7+/fffOXHiBBMnTiQzM5P09HQ++OADxo8fT0BA1ighNzc3unbtyt69e/M8jsFgsHkT7K3OQjibPQvPlVcajQa38D7oGzQhdelcUmZPxn3Io7gNHJbrFEiqoqCkp9k1RVJJc+VsJalQ46zj4+PZvn0727ZtIz4+nlWrVtn1vJCQEC5evEhcXByenp4cPnzYphuuT58+9OnTB8gqcJs2bbLO7p3dClMUhYMHD1Kzplx9LcomXXA9PMe/gPrYlLsuPFdeaavWwGvW22R8/j8y1i3H/EssHk9ORRtYCci6MDjj+/WYY6JJyi7kuUyR5AyunM0ZHC5E2QUgOjqao0ePoigKgwcPpn///nbvQ6fTERkZyezZs1EUhYiICHx8fJg3bx7jx4+3OX90pyVLlpCUlISqqtSvX9+h4wpRGlkXnsvIzH/jckajN2B8+P/QN2tN2rvzSJn2GMbHpoApM2fX5h1TJBnC7BvlW9T+mb7J9bI5i91T/Fy+fJno6Gh27NhBRkYG7dq1Izw8nHfeeYc33njD5U+2gUzx42ySr+BcORu4Rj4lMYH0D9/AHBtD1swUd/nTptXiNff9Em992DV9k5Oy5cVlpvgBePbZZ/H29mbkyJGEhYVZZ9eWrgIhhCvQ+vrh8dyrpMychHL6RD5ba8jYtB7P8S+USLZs9k3f5JxszmR3IeratSv79u3jk08+4c8//6Rr167UqlWrOLMJIYRjVBXl3On8t1MsmHf/iKl9NzQaUBUVUEH9+x/802pR73jsjm1U1KzGV/Z2t+/rttuqomLevTX/6ZsUC+Y90aiPP19uvujbXYgmTJjA2LFj2bNnD9u2bWPjxo3Url2btLQ0UlNTS0XXnBCijHNkiiSLmbQFJbBcjUaDtavQ3sUOyvj0TXdyaLCC0WikZ8+e9OzZk0uXLhEdHU1cXBzPP/88nTt35oknniiunEIIkT+HpkjS4/VmFBqNNqtOaDSQ/X80f9/W/N0q+ee29R+AVvv3Y7k///YWjaooJI0ZINM35aLAw7eDgoKIjIxk5MiRHDhwgG3bthVlLiGEcFj2FEn5doFpdeg79URXsYrrZQN0DRqXUCrXUOgrqHQ6HR06dJAVWYUQLsG9/2DuOmIOABX3frlPIVac7MsGluNHSX19GpYrl4o/lAsov5fyCiHKJF1wPTwmTM/qNrtz8litDrRaPCZMd8rwaLuyPfUiHlNeQ7l6iZSp/0f6px+hZpTtGWFkBTshRJnjylMk2ZtN37QVGV+tIfObdZj2/IgxciKG1mFOy12c7L6gtSyQC1qdS/IVnCtnA9fOpyqKy06RZE825eqfpP3vHSxHD6AP7YAxciLaKtVLLGNJXNAqXXNCiDLNOkWSixUhsC+btmoNPF+Yh8czs7BcOEPyC+PI+CIKNbPsTPkkhUgIIVycRqPB0K4L3gs/wq3fg2Rs+JjkqeMwH/3J2dGKhBQiIYQoJTRGD4zDH8Pr9Q/RVqxC6vzppC6ehXLjL2dHKxQpREIIUcroagTjOWMhHk+9iOX34yQ/P5aMr9ei2jurhIuRQiSEEKWQRqPBENYD7zdW4NbjXjI+/YiUaY9jPnbY2dEcJoVICCFKMY2nF8ZRE/D69wdofP1InTuF1HdeQ4m77uxodpNCJIQQZYCuVl08X16M8YmpWI4dJnnKo2R8+xmq2ezsaPmSQiSEEGWERqPBLbwP3ov+hyG8Lxlr/kPKi09gPvGzs6PdlRQiIYQoYzRe3niMmYTXa8vQuBtJnfMsae++jpIQ5+xouZJCJIQQZZSuTgM8Zy3B+Ni/MB/ZT/K/xpC5+UvU/BbnK2FSiIQQogzTaLW4dR+A16KVGDp0Iz1qKSkvTcD8+3FnR7OSQiSEEOWA1scPj/97Dq/ZSwENqTMnkfafN1AS855HTlUUlPQ01Oxl04uJzL4thBDliC6kIV6vLcP047ekr1uO+eBu3If9H4buA9D8PTGp5fwfZHy/HnNMNEnZs4OH9cC9f/HMXC6FSAghyhmNVodb7/vRt+tCxtoPSV++mMxt3+Ex9hmUq5dIe3ceoPlnJVmzCfPurZh3/4DHhOkYwnoUaR4pREIIUU5p/QLweOIFDN36k75yCSkvPQloyHUV2b+LUtq789DWCC7SlpHTzhHFxsby9NNPM3nyZH788cdct1EUhRkzZrBo0SLrfVevXmXatGlMmjSJ//znP5Sj5ZSEEKJY6Bs2w2vu+2jr3kP+S5lryNi0vkiP75RCZLFYiIqKYubMmSxYsICvv/6apKSkHNtFR0dTqVIlm/tWr17NkCFDeOedd0hKSuLQoUMlFVsIIcoujQblwpn8t1MsmPdEF2kjwCmF6PTp0wQFBREYGIjRaCQ0NJSjR4/abJOcnExMTAy9evWy3qeqKqdOnaJVq1YAdOnShdjY2BLNLoQQZVJmRtay5fYwm7K2LyJOOUcUHx9PYGCg9XZgYCBxcbZX/K5du5bBgwfb3JeUlIS3t7d1NcPcnnc7k8lUqGXBhRCi3HBzB73BvmKkN2RtX0RccrDC2bNnSUlJoUmTJhw7dqzA+9mwYQOff/659XZwcDCzZ8/Gx8fnruun58fPz6/Azy1urpwNJF9huHI2kHyF4SrZLN36krrte7DcZeYFnQ7Pbv3w9/fPd3+KopCenp7vdk4pRAEBATYtmbi4OEJCQqy3f//9d06cOMHEiRPJzMwkPT2dDz74gMcff5zk5GRUVUWj0RAXF0dAQECexxk0aBADBw7McX9u56Ps5efnR0JC3heAOZMrZwPJVxiunA0kX2G4UjZNz/sh+ru7b6SqaHreZ3dmg8GQ7zZOKUQhISFcvHiRuLg4PD09OXz4sE03XJ8+fejTpw8Ax44dY9OmTYwfPx6A+vXrc+jQIVq3bs3u3bsJDw/P8zgGg8HmTbC3OgshRHmkC66Hx4TpOa8jAtDqABWPCdOL/KJWpxQinU5HZGQks2fPRlEUIiIi8PHxYd68eYwfP97m/NGdRo4cyVtvvcXKlStp2rSpdeCCEEKIwjOE9UBbI5iMTesx74nOOmekN6Dv1AP3fsUzs4JGLUcX4mS3iAozgMGVmtF3cuVsIPkKw5WzgeQrDFfOpioKvh5GEtMzrIPEHGUwGDAajXc9Ly+TngohhMiVRqtFa/QocBGylxQiIYQQTiWFSAghhFOVq0JUFKfDlGJel6MwXDkbSL7CcOVsIPkKw5WzQdHky+9vb7karGA2m8nMzHR2DCGEKFfc3NzQ6+8ySFstRywWi2oymVSz2axaLBaH/6WkpKhTpkxRU1JSCvT84vznytkkX9nNJvnKbraiyGc2m1WTyaRaLJa7/m12ySl+iotWqy3U1D4A58+ft+7L1bhyNpB8heHK2UDyFYYrZ4OSyeear1wIIUS5IYVICCGEU0khcoDBYOChhx6yaxK/kubK2UDyFYYrZwPJVxiunA1KLl+5GjUnhBDC9UiLSAghhFNJIRJCCOFUUoiEEEI4Vbm6jqigbty4wdKlS0lISECn0zF48GA6duzo7FhWKSkpzJkzB4vFgqIo9O/fn169ejk7lo2MjAyeffZZOnToQGRkpLPj2Jg4cSIeHlkzDHt7ezNz5kxnR7Jx7do13nvvPW7duoVWq2Xu3LkYjUZnxwLg8uXLLF682Ob2008/Tbt27ZyY6h8bN24kOjoaVVVp1qwZjz76aLHPJO2Ir7/+mu3bt6PRaIiIiLjrQp8lYeHChRw/fpymTZvyr3/9C4DTp0/z7rvvYjKZ6Nq1Kw899FDRH7gkZjQo7eLi4tSzZ8+qqqqq8fHx6uOPP66mpaU5N9RtLBaLmp6erqqqqqalpakTJkxQExMTnZzK1po1a9Q333xT/d///ufsKDlMmDDBpX6ed3rllVfU48ePq6qqqklJSarZbHZyotylpaWpY8eOdZn3MiEhQX3qqafUjIwM1WKxqC+99JJ68uRJZ8eyOn/+vPrCCy+oGRkZakZGhjpjxgw1OTnZqZl+/fVX9cCBA+obb7xhvW/atGnquXPnVIvFos6YMUM9f/58kR9XuubsEBAQQO3atQHw9/fH19eX5ORk54a6jVarxd3dHciaTw+KZoLXonLlyhX+/PNPQkNDnR2l1Ll48SJ6vZ5GjRoB4O3tjU6nc3Kq3B08eJCmTZu6TGsNwGKxYDKZMJvNmM1mfH19nR3J6tKlS9SvXx83Nzfc3NwIDg7myJEjTs3UpEkTPDw8rLfj4uKwWCwEBwej1WoJCwsjNja2yI8rXXMOOnPmDIqiULFiRWdHsZGSksKsWbO4cuUKjzzyiEv9wq1atYpHHnmEU6dOOTtKnmbOnIlWq2XAgAF06dLF2XGsrly5gru7O6+//jrx8fG0b9+eBx980NmxchUTE0PXrl2dHcPK19eX++67jwkTJqDVaunduzdVq1Z1diyrWrVq8fnnn5OSkoKqqhw7doxq1ao5O5aN+Ph4AgMDrbcDAwM5fvx4kR9HCpEDkpOTWbp0KePHj3d2lBy8vLxYuHAht27dYtGiRXTo0AF/f39nx+LAgQNUq1aN6tWru2whmjNnDoGBgcTHxzNnzhxq1apFcHCws2MBWVPw//bbbyxYsAA/Pz/+/e9/ExISQvPmzZ0dzUZqaiqnTp3imWeecXYUq+TkZA4dOsSyZctwc3Pj3//+N8ePH6dx48bOjgZAUFAQ/fv359VXX8XT05P69eu77HxzxU0KkZ1MJhMLFy7kgQce4J577nF2nDz5+/sTHBzMb7/9RocOHZwdh99//52YmBj27dtHeno6ZrMZT0/P4jnhWUDZ3/gCAgIIDQ3l7NmzLlOIAgMDqVevnrUFHhoayrlz51yuEB08eJDmzZvj5ubm7ChWv/zyC1WqVMHb2xuAVq1a8fvvv7tMIQLo3bs3vXv3BuD99993uRZRQEAAcXFx1ttxcXEEBAQU+XHKZ/l1kKqqLFu2jCZNmjh9VEtubt26RVpaGpD1zfTEiRNUr17dyamyjBgxgvfee49ly5YxatQoevbs6VJFKD093frepaen8+uvvxIUFOTkVP+oV68eCQkJJCcnoygKx48fp0aNGs6OlUNMTAxhYWHOjmGjQoUKnDp1iszMTBRF4dixYy7ze5EtISEByBptePr0aVq0aOHkRLYCAwPRarWcP38eRVGIiYmhTZs2RX4caRHZ4eTJk+zdu5datWpx4MABACZNmkStWrWcnCzLjRs3+OCDD4CsotmvXz+XyebqEhISeOONN4CsbrCePXsSEhLi5FT/0Ol0DB8+3DqkvHnz5rRu3drJqWylpqbyxx9/MGXKFGdHsdGgQQNCQ0OZOnUqGo2Gpk2bFssf0cJYsGABqampGI1GJkyY4PSBKHPmzOHcuXNkZGTwxBNP8NxzzzF27FjefvttTCYTXbp0KZa/LTLXnBBCCKeSrjkhhBBOJYVICCGEU0khEkII4VRSiIQQQjiVFCIhhBBOJYVICCGEU0khEkII4VRSiIQAPv30UxYsWODUDKdOneLZZ58lMjKS7777zqHnLlu2jJUrVxZPsGKWmprKpEmTSExMBO7+Wn777TdefvnlEkwnSoIUIuFyZs2axbBhwzh//rz1vpSUFIYOHcq1a9ecmKx4rVu3jk6dOhEVFcWAAQOckmHWrFl8++23JXrMjRs30rZtW7tmjG/YsCF6vd46w4koG6QQCZfk7e3NmjVrnB2jQFRVRVEUh5937dq1Uj81U/Z6WPayWCxs3bqVbt262f2crl27smnTJgeTCVcmc80Jl9SnTx++//77PKftX7ZsGV5eXowZMwbIajE9+uijLF26lMqVK7Ns2TK0Wi2pqakcOXKESpUq8cwzz3Dy5EnWr1+PyWRi6NCh9O3b17pPRVF477332LdvH35+fjzyyCPWJa9VVeX7779ny5Yt3Lp1i9q1a/N///d/1glSJ06cSK9evTh48CDnzp1j3rx5OYpKWloaUVFR1oXF2rRpQ2RkJEajkccee4zExETefvtttFot8+fPzzFBp6IobNq0iS1bthAXF4e/vz9jx46lZcuWNtsdO3aMhQsX2nRvLViwgNq1azN06FCSk5N57733OH78OKqqUqVKFaZMmcL333/PiRMnOHXqFJ988gmNGjVixowZpKens3r1ag4ePIjJZKJly5aMHTsWT09Prl27xlNPPcWTTz7JF198QXp6Ov/5z39YvXo1O3bsIDMzE39/fyIjI3OdI+/06dMoipJnAbZYLLz//vvExcUxZcoUPDw8aNq0KR988AFpaWk2i7iJ0ksKkXBJ3t7eREREsGbNGl577bUC7WPfvn1Mnz6dZ555hvfff5+FCxfSvn17li5dyokTJ5g3bx7t27e3rtt05MgRxo0bx+OPP87hw4dZvHgxixYtomrVqmzZsoVt27YxdepUKleuzObNm5k/fz6LFy9Gr8/6Ndq+fTtTp06latWqubaIVqxYwfXr11m0aBGqqvLmm2/yv//9j/Hjx/Phhx8yceJERo8ebS1+d9q0aRPfffcdzz33HHXq1OHmzZukp6c7/L58/fXX1j/wBoOBCxcu4OHhQWRkJGfOnKFt27bce++91u3fffdddDodb7zxBjqdjvfff5/ly5czadIk6zYHDx7k9ddfR6/X8/PPP7Nnzx7mz59PYGAgN27cIDMzM9cs586dy3M28fT0dBYvXozRaGT69OnW97lixYoYDAYuXrxIgwYNHH79wvVI15xwWffeey/Xr1/np59+KtDzQ0NDadiwITqdjo4dO3Lt2jWGDh2KXq+nWbNmeHp6cuHCBev21apVo3fv3uh0Otq0aUOTJk3Ys2cPAJs3b2bo0KFUq1YNnU7HgAEDyMzM5Pfff7c+v0+fPlSvXh2tVmv9o5lNURR2797NiBEj8PHxwdfXl+HDh7Nz5067u/F++OEHhgwZQt26ddFoNFSsWLFAS1bo9XqSk5O5cuUKWq2W2rVrW9fsuVNiYiL79+9n3LhxeHl5YTQaGTZsGDExMTa5hwwZgpeXF+7u7uh0OjIzM7l06RJms5mKFSvmufxCSkpKrq2axMREXn31VapUqcLTTz+d4/308PAgOTnZ4dcuXJO0iITLcnNzY8iQIaxdu5ZXX33V4effvkKtu7s7Hh4eNgu3ubu727QoKlWqZPP8ihUrWhcFu379Ou+8847NCppms5mbN2/abJ+XxMREzGazzTGqVKmCyWQiKSkJPz+/fF/P9evXi2ThtPvvv5/MzEwWL15MamoqYWFhjBw5MtdF7a5du4aqqjz11FM292u1Wm7dumW9fftrb9q0KUOHDmXdunVcunSJZs2aERkZSeXKlXPs38vLy7oe1O1++eUXFEXh+eefz3XV0rS0tDyLpyh9pBAJl9ajRw82btzIjh07bO43Go1kZGRYb8fHxxf6WNevX7e5ffPmTWvXT4UKFRgzZkyO8zG302g0eT7m6+uLXq/n+vXr1gJ57do1DAYDPj4+duWrVKkSV69ezbc7ymg0kpmZiaqq1ky3Fw2j0cgjjzzCI488wrVr15g/fz6bN2/mvvvuy/EaKlasiEaj4YMPPsDd3T3HsbJHMd75vL59+9K3b19SU1P58MMP+eijj5g2bVqO59euXZvPP/88x/2dOnXC09OTWbNmMXPmTOsqupC1/pbJZKJmzZp3fR9E6SFdc8KlabVaHn74YTZs2GBzf506dTh69Cjx8fGkpaXl+sfMUVeuXGHr1q1YLBYOHTrEr7/+al11tG/fvqxbt47Lly8DWde+HDhwINdv83m9js6dO/PJJ5+QnJxMUlISa9eupUuXLrl+489Nr169+Oyzzzh37hyqqnLjxg0uXbqUY7vs7sPdu3dbuwTPnj1rfTw2NpbLly+jKAoeHh7odDrrgmx+fn789ddf1m39/f1p27Yty5cvt17nc+vWrbt2l54+fZqTJ09iNptxc3OzdtflJnsRwosXL+Z4bOjQoXTp0oVZs2Zx48YN6/2//vorjRo1koEKZYi0iITL69ChA9988w1JSUnW+8LDwzl+/DjPPPMMvr6+DBkyhJiYmEIdp2XLlvz++++sWrUKX19fJk2aZO0K69evH1qtljfeeIObN29iNBpp2LAhTZs2tXv/Y8aMISoqimeffRb4Z9Scvfr374+iKCxevJi4uDgCAwN59NFHc5wn8vT0ZPz48axevZrly5fTpUsXmyWor169yooVK0hISMBoNNK+fXv69OkDZJ2Xe/fddxkzZgwNGzZk2rRpTJw4kU8//ZTp06eTnJyMn58fYWFheQ6qyB4d+Ndff6HT6WjQoAGPPfZYrtvqdDp69erFtm3bcn0vHnroIbRaLbNnz+aVV16hUqVK7Ny5k379+tn9vgnXJyu0CiGcKjU1lalTpzJ37tx8L2o9efIkH3/8MXPmzCmhdKIkSCESQgjhVHKOSAghhFNJIRJCCOFUUoiEEEI4lRQiIYQQTiWFSAghhFNJIRJCCOFUUoiEEEI4lRQiIYQQTiWFSAghhFNJIRJCCOFU/w/8XNhiukGhfAAAAABJRU5ErkJggg==",
             "text/plain": [
-              "<Figure size 720x720 with 1 Axes>"
+              "<Figure size 450x300 with 1 Axes>"
             ]
           },
-          "metadata": {
-            "needs_background": "light"
-          },
+          "metadata": {},
           "output_type": "display_data"
         }
       ],
       "source": [
-        "from sklearn.datasets import load_iris\n",
-        "data = load_iris()\n",
+        "from sklearn.metrics import adjusted_rand_score\n",
         "\n",
-        "X             = data[\"data\"]\n",
-        "true_clusters = data[\"target\"]\n",
+        "true_labels = iris.target\n",
+        "K = range(2, 11)\n",
+        "ari_scores = []\n",
         "\n",
-        "# Testirajte razred KMeans\n",
+        "for k in K:\n",
+        "    model = KMeans(n_clusters=k, random_state=42, n_init=\"auto\")\n",
+        "    labels = model.fit_predict(X)\n",
+        "    ari = adjusted_rand_score(true_labels, labels)\n",
+        "    ari_scores.append(ari)\n",
         "\n",
-        "# Trenutno so gruče dodeljene naključno\n",
-        "model = KMeans(k=3, max_iter=10)\n",
-        "labels, centers = model.fit(X[:, :2])\n",
-        "\n",
-        "plt.figure(figsize=(10, 10))\n",
-        "color = {0:\"red\", 1:\"blue\", 2:\"yellow\"}\n",
-        "for c, x in zip(labels, X):\n",
-        "    plt.plot(x[0], x[1], \".\", color=color[c], markersize=10.0)\n",
-        "plt.xlabel(\"Atribut 0\")\n",
-        "plt.ylabel(\"Atribut 1\")\n",
+        "plt.plot(K, ari_scores, marker='o')\n",
+        "plt.xlabel(\"Number of clusters (k)\")\n",
+        "plt.ylabel(\"Adjusted Rand Index (ARI)\")\n",
+        "plt.title(\"ARI vs Number of Clusters (with ground truth labels)\")\n",
         "plt.show()"
       ]
     },
@@ -410,9 +373,15 @@
         ]
       },
       "source": [
-        "##### Vprašanje 5-1-3\n",
+        "Pri večini nalog gručenja resničnih oznak nimamo. To pomeni, da ne moremo uporabiti zunanjih mer, kot je ARI.\n",
+        "\n",
+        "Namesto tega potrebujemo notranje metode vrednotenja, ki ocenjujejo kakovost gruč samo na podlagi podatkov. Dve pogosto uporabljeni metodi sta:\n",
+        "\n",
+        "* **Metoda komolca** (Elbow method) – spremlja, kako se skupna “kompaktnost” gruč izboljšuje, ko povečujemo število gruč.\n",
         "\n",
-        "Nariši stanje oznak in sredine skupin v vsaki iteraciji algoritma. "
+        "* **Silhuetni koeficient** ([Silhouette score](http://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html)) – meri, kako dobro je posamezna točka umeščena v svojo gručo v primerjavi z drugimi gručami.\n",
+        "\n",
+        "Te metode nam ne povedo pravega števila gruč, pomagajo pa izbrati smiselno vrednost $k$, kadar nimamo resničnih oznak."
       ]
     },
     {
@@ -423,40 +392,47 @@
         ]
       },
       "source": [
-        "##### Question 5-1-3\n",
+        "In many real-world clustering problems, we don’t know the true labels of the data. That means we can’t use external measures like the Adjusted Rand Index.\n",
+        "\n",
+        "Instead, we need internal validation methods that judge the quality of clusters using only the data itself. Two commonly used methods are:\n",
+        "\n",
+        "* **Elbow method** – looks at how the total “compactness” of clusters improves as we increase the number of clusters.\n",
         "\n",
-        "Draw the status of the labels and the centre of the groups in each iteration of the algorithm."
+        "* **[Silhouette score](http://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html)** – measures how well each point fits within its own cluster compared to other clusters.\n",
+        "\n",
+        "These methods don’t tell us the true number of clusters, but they help us choose a reasonable $k$ when no ground truth is available."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 5,
+      "execution_count": 4,
       "metadata": {},
-      "outputs": [],
-      "source": [
-        "# ..."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "sl"
-        ]
-      },
-      "source": [
-        "### Ocenjevanje uspešnosti odkrivanja skupin"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "en"
-        ]
-      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 450x300 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
-        "### Evaluating the effectiveness of group discovery"
+        "inertias = []\n",
+        "K = range(2, 11)\n",
+        "\n",
+        "for k in K:\n",
+        "    model = KMeans(n_clusters=k, random_state=42, n_init=\"auto\")\n",
+        "    model.fit(X)\n",
+        "    inertias.append(model.inertia_)  \n",
+        "\n",
+        "plt.plot(K, inertias, marker='o')\n",
+        "plt.xlabel(\"Number of clusters (k)\")\n",
+        "plt.ylabel(\"Inertia (within-cluster sum of squares)\")\n",
+        "plt.title(\"Elbow Method for Optimal k\")\n",
+        "plt.show()"
       ]
     },
     {
@@ -467,13 +443,9 @@
         ]
       },
       "source": [
-        "Ocenjevanje uspešnosti odkrivanja skupin je eden od nerešenih izzivov strojnega učenja. Poznamo mere kot sta <a href =\"http://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html\">silhueta</a>  ali <a href=\"http://scikit-learn.org/stable/modules/clustering.html#adjusted-rand-index\">metoda naključnih indeksov</a>.\n",
-        "\n",
-        "Druga možnost je, da poznamo resnične razrede, v katere spadajo podatki. To drži za podatkovno zbirko iris, kjer so cvetlice razporejene v tri razrede. \n",
-        "\n",
-        "##### Vprašanje 5-1-4\n",
+        "#### Koeficitent silhuete\n",
         "\n",
-        "Preveri, kako dobro se rezultat tvoje metode ujema z resničnimi razredi? Na kakšen način boš izmeril/a ujemanje? Ali naletiš pri tem na kakšno težavo?"
+        "Koeficient silhuete je nenadzorovana mera v območju med `-1` (napačno dodeljene skupine) in `1` (zelo goste, dobro ločene skupine). Večja notranja gostota znotraj skupin in večja razdalja sta premosorazmeni s koeficientom. Tudi ta mera ne predpostavlja, da so podatki v vektorskem prostoru, je pa odvisna od izbrane mere razdalje."
       ]
     },
     {
@@ -484,34 +456,41 @@
         ]
       },
       "source": [
-        "Assessing the effectiveness of group discovery is one of the unresolved challenges of machine learning. We know measures like <a href =\"http://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html\">silhouette</a> or <a href=\"http://scikit-learn.org/stable/modules/clustering.html#adjusted-rand-index\">adjusted random index</a>.\n",
+        "#### Silhouette coefficient\n",
         "\n",
-        "Alternatively, we can know the real classes to which the data belongs. This is true for the iris database, where the flowers are arranged in three classes.\n",
-        "\n",
-        "##### Question 5-1-4\n",
-        "\n",
-        "Check how well the result of your method matches real classes? How will you measure the match? Do you encounter any problems?"
+        "The silhouette coefficient is an unsupervised measure in the area between `-1` (wrongly assigned groups) and` 1` (very dense, well-separated groups). The greater internal density within the groups and the greater the distance are proportional with the coefficient. Even this measure does not assume that the data is in the vector space, but it depends on the selected distance."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 6,
+      "execution_count": 5,
       "metadata": {},
       "outputs": [
         {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
-            " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
-            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
-            " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
-            " 2 2]\n"
-          ]
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 450x300 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
         }
       ],
       "source": [
-        "print(true_clusters)   # Resnični razredi primerov"
+        "from sklearn.metrics import silhouette_score\n",
+        "silhouettes = []\n",
+        "\n",
+        "for k in K:\n",
+        "    model = KMeans(n_clusters=k, random_state=42, n_init=\"auto\")\n",
+        "    labels = model.fit_predict(X)\n",
+        "    silhouettes.append(silhouette_score(X, labels))\n",
+        "\n",
+        "plt.plot(K, silhouettes, marker='o')\n",
+        "plt.xlabel(\"Number of clusters (k)\")\n",
+        "plt.ylabel(\"Average silhouette score\")\n",
+        "plt.title(\"Silhouette Method for Optimal k\")\n",
+        "plt.show()"
       ]
     },
     {
@@ -522,7 +501,7 @@
         ]
       },
       "source": [
-        "##### Vprašanje 5-1-5\n",
+        "##### Vprašanje 5-1-3\n",
         "\n",
         "Preizkusi metodo na spodnjih, sintetičnih primerih podatkov. Kako se obnese metoda KMeans? Zakaj?"
       ]
@@ -535,26 +514,24 @@
         ]
       },
       "source": [
-        "##### Question 5-1-5\n",
+        "##### Question 5-1-3\n",
         "\n",
         "Test the method in the lower, synthetic data examples. How does the KMeans method work? Why?"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 7,
+      "execution_count": 6,
       "metadata": {},
       "outputs": [
         {
           "data": {
-            "image/jpeg": "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",
+            "image/png": "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",
             "text/plain": [
-              "<Figure size 720x360 with 3 Axes>"
+              "<Figure size 1000x500 with 3 Axes>"
             ]
           },
-          "metadata": {
-            "needs_background": "light"
-          },
+          "metadata": {},
           "output_type": "display_data"
         }
       ],
@@ -562,9 +539,9 @@
         "from sklearn.datasets import make_circles, make_blobs, make_moons\n",
         "\n",
         "n_samples=1000\n",
-        "noisy_circles, _ = make_circles(n_samples=n_samples, factor=.5, noise=.05)\n",
-        "noisy_moons, _ = make_moons(n_samples=n_samples, noise=.05)\n",
-        "blobs, _ = make_blobs(n_samples=n_samples, random_state=8)\n",
+        "noisy_circles, _ = make_circles(n_samples=n_samples, factor=.5, noise=.05, random_state=42)\n",
+        "noisy_moons, _ = make_moons(n_samples=n_samples, noise=.05, random_state=42)\n",
+        "blobs, _ = make_blobs(n_samples=n_samples, random_state=1)\n",
         "\n",
         "\n",
         "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(10, 5))\n",
@@ -584,7 +561,7 @@
         ]
       },
       "source": [
-        "### Metoda DBSCAN"
+        "[Odgovor](205-1.ipynb#Odgovor-5-1-3)"
       ]
     },
     {
@@ -595,7 +572,7 @@
         ]
       },
       "source": [
-        "### DBSCAN method"
+        "[Answer](205-1.ipynb#Answer-5-1-3)"
       ]
     },
     {
@@ -606,7 +583,47 @@
         ]
       },
       "source": [
-        "##### Vprašanje 5-1-6\n",
+        "### Metoda DBSCAN\n",
+        "\n",
+        "Kot smo videli pri prejšnjih primerih, gruče niso vedno lepe in okrogle. Kadar imajo nepravilne oblike, različne velikosti ali vsebujejo šum (točke, ki ne sodijo nikamor), ima KMeans s tem težave.\n",
+        "\n",
+        "V takšnih primerih lahko uporabimo DBSCAN (Density-Based Spatial Clustering of Applications with Noise). Ta metoda združuje točke, ki so gosto razporejene, medtem ko točke v redkih območjih obravnava kot šum (ne sodijo v nobeno gručo). Za razliko od KMeans vnaprej ne potrebuje števila gruč.\n",
+        "\n",
+        "Glavna parametra sta:\n",
+        "\n",
+        "* eps: največja razdalja, pri kateri dve točki veljata za sosedi\n",
+        "* min_samples: najmanjše število sosedov, ki jih mora imeti točka, da velja za “jedrno” točko gruč"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "en"
+        ]
+      },
+      "source": [
+        "### DBSCAN method\n",
+        "\n",
+        "As we saw with the previous examples, sometimes clusters are not nice and round. When they have irregular shapes, different sizes, or noise points that don’t belong anywhere, KMeans struggles.\n",
+        "\n",
+        "In these situations, we can use DBSCAN (Density-Based Spatial Clustering of Applications with Noise). This method groups together points that are densely packed, while points in sparse regions are treated as noise (they don’t belong to any cluster). Unlike KMeans, it doesn’t require the number of clusters in advance.\n",
+        "\n",
+        "The key parameters are:\n",
+        "\n",
+        "* eps: the maximum distance to consider two points as neighbors\n",
+        "* min_samples: the minimum number of neighbors a point needs to be considered a “core” point of a cluster"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "sl"
+        ]
+      },
+      "source": [
+        "##### Vprašanje 5-1-4\n",
         "\n",
         "Preizkusi metodo <a href=\"http://scikit-learn.org/stable/modules/clustering.html#dbscan\">DBSCAN</a>. Ali se ta metoda na istih podatkih obnese kaj bolje? Zakaj? Odgovor najdeš v opisu metode."
       ]
@@ -619,28 +636,44 @@
         ]
       },
       "source": [
-        "##### Question 5-1-6\n",
+        "##### Question 5-1-4\n",
         "\n",
         "Test the <a href=\"http://scikit-learn.org/stable/modules/clustering.html#dbscan\">DBSCAN</a> method. Does this method work better on the same data? Why? You find the answer in the method description."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 8,
+      "execution_count": null,
       "metadata": {},
       "outputs": [],
+      "source": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "sl"
+        ]
+      },
       "source": [
-        "from sklearn.cluster import DBSCAN\n",
-        "\n",
-        "# model = DBSCAN(...)\n",
-        "# model.fit(X)\n",
-        "# labels = model.predict(X)"
+        "[Odgovor](205-1.ipynb#Odgovor-5-1-4)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "en"
+        ]
+      },
+      "source": [
+        "[Answer](205-1.ipynb#Answer-5-1-4)"
       ]
     }
   ],
   "metadata": {
     "kernelspec": {
-      "display_name": "Python [default]",
+      "display_name": "PRvaje",
       "language": "python",
       "name": "python3"
     },
@@ -654,7 +687,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.6.9"
+      "version": "3.11.8"
     },
     "latex_envs": {
       "LaTeX_envs_menu_present": true,
diff --git a/notebooks/src/105-2_grucenje_hierarhicno.ipynb b/notebooks/src/105-2_grucenje_hierarhicno.ipynb
index a9a7f1c..aec2ba2 100644
--- a/notebooks/src/105-2_grucenje_hierarhicno.ipynb
+++ b/notebooks/src/105-2_grucenje_hierarhicno.ipynb
@@ -10,13 +10,23 @@
       "source": [
         "## Hierarhično gručenje\n",
         "\n",
-        "Na predavanjih smo spoznali algoritem <b>hieraričnega gručenja</b>. Njegova glavna značilnost je, da omogoča primerjavo objektov zgolj na podlagi poznavanja <i> mere razdalje </i> med njimi. Predstavitev podatkov torej ni nujno omejena na vektorske prostore.\n",
+        "Na predavanjih smo spoznali algoritem **hierarhičnega gručenja**.  \n",
+        "Njegova glavna značilnost je, da omogoča primerjavo objektov na podlagi izbrane **mere razdalje** med njimi.  \n",
+        "Zaradi tega podatkov ni nujno predstaviti v vektorskih prostorih.\n",
         "\n",
-        "Algoritem je determinističen in ne predpostavlja števila gruč. Rezultat gručenja bo izračunan naenkrat za vsa možna števila gruč v intervalu $[1, n]$, odločitev o številu pa bo sprejeta po izračunu.\n",
+        "Algoritem je **determinističen** in ne zahteva, da vnaprej določimo število gruč.  \n",
+        "Struktura gručenja se izračuna enkrat za vse možne številke gruč v intervalu $[1, n]$,  \n",
+        "odločitev o končnem številu gruč pa sprejmemo **naknadno**, na podlagi dendrograma.\n",
         "\n",
+        "Hierarhično gručenje gradi **hierarhijo (drevo)** gruč.  \n",
+        "Na začetku vsaka točka tvori svojo gručo. Nato algoritem postopno združuje najbližji par gruč,  \n",
+        "dokler ne ostane le ena sama gruča.\n",
         "\n",
+        "Rezultat je **dendrogram**, drevesni diagram, ki prikazuje, kako se gruče združujejo korak za korakom.\n",
         "\n",
-        "<font color=\"blue\"><b>Razmisli.</b></font> Kakšna je časovna zahtevnost algoritma za hierarhično gručenje? Kako se primerja z metodo K-means?"
+        "##### Vprašanje 5-2-1\n",
+        "\n",
+        "Kakšna je časovna zahtevnost algoritma za hierarhično gručenje? Kako se primerja z metodo K-means?"
       ]
     },
     {
@@ -29,33 +39,51 @@
       "source": [
         "## Hierarchical clustering\n",
         "\n",
-        "At the lectures we learned the <b>hierarchical clustering</b> algorithm. Its main characteristic is that it allows comparison of objects on the basis of knowledge of <i> distance measures </i> between them. Data representation is therefore not necessarily limited to vector spaces.\n",
+        "At the lectures, we learned about the **hierarchical clustering** algorithm.  \n",
+        "Its main characteristic is that it allows comparison of objects based on a defined **distance measure** between them.  \n",
+        "Because of that, data representation is not necessarily limited to vector spaces.\n",
         "\n",
-        "The algorithm is deterministic and does not presume the number of clusters. The clustering result will be calculated at once for all possible clustered numbers in the $[1, n]$ interval, and deciding on a number will taken place after the calculation.\n",
+        "The algorithm is **deterministic** and does not require the number of clusters to be specified in advance.  \n",
+        "The clustering structure is computed once for all possible numbers of clusters in the interval $[1, n]$,  \n",
+        "and the final number of clusters can be decided **afterward**, based on the dendrogram.\n",
         "\n",
+        "Hierarchical clustering builds a **hierarchy (a tree)** of clusters.  \n",
+        "At first, each data point is its own cluster. Then, the algorithm repeatedly merges the two closest clusters until only one remains.\n",
         "\n",
+        "The result is a **dendrogram**, a tree-like diagram that shows how clusters merge step by step.\n",
+        "\n",
+        "##### Question 5-2-1\n",
         "\n",
-        "<font color=\"blue\"><b>Think.</b></font> What is the time complexity of the algorithm for hierarchical clustering? How does it compare with the K-means method?"
+        "What is the time complexity of the algorithm for hierarchical clustering? How does it compare with the K-means method?"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "[Odgovor](205-2.ipynb#Odgovor-5-2-1)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "[Answer](205-2.ipynb#Answer-5-2-1)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 3,
+      "execution_count": 1,
       "metadata": {},
       "outputs": [],
       "source": [
         "import numpy as np\n",
-        "\n",
-        "%matplotlib inline\n",
-        "%config InlineBackend.figure_formats = ['jpg']\n",
-        "import matplotlib\n",
-        "matplotlib.figure.Figure.__repr__ = lambda self: (\n",
-        "    f\"<{self.__class__.__name__} size {self.bbox.size[0]:g}\"\n",
-        "    f\"x{self.bbox.size[1]:g} with {len(self.axes)} Axes>\")\n",
-        "\n",
         "import matplotlib.pyplot as plt\n",
-        "plt.style.use('../PR.mplstyle')\n",
-        "\n",
         "import pandas as pd\n",
         "import scipy.cluster.hierarchy as sch\n",
         "import scipy"
@@ -93,7 +121,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 4,
+      "execution_count": 2,
       "metadata": {},
       "outputs": [
         {
@@ -153,1258 +181,25 @@
               "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>mammal</td>\n",
-              "      <td>aardvark</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>mammal</td>\n",
-              "      <td>antelope</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>fish</td>\n",
-              "      <td>bass</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>mammal</td>\n",
-              "      <td>boar</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>mammal</td>\n",
-              "      <td>calf</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "   hair  feathers  eggs  milk  airborne  aquatic  predator  toothed  backbone  \\\n",
-              "0     1         0     0     1         0        0         1        1         1   \n",
-              "1     1         0     0     1         0        0         0        1         1   \n",
-              "2     0         0     1     0         0        1         1        1         1   \n",
-              "3     1         0     0     1         0        0         1        1         1   \n",
-              "4     1         0     0     1         0        0         0        1         1   \n",
-              "\n",
-              "   breathes  venomous  fins  legs  tail  domestic  catsize    type      name  \n",
-              "0         1         0     0     4     0         0        1  mammal  aardvark  \n",
-              "1         1         0     0     4     1         0        1  mammal  antelope  \n",
-              "2         0         0     1     0     1         0        0    fish      bass  \n",
-              "3         1         0     0     4     1         0        1  mammal      boar  \n",
-              "4         1         0     0     4     1         1        1  mammal      calf  "
-            ]
-          },
-          "execution_count": 4,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "data = pd.read_table('../data/zoo.tab', skiprows=[1,2])\n",
-        "print(data.columns)\n",
-        "data.iloc[:5]"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "sl"
-        ]
-      },
-      "source": [
-        "Zanimala nas bodo atributi posameznih živali."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "en"
-        ]
-      },
-      "source": [
-        "We are interested in the attributes of each animal."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 3,
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "(59, 16)\n"
-          ]
-        },
-        {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>hair</th>\n",
-              "      <th>feathers</th>\n",
-              "      <th>eggs</th>\n",
-              "      <th>milk</th>\n",
-              "      <th>airborne</th>\n",
-              "      <th>aquatic</th>\n",
-              "      <th>predator</th>\n",
-              "      <th>toothed</th>\n",
-              "      <th>backbone</th>\n",
-              "      <th>breathes</th>\n",
-              "      <th>venomous</th>\n",
-              "      <th>fins</th>\n",
-              "      <th>legs</th>\n",
-              "      <th>tail</th>\n",
-              "      <th>domestic</th>\n",
-              "      <th>catsize</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>5</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>6</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>7</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>8</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>9</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>10</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>6</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>11</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>12</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>13</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>14</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>15</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>16</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>6</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>17</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>18</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>19</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>20</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>21</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>6</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>22</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>23</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>24</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>25</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>26</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>27</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>6</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>28</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>6</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>29</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>30</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>6</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>31</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>32</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>33</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>34</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>35</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>8</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>36</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>37</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>38</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>39</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>40</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>41</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>42</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>8</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>43</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>44</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>45</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>46</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>47</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>48</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>49</th>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>50</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>5</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>51</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>52</th>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>53</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>4</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>54</th>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
-              "      <td>0</td>\n",
+              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
               "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>4</td>\n",
-              "      <td>1</td>\n",
+              "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>aardvark</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>55</th>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
@@ -1414,209 +209,139 @@
               "      <td>1</td>\n",
               "      <td>1</td>\n",
               "      <td>1</td>\n",
-              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>4</td>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
-              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>antelope</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>56</th>\n",
+              "      <th>2</th>\n",
               "      <td>0</td>\n",
-              "      <td>1</td>\n",
-              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
-              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
               "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>2</td>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>fish</td>\n",
+              "      <td>bass</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>57</th>\n",
+              "      <th>3</th>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>0</td>\n",
+              "      <td>1</td>\n",
               "      <td>1</td>\n",
               "      <td>1</td>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>2</td>\n",
+              "      <td>4</td>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>boar</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>58</th>\n",
+              "      <th>4</th>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
-              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>0</td>\n",
               "      <td>1</td>\n",
               "      <td>1</td>\n",
-              "      <td>0</td>\n",
-              "      <td>6</td>\n",
-              "      <td>0</td>\n",
+              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>calf</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
               "</div>"
             ],
             "text/plain": [
-              "    hair  feathers  eggs  milk  airborne  aquatic  predator  toothed  \\\n",
-              "0      1         0     0     1         0        0         1        1   \n",
-              "1      1         0     0     1         0        0         0        1   \n",
-              "2      0         0     1     0         0        1         1        1   \n",
-              "3      1         0     0     1         0        0         1        1   \n",
-              "4      1         0     0     1         0        0         0        1   \n",
-              "5      0         0     1     0         0        1         0        1   \n",
-              "6      1         0     0     1         0        0         0        1   \n",
-              "7      0         1     1     0         1        0         0        0   \n",
-              "8      0         0     1     0         0        0         1        0   \n",
-              "9      0         0     1     0         0        1         1        0   \n",
-              "10     0         0     1     0         0        1         1        0   \n",
-              "11     0         1     1     0         1        0         1        0   \n",
-              "12     0         0     1     0         0        1         1        1   \n",
-              "13     0         0     0     1         0        1         1        1   \n",
-              "14     0         1     1     0         1        1         0        0   \n",
-              "15     0         1     1     0         1        0         0        0   \n",
-              "16     0         0     1     0         0        0         0        0   \n",
-              "17     0         0     1     0         0        1         1        1   \n",
-              "18     0         0     1     0         0        1         1        1   \n",
-              "19     1         0     0     1         1        0         0        1   \n",
-              "20     1         0     0     1         0        0         1        1   \n",
-              "21     0         0     1     0         1        0         0        0   \n",
-              "22     1         0     0     1         0        0         0        1   \n",
-              "23     0         1     1     0         1        1         1        0   \n",
-              "24     0         0     1     0         0        1         0        1   \n",
-              "25     1         0     0     1         0        0         0        1   \n",
-              "26     1         0     0     1         0        0         0        1   \n",
-              "27     1         0     1     0         1        0         0        0   \n",
-              "28     1         0     1     0         1        0         0        0   \n",
-              "29     0         1     1     0         0        0         1        0   \n",
-              "30     0         0     1     0         1        0         1        0   \n",
-              "31     0         1     1     0         1        0         0        0   \n",
-              "32     1         0     0     1         0        1         1        1   \n",
-              "33     1         0     0     1         0        0         1        1   \n",
-              "34     0         0     1     0         0        1         1        1   \n",
-              "35     0         0     1     0         0        1         1        0   \n",
-              "36     0         1     1     0         0        0         0        0   \n",
-              "37     0         1     1     0         0        1         1        0   \n",
-              "38     0         0     1     0         0        0         1        1   \n",
-              "39     1         0     1     1         0        1         1        0   \n",
-              "40     1         0     0     1         0        0         1        1   \n",
-              "41     0         1     1     0         0        0         1        0   \n",
-              "42     0         0     0     0         0        0         1        0   \n",
-              "43     1         0     0     1         0        1         1        1   \n",
-              "44     1         0     0     1         0        1         1        1   \n",
-              "45     0         0     0     0         0        1         1        1   \n",
-              "46     0         0     1     0         0        1         1        0   \n",
-              "47     0         0     1     0         0        0         1        1   \n",
-              "48     0         0     1     0         0        0         0        0   \n",
-              "49     1         0     0     1         0        0         0        1   \n",
-              "50     0         0     1     0         0        1         1        0   \n",
-              "51     0         0     1     0         0        1         1        1   \n",
-              "52     0         1     1     0         1        1         0        0   \n",
-              "53     0         0     1     0         0        1         0        1   \n",
-              "54     0         0     1     0         0        0         0        0   \n",
-              "55     0         0     1     0         0        0         1        1   \n",
-              "56     0         1     1     0         1        0         1        0   \n",
-              "57     1         0     0     1         0        0         0        1   \n",
-              "58     1         0     1     0         1        0         0        0   \n",
+              "   hair  feathers  eggs  milk  airborne  aquatic  predator  toothed  backbone  \\\n",
+              "0     1         0     0     1         0        0         1        1         1   \n",
+              "1     1         0     0     1         0        0         0        1         1   \n",
+              "2     0         0     1     0         0        1         1        1         1   \n",
+              "3     1         0     0     1         0        0         1        1         1   \n",
+              "4     1         0     0     1         0        0         0        1         1   \n",
               "\n",
-              "    backbone  breathes  venomous  fins  legs  tail  domestic  catsize  \n",
-              "0          1         1         0     0     4     0         0        1  \n",
-              "1          1         1         0     0     4     1         0        1  \n",
-              "2          1         0         0     1     0     1         0        0  \n",
-              "3          1         1         0     0     4     1         0        1  \n",
-              "4          1         1         0     0     4     1         1        1  \n",
-              "5          1         0         0     1     0     1         1        0  \n",
-              "6          1         1         0     0     4     0         1        0  \n",
-              "7          1         1         0     0     2     1         1        0  \n",
-              "8          0         0         0     0     0     0         0        0  \n",
-              "9          0         0         0     0     4     0         0        0  \n",
-              "10         0         0         0     0     6     0         0        0  \n",
-              "11         1         1         0     0     2     1         0        0  \n",
-              "12         1         0         0     1     0     1         0        1  \n",
-              "13         1         1         0     1     0     1         0        1  \n",
-              "14         1         1         0     0     2     1         0        0  \n",
-              "15         1         1         0     0     2     1         0        1  \n",
-              "16         0         1         0     0     6     0         0        0  \n",
-              "17         1         1         0     0     4     0         0        0  \n",
-              "18         1         1         1     0     4     0         0        0  \n",
-              "19         1         1         0     0     2     1         0        0  \n",
-              "20         1         1         0     0     2     0         1        1  \n",
-              "21         0         1         0     0     6     0         0        0  \n",
-              "22         1         1         0     0     2     0         0        1  \n",
-              "23         1         1         0     0     2     1         0        0  \n",
-              "24         1         0         0     1     0     1         0        0  \n",
-              "25         1         1         0     0     4     1         1        0  \n",
-              "26         1         1         0     0     4     1         0        0  \n",
-              "27         0         1         1     0     6     0         1        0  \n",
-              "28         0         1         0     0     6     0         0        0  \n",
-              "29         1         1         0     0     2     1         0        0  \n",
-              "30         0         1         0     0     6     0         0        0  \n",
-              "31         1         1         0     0     2     1         0        0  \n",
-              "32         1         1         0     0     4     1         0        1  \n",
-              "33         1         1         0     0     4     1         0        0  \n",
-              "34         1         1         0     0     4     1         0        0  \n",
-              "35         0         0         0     0     8     0         0        1  \n",
-              "36         1         1         0     0     2     1         0        1  \n",
-              "37         1         1         0     0     2     1         0        1  \n",
-              "38         1         1         1     0     0     1         0        0  \n",
-              "39         1         1         0     0     4     1         0        1  \n",
-              "40         1         1         0     0     4     1         1        1  \n",
-              "41         1         1         0     0     2     1         0        1  \n",
-              "42         0         1         1     0     8     1         0        0  \n",
-              "43         1         1         0     1     0     0         0        1  \n",
-              "44         1         1         0     1     2     1         0        1  \n",
-              "45         1         0         1     0     0     1         0        0  \n",
-              "46         0         0         1     0     0     0         0        0  \n",
-              "47         1         1         0     0     0     1         0        0  \n",
-              "48         0         1         0     0     0     0         0        0  \n",
-              "49         1         1         0     0     2     1         0        0  \n",
-              "50         0         0         0     0     5     0         0        0  \n",
-              "51         1         0         1     1     0     1         0        1  \n",
-              "52         1         1         0     0     2     1         0        1  \n",
-              "53         1         1         0     0     4     0         0        0  \n",
-              "54         1         1         0     0     4     1         0        1  \n",
-              "55         1         1         0     0     4     1         0        0  \n",
-              "56         1         1         0     0     2     1         0        1  \n",
-              "57         1         1         0     0     2     1         0        1  \n",
-              "58         0         1         1     0     6     0         0        0  "
+              "   breathes  venomous  fins  legs  tail  domestic  catsize    type      name  \n",
+              "0         1         0     0     4     0         0        1  mammal  aardvark  \n",
+              "1         1         0     0     4     1         0        1  mammal  antelope  \n",
+              "2         0         0     1     0     1         0        0    fish      bass  \n",
+              "3         1         0     0     4     1         0        1  mammal      boar  \n",
+              "4         1         0     0     4     1         1        1  mammal      calf  "
             ]
           },
-          "execution_count": 3,
+          "execution_count": 2,
           "metadata": {},
           "output_type": "execute_result"
         }
       ],
+      "source": [
+        "data = pd.read_table('../data/zoo.tab', skiprows=[1,2])\n",
+        "print(data.columns)\n",
+        "data.head(5)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "sl"
+        ]
+      },
+      "source": [
+        "Zanimala nas bodo atributi posameznih živali."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "en"
+        ]
+      },
+      "source": [
+        "We are interested in the attributes of each animal."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [],
       "source": [
         "X = data.iloc[:,:16]\n",
-        "Y = data.iloc[:,16]\n",
-        "print(X.shape)\n",
-        "X"
+        "Y = data.iloc[:,16]"
       ]
     },
     {
@@ -1681,7 +406,7 @@
       "outputs": [
         {
           "data": {
-            "image/jpeg": "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",
+            "image/png": "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",
             "text/plain": [
               "<Figure size 2500x600 with 1 Axes>"
             ]
@@ -1693,7 +418,7 @@
       "source": [
         "plt.figure(figsize=(25, 6))\n",
         "labels = data['name'].values\n",
-        "D      = sch.dendrogram(L, labels=labels, leaf_font_size=15)\n",
+        "D = sch.dendrogram(L, labels=labels, leaf_font_size=15)\n",
         "plt.ylabel(\"Razdalja\")\n",
         "plt.show()"
       ]
@@ -1706,7 +431,11 @@
         ]
       },
       "source": [
-        "V redu, za prvi poizkus. Vseeno izgleda dendrogram nekoliko sploščen. Preveri, kako na graf vplivajo različne ..."
+        "Vsako združevanje v dendrogramu predstavlja združitev dveh gruč.  \n",
+        "**Višina** združitve prikazuje **razdaljo** med gručami.  \n",
+        "Za določitev števila gruč lahko “razrežemo” drevo pri izbrani višini.\n",
+        "\n",
+        "Za prvi poizkus bo v redu, a dendrogram vseeno izgleda nekoliko sploščen. Pri metodi lahko spremenimo različne parametre."
       ]
     },
     {
@@ -1717,7 +446,11 @@
         ]
       },
       "source": [
-        "Okay, for the first try. Nevertheless, the dendrogram seems somewhat flat. Verify how the graph affects various ..."
+        "Each merge in the dendrogram represents two clusters joining together.  \n",
+        "The **height** of the merge indicates the **distance** between clusters.  \n",
+        "To decide the number of clusters, we can “cut” the tree at a chosen height.\n",
+        "\n",
+        "It's okay, for the first try. Nevertheless, the dendrogram seems somewhat flat. We can change various method parameters."
       ]
     },
     {
@@ -1731,12 +464,14 @@
         "### Metode povezovanja\n",
         "\n",
         "Metode povezovanja določajo način, kako izračunati razdaljo med dvema poljubno velikima gručama točk.\n",
-        "* <b>Posamično povezovanje</b> (method=\"single\"); Razdalja med gručama je razdalja med najbližjima točkama gruč.\n",
-        "* <b>Povprečna razdalja</b> (method=\"average\"); Povprečna razdalja med vsemi pari točk. \n",
-        "* <b>Razdalja med središčema</b> (method=\"centroid\"); Izračuna središči gruč v prostoru ter njuno medsebojno razdaljo. Mera razdalje je nujno evklidska.\n",
+        "* **Posamično povezovanje** (method=\"single\"); Razdalja med gručama je razdalja med najbližjima točkama gruč.\n",
+        "* **Povprečna razdalja** (method=\"average\"); Povprečna razdalja med vsemi pari točk. \n",
+        "* **Razdalja med središčema** (method=\"centroid\"); Izračuna središči gruč v prostoru ter njuno medsebojno razdaljo. Mera razdalje je nujno evklidska.\n",
+        "* In še mnogo drugih.\n",
         "\n",
-        "##### Vprašanje 5-2-1\n",
-        "Preizkusi različne oblike dendrograma glede na izbrano mero razdalje."
+        "##### Vprašanje 5-2-2\n",
+        "\n",
+        "Preizkusi različne oblike dendrograma glede na izbrano metodo povezovanja."
       ]
     },
     {
@@ -1751,24 +486,22 @@
         "\n",
         "Linkage methods determine how to calculate the distance between two arbitrarily large points points.\n",
         "\n",
-        "* <b>Single linkage</b> (method = \"single\"); The distance between the clusters is the distance between the closest points of the clusters.\n",
-        "* <b>Average linkage</b> (method = \"average\"); The average distance between all pairs of points.\n",
-        "* <b>Centroid linkage</b> (method = \"centroid\"); Calculates the centers of clusters in the space and their mutual distance. The distance measure is necessarily Euclidean.\n",
+        "* **Single linkage** (method = \"single\"); The distance between the clusters is the distance between the closest points of the clusters.\n",
+        "* **Average linkage** (method = \"average\"); The average distance between all pairs of points.\n",
+        "* **Centroid linkage** (method = \"centroid\"); Calculates the centers of clusters in the space and their mutual distance. The distance measure is necessarily Euclidean.\n",
+        "* And many others.\n",
         "\n",
-        "##### Question 5-2-1\n",
+        "##### Question 5-2-2\n",
         "\n",
-        "Test various forms of the dendrogram with respect to the selected distance measure."
+        "Test various forms of the dendrogram with respect to the selected linkage method."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 6,
+      "execution_count": null,
       "metadata": {},
       "outputs": [],
-      "source": [
-        "# Preizkusi različne načine merjenja razdalje med gručami\n",
-        "L = sch.linkage(X, method=\"single\",)"
-      ]
+      "source": []
     },
     {
       "cell_type": "markdown",
@@ -1778,7 +511,7 @@
         ]
       },
       "source": [
-        "[Odgovor](205-2.ipynb#Odgovor-5-2-1)"
+        "[Odgovor](205-2.ipynb#Odgovor-5-2-2)"
       ]
     },
     {
@@ -1789,7 +522,7 @@
         ]
       },
       "source": [
-        "[Answer](205-2.ipynb#Answer-5-2-1)"
+        "[Answer](205-2.ipynb#Answer-5-2-2)"
       ]
     },
     {
@@ -1824,7 +557,7 @@
       "source": [
         "### Mere razdalje\n",
         "\n",
-        "Način določanja interpretacije razdalje med točkama $\\vec{x} = (x_1, x_2, ..., x_p)$ in $\\vec{y} = (y_1, y_2, ..., y_p)$ vpliva na rezultat hierarhičnega gručenja. Izbira ustrezne mere je odvisna od narave podatkov in čimbolje odgovarja na vprašanje: <i>kaj pomeni, da sta dva primera podobna?</i>\n",
+        "Način določanja interpretacije razdalje med točkama $\\vec{x} = (x_1, x_2, ..., x_p)$ in $\\vec{y} = (y_1, y_2, ..., y_p)$ vpliva na rezultat hierarhičnega gručenja. Izbira ustrezne mere je odvisna od narave podatkov in čimbolje odgovarja na vprašanje: *kaj pomeni, da sta dva primera podobna?*\n",
         "\n",
         "Na izbiro ustrezne mere lahko vplivajo:\n",
         "* Prisotnost manjkajočih vrednosti\n",
@@ -1833,28 +566,31 @@
         "\n",
         "\n",
         "Nekaj pogostih mer razdalje:\n",
-        "* Evklidska razdalja <code>(metric=\"euclidean\")</code>\n",
+        "* Evklidska razdalja `(metric=\"euclidean\")`\n",
         "\n",
         "$$ d(\\vec{x}, \\vec{y}) = \\sqrt{(x_1-y_1)^2 + (x_2 - y_2)^2 + ... + (x_p - y_p)^2} $$\n",
         "\n",
-        "* Manhattanska razdalja <code>(metric=\"cityblock\")</code>\n",
+        "* Manhattanska razdalja `(metric=\"cityblock\")`\n",
         "\n",
         "$$ d(\\vec{x}, \\vec{y}) = |x_1-y_1| + |x_2 - y_2| + ... + |x_p - y_p| $$\n",
         "\n",
-        "* Kosinusna razdalja <code>(metric=\"cosine\")</code>\n",
+        "* Kosinusna razdalja `(metric=\"cosine\")`\n",
         "\n",
-        "<p>Predstavlja <i>kosinus kota</i> med vektorjema $\\vec{x}$ in $\\vec{y}$ - manjši kot pomeni večjo podobnost. Uporabna za primerjavo podobnosti med vektorji, neupoštevajoč absolutnih velikosti.</p>\n",
+        "Predstavlja *kosinus kota* med vektorjema $\\vec{x}$ in $\\vec{y}$ - manjši kot pomeni večjo podobnost. Uporabna za primerjavo podobnosti med vektorji, neupoštevajoč absolutnih velikosti.\n",
         "\n",
         "$$ d(\\vec{x}, \\vec{y}) = 1 - \\frac{\\vec{x} \\cdot \\vec{y}}{\\|\\vec{x}\\| \\|\\vec{y}\\|} $$\n",
         "\n",
-        "* Jaccardov index <code>(metric=\"jaccard\")</code>\n",
+        "* Jaccardov index `(metric=\"jaccard\")`\n",
+        "\n",
+        "Izmeri delež ujemanj med pari soležnih komponent $(x_i, y_i)$, kjer je vsaj ena izmed vrednosti $x_i$ ali $y_i$ večja od nič. Primerna za uporabo v primerih, ko imamo opravka z manjkajočimi vrednostmi ali diskretnimi atributi.\n",
         "\n",
-        "<p>Izmeri delež ujemanj med pari soležnih komponent $(x_i, y_i)$, kjer je vsaj ena izmed vrednosti $x_i$ ali $y_i$ večja od nič. Primerna za uporabo v primerih, ko imamo opravka z manjkajočimi vrednostmi ali diskretnimi atributi.</p>\n",
+        "Popoln spisek razdalj najdeš v [dokumentaciji](\"https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.distance.pdist.html\").\n",
         "\n",
-        "Popoln spisek razdalj najdeš v <a href=\"http://docs.scipy.org/doc/scipy-0.17.0/reference/generated/scipy.spatial.distance.pdist.html\">dokumentaciji</a>.\n",
+        "Poizkusi se spomniti vrste podatkov, kjer bi bilo smiselno uporabiti vsako posamezno mero.\n",
+        "\n",
+        "##### Vprašanje 5-2-3\n",
         "\n",
-        "<br/>\n",
-        "<font color=\"blue\"><b>Razmisli.</b></font> Poizkusi se spomniti vrste podatkov, kjer bi bilo smiselno uporabiti vsako posamezno mero."
+        "Preizkusi različne oblike dendrograma glede na izbrano mero razdalje."
       ]
     },
     {
@@ -1867,7 +603,7 @@
       "source": [
         "###  Distance measures\n",
         "\n",
-        "The method of determining the interpretation of the distance between the points $\\vec{x} = (x_1, x_2, ..., x_p)$ and $\\vec{y} = (y_1, y_2, ..., y_p)$ affects the result of hierarchical clustering. Choosing the right size depends on the nature of the data and answers the question as much as possible: <i>what does it mean when two examples are similar?</i>\n",
+        "The method of determining the interpretation of the distance between the points $\\vec{x} = (x_1, x_2, ..., x_p)$ and $\\vec{y} = (y_1, y_2, ..., y_p)$ affects the result of hierarchical clustering. Choosing the right size depends on the nature of the data and answers the question as much as possible: *what does it mean when two examples are similar?*\n",
         "\n",
         "The choice of the appropriate measure may be affected by:\n",
         "\n",
@@ -1877,51 +613,39 @@
         "\n",
         "\n",
         "Some common distance measures:\n",
-        "* Euclidean distance <code> (metric = \"euclidean\") </code>\n",
+        "* Euclidean distance `(metric = \"euclidean\")`\n",
         "\n",
         "$$ d(\\vec{x}, \\vec{y}) = \\sqrt{(x_1-y_1)^2 + (x_2 - y_2)^2 + ... + (x_p - y_p)^2} $$\n",
         "\n",
-        "* Manhattan distance <code> (metric = \"cityblock\") </code>\n",
+        "* Manhattan distance `(metric = \"cityblock\")`\n",
         "\n",
         "$$ d(\\vec{x}, \\vec{y}) = |x_1-y_1| + |x_2 - y_2| + ... + |x_p - y_p| $$\n",
         "\n",
-        "* Cosine distance <code> (metric = \"cosine\") </code>\n",
+        "* Cosine distance `(metric = \"cosine\")`\n",
         "\n",
-        "<p>Represents the <i>cosine of the angle</i> between the $\\vec{x}$ and $\\vec{y}$ vectors - smaller angle means greater similarity. Useful for comparing the similarities between vectors, disregarding their absolute size.</p>\n",
+        "Represents the *cosine of the angle* between the $\\vec{x}$ and $\\vec{y}$ vectors - smaller angle means greater similarity. Useful for comparing the similarities between vectors, disregarding their absolute size.\n",
         "\n",
         "$$ d(\\vec{x}, \\vec{y}) = 1 - \\frac{\\vec{x} \\cdot \\vec{y}}{\\|\\vec{x}\\| \\|\\vec{y}\\|} $$\n",
         "\n",
-        "* Jaccard index <code> (metric = \"jaccard\") </code>\n",
+        "* Jaccard index `(metric = \"jaccard\")`\n",
         "\n",
-        "<p>Measures the proportion of matches between $(x_i, y_i)$ pairs at the same positions, where at least one of the values $x_i$ or $y_i$ is greater than zero. Suitable for use in cases where we are dealing with missing values or discrete attributes.</p>\n",
+        "Measures the proportion of matches between $(x_i, y_i)$ pairs at the same positions, where at least one of the values $x_i$ or $y_i$ is greater than zero. Suitable for use in cases where we are dealing with missing values or discrete attributes.\n",
         "\n",
-        "Find the complete list of distances in <a href=\"http://docs.scipy.org/doc/scipy-0.17.0/reference/generated/scipy.spatial.distance.pdist.html\">documentation</a>.\n",
+        "Find the complete list of distances in the [documentation](\"https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.distance.pdist.html\").\n",
         "\n",
-        "<br/>\n",
-        "<font color=\"blue\"><b>Think.</b></font> Try to remember the type of data where it would be sensible to use each single measure."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "sl"
-        ]
-      },
-      "source": [
-        "### Določanje števila gruč"
+        "Try to think of the type of data where it would be sensible to use each single measure.\n",
+        "\n",
+        "##### Question 5-2-3\n",
+        "\n",
+        "Test various forms of the dendrogram with respect to the selected distance measure."
       ]
     },
     {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "en"
-        ]
-      },
-      "source": [
-        "### Determining the number of clusters"
-      ]
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": []
     },
     {
       "cell_type": "markdown",
@@ -1931,9 +655,7 @@
         ]
       },
       "source": [
-        "Koliko gruč je v podatkih? Na to vprašanje je težko odgovoriti in tudi sicer velja za odprto vprašanje na področju storjnega učenja. Vseeno poznamo nekaj kazalcev, ki jih v grobem delimo na \n",
-        "* <font color=\"green\">nadzorovane</font> (znani so resnični razredi podatkov)\n",
-        "* <font color=\"blue\">nenadzorovane</font> (znane so samo značilke in/ali razdalje med primeri)"
+        "[Odgovor](205-2.ipynb#Odgovor-5-2-3)"
       ]
     },
     {
@@ -1944,9 +666,7 @@
         ]
       },
       "source": [
-        "How many clusters are in the data? It is difficult to answer this question and it is also considered an open question in the field of machine learning. Nevertheless, we know some of the indicators that we roughly divide on\n",
-        "* <font color=\"green\">supervised</font> (true data classes are known)\n",
-        "* <font color=\"blue\">unsupervised</font> (only the characteristics and/or distance between the examples are known)"
+        "[Answer](205-2.ipynb#Answer-5-2-3)"
       ]
     },
     {
@@ -1957,7 +677,13 @@
         ]
       },
       "source": [
-        "Za določitev pripadnosti primerov gručam uporabimo funkcijo `fcluster`. Slednja prejme parameter `t`, ki določa razdaljo pri kateri <i>odsekamo</i> dendrogram, t.j. odstranimo vse povezave, ki so daljše od dane dolžine. Preostale povezane komponente grafa dendrograma tako tvorijo skupine."
+        "### Določanje števila gruč\n",
+        "\n",
+        "Koliko gruč je v podatkih? Na to vprašanje je težko odgovoriti in tudi sicer velja za odprto vprašanje na področju storjnega učenja. Vseeno poznamo nekaj kazalcev, ki jih v grobem delimo na \n",
+        "* **nadzorovane** (znani so resnični razredi podatkov)\n",
+        "* **nenadzorovane** (znane so samo značilke in/ali razdalje med primeri)\n",
+        "\n",
+        "Za določitev pripadnosti primerov gručam uporabimo funkcijo `fcluster`. Slednja prejme parameter `t`, ki določa razdaljo pri kateri *odsekamo* dendrogram, t.j. odstranimo vse povezave, ki so daljše od dane dolžine. Preostale povezane komponente grafa dendrograma tako tvorijo skupine."
       ]
     },
     {
@@ -1968,39 +694,138 @@
         ]
       },
       "source": [
-        "To determine the belonging of examples to clusters, we use the `fcluster` function. The latter receives the `t` parameter, which determines the distance at which we <i>cut</i> the dendrogram, i.e. remove all links that are longer than a given length. The remaining related components of the dendrogram graph thus form groups."
+        "### Determining the number of clusters\n",
+        "\n",
+        "How many clusters are in the data? It is difficult to answer this question and it is also considered an open question in the field of machine learning. Nevertheless, we know some of the indicators that we roughly divide on\n",
+        "* **supervised** (true data classes are known)\n",
+        "* **unsupervised** (only the characteristics and/or distance between the examples are known)\n",
+        "\n",
+        "To determine the belonging of examples to clusters, we use the `fcluster` function. The latter receives the `t` parameter, which determines the distance at which we *cut* the dendrogram, i.e. remove all links that are longer than a given length. The remaining related components of the dendrogram graph thus form groups."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 7,
+      "execution_count": 6,
       "metadata": {},
       "outputs": [
         {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "Primer Resnični razred Gruča\n",
-            "bass\tfish\t7\n",
-            "boar\tmammal\t10\n",
-            "calf\tmammal\t10\n",
-            "carp\tfish\t7\n",
-            "cavy\tmammal\t10\n",
-            "chicken\tbird\t9\n",
-            "clam\tinvertebrate\t6\n",
-            "crab\tinvertebrate\t2\n"
-          ]
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>name</th>\n",
+              "      <th>type</th>\n",
+              "      <th>cluster</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>aardvark</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>antelope</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>bass</td>\n",
+              "      <td>fish</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>boar</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>calf</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>carp</td>\n",
+              "      <td>fish</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>cavy</td>\n",
+              "      <td>mammal</td>\n",
+              "      <td>10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>chicken</td>\n",
+              "      <td>bird</td>\n",
+              "      <td>9</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>clam</td>\n",
+              "      <td>invertebrate</td>\n",
+              "      <td>6</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>crab</td>\n",
+              "      <td>invertebrate</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "       name          type  cluster\n",
+              "0  aardvark        mammal       10\n",
+              "1  antelope        mammal       10\n",
+              "2      bass          fish        7\n",
+              "3      boar        mammal       10\n",
+              "4      calf        mammal       10\n",
+              "5      carp          fish        7\n",
+              "6      cavy        mammal       10\n",
+              "7   chicken          bird        9\n",
+              "8      clam  invertebrate        6\n",
+              "9      crab  invertebrate        2"
+            ]
+          },
+          "execution_count": 6,
+          "metadata": {},
+          "output_type": "execute_result"
         }
       ],
       "source": [
         "L = sch.linkage(X, method=\"average\", metric=\"cityblock\")   \n",
         "t = 3.5\n",
         "predictions = sch.fcluster(L, t=t, criterion=\"distance\").ravel()\n",
-        "classes     = data['type'].values   # resnicni razredi \n",
+        "classes = data['type'].values \n",
         "\n",
-        "print(\"Primer\", \"Resnični razred\", \"Gruča\")\n",
-        "for name, category, prediction in list(zip(data['name'].values, classes, predictions))[2:10]:\n",
-        "        print(\"%s\\t%s\\t%s\" % (name, category, prediction))"
+        "data['cluster'] = predictions\n",
+        "data[[\"name\", \"type\", \"cluster\"]].head(10)"
       ]
     },
     {
@@ -2027,14 +852,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 8,
+      "execution_count": 7,
       "metadata": {},
       "outputs": [
         {
           "data": {
-            "image/jpeg": "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",
+            "image/png": "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",
             "text/plain": [
-              "<Figure size 450x300 with 1 Axes>"
+              "<Figure size 640x480 with 1 Axes>"
             ]
           },
           "metadata": {},
@@ -2042,8 +867,8 @@
         }
       ],
       "source": [
-        "D = sch.dendrogram(L, labels=labels)\n",
-        "plt.plot([0, 1000], [t, t], \"k--\")\n",
+        "D = sch.dendrogram(L, color_threshold=t, labels=classes)\n",
+        "plt.axhline(y=t, color='black', linestyle='--')\n",
         "plt.ylabel(\"Razdalje\")\n",
         "plt.show()"
       ]
@@ -2084,7 +909,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 9,
+      "execution_count": 8,
       "metadata": {},
       "outputs": [
         {
@@ -2093,7 +918,7 @@
               "0.7740027756527372"
             ]
           },
-          "execution_count": 9,
+          "execution_count": 8,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -2112,13 +937,9 @@
         ]
       },
       "source": [
-        "#### Koeficitent silhuete\n",
-        "\n",
-        "Koeficient silhuete je nenadzorovana mera v območju med `-1` (napačno dodeljene skupine) in `1` (zelo goste, dobro ločene skupine). Večja notranja gostota znotraj skupin in večja razdalja sta premosorazmeni s koeficientom. Tudi ta mera ne predpostavlja, da so podatki v vektorskem prostoru, je pa odvisna od izbrane mere razdalje.\n",
+        "##### Vprašanje 5-2-4\n",
         "\n",
-        "##### Vprašanje 5-2-2\n",
-        "\n",
-        "Preveri, kako se ocena spreminja glede na izbrano mero razdalje. Katera mera razdalje najbolje oceni gručenje? Ali je rezultat smiseln?"
+        "Preveri, kako se ocena spreminja glede na izbrano razdaljo za rezanje dendrograma."
       ]
     },
     {
@@ -2129,37 +950,17 @@
         ]
       },
       "source": [
-        "#### Silhouette coefficient\n",
-        "\n",
-        "The silhouette coefficient is an unsupervised measure in the area between `-1` (wrongly assigned groups) and` 1` (very dense, well-separated groups). The greater internal density within the groups and the greater the distance are proportional with the coefficient. Even this measure does not assume that the data is in the vector space, but it depends on the selected distance.\n",
-        "\n",
-        "##### Question 5-2-2\n",
+        "##### Question 5-2-4\n",
         "\n",
-        "Check how the rating varies according to the selected distance measure. Which measure of distance best estimates clusters? Is the result meaningful?"
+        "Check how the rating changes in regards to the distance where we cut the dendrogram."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 10,
+      "execution_count": null,
       "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/plain": [
-              "0.45709905460398886"
-            ]
-          },
-          "execution_count": 10,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "from sklearn.metrics import silhouette_score\n",
-        "\n",
-        "score = silhouette_score(X, predictions, metric=\"cityblock\")\n",
-        "score"
-      ]
+      "outputs": [],
+      "source": []
     },
     {
       "cell_type": "markdown",
@@ -2191,7 +992,7 @@
         ]
       },
       "source": [
-        "##### Vprašanje 5-2-3\n",
+        "##### Vprašanje 5-2-5\n",
         "\n",
         "Izvedi analizo gručenja na podatkih o živalih  tako, da izbereš ustrezno metodo povezovanja, mero razdalje in število gruč. Uporabi eno od predstavljenih mer podobnosti ter poišči tako kombinacijo omenjenih nastavitev, da bo rezultat gručenja karseda visok."
       ]
@@ -2204,19 +1005,17 @@
         ]
       },
       "source": [
-        "##### Question 5-2-3\n",
+        "##### Question 5-2-5\n",
         "\n",
         "Perform a clustering analysis on animal data by selecting the appropriate linking method, distance measure, and number of clusters. Use one of the similarity measures presented and find a combination of the above settings so that the clustering result is as high as possible."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 11,
+      "execution_count": null,
       "metadata": {},
       "outputs": [],
-      "source": [
-        "# ..."
-      ]
+      "source": []
     },
     {
       "cell_type": "markdown",
diff --git a/notebooks/src/105-3_grucenje_genomski.ipynb b/notebooks/src/105-3_grucenje_genomski.ipynb
index 1617ade..b22f17d 100644
--- a/notebooks/src/105-3_grucenje_genomski.ipynb
+++ b/notebooks/src/105-3_grucenje_genomski.ipynb
@@ -10,11 +10,18 @@
       "source": [
         "## Primer: genomski podatki\n",
         "\n",
-        "Stopnja razvoja na področju biotehnologije omogoča pridobivanje bistveno več podatkov o organizmih. Eden pogostih podatkovnih tipov, s katerimi primerjamo vrste so genske zapisi. Ti so pripravni za predstavitev v računalništvu, saj jih lahko posplošimo na zaporedna štirih nukleotidov: A, C, G, T. Celoten genski zapis ki določa vse, od vaše barve oči do nagnjenosti do določenih bolezni je podano z nekaj več kot $3 \\times 10^{12}$ dolgim zaporednjem DNK.\n",
+        "Razvoj na področju biotehnologije omogoča pridobivanje vedno več podatkov o organizmih.  \n",
+        "Eden najpogostejših podatkovnih tipov, s katerimi primerjamo vrste, so **genski zapisi**. Ti so primerni za računalniško obdelavo, saj jih lahko poenostavimo v zaporedje štirih nukleotidov: A, C, G in T.  \n",
+        "Celoten človeški genski zapis, ki določa vse — od barve oči do nagnjenosti k določenim boleznim — je zapisan v približno $3 \\times 10^{9}$ parih baz DNK.\n",
         "\n",
-        "Pri razmoževanju prihaja do prepisovanja in kombiniranja DNA zapisov staršev. Ta proces seveda ni popoln, zato prihaja do napak - <i>mutacij</i>. Dolgoročna posledica mutacij pa je natanek različnih živalskih vrst, kar pomeni, da imajo sorodnejše vrste bolj podobne genske zapise.\n",
+        "Pri razmnoževanju pride do prepisovanja in kombiniranja DNA zapisov staršev. Ta proces seveda ni popoln, zato prihaja do napak – *mutacij*.  \n",
+        "Dolgoročna posledica mutacij je nastanek različnih živalskih vrst, kar pomeni, da imajo sorodnejše vrste bolj podobne genske zapise.\n",
         "\n",
-        "Iz baze genskih zapisov smo naložili zaporednja mitohondrijskega gena za 13 vrst: `'Gorilla gorilla', 'Homo sapiens', 'Carassius auratus auratus', 'Delphinus capensis', 'Chamaeleo calyptratus', 'Canis lupus familiaris', 'Homo sapiens neanderthalensis', 'Rattus norvegicus', 'Equus caballus', 'Daboia russellii', 'Pan troglodytes', 'Takifugu rubripes', 'Pongo abelii', 'Sus scrofa'`."
+        "Iz baze genskih zapisov smo naložili zaporedja mitohondrijskega gena **citokrom b** (*cytb*) za 30 različnih vrst.\n",
+        "Mitohondrijski geni, kot je *cytb*, se pogosto uporabljajo pri filogenetskih analizah, ker se prenašajo skoraj izključno po materini liniji in se spreminjajo počasneje kot jedrni geni.  \n",
+        "Zaradi tega so zelo uporabni za raziskovanje evolucijskih odnosov med vrstami.\n",
+        "\n",
+        "Podatke najprej pridobimo iz spleta."
       ]
     },
     {
@@ -27,38 +34,23 @@
       "source": [
         "## Example: genomic data\n",
         "\n",
-        "The degree of development in the field of biotechnology allows for the acquisition of substantially more data on organisms. One of the common data types we compare genes are genetic records. They are ready for presentation in computing, since they can be generalized to successive four nucleotides: A, C, G, T. The entire gene that determines everything from your eye color to the tendency to certain illnesses is given with something more than $3 \\times 10^{12}$ in the long sequence DNA.\n",
+        "Advances in biotechnology have made it possible to acquire much more detailed data about living organisms.  \n",
+        "One of the most common data types used to compare species are **genetic sequences**. These are well-suited for computational analysis, as they can be represented as sequences of four nucleotides: A, C, G, and T.  \n",
+        "The complete human genome, which determines everything from eye color to susceptibility to certain diseases, consists of roughly $3 \\times 10^{9}$ DNA base pairs.\n",
         "\n",
-        "When decomposing, the transcription and combining of DNA records of parents occurs. Of course, this process is not complete, so there are errors - <i>mutacij</i>. The long-term consequence of mutations is a tale of different animal species, which means that more related species have more similar genetic records.\n",
+        "During reproduction, the DNA of both parents is transcribed and combined. This process is not perfect, and errors — *mutations* — occur.  \n",
+        "Over time, these mutations lead to the emergence of different species, meaning that closely related species have more similar genetic sequences.\n",
+        "\n",
+        "From a genetic database, we have retrieved the mitochondrial **cytochrome b** (*cytb*) gene sequences for 30 species.\n",
+        "Mitochondrial genes like *cytb* are often used in phylogenetic analysis because they are inherited almost exclusively through the maternal line and evolve more slowly than nuclear genes.  \n",
+        "This makes them particularly useful for studying evolutionary relationships between species.\n",
         "\n",
-        "From the genetic database, we have ordered a series of mitochondrial genes for 13 species: `'Gorilla gorilla', 'Homo sapiens', 'Carassius auratus auratus', 'Delphinus capensis', 'Chamaeleo calyptratus', 'Canis lupus familiaris', 'Homo sapiens neanderthalensis', 'Rattus norvegicus', 'Equus caballus', 'Daboia russellii', 'Pan troglodytes', 'Takifugu rubripes', 'Pongo abelii', 'Sus scrofa'`."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "sl"
-        ]
-      },
-      "source": [
-        "Podatke najprej pridobimo iz spleta."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "en"
-        ]
-      },
-      "source": [
         "First we obtain the data from the internet."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 1,
       "metadata": {},
       "outputs": [
         {
@@ -66,19 +58,35 @@
           "output_type": "stream",
           "text": [
             "Loading ... Homo sapiens\n",
+            "Loading ... Homo sapiens neanderthalensis\n",
             "Loading ... Pan troglodytes\n",
+            "Loading ... Gorilla gorilla\n",
+            "Loading ... Pongo abelii\n",
+            "Loading ... Canis lupus familiaris\n",
             "Loading ... Equus caballus\n",
+            "Loading ... Bos taurus\n",
+            "Loading ... Felis catus\n",
+            "Loading ... Mus musculus\n",
+            "Loading ... Panthera tigris\n",
+            "Loading ... Panthera leo\n",
+            "Loading ... Ursus arctos\n",
+            "Loading ... Cervus elaphus\n",
+            "Loading ... Ovis aries\n",
+            "Loading ... Gallus gallus\n",
+            "Loading ... Taeniopygia guttata\n",
+            "Loading ... Columba livia\n",
+            "Loading ... Spheniscus demersus\n",
+            "Loading ... Anas platyrhynchos\n",
+            "Loading ... Bufo gargarizans\n",
             "Loading ... Chamaeleo calyptratus\n",
-            "Loading ... Delphinus capensis\n",
+            "Loading ... Aneides aeneus\n",
+            "Loading ... Xenopus laevis\n",
+            "Loading ... Chelonoidis carbonarius\n",
             "Loading ... Takifugu rubripes\n",
-            "Loading ... Canis lupus familiaris\n",
-            "Loading ... Gorilla gorilla\n",
-            "Loading ... Pongo abelii\n",
-            "Loading ... Sus scrofa\n",
-            "Loading ... Daboia russellii\n",
-            "Loading ... Carassius auratus auratus\n",
-            "Loading ... Rattus norvegicus\n",
-            "Loading ... Homo sapiens neanderthalensis\n"
+            "Loading ... Danio rerio\n",
+            "Loading ... Salvelinus malma malma\n",
+            "Loading ... Cyprinus carpio\n",
+            "Loading ... Salmo salar\n"
           ]
         }
       ],
@@ -88,23 +96,49 @@
         "import json\n",
         "\n",
         "species = [\n",
-        "    (\"Homo sapiens\",            \"NC_012920.1\"),\n",
-        "    (\"Pan troglodytes\",         \"NC_001643.1\"),\n",
-        "    (\"Equus caballus\",          \"NC_001640.1\"),\n",
-        "    (\"Chamaeleo calyptratus\",   \"NC_012420.1\"),\n",
-        "    (\"Delphinus capensis\",      \"NC_012061.1\"),\n",
-        "    (\"Takifugu rubripes\",       \"NC_004299.1\"),\n",
-        "    (\"Canis lupus familiaris\",  \"NC_002008.4\"),\n",
-        "    (\"Gorilla gorilla\",         \"NC_001645.1\"),\n",
-        "    (\"Pongo abelii\",            \"NC_002083.1\"),\n",
-        "    (\"Sus scrofa\",              \"NC_000845.1\"),\n",
-        "    (\"Daboia russellii\",        \"NC_011391.1\"),\n",
-        "    (\"Carassius auratus auratus\", \"NC_006580.1\"),\n",
-        "    (\"Rattus norvegicus\",       \"AC_000022.2\"),\n",
-        "    (\"Homo sapiens neanderthalensis\", \"NC_011137.1\"),\n",
+        "    # Primates (incl. Neanderthal)\n",
+        "    (\"Homo sapiens\",                    \"NC_012920.1\"),\n",
+        "    (\"Homo sapiens neanderthalensis\",   \"NC_011137.1\"),\n",
+        "    (\"Pan troglodytes\",                 \"NC_001643.1\"), #chimpanzee\n",
+        "    (\"Gorilla gorilla\",                 \"NC_001645.1\"), \n",
+        "    (\"Pongo abelii\",                    \"NC_002083.1\"), #orangutan\n",
+        "\n",
+        "    # Mammals (other; predators & herbivores / omnivores)\n",
+        "    (\"Canis lupus familiaris\",          \"NC_002008.4\"),\n",
+        "    (\"Equus caballus\",                  \"NC_001640.1\"),\n",
+        "    (\"Bos taurus\",                      \"NC_006853.1\"),\n",
+        "    (\"Felis catus\",                     \"NC_001700.1\"),\n",
+        "    (\"Mus musculus\",                    \"NC_005089.1\"),\n",
+        "    (\"Panthera tigris\",                 \"NC_010642.1\"),  \n",
+        "    (\"Panthera leo\",                    \"NC_028306.1\"),  \n",
+        "    (\"Ursus arctos\",                    \"NC_003427.1\"),   \n",
+        "    (\"Cervus elaphus\",                  \"NC_027844.1\"),  \n",
+        "    (\"Ovis aries\",                      \"NC_001941.1\"),  \n",
+        "\n",
+        "    # Birds\n",
+        "    (\"Gallus gallus\",                   \"AY235570.1\"),\n",
+        "    (\"Taeniopygia guttata\",             \"NC_007897.1\"),\n",
+        "    (\"Columba livia\",                   \"NC_025926.1\"),\n",
+        "    (\"Spheniscus demersus\",             \"NC_008434.1\"),\n",
+        "    (\"Anas platyrhynchos\",              \"NC_009684.1\"),\n",
+        "\n",
+        "    # Reptiles / Amphibians\n",
+        "    (\"Bufo gargarizans\",                \"KU321581\"), \n",
+        "    (\"Chamaeleo calyptratus\",           \"NC_012420.1\"),\n",
+        "    (\"Aneides aeneus\",               \"OM743432 \"), \n",
+        "    (\"Xenopus laevis\",                  \"NC_001573.1\"),\n",
+        "    (\"Chelonoidis carbonarius\",                \"OQ789392\"),\n",
+        "\n",
+        "    # Fish\n",
+        "    (\"Takifugu rubripes\",               \"NC_004299.1\"),\n",
+        "    (\"Danio rerio\",                     \"NC_002333.2\"),\n",
+        "    (\"Salvelinus malma malma\",           \"MF680544\"),\n",
+        "    (\"Cyprinus carpio\",                 \"X61010.1\"),\n",
+        "    (\"Salmo salar\",                     \"NC_001960.1\"),\n",
         "]\n",
         "\n",
         "# Data loading\n",
+        "target_gene = \"cytb\"  \n",
         "infile = \"../data/seqs.json\"\n",
         "seqs = dict()\n",
         "for name, sid in species:\n",
@@ -115,34 +149,40 @@
         "            handle = Entrez.efetch(db=\"nucleotide\", rettype=\"gb\", id=sid,\n",
         "                           email=\"a@gmail.com\")\n",
         "            rec = SeqIO.read(handle, \"gb\")\n",
-        "            handle.close()\n",
+        "            \n",
+        "            for feature in rec.features:\n",
+        "                if feature.type == \"gene\" or feature.type == \"CDS\":\n",
+        "                    gene_name = feature.qualifiers.get(\"gene\", [\"\"])[0]\n",
+        "                    if gene_name.lower() == target_gene.lower():\n",
+        "                        gene_seq = feature.extract(rec.seq)\n",
+        "                        break          \n",
         "            t = True\n",
         "        except:\n",
         "            continue\n",
-        "    seqs[name] = str(rec.seq)   \n",
-        "\n",
+        "    seqs[name] = str(gene_seq)   \n",
+        "    \n",
         "json.dump(seqs, open(infile, \"w\"))"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 2,
       "metadata": {},
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "GATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTTCGTCTGGGGGGTATGCACGCGATAGCATTGCGAGACGCTGGAGCCGGAGCACCCTATGTCGCAGTATCTGTCTTTGATTCCTGCCTCATCCTATTATTTATCGCACCTACGTTCAATATTACAGGCGAACATACTTACTAAAGTGTGTTAATTAATTAATGCTTGTAGGACATAATAATAACAATTGAATGTCTGCACAGCCACTTTCCACACAGACATCATAACAAAAAATTTCCACCAAACCCCCCCTCCCCCGCTTCTGGCCACAGCACTTAAACACATCTCTGCCAAACCCCAAAAACAAAGAACCCTAACACCAGCCTAACCAGATTTCAAATTTTATCTTTTGGCGGTATGCACTTTTAACAGTCACCCCCCAACTAACACATTATTTTCCCCTCCCACTCCCATACTACTAATCTCATCAATACAACCCCCGCCCATCCTACCCAGCACACACACACCGCTGCTAACCCCATACCCCGAACCAACCAAACCCCAAAGACACCCCCCACAGTTTATGTAGCTTACCTCCTCAAAGCAATACACTGAAAATGTTTAGACGGGCTCACATCACCCCATAAACAAATAGGTTTGGTCCTAGCCTTTCTATTAGCTCTTAGTAAGATTACACATGCAAGCATCCCCGTTCCAGTGAGTTCACCCTCTAAATCACCACGATCAAAAGGAACAAGCATCAAGCACGCAGCAATGCAGCTCAAAACGCTTAGCCTAGCCACACCCCCACGGGAAACAGCAGTGATTAACCTTTAGCAATAAACGAAAGTTTAACTAAGCTATACTAACCCCAGGGTTGGTCAATTTCGTGCCAGCCACCGCGGTCACACGATTAACCCAAGTCAATAGAAGCCGGCGTAAAGAGTGTTTTAGATCACCCCCTCCCCAATAAAGCTAAAACTCACCTGAGTTGTAAAAAACTCCAGTTGACACAAAATAGACTACGAAAGTGGCTTTAACATATCTGAACACACAATAGCTAAGACCCAAACTGGGATTAGATACCCCACTATGCTTAGCCCTAAACCTCAACAGTTAAATCAACAAAACTGCTCGCCAGAACACTACGAGCCACAGCTTAAAACTCAAAGGACCTGGCGGTGCTTCATATCCCTCTAGAGGAGCCTGTTCTGTAATCGATAAACCCCGATCAACCTCACCACCTCTTGCTCAGCCTATATACCGCCATCTTCAGCAAACCCTGATGAAGGCTACAAAGTAAGCGCAAGTACCCACGTAAAGACGTTAGGTCAAGGTGTAGCCCATGAGGTGGCAAGAAATGGGCTACATTTTCTACCCCAGAAAACTACGATAGCCCTTATGAAACTTAAGGGTCGAAGGTGGATTTAGCAGTAAACTAAGAGTAGAGTGCTTAGTTGAACAGGGCCCTGAAGCGCGTACACACCGCCCGTCACCCTCCTCAAGTATACTTCAAAGGACATTTAACTAAAACCCCTACGCATTTATATAGAGGAGACAAGTCGTAACATGGTAAGTGTACTGGAAAGTGCACTTGGACGAACCAGAGTGTAGCTTAACACAAAGCACCCAACTTACACTTAGGAGATTTCAACTTAACTTGACCGCTCTGAGCTAAACCTAGCCCCAAACCCACTCCACCTTACTACCAGACAACCTTAGCCAAACCATTTACCCAAATAAAGTATAGGCGATAGAAATTGAAACCTGGCGCAATAGATATAGTACCGCAAGGGAAAGATGAAAAATTATAACCAAGCATAATATAGCAAGGACTAACCCCTATACCTTCTGCATAATGAATTAACTAGAAATAACTTTGCAAGGAGAGCCAAAGCTAAGACCCCCGAAACCAGACGAGCTACCTAAGAACAGCTAAAAGAGCACACCCGTCTATGTAGCAAAATAGTGGGAAGATTTATAGGTAGAGGCGACAAACCTACCGAGCCTGGTGATAGCTGGTTGTCCAAGATAGAATCTTAGTTCAACTTTAAATTTGCCCACAGAACCCTCTAAATCCCCTTGTAAATTTAACTGTTAGTCCAAAGAGGAACAGCTCTTTGGACACTAGGAAAAAACCTTGTAGAGAGAGTAAAAAATTTAACACCCATAGTAGGCCTAAAAGCAGCCACCAATTAAGAAAGCGTTCAAGCTCAACACCCACTACCTAAAAAATCCCAAACATATAACTGAACTCCTCACACCCAATTGGACCAATCTATCACCCTATAGAAGAACTAATGTTAGTATAAGTAACATGAAAACATTCTCCTCCGCATAAGCCTGCGTCAGATTAAAACACTGAACTGACAATTAACAGCCCAATATCTACAATCAACCAACAAGTCATTATTACCCTCACTGTCAACCCAACACAGGCATGCTCATAAGGAAAGGTTAAAAAAAGTAAAAGGAACTCGGCAAATCTTACCCCGCCTGTTTACCAAAAACATCACCTCTAGCATCACCAGTATTAGAGGCACCGCCTGCCCAGTGACACATGTTTAACGGCCGCGGTACCCTAACCGTGCAAAGGTAGCATAATCACTTGTTCCTTAAATAGGGACCTGTATGAATGGCTCCACGAGGGTTCAGCTGTCTCTTACTTTTAACCAGTGAAATTGACCTGCCCGTGAAGAGGCGGGCATAACACAGCAAGACGAGAAGACCCTATGGAGCTTTAATTTATTAATGCAAACAGTACCTAACAAACCCACAGGTCCTAAACTACCAAACCTGCATTAAAAATTTCGGTTGGGGCGACCTCGGAGCAGAACCCAACCTCCGAGCAGTACATGCTAAGACTTCACCAGTCAAAGCGAACTACTATACTCAATTGATCCAATAACTTGACCAACGGAACAAGTTACCCTAGGGATAACAGCGCAATCCTATTCTAGAGTCCATATCAACAATAGGGTTTACGACCTCGATGTTGGATCAGGACATCCCGATGGTGCAGCCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTACNTTCAAATTCCTCCCTGTACGAAAGGACAAGAGAAATAAGGCCTACTTCACAAAGCGCCTTCCCCCGTAAATGATATCATCTCAACTTAGTATTATACCCACACCCACCCAAGAACAGGGTTTGTTAAGATGGCAGAGCCCGGTAATCGCATAAAACTTAAAACTTTACAGTCAGAGGTTCAATTCCTCTTCTTAACAACATACCCATGGCCAACCTCCTACTCCTCATTGTACCCATTCTAATCGCAATGGCATTCCTAATGCTTACCGAACGAAAAATTCTAGGCTATATACAACTACGCAAAGGCCCCAACGTTGTAGGCCCCTACGGGCTACTACAACCCTTCGCTGACGCCATAAAACTCTTCACCAAAGAGCCCCTAAAACCCGCCACATCTACCATCACCCTCTACATCACCGCCCCGACCTTAGCTCTCACCATCGCTCTTCTACTATGAACCCCCCTCCCCATACCCAACCCCCTGGTCAACCTCAACCTAGGCCTCCTATTTATTCTAGCCACCTCTAGCCTAGCCGTTTACTCAATCCTCTGATCAGGGTGAGCATCAAACTCAAACTACGCCCTGATCGGCGCACTGCGAGCAGTAGCCCAAACAATCTCATATGAAGTCACCCTAGCCATCATTCTACTATCAACATTACTAATAAGTGGCTCCTTTAACCTCTCCACCCTTATCACAACACAAGAACACCTCTGATTACTCCTGCCATCATGACCCTTGGCCATAATATGATTTATCTCCACACTAGCAGAGACCAACCGAACCCCCTTCGACCTTGCCGAAGGGGAGTCCGAACTAGTCTCAGGCTTCAACATCGAATACGCCGCAGGCCCCTTCGCCCTATTCTTCATAGCCGAATACACAAACATTATTATAATAAACACCCTCACCACTACAATCTTCCTAGGAACAACATATGACGCACTCTCCCCTGAACTCTACACAACATATTTTGTCACCAAGACCCTACTTCTAACCTCCCTGTTCTTATGAATTCGAACAGCATACCCCCGATTCCGCTACGACCAACTCATACACCTCCTATGAAAAAACTTCCTACCACTCACCCTAGCATTACTTATATGATATGTCTCCATACCCATTACAATCTCCAGCATTCCCCCTCAAACCTAAGAAATATGTCTGATAAAAGAGTTACTTTGATAGAGTAAATAATAGGAGCTTAAACCCCCTTATTTCTAGGACTATGAGAATCGAACCCATCCCTGAGAATCCAAAATTCTCCGTGCCACCTATCACACCCCATCCTAAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCCGAAAATGTTGGTTATACCCTTCCCGTACTAATTAATCCCCTGGCCCAACCCGTCATCTACTCTACCATCTTTGCAGGCACACTCATCACAGCGCTAAGCTCGCACTGATTTTTTACCTGAGTAGGCCTAGAAATAAACATGCTAGCTTTTATTCCAGTTCTAACCAAAAAAATAAACCCTCGTTCCACAGAAGCTGCCATCAAGTATTTCCTCACGCAAGCAACCGCATCCATAATCCTTCTAATAGCTATCCTCTTCAACAATATACTCTCCGGACAATGAACCATAACCAATACTACCAATCAATACTCATCATTAATAATCATAATAGCTATAGCAATAAAACTAGGAATAGCCCCCTTTCACTTCTGAGTCCCAGAGGTTACCCAAGGCACCCCTCTGACATCCGGCCTGCTTCTTCTCACATGACAAAAACTAGCCCCCATCTCAATCATATACCAAATCTCTCCCTCACTAAACGTAAGCCTTCTCCTCACTCTCTCAATCTTATCCATCATAGCAGGCAGTTGAGGTGGATTAAACCAAACCCAGCTACGCAAAATCTTAGCATACTCCTCAATTACCCACATAGGATGAATAATAGCAGTTCTACCGTACAACCCTAACATAACCATTCTTAATTTAACTATTTATATTATCCTAACTACTACCGCATTCCTACTACTCAACTTAAACTCCAGCACCACGACCCTACTACTATCTCGCACCTGAAACAAGCTAACATGACTAACACCCTTAATTCCATCCACCCTCCTCTCCCTAGGAGGCCTGCCCCCGCTAACCGGCTTTTTGCCCAAATGGGCCATTATCGAAGAATTCACAAAAAACAATAGCCTCATCATCCCCACCATCATAGCCACCATCACCCTCCTTAACCTCTACTTCTACCTACGCCTAATCTACTCCACCTCAATCACACTACTCCCCATATCTAACAACGTAAAAATAAAATGACAGTTTGAACATACAAAACCCACCCCATTCCTCCCCACACTCATCGCCCTTACCACGCTACTCCTACCTATCTCCCCTTTTATACTAATAATCTTATAGAAATTTAGGTTAAATACAGACCAAGAGCCTTCAAAGCCCTCAGTAAGTTGCAATACTTAATTTCTGTAACAGCTAAGGACTGCAAAACCCCACTCTGCATCAACTGAACGCAAATCAGCCACTTTAATTAAGCTAAGCCCTTACTAGACCAATGGGACTTAAACCCACAAACACTTAGTTAACAGCTAAGCACCCTAATCAACTGGCTTCAATCTACTTCTCCCGCCGCCGGGAAAAAAGGCGGGAGAAGCCCCGGCAGGTTTGAAGCTGCTTCTTCGAATTTGCAATTCAATATGAAAATCACCTCGGAGCTGGTAAAAAGAGGCCTAACCCCTGTCTTTAGATTTACAGTCCAATGCTTCACTCAGCCATTTTACCTCACCCCCACTGATGTTCGCCGACCGTTGACTATTCTCTACAAACCACAAAGACATTGGAACACTATACCTATTATTCGGCGCATGAGCTGGAGTCCTAGGCACAGCTCTAAGCCTCCTTATTCGAGCCGAGCTGGGCCAGCCAGGCAACCTTCTAGGTAACGACCACATCTACAACGTTATCGTCACAGCCCATGCATTTGTAATAATCTTCTTCATAGTAATACCCATCATAATCGGAGGCTTTGGCAACTGACTAGTTCCCCTAATAATCGGTGCCCCCGATATGGCGTTTCCCCGCATAAACAACATAAGCTTCTGACTCTTACCTCCCTCTCTCCTACTCCTGCTCGCATCTGCTATAGTGGAGGCCGGAGCAGGAACAGGTTGAACAGTCTACCCTCCCTTAGCAGGGAACTACTCCCACCCTGGAGCCTCCGTAGACCTAACCATCTTCTCCTTACACCTAGCAGGTGTCTCCTCTATCTTAGGGGCCATCAATTTCATCACAACAATTATCAATATAAAACCCCCTGCCATAACCCAATACCAAACGCCCCTCTTCGTCTGATCCGTCCTAATCACAGCAGTCCTACTTCTCCTATCTCTCCCAGTCCTAGCTGCTGGCATCACTATACTACTAACAGACCGCAACCTCAACACCACCTTCTTCGACCCCGCCGGAGGAGGAGACCCCATTCTATACCAACACCTATTCTGATTTTTCGGTCACCCTGAAGTTTATATTCTTATCCTACCAGGCTTCGGAATAATCTCCCATATTGTAACTTACTACTCCGGAAAAAAAGAACCATTTGGATACATAGGTATGGTCTGAGCTATGATATCAATTGGCTTCCTAGGGTTTATCGTGTGAGCACACCATATATTTACAGTAGGAATAGACGTAGACACACGAGCATATTTCACCTCCGCTACCATAATCATCGCTATCCCCACCGGCGTCAAAGTATTTAGCTGACTCGCCACACTCCACGGAAGCAATATGAAATGATCTGCTGCAGTGCTCTGAGCCCTAGGATTCATCTTTCTTTTCACCGTAGGTGGCCTGACTGGCATTGTATTAGCAAACTCATCACTAGACATCGTACTACACGACACGTACTACGTTGTAGCCCACTTCCACTATGTCCTATCAATAGGAGCTGTATTTGCCATCATAGGAGGCTTCATTCACTGATTTCCCCTATTCTCAGGCTACACCCTAGACCAAACCTACGCCAAAATCCATTTCACTATCATATTCATCGGCGTAAATCTAACTTTCTTCCCACAACACTTTCTCGGCCTATCCGGAATGCCCCGACGTTACTCGGACTACCCCGATGCATACACCACATGAAACATCCTATCATCTGTAGGCTCATTCATTTCTCTAACAGCAGTAATATTAATAATTTTCATGATTTGAGAAGCCTTCGCTTCGAAGCGAAAAGTCCTAATAGTAGAAGAACCCTCCATAAACCTGGAGTGACTATATGGATGCCCCCCACCCTACCACACATTCGAAGAACCCGTATACATAAAATCTAGACAAAAAAGGAAGGAATCGAACCCCCCAAAGCTGGTTTCAAGCCAACCCCATGGCCTCCATGACTTTTTCAAAAAGGTATTAGAAAAACCATTTCATAACTTTGTCAAAGTTAAATTATAGGCTAAATCCTATATATCTTAATGGCACATGCAGCGCAAGTAGGTCTACAAGACGCTACTTCCCCTATCATAGAAGAGCTTATCACCTTTCATGATCACGCCCTCATAATCATTTTCCTTATCTGCTTCCTAGTCCTGTATGCCCTTTTCCTAACACTCACAACAAAACTAACTAATACTAACATCTCAGACGCTCAGGAAATAGAAACCGTCTGAACTATCCTGCCCGCCATCATCCTAGTCCTCATCGCCCTCCCATCCCTACGCATCCTTTACATAACAGACGAGGTCAACGATCCCTCCCTTACCATCAAATCAATTGGCCACCAATGGTACTGAACCTACGAGTACACCGACTACGGCGGACTAATCTTCAACTCCTACATACTTCCCCCATTATTCCTAGAACCAGGCGACCTGCGACTCCTTGACGTTGACAATCGAGTAGTACTCCCGATTGAAGCCCCCATTCGTATAATAATTACATCACAAGACGTCTTGCACTCATGAGCTGTCCCCACATTAGGCTTAAAAACAGATGCAATTCCCGGACGTCTAAACCAAACCACTTTCACCGCTACACGACCGGGGGTATACTACGGTCAATGCTCTGAAATCTGTGGAGCAAACCACAGTTTCATGCCCATCGTCCTAGAATTAATTCCCCTAAAAATCTTTGAAATAGGGCCCGTATTTACCCTATAGCACCCCCTCTACCCCCTCTAGAGCCCACTGTAAAGCTAACTTAGCATTAACCTTTTAAGTTAAAGATTAAGAGAACCAACACCTCTTTACAGTGAAATGCCCCAACTAAATACTACCGTATGGCCCACCATAATTACCCCCATACTCCTTACACTATTCCTCATCACCCAACTAAAAATATTAAACACAAACTACCACCTACCTCCCTCACCAAAGCCCATAAAAATAAAAAATTATAACAAACCCTGAGAACCAAAATGAACGAAAATCTGTTCGCTTCATTCATTGCCCCCACAATCCTAGGCCTACCCGCCGCAGTACTGATCATTCTATTTCCCCCTCTATTGATCCCCACCTCCAAATATCTCATCAACAACCGACTAATCACCACCCAACAATGACTAATCAAACTAACCTCAAAACAAATGATAACCATACACAACACTAAAGGACGAACCTGATCTCTTATACTAGTATCCTTAATCATTTTTATTGCCACAACTAACCTCCTCGGACTCCTGCCTCACTCATTTACACCAACCACCCAACTATCTATAAACCTAGCCATGGCCATCCCCTTATGAGCGGGCACAGTGATTATAGGCTTTCGCTCTAAGATTAAAAATGCCCTAGCCCACTTCTTACCACAAGGCACACCTACACCCCTTATCCCCATACTAGTTATTATCGAAACCATCAGCCTACTCATTCAACCAATAGCCCTGGCCGTACGCCTAACCGCTAACATTACTGCAGGCCACCTACTCATGCACCTAATTGGAAGCGCCACCCTAGCAATATCAACCATTAACCTTCCCTCTACACTTATCATCTTCACAATTCTAATTCTACTGACTATCCTAGAAATCGCTGTCGCCTTAATCCAAGCCTACGTTTTCACACTTCTAGTAAGCCTCTACCTGCACGACAACACATAATGACCCACCAATCACATGCCTATCATATAGTAAAACCCAGCCCATGACCCCTAACAGGGGCCCTCTCAGCCCTCCTAATGACCTCCGGCCTAGCCATGTGATTTCACTTCCACTCCATAACGCTCCTCATACTAGGCCTACTAACCAACACACTAACCATATACCAATGATGGCGCGATGTAACACGAGAAAGCACATACCAAGGCCACCACACACCACCTGTCCAAAAAGGCCTTCGATACGGGATAATCCTATTTATTACCTCAGAAGTTTTTTTCTTCGCAGGATTTTTCTGAGCCTTTTACCACTCCAGCCTAGCCCCTACCCCCCAATTAGGAGGGCACTGGCCCCCAACAGGCATCACCCCGCTAAATCCCCTAGAAGTCCCACTCCTAAACACATCCGTATTACTCGCATCAGGAGTATCAATCACCTGAGCTCACCATAGTCTAATAGAAAACAACCGAAACCAAATAATTCAAGCACTGCTTATTACAATTTTACTGGGTCTCTATTTTACCCTCCTACAAGCCTCAGAGTACTTCGAGTCTCCCTTCACCATTTCCGACGGCATCTACGGCTCAACATTTTTTGTAGCCACAGGCTTCCACGGACTTCACGTCATTATTGGCTCAACTTTCCTCACTATCTGCTTCATCCGCCAACTAATATTTCACTTTACATCCAAACATCACTTTGGCTTCGAAGCCGCCGCCTGATACTGGCATTTTGTAGATGTGGTTTGACTATTTCTGTATGTCTCCATCTATTGATGAGGGTCTTACTCTTTTAGTATAAATAGTACCGTTAACTTCCAATTAACTAGTTTTGACAACATTCAAAAAAGAGTAATAAACTTCGCCTTAATTTTAATAATCAACACCCTCCTAGCCTTACTACTAATAATTATTACATTTTGACTACCACAACTCAACGGCTACATAGAAAAATCCACCCCTTACGAGTGCGGCTTCGACCCTATATCCCCCGCCCGCGTCCCTTTCTCCATAAAATTCTTCTTAGTAGCTATTACCTTCTTATTATTTGATCTAGAAATTGCCCTCCTTTTACCCCTACCATGAGCCCTACAAACAACTAACCTGCCACTAATAGTTATGTCATCCCTCTTATTAATCATCATCCTAGCCCTAAGTCTGGCCTATGAGTGACTACAAAAAGGATTAGACTGAACCGAATTGGTATATAGTTTAAACAAAACGAATGATTTCGACTCATTAAATTATGATAATCATATTTACCAAATGCCCCTCATTTACATAAATATTATACTAGCATTTACCATCTCACTTCTAGGAATACTAGTATATCGCTCACACCTCATATCCTCCCTACTATGCCTAGAAGGAATAATACTATCGCTGTTCATTATAGCTACTCTCATAACCCTCAACACCCACTCCCTCTTAGCCAATATTGTGCCTATTGCCATACTAGTCTTTGCCGCCTGCGAAGCAGCGGTGGGCCTAGCCCTACTAGTCTCAATCTCCAACACATATGGCCTAGACTACGTACATAACCTAAACCTACTCCAATGCTAAAACTAATCGTCCCAACAATTATATTACTACCACTGACATGACTTTCCAAAAAACACATAATTTGAATCAACACAACCACCCACAGCCTAATTATTAGCATCATCCCTCTACTATTTTTTAACCAAATCAACAACAACCTATTTAGCTGTTCCCCAACCTTTTCCTCCGACCCCCTAACAACCCCCCTCCTAATACTAACTACCTGACTCCTACCCCTCACAATCATGGCAAGCCAACGCCACTTATCCAGTGAACCACTATCACGAAAAAAACTCTACCTCTCTATACTAATCTCCCTACAAATCTCCTTAATTATAACATTCACAGCCACAGAACTAATCATATTTTATATCTTCTTCGAAACCACACTTATCCCCACCTTGGCTATCATCACCCGATGAGGCAACCAGCCAGAACGCCTGAACGCAGGCACATACTTCCTATTCTACACCCTAGTAGGCTCCCTTCCCCTACTCATCGCACTAATTTACACTCACAACACCCTAGGCTCACTAAACATTCTACTACTCACTCTCACTGCCCAAGAACTATCAAACTCCTGAGCCAACAACTTAATATGACTAGCTTACACAATAGCTTTTATAGTAAAGATACCTCTTTACGGACTCCACTTATGACTCCCTAAAGCCCATGTCGAAGCCCCCATCGCTGGGTCAATAGTACTTGCCGCAGTACTCTTAAAACTAGGCGGCTATGGTATAATACGCCTCACACTCATTCTCAACCCCCTGACAAAACACATAGCCTACCCCTTCCTTGTACTATCCCTATGAGGCATAATTATAACAAGCTCCATCTGCCTACGACAAACAGACCTAAAATCGCTCATTGCATACTCTTCAATCAGCCACATAGCCCTCGTAGTAACAGCCATTCTCATCCAAACCCCCTGAAGCTTCACCGGCGCAGTCATTCTCATAATCGCCCACGGGCTTACATCCTCATTACTATTCTGCCTAGCAAACTCAAACTACGAACGCACTCACAGTCGCATCATAATCCTCTCTCAAGGACTTCAAACTCTACTCCCACTAATAGCTTTTTGATGACTTCTAGCAAGCCTCGCTAACCTCGCCTTACCCCCCACTATTAACCTACTGGGAGAACTCTCTGTGCTAGTAACCACGTTCTCCTGATCAAATATCACTCTCCTACTTACAGGACTCAACATACTAGTCACAGCCCTATACTCCCTCTACATATTTACCACAACACAATGGGGCTCACTCACCCACCACATTAACAACATAAAACCCTCATTCACACGAGAAAACACCCTCATGTTCATACACCTATCCCCCATTCTCCTCCTATCCCTCAACCCCGACATCATTACCGGGTTTTCCTCTTGTAAATATAGTTTAACCAAAACATCAGATTGTGAATCTGACAACAGAGGCTTACGACCCCTTATTTACCGAGAAAGCTCACAAGAACTGCTAACTCATGCCCCCATGTCTAACAACATGGCTTTCTCAACTTTTAAAGGATAACAGCTATCCATTGGTCTTAGGCCCCAAAAATTTTGGTGCAACTCCAAATAAAAGTAATAACCATGCACACTACTATAACCACCCTAACCCTGACTTCCCTAATTCCCCCCATCCTTACCACCCTCGTTAACCCTAACAAAAAAAACTCATACCCCCATTATGTAAAATCCATTGTCGCATCCACCTTTATTATCAGTCTCTTCCCCACAACAATATTCATGTGCCTAGACCAAGAAGTTATTATCTCGAACTGACACTGAGCCACAACCCAAACAACCCAGCTCTCCCTAAGCTTCAAACTAGACTACTTCTCCATAATATTCATCCCTGTAGCATTGTTCGTTACATGGTCCATCATAGAATTCTCACTGTGATATATAAACTCAGACCCAAACATTAATCAGTTCTTCAAATATCTACTCATCTTCCTAATTACCATACTAATCTTAGTTACCGCTAACAACCTATTCCAACTGTTCATCGGCTGAGAGGGCGTAGGAATTATATCCTTCTTGCTCATCAGTTGATGATACGCCCGAGCAGATGCCAACACAGCAGCCATTCAAGCAATCCTATACAACCGTATCGGCGATATCGGTTTCATCCTCGCCTTAGCATGATTTATCCTACACTCCAACTCATGAGACCCACAACAAATAGCCCTTCTAAACGCTAATCCAAGCCTCACCCCACTACTAGGCCTCCTCCTAGCAGCAGCAGGCAAATCAGCCCAATTAGGTCTCCACCCCTGACTCCCCTCAGCCATAGAAGGCCCCACCCCAGTCTCAGCCCTACTCCACTCAAGCACTATAGTTGTAGCAGGAATCTTCTTACTCATCCGCTTCCACCCCCTAGCAGAAAATAGCCCACTAATCCAAACTCTAACACTATGCTTAGGCGCTATCACCACTCTGTTCGCAGCAGTCTGCGCCCTTACACAAAATGACATCAAAAAAATCGTAGCCTTCTCCACTTCAAGTCAACTAGGACTCATAATAGTTACAATCGGCATCAACCAACCACACCTAGCATTCCTGCACATCTGTACCCACGCCTTCTTCAAAGCCATACTATTTATGTGCTCCGGGTCCATCATCCACAACCTTAACAATGAACAAGATATTCGAAAAATAGGAGGACTACTCAAAACCATACCTCTCACTTCAACCTCCCTCACCATTGGCAGCCTAGCATTAGCAGGAATACCTTTCCTCACAGGTTTCTACTCCAAAGACCACATCATCGAAACCGCAAACATATCATACACAAACGCCTGAGCCCTATCTATTACTCTCATCGCTACCTCCCTGACAAGCGCCTATAGCACTCGAATAATTCTTCTCACCCTAACAGGTCAACCTCGCTTCCCCACCCTTACTAACATTAACGAAAATAACCCCACCCTACTAAACCCCATTAAACGCCTGGCAGCCGGAAGCCTATTCGCAGGATTTCTCATTACTAACAACATTTCCCCCGCATCCCCCTTCCAAACAACAATCCCCCTCTACCTAAAACTCACAGCCCTCGCTGTCACTTTCCTAGGACTTCTAACAGCCCTAGACCTCAACTACCTAACCAACAAACTTAAAATAAAATCCCCACTATGCACATTTTATTTCTCCAACATACTCGGATTCTACCCTAGCATCACACACCGCACAATCCCCTATCTAGGCCTTCTTACGAGCCAAAACCTGCCCCTACTCCTCCTAGACCTAACCTGACTAGAAAAGCTATTACCTAAAACAATTTCACAGCACCAAATCTCCACCTCCATCATCACCTCAACCCAAAAAGGCATAATTAAACTTTACTTCCTCTCTTTCTTCTTCCCACTCATCCTAACCCTACTCCTAATCACATAACCTATTCCCCCGAGCAATCTCAATTACAATATATACACCAACAAACAATGTTCAACCAGTAACTACTACTAATCAACGCCCATAATCATACAAAGCCCCCGCACCAATAGGATCCTCCCGAATCAACCCTGACCCCTCTCCTTCATAAATTATTCAGCTTCCTACACTATTAAAGTTTACCACAACCACCACCCCATCATACTCTTTCACCCACAGCACCAATCCTACCTCCATCGCTAACCCCACTAAAACACTCACCAAGACCTCAACCCCTGACCCCCATGCCTCAGGATACTCCTCAATAGCCATCGCTGTAGTATATCCAAAGACAACCATCATTCCCCCTAAATAAATTAAAAAAACTATTAAACCCATATAACCTCCCCCAAAATTCAGAATAATAACACACCCGACCACACCGCTAACAATCAATACTAAACCCCCATAAATAGGAGAAGGCTTAGAAGAAAACCCCACAAACCCCATTACTAAACCCACACTCAACAGAAACAAAGCATACATCATTATTCTCGCACGGACTACAACCACGACCAATGATATGAAAAACCATCGTTGTATTTCAACTACAAGAACACCAATGACCCCAATACGCAAAACTAACCCCCTAATAAAATTAATTAACCACTCATTCATCGACCTCCCCACCCCATCCAACATCTCCGCATGATGAAACTTCGGCTCACTCCTTGGCGCCTGCCTGATCCTCCAAATCACCACAGGACTATTCCTAGCCATGCACTACTCACCAGACGCCTCAACCGCCTTTTCATCAATCGCCCACATCACTCGAGACGTAAATTATGGCTGAATCATCCGCTACCTTCACGCCAATGGCGCCTCAATATTCTTTATCTGCCTCTTCCTACACATCGGGCGAGGCCTATATTACGGATCATTTCTCTACTCAGAAACCTGAAACATCGGCATTATCCTCCTGCTTGCAACTATAGCAACAGCCTTCATAGGCTATGTCCTCCCGTGAGGCCAAATATCATTCTGAGGGGCCACAGTAATTACAAACTTACTATCCGCCATCCCATACATTGGGACAGACCTAGTTCAATGAATCTGAGGAGGCTACTCAGTAGACAGTCCCACCCTCACACGATTCTTTACCTTTCACTTCATCTTGCCCTTCATTATTGCAGCCCTAGCAACACTCCACCTCCTATTCTTGCACGAAACGGGATCAAACAACCCCCTAGGAATCACCTCCCATTCCGATAAAATCACCTTCCACCCTTACTACACAATCAAAGACGCCCTCGGCTTACTTCTCTTCCTTCTCTCCTTAATGACATTAACACTATTCTCACCAGACCTCCTAGGCGACCCAGACAATTATACCCTAGCCAACCCCTTAAACACCCCTCCCCACATCAAGCCCGAATGATATTTCCTATTCGCCTACACAATTCTCCGATCCGTCCCTAACAAACTAGGAGGCGTCCTTGCCCTATTACTATCCATCCTCATCCTAGCAATAATCCCCATCCTCCATATATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAATCACTTTATTGACTCCTAGCCGCAGACCTCCTCATTCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCTTTTACCATCATTGGACAAGTAGCATCCGTACTATACTTCACAACAATCCTAATCCTAATACCAACTATCTCCCTAATTGAAAACAAAATACTCAAATGGGCCTGTCCTTGTAGTATAAACTAATACACCAGTCTTGTAAACCGGAGATGAAAACCTTTTTCCAAGGACAAATCAGAGAAAAAGTCTTTAACTCCACCATTAGCACCCAAAGCTAAGATTCTAATTTAAACTATTCTCTGTTCTTTCATGGGGAAGCAGATTTGGGTACCACCCAAGTATTGACTCACCCATCAACAACCGCTATGTATTTCGTACATTACTGCCAGCCACCATGAATATTGTACGGTACCATAAATACTTGACCACCTGTAGTACATAAAAACCCAATCCACATCAAAACCCCCTCCCCATGCTTACAAGCAAGTACAGCAATCAACCCTCAACTATCACACATCAACTGCAACTCCAAAGCCACCCCTCACCCACTAGGATACCAACAAACCTACCCACCCTTAACAGTACATAGTACATAAAGCCATTTACCGTACATAGCACATTACAGTCAAATCCCTTCTCGTCCCCATGGATGACCCCCCTCAGATAGGGGTCCCTTGACCACCATCCTCCGTGAAATCAATATCCCGCACAAGAGTGCTACTCTCCTCGCTCCGGGCCCATAACACTTGGGGGTAGCTAAAGTGAACTGTATCCGACATCTGGTTCCTACTTCAGGGTCATAAAGCCTAAATAGCCCACACGTTCCCCTTAAATAAGACATCACGATG\n",
-            "16569\n"
+            "1141\n",
+            "ATGACCCCAATACGCAAAACTAACCCCCTAATAAAATTAATTAACCACTCATTCATCGACCTCCCCACCCCATCCAACATCTCCGCATGATGAAACTTCGGCTCACTCCTTGGCGCCTGCCTGATCCTCCAAATCACCACAGGACTATTCCTAGCCATGCACTACTCACCAGACGCCTCAACCGCCTTTTCATCAATCGCCCACATCACTCGAGACGTAAATTATGGCTGAATCATCCGCTACCTTCACGCCAATGGCGCCTCAATATTCTTTATCTGCCTCTTCCTACACATCGGGCGAGGCCTATATTACGGATCATTTCTCTACTCAGAAACCTGAAACATCGGCATTATCCTCCTGCTTGCAACTATAGCAACAGCCTTCATAGGCTATGTCCTCCCGTGAGGCCAAATATCATTCTGAGGGGCCACAGTAATTACAAACTTACTATCCGCCATCCCATACATTGGGACAGACCTAGTTCAATGAATCTGAGGAGGCTACTCAGTAGACAGTCCCACCCTCACACGATTCTTTACCTTTCACTTCATCTTGCCCTTCATTATTGCAGCCCTAGCAACACTCCACCTCCTATTCTTGCACGAAACGGGATCAAACAACCCCCTAGGAATCACCTCCCATTCCGATAAAATCACCTTCCACCCTTACTACACAATCAAAGACGCCCTCGGCTTACTTCTCTTCCTTCTCTCCTTAATGACATTAACACTATTCTCACCAGACCTCCTAGGCGACCCAGACAATTATACCCTAGCCAACCCCTTAAACACCCCTCCCCACATCAAGCCCGAATGATATTTCCTATTCGCCTACACAATTCTCCGATCCGTCCCTAACAAACTAGGAGGCGTCCTTGCCCTATTACTATCCATCCTCATCCTAGCAATAATCCCCATCCTCCATATATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAATCACTTTATTGACTCCTAGCCGCAGACCTCCTCATTCTAACCTGAATCGGAGGACAACCAGTAAGCTACCCTTTTACCATCATTGGACAAGTAGCATCCGTACTATACTTCACAACAATCCTAATCCTAATACCAACTATCTCCCTAATTGAAAACAAAATACTCAAATGGGCCT\n"
           ]
         }
       ],
       "source": [
-        "import json\n",
         "sequences = json.load(open(\"../data/seqs.json\"))\n",
-        "print(sequences[\"Homo sapiens\"])  \n",
-        "print(len(sequences[\"Homo sapiens\"]))"
+        "\n",
+        "print(len(sequences[\"Homo sapiens\"]))\n",
+        "print(sequences[\"Homo sapiens\"])"
       ]
     },
     {
@@ -154,13 +194,17 @@
       },
       "source": [
         "##### Vprašanje 5-3-1\n",
-        "Kako bi lahko primerjali živalske vrste glede na zapise, ki so podani kot nizi znakov? Prva ideja je, da podatke pretvorimo v vektorski prostor, v katerem bomo računali razdalje. Namig: zaporedja lahko razbiješ na manjše dele in prešteješ število pojavitev posameznih znakov, parov, trojk, ... k-terk. ahko upoštevaš tudi položaj v zaporedju. \n",
         "\n",
-        "Dopolni in si pomagaj s funkcijo `seq_to_kmer_count`, ki pretvori niz znako v vektor števila pojavitev vseh mogožnih k-terk.\n",
+        "Kako bi lahko primerjali živalske vrste glede na zapise, ki so podani kot nizi znakov? Prva ideja je, da podatke pretvorimo v **vektorski prostor**, v katerem lahko računamo razdalje med vrstami.  \n",
         "\n",
-        "Prevedi podatke v ustrezno obliko, izvedi hierarhično gručenje in prikaži rezultate. Ali so vrste na dendrogramu postavljene smiselno? Dobiti morate sliko:\n",
+        "*Namig:* zaporedja lahko razbiješ na manjše dele in prešteješ število pojavitev posameznih znakov, parov, trojk, ... **k-terk**.  \n",
+        "Po želji lahko upoštevaš tudi položaj v zaporedju.\n",
         "\n",
-        "<img src=\"../slike/nizi_dendrogram.png\"></img>"
+        "Dopolni in si pomagaj s funkcijo `seq_to_kmer_count`, ki niz znakov pretvori v vektor števila pojavitev vseh mogočih k-terk.\n",
+        "\n",
+        "Prevedi podatke v ustrezno obliko, izvedi **hierarhično gručenje** in prikaži rezultate.  \n",
+        "Ali so vrste na dendrogramu postavljene smiselno?  \n",
+        "Dobiti moraš sliko, podobno tej:\n"
       ]
     },
     {
@@ -172,12 +216,24 @@
       },
       "source": [
         "##### Question 5-3-1\n",
-        "How could you compare animal species with respect to the records that are given as character strings? The first idea is to convert the data into a vector space in which we calculate distances. Tip: You can break sequences into smaller parts and count the number of occurrences of individual characters, pairs, triples, ... k-tuples. You also take into account position in sequence.\n",
         "\n",
-        "Complete and help with the `seq_to_kmer_count` function, which converts the string into a vector of the number of occurrences of all possible k-tuples.\n",
+        "How could you compare animal species based on records that are given as character strings?  \n",
+        "The first idea is to convert the data into a **vector space**, where we can compute distances between species.\n",
+        "\n",
+        "💡 *Hint:* You can break sequences into smaller parts and count the occurrences of individual characters, pairs, triples, ... **k-mers**.  \n",
+        "You can also take the position within the sequence into account if you wish.\n",
         "\n",
-        "Translate the data into the appropriate format, perform hierarchical clustering and display results. Are the species on the dendrogram meaningful? You need to get a picture:\n",
+        "Complete and use the `seq_to_kmer_count` function, which converts a character string into a vector representing the counts of all possible k-mers.\n",
         "\n",
+        "Convert the data into the appropriate format, perform **hierarchical clustering**, and visualize the results.  \n",
+        "Are the species positioned in a meaningful way on the dendrogram?  \n",
+        "You should obtain an image similar to this one:"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
         "<img src=\"../slike/nizi_dendrogram.png\"></img>"
       ]
     },
@@ -190,6 +246,7 @@
       "outputs": [],
       "source": [
         "from itertools import product\n",
+        "import numpy as np\n",
         "def seq_to_kmer_count(seq, k=4):\n",
         "    \"\"\"\n",
         "    Pretvori zaporedje seq v vektor x.\n",
@@ -197,31 +254,15 @@
         "    x = [   1  1      2   10 ...   12    7]\n",
         "    len(x) == len(seq) - k + 1\n",
         "    \"\"\"   \n",
-        "    ktuples = list(zip(*[seq[i:] for i in range(k)]))     # razbijemo trenutni niz seq na k-terke\n",
-        "    kmers   = list(product(*(k*[[\"A\", \"C\", \"T\", \"G\"]])))  # vse mozne k-terke\n",
+        "    ktuples = list(zip(*[seq[i:] for i in range(k)]))\n",
+        "    kmers   = list(product(*(k*[[\"A\", \"C\", \"T\", \"G\"]])))\n",
         "    \n",
         "    x = np.zeros((len(kmers), ))\n",
         "    ### Your code here ### \n",
-        "    # for i, kmer in enumerate(kmers)\n",
-        "    # ...\n",
-        "    \n",
+        "\n",
         "    return x"
       ]
     },
-    {
-      "cell_type": "code",
-      "execution_count": 4,
-      "metadata": {
-        "collapsed": true
-      },
-      "outputs": [],
-      "source": [
-        "# ...\n",
-        "# Za vsako zaporedje (organizem), izračunaj x\n",
-        "# X = np.array([x1, x2, ..., x13]) - matrika 13 x 256 (k=4)\n",
-        "# pozeni gručenje"
-      ]
-    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -247,7 +288,7 @@
   ],
   "metadata": {
     "kernelspec": {
-      "display_name": "Python [default]",
+      "display_name": "PRvaje",
       "language": "python",
       "name": "python3"
     },
@@ -261,7 +302,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.6.9"
+      "version": "3.11.8"
     },
     "latex_envs": {
       "LaTeX_envs_menu_present": true,
diff --git a/notebooks/src/205-1.ipynb b/notebooks/src/205-1.ipynb
index 18e3719..698f767 100644
--- a/notebooks/src/205-1.ipynb
+++ b/notebooks/src/205-1.ipynb
@@ -44,67 +44,6 @@
         "##### Answer 5-1-1"
       ]
     },
-    {
-      "cell_type": "code",
-      "execution_count": 1,
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "import numpy as np\n",
-        "np.random.seed(42)\n",
-        "\n",
-        "class KMeans:\n",
-        "    \n",
-        "    def __init__(self, k=10, max_iter=100):\n",
-        "        \"\"\"\n",
-        "        Initialize KMeans clustering model.\n",
-        "        \n",
-        "        :param k\n",
-        "            Number of clusters.\n",
-        "        :param max_iter\n",
-        "            Maximum number of iterations.\n",
-        "        \"\"\"\n",
-        "        self.k         = k\n",
-        "        self.max_iter  = max_iter    \n",
-        "    \n",
-        "    def fit(self, X):\n",
-        "        \"\"\"\n",
-        "        Fit the Kmeans model to data.\n",
-        "        \n",
-        "        :param X\n",
-        "            Numpy array of shape (n, p)\n",
-        "            n: number of data examples\n",
-        "            p: number of features (attributes)\n",
-        "        \n",
-        "        :return \n",
-        "            labels: array of shape (n, ), cluster labels (0..k-1)\n",
-        "            centers: array of shape (p, )\n",
-        "        \"\"\"\n",
-        "        \n",
-        "        n, p    = X.shape\n",
-        "        labels  = np.random.choice(range(self.k), size=n, replace=True)\n",
-        "        centers = np.random.rand(self.k, p)\n",
-        "        \n",
-        "        ### Your code here ###\n",
-        "        centers = np.min(X, axis=0) + centers * (np.max(X, axis=0) - np.min(X, axis=0)) \n",
-        "        \n",
-        "        i = 0\n",
-        "        while i < self.max_iter:\n",
-        "            \n",
-        "            # Find nearest cluster\n",
-        "            for j, x in enumerate(X):\n",
-        "                ki = np.argmin(np.sum((centers - x) ** 2, axis=1))\n",
-        "                labels[j] = ki\n",
-        "                \n",
-        "            # Move centroid\n",
-        "            for ki in range(self.k):\n",
-        "                centers[ki] = X[labels == ki].mean(axis=0)    \n",
-        "            i += 1\n",
-        "        \n",
-        "        ### Your code here ###\n",
-        "        return labels, centers"
-      ]
-    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -113,7 +52,13 @@
         ]
       },
       "source": [
-        "##### Odgovor 5-1-2"
+        "$O(nkdi)$\n",
+        "\n",
+        "$n$ - število $d$-dimenzionalnih vektorjev\n",
+        "\n",
+        "$k$ - število gruč\n",
+        "\n",
+        "$i$ - število iteracij do konvergence"
       ]
     },
     {
@@ -124,16 +69,15 @@
         ]
       },
       "source": [
-        "##### Answer 5-1-2"
+        "$O(nkdi)$\n",
+        "\n",
+        "$n$ - number of $d$-dimensional vectors\n",
+        "\n",
+        "$k$ - number of clusters\n",
+        "\n",
+        "$i$ - number of iterations until convergence"
       ]
     },
-    {
-      "cell_type": "code",
-      "execution_count": 2,
-      "metadata": {},
-      "outputs": [],
-      "source": []
-    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -142,7 +86,7 @@
         ]
       },
       "source": [
-        "##### Odgovor 5-1-3"
+        "##### Odgovor 5-1-2"
       ]
     },
     {
@@ -153,15 +97,205 @@
         ]
       },
       "source": [
-        "##### Answer 5-1-3"
+        "##### Answer 5-1-2"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 0, Prediction: 1, Same: False\n",
+            "True: 1, Prediction: 0, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 0, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 0, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 1, Prediction: 2, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 0, Same: False\n",
+            "True: 2, Prediction: 2, Same: True\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sklearn.datasets import load_iris\n",
+        "from sklearn.cluster import KMeans\n",
+        "iris = load_iris()\n",
+        "\n",
+        "X = iris.data\n",
+        "true_labels = iris.target\n",
+        "\n",
+        "model = KMeans(n_clusters=3, random_state=42)\n",
+        "model.fit(X)\n",
+        "\n",
+        "for true, pred in zip(true_labels, model.labels_):\n",
+        "    print(f'True: {true}, Prediction: {pred}, Same: {true == pred}')"
       ]
     },
     {
       "cell_type": "code",
       "execution_count": 2,
       "metadata": {},
-      "outputs": [],
-      "source": []
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "14"
+            ]
+          },
+          "execution_count": 2,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "(true_labels == model.labels_).sum()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -171,7 +305,7 @@
         ]
       },
       "source": [
-        "##### Odgovor 5-1-4"
+        "##### Odgovor 5-1-3"
       ]
     },
     {
@@ -182,44 +316,120 @@
         ]
       },
       "source": [
-        "##### Answer 5-1-4"
+        "##### Answer 5-1-3"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": 3,
       "metadata": {},
       "outputs": [],
-      "source": []
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "from sklearn.datasets import make_circles, make_blobs, make_moons\n",
+        "n_samples=1000"
+      ]
     },
     {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "sl"
-        ]
-      },
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 1000x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
-        "##### Odgovor 5-1-5"
+        "noisy_circles, _ = make_circles(n_samples=n_samples, factor=.5, noise=.05, random_state=42)\n",
+        "model = KMeans(n_clusters=2, random_state=42)\n",
+        "model.fit(noisy_circles)\n",
+        "\n",
+        "plt.figure(figsize=(10, 10))\n",
+        "color = {0:\"red\", 1:\"blue\"}\n",
+        "for c, x in zip(model.labels_, noisy_circles):\n",
+        "    plt.plot(x[0], x[1], \".\", color=color[c], markersize=10.0)\n",
+        "color[1]  = \"cyan\"\n",
+        "for i, c in enumerate(model.cluster_centers_):\n",
+        "    plt.plot(c[0], c[1], \"X\", color=color[i], markersize=20.0, markeredgecolor=\"black\", markeredgewidth=2)\n",
+        "plt.xticks([])\n",
+        "plt.yticks([])\n",
+        "plt.show()"
       ]
     },
     {
-      "cell_type": "markdown",
-      "metadata": {
-        "tags": [
-          "en"
-        ]
-      },
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 1000x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
-        "##### Answer 5-1-5"
+        "noisy_moons, _ = make_moons(n_samples=n_samples, noise=.05, random_state=42)\n",
+        "model = KMeans(n_clusters=2, random_state=42)\n",
+        "model.fit(noisy_moons)\n",
+        "\n",
+        "plt.figure(figsize=(10, 10))\n",
+        "color = {0:\"red\", 1:\"blue\"}\n",
+        "for c, x in zip(model.labels_, noisy_moons):\n",
+        "    plt.plot(x[0], x[1], \".\", color=color[c], markersize=10.0)\n",
+        "for i, c in enumerate(model.cluster_centers_):\n",
+        "    plt.plot(c[0], c[1], \"X\", color=color[i], markersize=20.0)\n",
+        "plt.xticks([])\n",
+        "plt.yticks([])\n",
+        "plt.show()"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": 6,
       "metadata": {},
-      "outputs": [],
-      "source": []
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 1000x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import numpy as np\n",
+        "blobs, _ = make_blobs(n_samples=n_samples, random_state=1)\n",
+        "\n",
+        "init_centers = np.array([[-10, -5], \n",
+        "                         [ 5, 0],  \n",
+        "                         [ 4.5, 0.0]]) \n",
+        "model = KMeans(n_clusters=3, init=init_centers, random_state=35, n_init=1)\n",
+        "model.fit(blobs)\n",
+        "\n",
+        "plt.figure(figsize=(10, 10))\n",
+        "color = {0:\"red\", 1:\"blue\", 2:\"green\"}\n",
+        "for c, x in zip(model.labels_, blobs):\n",
+        "    plt.plot(x[0], x[1], \".\", color=color[c], markersize=10.0)\n",
+        "color[1]  = \"cyan\"\n",
+        "for i, c in enumerate(model.cluster_centers_):\n",
+        "    plt.plot(c[0], c[1], \"X\", color=color[i], markersize=20.0, markeredgecolor=\"black\", markeredgewidth=2)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -229,7 +439,7 @@
         ]
       },
       "source": [
-        "##### Odgovor 5-1-6"
+        "##### Odgovor 5-1-4"
       ]
     },
     {
@@ -240,20 +450,100 @@
         ]
       },
       "source": [
-        "##### Answer 5-1-6"
+        "##### Answer 5-1-4"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": 7,
       "metadata": {},
-      "outputs": [],
-      "source": []
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 1000x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "from sklearn.cluster import DBSCAN\n",
+        "\n",
+        "model = DBSCAN(eps=0.2, min_samples=5)\n",
+        "model.fit(noisy_circles)\n",
+        "labels = model.labels_\n",
+        "\n",
+        "plt.figure(figsize=(10, 10))\n",
+        "color = {0:\"red\", 1:\"blue\", -1:\"black\"}\n",
+        "for c, x in zip(model.labels_, noisy_circles):\n",
+        "    plt.plot(x[0], x[1], \".\", color=color[c], markersize=10.0)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 1000x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "from sklearn.cluster import DBSCAN\n",
+        "\n",
+        "model = DBSCAN(eps=0.2, min_samples=5)\n",
+        "model.fit(noisy_moons)\n",
+        "labels = model.labels_\n",
+        "\n",
+        "plt.figure(figsize=(10, 10))\n",
+        "color = {0:\"red\", 1:\"blue\", -1:\"black\"}\n",
+        "for c, x in zip(model.labels_, noisy_moons):\n",
+        "    plt.plot(x[0], x[1], \".\", color=color[c], markersize=10.0)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 9,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 1000x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "from sklearn.cluster import DBSCAN\n",
+        "\n",
+        "model = DBSCAN(eps=0.6, min_samples=10)\n",
+        "model.fit(blobs)\n",
+        "labels = model.labels_\n",
+        "\n",
+        "plt.figure(figsize=(10, 10))\n",
+        "color = {0:\"red\", 1:\"blue\", -1:\"black\", 2:\"green\"}\n",
+        "for c, x in zip(model.labels_, blobs):\n",
+        "    plt.plot(x[0], x[1], \".\", color=color[c], markersize=10.0)"
+      ]
     }
   ],
   "metadata": {
     "kernelspec": {
-      "display_name": "Python [default]",
+      "display_name": "PRvaje",
       "language": "python",
       "name": "python3"
     },
@@ -267,7 +557,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.6.9"
+      "version": "3.11.8"
     },
     "latex_envs": {
       "LaTeX_envs_menu_present": true,
diff --git a/notebooks/src/205-2.ipynb b/notebooks/src/205-2.ipynb
index 7e30862..3c3589e 100644
--- a/notebooks/src/205-2.ipynb
+++ b/notebooks/src/205-2.ipynb
@@ -45,13 +45,40 @@
       ]
     },
     {
-      "cell_type": "code",
-      "execution_count": 1,
+      "cell_type": "markdown",
       "metadata": {
-        "collapsed": true
+        "tags": [
+          "sl"
+        ]
       },
-      "outputs": [],
-      "source": []
+      "source": [
+        "V splošnem: $O(n^3)$\n",
+        "\n",
+        "Določeni primeri: $O(n^2)$\n",
+        "\n",
+        "Za razliko od KMeans ima hierarhično gručenje naslednje lastnosti:\n",
+        "- ne zahteva, da vnaprej določimo število gruč,\n",
+        "- omogoča uporabo različnih mer razdalje in načinov povezovanja,\n",
+        "- vendar postane počasno pri zelo velikih podatkovnih zbirkah."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "en"
+        ]
+      },
+      "source": [
+        "In general: $O(n^3)$\n",
+        "\n",
+        "Special cases: $O(n^2)$\n",
+        "\n",
+        "Unlike KMeans, hierarchical clustering:\n",
+        "- doesn’t require you to set the number of clusters in advance,\n",
+        "- can use many distance metrics and linkage methods,\n",
+        "- but can become slow on large datasets."
+      ]
     },
     {
       "cell_type": "markdown",
@@ -82,7 +109,176 @@
         "collapsed": true
       },
       "outputs": [],
-      "source": []
+      "source": [
+        "import pandas as pd\n",
+        "import scipy.cluster.hierarchy as sch\n",
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "data = pd.read_table('../data/zoo.tab', skiprows=[1,2])\n",
+        "X = data.iloc[:,:16]\n",
+        "Y = data.iloc[:,16]"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "def plot_dendrogram(L):\n",
+        "    plt.figure(figsize=(25, 6))\n",
+        "    labels = data['name'].values\n",
+        "    sch.dendrogram(L, labels=labels, leaf_font_size=15)\n",
+        "    plt.ylabel(\"Razdalja\")\n",
+        "    plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"average\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"single\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"centroid\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"complete\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"weighted\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"median\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 9,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"ward\")\n",
+        "plot_dendrogram(L)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -108,17 +304,271 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 1,
+      "execution_count": 10,
       "metadata": {
         "collapsed": true
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"average\", metric=\"euclidean\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 11,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"average\", metric=\"cityblock\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 12,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"average\", metric=\"cosine\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 13,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"average\", metric=\"jaccard\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 14,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 2500x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "L = sch.linkage(X, method=\"average\", metric=\"hamming\")\n",
+        "plot_dendrogram(L)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "sl"
+        ]
+      },
+      "source": [
+        "##### Odgovor 5-2-4"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "en"
+        ]
+      },
+      "source": [
+        "##### Answer 5-2-4"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 15,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "t=  1: 0.267\n",
+            "t=  2: 0.578\n",
+            "t=  3: 0.746\n",
+            "t=  4: 0.781\n",
+            "t=  5: 0.795\n",
+            "t=  6: 0.757\n",
+            "t=  7: 0.668\n",
+            "t=  8: 0.631\n",
+            "t=  9: 0.447\n",
+            "t= 10: 0.307\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sklearn.metrics import adjusted_mutual_info_score\n",
+        "\n",
+        "classes = data['type'].values \n",
+        "L = sch.linkage(X, method=\"average\", metric=\"cityblock\")\n",
+        "\n",
+        "for t in range(1, 11):\n",
+        "    predictions = sch.fcluster(L, t=t, criterion=\"distance\").ravel()\n",
+        "    score = adjusted_mutual_info_score(classes, predictions)\n",
+        "    print(\"t= {:2}: {:.3f}\".format(t, score))"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 16,
+      "metadata": {},
       "outputs": [],
-      "source": []
+      "source": [
+        "L = sch.linkage(X, method=\"average\", metric=\"hamming\")\n",
+        "top = sch.maxdists(L).max()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 17,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "array([0.04699433, 0.09398867, 0.140983  , 0.18797733, 0.23497167,\n",
+              "       0.281966  , 0.32896034, 0.37595467, 0.422949  , 0.46994334])"
+            ]
+          },
+          "execution_count": 17,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "import numpy as np\n",
+        "np.linspace(0, top, 12)[1:-1]"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "sl"
+        ]
+      },
+      "source": [
+        "##### Odgovor 5-2-5"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "tags": [
+          "en"
+        ]
+      },
+      "source": [
+        "##### Answer 5-2-5"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 18,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "scores = []\n",
+        "for method in [\"single\", \"complete\", \"average\", \"weighted\", \"centroid\", \"median\", \"ward\"]:\n",
+        "    for metric in [\"euclidean\", \"cityblock\", \"cosine\", \"jaccard\", \"hamming\"]:\n",
+        "        try:\n",
+        "            L = sch.linkage(X, method=method, metric=metric)\n",
+        "            top = sch.maxdists(L).max()\n",
+        "            for t in np.linspace(0, top, 12)[1:-1]:\n",
+        "                predictions = sch.fcluster(L, t=t, criterion=\"distance\").ravel()\n",
+        "                score = adjusted_mutual_info_score(classes, predictions)\n",
+        "                scores.append((method, metric, t, score))\n",
+        "        except Exception as e:\n",
+        "            pass"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 19,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "scores.sort(key=lambda x: x[3], reverse=True)\n",
+        "best = scores[0]\n",
+        "\n",
+        "L = sch.linkage(X, method=best[0], metric=best[1])\n",
+        "sch.dendrogram(L, color_threshold=best[2], labels=classes)\n",
+        "plt.axhline(y=best[2], color='black', linestyle='--')\n",
+        "plt.show()"
+      ]
     }
   ],
   "metadata": {
     "kernelspec": {
-      "display_name": "Python 3",
+      "display_name": "PRvaje",
       "language": "python",
       "name": "python3"
     },
@@ -132,7 +582,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.6.9"
+      "version": "3.11.8"
     },
     "latex_envs": {
       "LaTeX_envs_menu_present": true,
diff --git a/notebooks/src/205-3.ipynb b/notebooks/src/205-3.ipynb
index 0e3e45e..e198e1b 100644
--- a/notebooks/src/205-3.ipynb
+++ b/notebooks/src/205-3.ipynb
@@ -29,7 +29,7 @@
       "outputs": [],
       "source": [
         "import json\n",
-        "sequences = json.load(open(\"podatki/seqs.json\"))"
+        "sequences = json.load(open(\"../data/seqs.json\"))"
       ]
     },
     {
@@ -63,19 +63,12 @@
         "from itertools import product\n",
         "import numpy as np\n",
         "import scipy.cluster.hierarchy as sch\n",
-        "%matplotlib inline\n",
-        "%config InlineBackend.figure_formats = ['jpg']\n",
-        "import matplotlib\n",
-        "matplotlib.figure.Figure.__repr__ = lambda self: (\n",
-        "    f\"<{self.__class__.__name__} size {self.bbox.size[0]:g}\"\n",
-        "    f\"x{self.bbox.size[1]:g} with {len(self.axes)} Axes>\")\n",
-        "\n",
+        "from sklearn.preprocessing import normalize\n",
         "import matplotlib.pyplot as plt\n",
         "\n",
         "def seq_to_kmer_count(seq, k=4):\n",
-        "    ktuples = list(zip(*[seq[i:] for i in range(k)]))     # razbijemo niz na k-terke\n",
-        "    kmers   = list(product(*(k*[[\"A\", \"C\", \"T\", \"G\"]])))  # vse mozne k-terke\n",
-        "    \n",
+        "    ktuples = list(zip(*[seq[i:] for i in range(k)]))\n",
+        "    kmers   = list(product(*(k*[[\"A\", \"C\", \"T\", \"G\"]])))\n",
         "    x = np.zeros((len(kmers), ))\n",
         "    \n",
         "    for ki, kmer in enumerate(kmers):\n",
@@ -92,31 +85,11 @@
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "[[ 182.  157.  110. ...,   22.   18.   15.]\n",
-            " [ 187.  149.  120. ...,   14.   13.   12.]\n",
-            " [ 174.  159.  124. ...,   18.   13.   14.]\n",
-            " ..., \n",
-            " [ 158.  125.  120. ...,   22.   31.   27.]\n",
-            " [ 238.  160.  158. ...,   12.   18.   14.]\n",
-            " [ 184.  156.  110. ...,   25.   18.   19.]]\n",
-            "(14, 256)\n"
+            "(30, 256)\n"
           ]
-        },
-        {
-          "data": {
-            "image/jpeg": "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",
-            "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
-            ]
-          },
-          "metadata": {
-            "needs_background": "light"
-          },
-          "output_type": "display_data"
         }
       ],
       "source": [
-        "# ...k = 4\n",
         "k = 4\n",
         "keys = sequences.keys()\n",
         "X    = np.zeros((len(keys), 4**k))\n",
@@ -124,18 +97,39 @@
         "    seq    = sequences[ky]\n",
         "    X[ki]  = seq_to_kmer_count(seq, k=k)\n",
         "\n",
-        "print(X)\n",
-        "print(X.shape)\n",
-        "H = sch.linkage(X)\n",
-        "D = sch.dendrogram(H, labels=list(sequences.keys()), leaf_rotation=90)\n",
-        "plt.ylabel(\"Razdalja\")\n",
+        "X_freq = normalize(X, norm='l1', axis=1)  \n",
+        "print(X.shape)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA18AAALgCAYAAABrrc19AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3QU1d/H8U96ISHUEEAkNCnSQYqigEQC1ijSRKmChaJEUFE6KIhUFcUGYkEQbAgahUhRKUoXBaRHgVCkCQmk3ecPnuwvSxJIwuwsJO/XOXtgZ+/ce2czO7vfuc3DGGMEAAAAAHApT3dXAAAAAAAKAoIvAAAAALABwRcAAAAA2IDgCwAAAABsQPAFAAAAADYg+AIAAAAAGxB8AQAAAIANCL4AAAAAwAYEXwAAAABgA4IvoAAJDw9X9+7d3V2NPBk5cqQ8PDx07Nixy6Z19XF6eHho5MiRV11edkv/m+Qn4eHhuvvuu91djavatXzOFlQtWrRQixYtHM/37dsnDw8PffDBB7nOK33fiRMnWldBoAAh+AKuUR988IE8PDy0bt26LF9v0aKFatasaXOtcDU5ePCgRo4cqU2bNrm7KsjCzz//LA8PjxzfVAAAXPu83V0BAPbZsWOHPD3z/z2XgnKcl3Pw4EGNGjVK4eHhqlu3ruX5Dx06VM8//7zl+RYEaWlp6t+/vwoVKqSzZ8+6uzq5kpiYKG9vfj5cy8qXL6/ExET5+Pi4uypAgcOvE6AA8fPzs+zLNiUlRUlJSW7PIytWHicySw8WvL295e/v7+baXJveeecd/f3333r00UfdXZVc8/f3J/jKgjFGiYmJ7q5Gjnh4eMjf319eXl7urgpQ4BB8AQVIVmOhTp48qaefflrlypWTn5+fKleurFdeeUVpaWmONBn7+E+dOlWVKlWSn5+f/vzzTyUlJWn48OFq0KCBQkJCVKhQId16661atmyZUzmXykOStm/frg4dOqhkyZIKCAhQ1apV9eKLL2Y6hpMnT6p79+4qUqSIQkJC1KNHDyUkJOToOAcOHKjw8HD5+fnpuuuuU9euXR3dvXJ6HLlx7tw5jRw5UjfccIP8/f1VunRpPfDAA9q9e3e2+3Tv3l3h4eGZtmc1vmrJkiVq1qyZihQpoqCgIFWtWlUvvPCCJGn58uW66aabJEk9evRwdG/LOMZj7dq1atOmjUJCQhQYGKjmzZvrl19+ybLcP//8Uw899JCKFi2qZs2aZVsnDw8P9evXT1999ZVq1qwpPz8/3XjjjYqJicl0TMuXL1fDhg3l7++vSpUq6e23374qx5HNnj1b3t7eGjx4sCX5HT9+XEOHDtXo0aNVpEiRK84vLS1N06ZNU61ateTv76+SJUuqTZs2Tl2SU1JSNGbMGMfnLjw8XC+88ILOnz/vlNe6desUGRmpEiVKKCAgQBUqVFDPnj2d0lw85iv9b7Zr167LfjYl6eOPP1aDBg0UEBCgYsWKqVOnTvr777/zfPwTJ07UzTffrOLFiysgIEANGjTQggULnNLUrFlTLVu2zLRvWlqaypYtqwcffNBp29SpU3XjjTfK399fpUqV0mOPPaYTJ0447Zs+PvD7779Xw4YNFRAQoLfffluSNGvWLN1+++0KDQ2Vn5+fatSoobfeeivL8keOHKkyZcooMDBQLVu21J9//pnna3VOZTXmq3v37goKCtKBAwcUFRWloKAglSxZUoMGDVJqauol8zPGqE+fPvL19dUXX3whSdqyZYu6d++uihUryt/fX2FhYerZs6f+/fffTPvn5lpg9fkD2I1bV8A17tSpU1mOF0lOTr7svgkJCWrevLkOHDigxx57TNdff71WrVqlIUOG6NChQ5o6dapT+lmzZuncuXPq06eP/Pz8VKxYMZ0+fVrvvfeeOnfurN69e+u///7T+++/r8jISP3666+ZurtllceWLVt06623ysfHR3369FF4eLh2796tb775Ri+99JLT/h06dFCFChU0btw4bdiwQe+9955CQ0P1yiuvZHucZ86c0a233qpt27apZ8+eql+/vo4dO6aFCxfqn3/+UYkSJXJ9HJeTmpqqu+++W7GxserUqZOeeuop/ffff1qyZIm2bt2qSpUq5Sq/i/3xxx+6++67Vbt2bY0ePVp+fn7atWuXI3iqXr26Ro8ereHDh6tPnz669dZbJUk333yzJOnHH39U27Zt1aBBA40YMUKenp6OH4w//fSTGjVq5FRe+/btVaVKFb388ssyxlyybj///LO++OILPfnkkwoODtZrr72mdu3aKS4uTsWLF5ckbdy4UW3atFHp0qU1atQopaamavTo0SpZsuQVvS9We+edd/T444/rhRde0NixYx3bT5w4cdkfpJIUGBiowMBAp23Dhg1TWFiYHnvsMY0ZM+aK69irVy998MEHatu2rR599FGlpKTop59+0po1a9SwYUNJ0qOPPqrZs2frwQcf1DPPPKO1a9dq3Lhx2rZtm7788ktJ0pEjR9S6dWuVLFlSzz//vIoUKaJ9+/Y5fkxfTk4+my+99JKGDRumDh066NFHH9XRo0f1+uuv67bbbtPGjRvzFIxOmzZN9957r7p06aKkpCTNnTtX7du316JFi3TXXXdJkjp27KiRI0cqPj5eYWFhjn1//vlnHTx4UJ06dXJse+yxx/TBBx+oR48eGjBggPbu3as33nhDGzdu1C+//OLUqr5jxw517txZjz32mHr37q2qVatKkt566y3deOONuvfee+Xt7a1vvvlGTz75pNLS0tS3b1/H/kOGDNGECRN0zz33KDIyUps3b1ZkZKTOnTvndIy5vVbnVWpqqiIjI9W4cWNNnDhRS5cu1aRJk1SpUiU98cQT2e7Ts2dPzZs3T19++aXjPV+yZIn27NmjHj16KCwsTH/88Yfeeecd/fHHH1qzZo0jsMrNtcAV5w9gOwPgmjRr1iwj6ZKPG2+80Wmf8uXLm27dujmejxkzxhQqVMj89ddfTumef/554+XlZeLi4owxxuzdu9dIMoULFzZHjhxxSpuSkmLOnz/vtO3EiROmVKlSpmfPno5tl8rjtttuM8HBwWb//v1O29PS0hz/HzFihJHklKcxxtx///2mePHilzzO4cOHG0nmiy++MBdLLyOnx2GMMZLMiBEjMuWV0cyZM40kM3ny5GzLzCqvbt26mfLly2faJ/34002ZMsVIMkePHs22Dr/99puRZGbNmpWp/CpVqpjIyEinuiQkJJgKFSqYO+64I1O5nTt3vmyd0o/H19fX7Nq1y7Ft8+bNRpJ5/fXXHdvuueceExgYaA4cOODYtnPnTuPt7Z0pTzuVL1/e3HXXXcYYY6ZNm2Y8PDzMmDFjskx3uc9fVufJ5s2bjZeXl/n++++NMf97Dy/1d7yUH3/80UgyAwYMyPRa+t9206ZNRpJ59NFHnV4fNGiQkWR+/PFHY4wxX375pZFkfvvtt0uWefFx5fSzuW/fPuPl5WVeeuklp3S///678fb2zrQ9pxISEpyeJyUlmZo1a5rbb7/dsW3Hjh2ZzkFjjHnyySdNUFCQI4+ffvrJSDKffPKJU7qYmJhM29PPgZiYmMvWyRhjIiMjTcWKFR3P4+Pjjbe3t4mKinJKN3LkSCMpT9fq7DRv3tw0b97c8Tz9epzx2tCtWzcjyYwePdpp33r16pkGDRpk2vfVV181ycnJpmPHjiYgIMBxTl/qPfj000+NJLNy5UrHtpxeC1x1/gB2o9shcI2bPn26lixZkulRu3bty+47f/583XrrrSpatKiOHTvmeERERCg1NVUrV650St+uXbtMdyO9vLzk6+sr6UIXmuPHjyslJUUNGzbUhg0bMpV5cR5Hjx7VypUr1bNnT11//fVOabPqcvL44487Pb/11lv177//6vTp09ke5+eff646dero/vvvz/Raehm5PY7L+fzzz1WiRAn1798/2zKvRPod3q+//jrX3Y42bdqknTt36qGHHtK///7r+LufPXtWrVq10sqVKzPlefH7fikRERFOLXu1a9dW4cKFtWfPHkkX7pQvXbpUUVFRKlOmjCNd5cqV1bZt21wdi6tMmDBBTz31lF555RUNHTo00+uffPJJlp+7ix9du3Z12m/AgAFq27atWrdubUk9P//8c3l4eGjEiBGZXks/z7799ltJUnR0tNPrzzzzjCRp8eLFkv53Ti1atChHLecXu9xn84svvlBaWpo6dOjgdL0JCwtTlSpV8tzFNyAgwPH/EydO6NSpU7r11ludPrc33HCD6tatq3nz5jm2paamasGCBbrnnnscecyfP18hISG64447nOrYoEEDBQUFZapjhQoVFBkZeck6pfdOaN68ufbs2aNTp05JkmJjY5WSkqInn3zSad+srhm5vVZfiaz+jumf3YySkpIcLYzffvttpnM643tw7tw5HTt2TE2aNJEkx98mN9cCV50/gN3odghc4xo1auToWpRR+pf0pezcuVNbtmzJtqvXkSNHnJ5XqFAhy3SzZ8/WpEmTtH37dqcfbVmlv3hb+pd6TqfFvzhAK1q0qKQLP7oKFy6c5T67d+9Wu3btLpt3bo7jcnbv3q2qVau6bGKCjh076r333tOjjz6q559/Xq1atdIDDzygBx988LIzPe7cuVOS1K1bt2zTnDp1yvHeSrl7Dy7+G0kX/k7pY2aOHDmixMREVa5cOVO6rLZd7MyZMzpz5kyO65NRUFCQgoKCLplmxYoVWrx4sZ577rlsx3ndcsstuS573rx5WrVqlbZu3ZrrfbOze/dulSlTRsWKFcs2zf79++Xp6ZnpvQ0LC1ORIkW0f/9+SVLz5s3Vrl07jRo1SlOmTFGLFi0UFRWlhx56SH5+fpety+U+mzt37pQxRlWqVMly/7xOkrNo0SKNHTtWmzZtchrDdvFNjo4dO+qFF17QgQMHVLZsWS1fvlxHjhxRx44dHWl27typU6dOKTQ0NMuycnpN/OWXXzRixAitXr0607i3U6dOKSQkxPG+X/x3KVasmNNnL71eublW51X6mMGMMn52Mxo3bpzOnDmj7777zmkNsXTHjx/XqFGjNHfu3Ez1Sw9Ac3MtcNX5A9iN4AsowNLS0nTHHXfo2WefzfL1G264wel5xjuZ6T7++GN1795dUVFRGjx4sEJDQ+Xl5aVx48ZlObFEVnnkRnazc5nLjEO6nNweh6tk1yp28fiigIAArVy5UsuWLdPixYsVExOjefPm6fbbb9cPP/xwyVnM0lu1Xn311WzHsl0coOTm7+aqv1G6iRMnatSoUXnad8SIEZddIPjGG2/UyZMn9dFHH+mxxx7L8gf20aNHczTmK2OwN3jwYLVv316+vr7at2+fpAuTKEjS33//raSkJKe7/1a7XIurh4eHFixYoDVr1uibb77R999/r549e2rSpElas2bNZYPWy/3d09LS5OHhoe+++y7LtJfLPys//fST7r33Xt1222168803Vbp0afn4+GjWrFmaM2eOU9qOHTtqyJAhmj9/vp5++ml99tlnCgkJUZs2bRxp0tLSFBoaqk8++STL8i4OTLL6XOzevVutWrVStWrVNHnyZJUrV06+vr769ttvNWXKlDxNkJHba3Ve5Wb2w8jISMXExGjChAlq0aJFpplPO3TooFWrVmnw4MGqW7eugoKClJaWpjZt2uT5PbD6/AHcgeALKMAqVaqkM2fOKCIiIs95LFiwQBUrVtQXX3zh9OMuq25QWalYsaIkWdoacLFKlSpdNv8rPY6syly7dq2Sk5NzdUe2aNGijh/kGaXfJc/I09NTrVq1UqtWrTR58mS9/PLLevHFF7Vs2TJFRERk+2M7vUtg4cKFr+hvn1ehoaHy9/fXrl27Mr2W1baLde3a1THjYm6ln2+XUqJECS1YsEDNmjVTq1at9PPPP2cKim666aYs/yYXyxjs/f3335ozZ06moECS6tevrzp16uR6QexKlSrp+++/1/Hjx7Nt/SpfvrzS0tK0c+dOVa9e3bH98OHDOnnypMqXL++UvkmTJmrSpIleeuklzZkzR126dNHcuXOveFr8SpUqyRijChUqWBYsfP755/L399f333/v1Do3a9asTGkrVKigRo0aad68eerXr5+++OILRUVFOe1XqVIlLV26VLfcckuebxR98803On/+vBYuXOjUGnhxt7j0933Xrl1OAf6///6bqaXJimu11Zo0aaLHH39cd999t9q3b68vv/zS0dJ/4sQJxcbGatSoURo+fLhjn/RW93S5uRa44vwB3IExX0AB1qFDB61evVrff/99ptdOnjyplJSUy+aRfgcyY6vG2rVrtXr16hzVoWTJkrrttts0c+ZMxcXFOb1mVUtJu3bttHnzZsesblmVcaXHkVWZx44d0xtvvJFtmVmpVKmSTp06pS1btji2HTp0KFPdjx8/nmnf9Fas9K5XhQoVkqRMwVyDBg1UqVIlTZw4Mcvue0ePHs22flbw8vJSRESEvvrqKx08eNCxfdeuXfruu+8uu3/FihUVERGRp0dOgi9Juu6667R06VIlJibqjjvuyDQ9dl7GfH355ZeZHuld3j788ENNmTIlR3XLqF27djLGZNkSmH6e3XnnnZKUaUa8yZMnS5JjdroTJ05kOjcvPqeuxAMPPCAvLy+NGjUqUznGmCynIL8cLy8veXh4OLVC7tu3T1999VWW6Tt27Kg1a9Zo5syZOnbsmFOXQ+nCNTE1NTXLWShTUlKyvDGSVZ0k58/5qVOnMgWErVq1kre3d6Yp6LO6ZlhxrXaFiIgIzZ07VzExMXrkkUccLVpZvQdS5nMwN9cCV5w/gDvQ8gUUYIMHD9bChQt19913q3v37mrQoIHOnj2r33//XQsWLNC+fftUokSJS+Zx991364svvtD999+vu+66S3v37tWMGTNUo0aNHI/Lee2119SsWTPVr19fffr0UYUKFbRv3z4tXrw41y0B2R3nggUL1L59e/Xs2VMNGjTQ8ePHtXDhQs2YMUN16tSx5Dgy6tq1qz788ENFR0fr119/1a233qqzZ89q6dKlevLJJ3XfffdluV+nTp303HPP6f7779eAAQOUkJCgt956SzfccIPTBAKjR4/WypUrddddd6l8+fI6cuSI3nzzTV133XWOVqFKlSqpSJEimjFjhoKDg1WoUCE1btxYFSpU0Hvvvae2bdvqxhtvVI8ePVS2bFkdOHBAy5YtU+HChfXNN9/k7c3OoZEjR+qHH37QLbfcoieeeEKpqal64403VLNmTUv+5laoXLmyfvjhB7Vo0UKRkZH68ccfHeMK8zLmKyoqKtO29GNt27at02dt+fLlatmy5WW7SbZs2VKPPPKIXnvtNe3cudPRpeunn35Sy5Yt1a9fP9WpU0fdunXTO++8o5MnT6p58+b69ddfNXv2bEVFRTnWv5o9e7befPNN3X///apUqZL+++8/vfvuuypcuLAjgLsSlSpV0tixYzVkyBDt27dPUVFRCg4O1t69e/Xll1+qT58+GjRoUK6O/6677tLkyZPVpk0bPfTQQzpy5IimT5+uypUrO93ASNehQwcNGjRIgwYNUrFixTK1JDVv3lyPPfaYxo0bp02bNql169by8fHRzp07NX/+fE2bNs1pTbCstG7dWr6+vrrnnnv02GOP6cyZM3r33XcVGhqqQ4cOOdKVKlVKTz31lCZNmqR7771Xbdq00ebNm/Xdd9+pRIkSTi3XVlyrXSUqKkqzZs1S165dVbhwYb399tsqXLiwbrvtNk2YMEHJyckqW7asfvjhB+3duzfT/jm9FuTm/AGuarbOrQjAMulTzWc3LXTz5s0vO9W8Mcb8999/ZsiQIaZy5crG19fXlChRwtx8881m4sSJJikpyRjjPLXwxdLS0szLL79sypcvb/z8/Ey9evXMokWLMk2Zfqk8jDFm69at5v777zdFihQx/v7+pmrVqmbYsGGO17Obkjv9fdi7d+8lj/Pff/81/fr1M2XLljW+vr7muuuuM926dTPHjh3L1XEYk7Op5o25MNXyiy++aCpUqGB8fHxMWFiYefDBB83u3bsvmdcPP/xgatasaXx9fU3VqlXNxx9/nGla99jYWHPfffeZMmXKGF9fX1OmTBnTuXPnTFNRf/3116ZGjRqOaZszTi29ceNG88ADD5jixYsbPz8/U758edOhQwcTGxvrSHOpqdCzm2q+b9++mdJm9TeJjY019erVM76+vqZSpUrmvffeM88884zx9/fP9j11tYxTzadbu3atCQ4ONrfddluW02dfieze32+++cZIMjNmzLhsHikpKebVV1811apVM76+vqZkyZKmbdu2Zv369Y40ycnJZtSoUY5zsVy5cmbIkCHm3LlzjjQbNmwwnTt3Ntdff73x8/MzoaGh5u677zbr1q1zKu/iczY3n01jjPn8889Ns2bNTKFChUyhQoVMtWrVTN++fc2OHTvydPzvv/++qVKlivHz8zPVqlUzs2bNyvLcTHfLLbdkOfV+Ru+8845p0KCBCQgIMMHBwaZWrVrm2WefNQcPHnSkyepcSbdw4UJTu3Zt4+/vb8LDw80rr7ziWH4i4/uRkpJihg0bZsLCwkxAQIC5/fbbzbZt20zx4sXN448/7pRnTq7V2cnpVPOFChXKtO/F72V21/I333zTSDKDBg0yxhjzzz//OK7pISEhpn379ubgwYNZXvNycy3IyfkDXM08jLGoXw8AAFcoKipKf/zxR6axIQXNs88+q08//VS7du3K0UyD+U1BPv6TJ0+qaNGiGjt2rF588UV3V8dtuBYgv2LMFwDALRITE52e79y5U99++22W01YXNMuWLdOwYcMKXOCRrqAc/8WfAel/46IK0ueAawEKElq+AABuUbp0aXXv3l0VK1bU/v379dZbb+n8+fPauHFjtmv5APnJBx98oA8++EB33nmngoKC9PPPP+vTTz9V69ats5xcI7/iWoCChAk3AABu0aZNG3366aeKj4+Xn5+fmjZtqpdffpkfWygwateuLW9vb02YMEGnT592TMIxduxYd1fNVlwLUJDQ8gUAAAAANmDMFwAAAADYgOALAAAAAGzAmK88SktL08GDBxUcHOy0ECIAAACAgsUYo//++09lypSRp2f27VsEX3l08OBBlStXzt3VAAAAAHCV+Pvvv3Xddddl+zrBVx4FBwdLuvAGFy5c2M21AQAAAOAup0+fVrly5RwxQnYIvvIovath4cKFCb4AAAAAXHY4EhNuAAAAAIANCL4AAAAAwAZXRfA1ffp0hYeHy9/fX40bN9avv/6abdp3331Xt956q4oWLaqiRYsqIiIiU3pjjIYPH67SpUsrICBAERER2rlzp1Oa48ePq0uXLipcuLCKFCmiXr166cyZMy45PgAAAABwe/A1b948RUdHa8SIEdqwYYPq1KmjyMhIHTlyJMv0y5cvV+fOnbVs2TKtXr1a5cqVU+vWrXXgwAFHmgkTJui1117TjBkztHbtWhUqVEiRkZE6d+6cI02XLl30xx9/aMmSJVq0aJFWrlypPn36uPx4AQAAABRMHsYY484KNG7cWDfddJPeeOMNSRfWzypXrpz69++v559//rL7p6amqmjRonrjjTfUtWtXGWNUpkwZPfPMMxo0aJAk6dSpUypVqpQ++OADderUSdu2bVONGjX022+/qWHDhpKkmJgY3Xnnnfrnn39UpkyZy5Z7+vRphYSE6NSpU0y4AQAAABRgOY0N3NrylZSUpPXr1ysiIsKxzdPTUxEREVq9enWO8khISFBycrKKFSsmSdq7d6/i4+Od8gwJCVHjxo0dea5evVpFihRxBF6SFBERIU9PT61duzbLcs6fP6/Tp087PQAAAAAgp9wafB07dkypqakqVaqU0/ZSpUopPj4+R3k899xzKlOmjCPYSt/vUnnGx8crNDTU6XVvb28VK1Ys23LHjRunkJAQx4MFlgEAAADkhtvHfF2J8ePHa+7cufryyy/l7+/v0rKGDBmiU6dOOR5///23S8sDAAAAkL+4dZHlEiVKyMvLS4cPH3bafvjwYYWFhV1y34kTJ2r8+PFaunSpateu7dievt/hw4dVunRppzzr1q3rSHPxhB4pKSk6fvx4tuX6+fnJz88vx8cGAAAAABm5teXL19dXDRo0UGxsrGNbWlqaYmNj1bRp02z3mzBhgsaMGaOYmBincVuSVKFCBYWFhTnlefr0aa1du9aRZ9OmTXXy5EmtX7/ekebHH39UWlqaGjdubNXhAQAAAICDW1u+JCk6OlrdunVTw4YN1ahRI02dOlVnz55Vjx49JEldu3ZV2bJlNW7cOEnSK6+8ouHDh2vOnDkKDw93jNEKCgpSUFCQPDw89PTTT2vs2LGqUqWKKlSooGHDhqlMmTKKioqSJFWvXl1t2rRR7969NWPGDCUnJ6tfv37q1KlTjmY6BAAAAIDccnvw1bFjRx09elTDhw9XfHy86tatq5iYGMeEGXFxcfL0/F8D3VtvvaWkpCQ9+OCDTvmMGDFCI0eOlCQ9++yzOnv2rPr06aOTJ0+qWbNmiomJcRoX9sknn6hfv35q1aqVPD091a5dO7322muuP2AAAAAABZLb1/m6VrHOFwAAAADpGlnnCwAAAAAKCoIvAAAAALABwRcAAAAA2IDgCwAAAABs4PbZDnHljDFKTE51dzUAFAABPl7y8PBwdzUAALgmEXxd44wxenDGaq3ff8LdVQFQADQsX1TzH29KAAYAQB7Q7fAal5icSuAFwDbr9p+gpR0AgDyi5SsfWTc0QoG+Xu6uBoB8KCEpVQ3HLnV3NQAAuKYRfOUjgb5eCvTlTwoAAABcjeh2CAAAAAA2IPgCAAAAABsQfAEAAACADQi+AAAAAMAGBF8AAAAAYAOCLwAAAACwAcEXAAAAANiA4AsAAAAAbEDwBQAAAAA2IPgCAAAAABsQfAEAAACADQi+AAAAAMAGBF8AAAAAYAOCLwAAAACwAcEXAAAAANiA4AsAAAAAbEDwBQAAAAA2IPgCAAAAABsQfAEAAACADQi+AAAAAMAGBF8AAAAAYAOCLwAAAACwAcEXAAAAANiA4AsAAAAAbEDwBQAAAAA2IPgCAAAAABsQfAEAAACADQi+AAAAAMAGBF8AAAAAYAOCLwAAAACwAcEXAAAAANiA4AsAAAAAbEDwBQAAAAA2IPgCAAAAABsQfAEAAACADQi+AAAAAMAGbg++pk+frvDwcPn7+6tx48b69ddfs037xx9/qF27dgoPD5eHh4emTp2aKU36axc/+vbt60jTokWLTK8//vjjrjg8AAAAAJDk5uBr3rx5io6O1ogRI7RhwwbVqVNHkZGROnLkSJbpExISVLFiRY0fP15hYWFZpvntt9906NAhx2PJkiWSpPbt2zul6927t1O6CRMmWHtwAAAAAJCBW4OvyZMnq3fv3urRo4dq1KihGTNmKDAwUDNnzswy/U033aRXX31VnTp1kp+fX5ZpSpYsqbCwMMdj0aJFqlSpkpo3b+6ULjAw0Cld4cKFLT8+AAAAAEjntuArKSlJ69evV0RExP8q4+mpiIgIrV692rIyPv74Y/Xs2VMeHh5Or33yyScqUaKEatasqSFDhighIeGSeZ0/f16nT592egAAAABATnm7q+Bjx44pNTVVpUqVctpeqlQpbd++3ZIyvvrqK508eVLdu3d32v7QQw+pfPnyKlOmjLZs2aLnnntOO3bs0BdffJFtXuPGjdOoUaMsqRcAAACAgsdtwZcd3n//fbVt21ZlypRx2t6nTx/H/2vVqqXSpUurVatW2r17typVqpRlXkOGDFF0dLTj+enTp1WuXDnXVBwAAABAvuO24KtEiRLy8vLS4cOHnbYfPnw428k0cmP//v1aunTpJVuz0jVu3FiStGvXrmyDLz8/v2zHmQEAAADA5bhtzJevr68aNGig2NhYx7a0tDTFxsaqadOmV5z/rFmzFBoaqrvuuuuyaTdt2iRJKl269BWXCwAAAABZcWu3w+joaHXr1k0NGzZUo0aNNHXqVJ09e1Y9evSQJHXt2lVly5bVuHHjJF2YQOPPP/90/P/AgQPatGmTgoKCVLlyZUe+aWlpmjVrlrp16yZvb+dD3L17t+bMmaM777xTxYsX15YtWzRw4EDddtttql27tk1HDgAAAKCgcWvw1bFjRx09elTDhw9XfHy86tatq5iYGMckHHFxcfL0/F/j3MGDB1WvXj3H84kTJ2rixIlq3ry5li9f7ti+dOlSxcXFqWfPnpnK9PX11dKlSx2BXrly5dSuXTsNHTrUdQcKAAAAoMDzMMYYd1fiWnT69GmFhITo1KlTbl0jLCEpRTWGfy9J+nN0pAJ98/UcKgDchGsNAADZy2ls4NZFlgEAAACgoCD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsIG3uysAXA2MMUpMTnV3NYCrVkJSSpb/B5C1AB8veXh4uLsaAK4yBF8o8IwxenDGaq3ff8LdVQGuCQ3Hxrq7CsBVr2H5opr/eFMCMABO6HaIAi8xOZXACwBgqXX7T9CjAkAmtHwBGawbGqFAXy93VwMAcI1KSEpVw7FL3V0NAFcpgi8gg0BfLwX68rEAAACA9eh2CAAAAAA2IPgCAAAAABsQfAEAAACADQi+AAAAAMAGBF8AAAAAYAOCLwAAAACwAcEXAAAAANiA4AsAAAAAbEDwBQAAAAA2IPgCAAAAABsQfAEAAACADdwefE2fPl3h4eHy9/dX48aN9euvv2ab9o8//lC7du0UHh4uDw8PTZ06NVOakSNHysPDw+lRrVo1pzTnzp1T3759Vbx4cQUFBaldu3Y6fPiw1YcGAAAAAA5uDb7mzZun6OhojRgxQhs2bFCdOnUUGRmpI0eOZJk+ISFBFStW1Pjx4xUWFpZtvjfeeKMOHTrkePz8889Orw8cOFDffPON5s+frxUrVujgwYN64IEHLD02AAAAAMjIrcHX5MmT1bt3b/Xo0UM1atTQjBkzFBgYqJkzZ2aZ/qabbtKrr76qTp06yc/PL9t8vb29FRYW5niUKFHC8dqpU6f0/vvva/Lkybr99tvVoEEDzZo1S6tWrdKaNWssP0YAAAAAkNwYfCUlJWn9+vWKiIj4X2U8PRUREaHVq1dfUd47d+5UmTJlVLFiRXXp0kVxcXGO19avX6/k5GSncqtVq6brr7/+kuWeP39ep0+fdnoAAAAAQE65Lfg6duyYUlNTVapUKaftpUqVUnx8fJ7zbdy4sT744APFxMTorbfe0t69e3Xrrbfqv//+kyTFx8fL19dXRYoUyVW548aNU0hIiONRrly5PNcRAAAAQMHj9gk3rNa2bVu1b99etWvXVmRkpL799ludPHlSn3322RXlO2TIEJ06dcrx+Pvvvy2qMQAAAICCwNtdBZcoUUJeXl6ZZhk8fPjwJSfTyK0iRYrohhtu0K5duyRJYWFhSkpK0smTJ51avy5Xrp+f3yXHmQEAAADApbit5cvX11cNGjRQbGysY1taWppiY2PVtGlTy8o5c+aMdu/erdKlS0uSGjRoIB8fH6dyd+zYobi4OEvLBQAAAICM3NbyJUnR0dHq1q2bGjZsqEaNGmnq1Kk6e/asevToIUnq2rWrypYtq3Hjxkm6MEnHn3/+6fj/gQMHtGnTJgUFBaly5cqSpEGDBumee+5R+fLldfDgQY0YMUJeXl7q3LmzJCkkJES9evVSdHS0ihUrpsKFC6t///5q2rSpmjRp4oZ3AQAAAEBB4Nbgq2PHjjp69KiGDx+u+Ph41a1bVzExMY5JOOLi4uTp+b/GuYMHD6pevXqO5xMnTtTEiRPVvHlzLV++XJL0zz//qHPnzvr3339VsmRJNWvWTGvWrFHJkiUd+02ZMkWenp5q166dzp8/r8jISL355pv2HDQAAACAAsmtwZck9evXT/369cvytfSAKl14eLiMMZfMb+7cuZct09/fX9OnT9f06dNzXE8AAAAAuBL5brZDAAAAALgaEXwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGzg7e4KAABgBWOMEpNT3V0NFHAJSSlZ/h9whwAfL3l4eLi7GsiA4AsAcM0zxujBGau1fv8Jd1cFcGg4NtbdVUAB17B8Uc1/vCkB2FWEbocAgGteYnIqgRcAXGTd/hP0CLjK0PIFAMhX1g2NUKCvl7urAQBuk5CUqoZjl7q7GsgCwRcAIF8J9PVSoC9fbwCAqw/dDgEAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANvB2dwUKFGOk5ARr80xKzfD/BEle1uYvST6BkoeH9fkCAAAABQjBl12MkWZGSn+vtThfP0mzLvz/1cqSx3lr85ekck2knjEEYAAAAMAVIPiyS3KC9YGXpECP89rn/5Dl+Tr5e82F+vsWcm05AAAAQD5G8OUOg3ZJvoHursXlJSVIEyu7uxYAAABAvkDw5Q6+gbQiAQAAAAUMsx0CAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANnB78DV9+nSFh4fL399fjRs31q+//ppt2j/++EPt2rVTeHi4PDw8NHXq1Expxo0bp5tuuknBwcEKDQ1VVFSUduzY4ZSmRYsW8vDwcHo8/vjjVh8aAAAAADi4NfiaN2+eoqOjNWLECG3YsEF16tRRZGSkjhw5kmX6hIQEVaxYUePHj1dYWFiWaVasWKG+fftqzZo1WrJkiZKTk9W6dWudPXvWKV3v3r116NAhx2PChAmWHx8AAAAApPO+kp3PnTsnf3//PO8/efJk9e7dWz169JAkzZgxQ4sXL9bMmTP1/PPPZ0p/00036aabbpKkLF+XpJiYGKfnH3zwgUJDQ7V+/Xrddtttju2BgYHZBnAAAAAAYLVct3ylpaVpzJgxKlu2rIKCgrRnzx5J0rBhw/T+++/nOJ+kpCStX79eERER/6uMp6ciIiK0evXq3FYrW6dOnZIkFStWzGn7J598ohIlSqhmzZoaMmSIEhISLpnP+fPndfr0aacHAAAAAORUroOvsWPH6oMPPtCECRPk6+vr2F6zZk299957Oc7n2LFjSk1NValSpZy2lypVSvHx8bmtVpbS0tL09NNP65ZbblHNmjUd2x966CF9/PHHWrZsmYYMGaKPPvpIDz/88CXzGjdunEJCQhyPcuXKWVJHAAAAAAVDrrsdfvjhh3rnnXfUqlUrp0kq6tSpo+3bt1tauSvVt29fbd26VT///LPT9j59+jj+X6tWLZUuXVqtWrXS7t27ValSpSzzGjJkiKKjox3PT58+TQAGAAAAIMdyHXwdOHBAlStXzrQ9LS1NycnJOc6nRIkS8vLy0uHDh522Hz582JKxWP369dOiRYu0cuVKXXfddZdM27hxY0nSrl27sg2+/Pz85Ofnd8X1AgAAAFAw5brbYY0aNfTTTz9l2r5gwQLVq1cvx/n4+vqqQYMGio2NdWxLS0tTbGysmjZtmttqORhj1K9fP3355Zf68ccfVaFChcvus2nTJklS6dKl81wuAAAAAFxKrlu+hg8frm7duunAgQNKS0vTF198oR07dujDDz/UokWLcpVXdHS0unXrpoYNG6pRo0aaOnWqzp4965j9sGvXripbtqzGjRsn6cIkHX/++afj/wcOHNCmTZsUFBTkaI3r27ev5syZo6+//lrBwcGO8WMhISEKCAjQ7t27NWfOHN15550qXry4tmzZooEDB+q2225T7dq1c/t2AAAAAECO5Dr4uu+++/TNN99o9OjRKlSokIYPH6769evrm2++0R133JGrvDp27KijR49q+PDhio+PV926dRUTE+OYhCMuLk6env9rnDt48KBT69rEiRM1ceJENW/eXMuXL5ckvfXWW5IuLKSc0axZs9S9e3f5+vpq6dKljkCvXLlyateunYYOHZrbtwIAAAAAcixP63zdeuutWrJkiSUV6Nevn/r165fla+kBVbrw8HAZYy6Z3+VeL1eunFasWJGrOgIAAADAlcr1mK/ffvtNa9euzbR97dq1WrdunSWVAgAAAID8JtfBV9++ffX3339n2n7gwAH17dvXkkoBAAAAQH6T6+Drzz//VP369TNtr1evnmMyDAAAAACAs1wHX35+fpnW5pKkQ4cOyds7T0PIAAAAACDfy3Xw1bp1aw0ZMkSnTp1ybDt58qReeOGFXM92CAAAAAAFRa6bqiZOnKjbbrtN5cuXd0z7vmnTJpUqVUofffSR5RUEAAAAgPwg18FX2bJltWXLFn3yySfavHmzAgIC1KNHD3Xu3Fk+Pj6uqCMAAAAAXPPyNEirUKFC6tOnj9V1AQAAAAoEY4xMYqJL8k5LSv3f/xMSlZbi5ZJyPAIC5OHh4ZK886s8BV87d+7UsmXLdOTIEaWlpTm9Nnz4cEsqBgAAAORHxhjtf6iLEjdudEn+57x8pXteliTtvKWZ/FOTXFJOQP36Kv/JxwRguZDr4Ovdd9/VE088oRIlSigsLMzpzfbw8CD4AgAAAC7BJCa6LPCSJP/UJH331SCX5Z8uccMGmcREeQQGurys/CLXwdfYsWP10ksv6bnnnnNFfQAAAIACo8ovP8szIMDd1ciVtMRE7bylmburcU3KdfB14sQJtW/f3hV1AQAAAAoUz4AAedJyVGDkep2v9u3b64cffnBFXQAAAAAg38p1y1flypU1bNgwrVmzRrVq1co0vfyAAQMsqxwAAAAA5Be5Dr7eeecdBQUFacWKFVqxYoXTax4eHgRfAAAAAJCFXAdfe/fudUU9AAAAACBfy9M6X7jKGSMlJ1x5PkkJWf//SvgESqwFAQAAgAIoT8HXP//8o4ULFyouLk5JSc6Ltk2ePNmSiiGPjJFmRkp/r7U234mVrcmnXBOpZwwBGAAAAAqcXAdfsbGxuvfee1WxYkVt375dNWvW1L59+2SMUf369V1RR+RGcoL1gZeV/l5zoY6+hdxdEwAAAMBWuQ6+hgwZokGDBmnUqFEKDg7W559/rtDQUHXp0kVt2rRxRR2RV4N2Sb5XyboRSQnWtZ6hwDDGKDEl0d3VwDUgITk1w/8TJQ8vN9YG15IA7wB50BsDgE1yHXxt27ZNn3766YWdvb2VmJiooKAgjR49Wvfdd5+eeOIJyyuJPPINpIUJ1yxjjLp+11Wbjm5yd1VwDTBpPpLGSJJafNZcHp7J7q0Qrhn1QutpdpvZBGAAbJHr4KtQoUKOcV6lS5fW7t27deONN0qSjh07Zm3tABRYiSmJBF7IMQ/PZAVXf97d1cA1aOORjUpMSVSgz1XSUwRAvpbr4KtJkyb6+eefVb16dd1555165pln9Pvvv+uLL75QkyZNXFFHAAXc8g7LFeAd4O5qAMhHElMS1eKzFu6uBoACJtfB1+TJk3XmzBlJ0qhRo3TmzBnNmzdPVapUYaZDAC4R4B3AXWkAAHDNy3XwVbFiRcf/CxUqpBkzZlhaIQAAAADIjzxzu0PFihX177//Ztp+8uRJp8AMAAAAAPA/uQ6+9u3bp9TU1Ezbz58/rwMHDlhSKQAAAADIb3Lc7XDhwoWO/3///fcKCQlxPE9NTVVsbKzCw8MtrRwAAACAvDHGyCRav15mWoY801yQvyR5BOTPNfhyHHxFRUVJkjw8PNStWzen13x8fBQeHq5JkyZZWjkAAAAAuWeM0f6Huihx40aXlrPzlmYuyTegfn2V/+TjfBeA5Tj4SktLkyRVqFBBv/32m0qUKOGySgEAAADIO5OY6PLAy5USN2yQSUyUR2D+mu0417Md7t27N9O2kydPqkiRIlbUBwAAAICFqvzyszwDro31MtMSE13WmnY1yHXw9corryg8PFwdO3aUJLVv316ff/65SpcurW+//VZ16tSxvJIAAAAA8sYzIECe+awF6VqV69kOZ8yYoXLlykmSlixZoqVLlyomJkZt27bV4MGDLa8gAAAAAOQHuW75io+PdwRfixYtUocOHdS6dWuFh4ercePGllcQAAAAAPKDXLd8FS1aVH///bckKSYmRhEREZIuzKiS1fpfAAAAAIA8tHw98MADeuihh1SlShX9+++/atu2rSRp48aNqly5suUVBAAAAID8INfB15QpUxQeHq6///5bEyZMUFBQkCTp0KFDevLJJy2vIAAAAADkB7kOvnx8fDRo0KBM2wcOHGhJhQAAAAAgP8pR8LVw4UK1bdtWPj4+Wrhw4SXT3nvvvZZUDAAAAADykxwFX1FRUYqPj1doaKiioqKyTefh4cGkGwAAAACQhRwFX2lpaVn+HwAAAACQM7meah4AAAAAkHs5avl67bXXcpzhgAED8lwZAAAAAMivchR8TZkyxen50aNHlZCQoCJFikiSTp48qcDAQIWGhhJ8AQAAAEAWctTtcO/evY7HSy+9pLp162rbtm06fvy4jh8/rm3btql+/foaM2aMq+sLAAAAANekXI/5GjZsmF5//XVVrVrVsa1q1aqaMmWKhg4dmusKTJ8+XeHh4fL391fjxo3166+/Zpv2jz/+ULt27RQeHi4PDw9NnTo1T3meO3dOffv2VfHixRUUFKR27drp8OHDua47AAAAAORUroOvQ4cOKSUlJdP21NTUXAcw8+bNU3R0tEaMGKENGzaoTp06ioyM1JEjR7JMn5CQoIoVK2r8+PEKCwvLc54DBw7UN998o/nz52vFihU6ePCgHnjggVzVHQAAAAByI9fBV6tWrfTYY49pw4YNjm3r16/XE088oYiIiFzlNXnyZPXu3Vs9evRQjRo1NGPGDAUGBmrmzJlZpr/pppv06quvqlOnTvLz88tTnqdOndL777+vyZMn6/bbb1eDBg00a9YsrVq1SmvWrMlV/QEAAAAgp3IdfM2cOVNhYWFq2LCh/Pz85Ofnp0aNGqlUqVJ67733cpxPUlKS1q9f7xSweXp6KiIiQqtXr85ttXKc5/r165WcnOyUplq1arr++usvWe758+d1+vRppwcAAAAA5FSOZjvMqGTJkvr222+1c+dObdu2TdKF4OWGG27IVT7Hjh1TamqqSpUq5bS9VKlS2r59e26rleM84+Pj5evr65ipMWOa+Pj4bPMeN26cRo0alad6AQAAAECug690VapUUZUqVaysy1VtyJAhio6Odjw/ffq0ypUr58YaAQAAALiW5Dn4ulIlSpSQl5dXpkk6Dh8+nO1kGlbkGRYWpqSkJJ08edKp9ety5aZ3sQQAAACAvHBb8OXr66sGDRooNjZWUVFRkqS0tDTFxsaqX79+LsuzQYMG8vHxUWxsrNq1aydJ2rFjh+Li4tS0adMrPi4AAK5VxhglpiS6uxq2yHicBeWYA7wD5OHh4e5qAAWa24IvSYqOjla3bt3UsGFDNWrUSFOnTtXZs2fVo0cPSVLXrl1VtmxZjRs3TtKFCTX+/PNPx/8PHDigTZs2KSgoSJUrV85RniEhIerVq5eio6NVrFgxFS5cWP3791fTpk3VpEkTN7wLAAC4nzFGXb/rqk1HN7m7KrZr8VkLd1fBFvVC62l2m9kEYIAbuTX46tixo44eParhw4crPj5edevWVUxMjGPCjLi4OHl6/m9CxoMHD6pevXqO5xMnTtTEiRPVvHlzLV++PEd5StKUKVPk6empdu3a6fz584qMjNSbb75pz0EDAHAVSkxJLJCBV0Gy8chGJaYkKtAn0N1VAQqsPAVfP/30k95++23t3r1bCxYsUNmyZfXRRx+pQoUKatasWa7y6tevX7bdDNMDqnTh4eEyxlxRnpLk7++v6dOna/r06bmqKwAABcHyDssV4B3g7mrAIokpiQWmdQ+42uU6+Pr888/1yCOPqEuXLtq4caPOnz8v6cLixS+//LK+/fZbyysJAADsE+AdQOsIALhArhdZHjt2rGbMmKF3331XPj4+ju233HKLNmzYYGnlAAAAACC/yHXwtWPHDt12222ZtoeEhOjkyZNW1AkAAAAA8p1cB19hYWHatWtXpu0///yzKlasaEmlAAAAACC/yXXw1bt3bz311FNau3atPDw8dPDgQX3yyScaNGiQnnjiCVfUEQAAAACuebmecOP5559XWlqaWrVqpYSEBN12223y8/PToEGD1L9/f1fUEQAAAACuebkOvjw8PPTiiy9q8ODB2rVrl86cOaMaNWooKCjIFfUDCjxjjBJTEt1dDdtlPOaCePzpArwDWBAVAIB8Is+LLPv6+qpGjRpW1gXARYwx6vpd1wK/8GlBXp+mXmg9zW4zmwAMAIB8INfB19mzZzV+/HjFxsbqyJEjSktLc3p9z549llUOKOgSUxILfOBV0G08slGJKYmsuQQAQD6Q6+Dr0Ucf1YoVK/TII4+odOnS3I0FbLK8w3IFeAe4uxqwSWJKYoFu8QMAID/KdfD13XffafHixbrllltcUR8A2QjwDqD1AwAA4BqW66nmixYtqmLFirmiLgAAAACQb+U6+BozZoyGDx+uhIQEV9QHAAAAAPKlXHc7nDRpknbv3q1SpUopPDxcPj4+Tq9v2LDBssoBAAAAQH6R6+ArKirKBdUAAAC49lwLazFea+smsr4h8rNcB18jRoxwRT0AAACuKdfiWozXwiyqrG+I/CzXY74AAADAWoyukr6+IZAf5ajlq1ixYvrrr79UokQJFS1a9JJ3Io4fP25Z5QAAAK4FrMV45VjfEAVBjoKvKVOmKDg42PF/moEBAAD+h7UYAeREjoKvbt26Of7fvXt3V9UFAAAAAPKtXI/52rBhg37//XfH86+//lpRUVF64YUXlJSUZGnlAAAAACC/yPVsh4899pief/551apVS3v27FHHjh31wAMPaP78+UpISNDUqVNdUE0AAABcjayabt9VU+IzdT2uJrkOvv766y/VrVtXkjR//nw1b95cc+bM0S+//KJOnToRfAEAABQQrppu38qJN5i6HleTXHc7NMYoLS1NkrR06VLdeeedkqRy5crp2LFj1tYOAAAAV61rYbp9pq7H1STXLV8NGzbU2LFjFRERoRUrVuitt96SJO3du1elSpWyvIIAAAC4+l1t0+0zdT2uRrkOvqZOnaouXbroq6++0osvvqjKlStLkhYsWKCbb77Z8goCAADg6sd0+8Dl5Tr4ql27ttNsh+leffVVeXl5WVIpAAAAAMhvch18pVu/fr22bdsmSapRo4bq169vWaUAAAAAIL/JdfB15MgRdezYUStWrFCRIkUkSSdPnlTLli01d+5clSxZ0uo6AgAAAMA1L9ezHfbv319nzpzRH3/8oePHj+v48ePaunWrTp8+rQEDBriijgAAAABwzct1y1dMTIyWLl2q6tWrO7bVqFFD06dPV+vWrS2tHAAAAADkF7lu+UpLS5OPj0+m7T4+Po71vwAAAAAAznIdfN1+++166qmndPDgQce2AwcOaODAgWrVqpWllQMAAACA/CLXwdcbb7yh06dPKzw8XJUqVVKlSpVUoUIFnT59Wq+//ror6ggAAAAA17xcj/kqV66cNmzYoKVLl2r79u2SpOrVqysiIsLyygEAAOSVMUaJKYkuyz9j3q4sJ12Ad4A8PDxcXg4A18nTOl8eHh664447dMcdd1hdHwAAgCtmjFHX77pq09FNtpTX4rMWLi+jXmg9zW4zmwAMuIbluNvhjz/+qBo1auj06dOZXjt16pRuvPFG/fTTT5ZWDlcxY6Sks7l4JPxv36SE3O1rjPuOEwBwTUpMSbQt8LLLxiMbbWlhA+A6OW75mjp1qnr37q3ChQtnei0kJESPPfaYJk+erFtvvdXSCuIqZIw0M1L6e23e9p9YOXfpyzWResZI3OkDAOTB8g7LFeAd4O5q5FliSqItLWsAXC/HwdfmzZv1yiuvZPt669atNXHiREsqhatcckLeA6+8+HvNhTJ9C9lXJgAg3wjwDlCgT6C7qwEAOQ++Dh8+nOX6Xo6MvL119OhRSyqFa8igXZKvi77QkhJy30oGAAAAXKVyHHyVLVtWW7duVeXKWf8Y3rJli0qXLm1ZxXCN8A2kRQoAAADIgRwHX3feeaeGDRumNm3ayN/f3+m1xMREjRgxQnfffbflFQRQcLl6muirmd1TWF+NmFYbAJDf5Dj4Gjp0qL744gvdcMMN6tevn6pWrSpJ2r59u6ZPn67U1FS9+OKLLqsogILF7mmir2YFdaA902oDAPKbHAdfpUqV0qpVq/TEE09oyJAhMv8//beHh4ciIyM1ffp0lSpVymUVBVCw5MdpopE76dNqM1ECACC/yNUiy+XLl9e3336rEydOaNeuXTLGqEqVKipatKir6gcA1/w00cgdptUGAORXuQq+0hUtWlQ33XST1XUB8r3cjmG6knE/+Wm8DNNEAwCA/CBPwZfVpk+frldffVXx8fGqU6eOXn/9dTVq1Cjb9PPnz9ewYcO0b98+ValSRa+88oruvPNOx+vZ/eCcMGGCBg8eLEkKDw/X/v37nV4fN26cnn/+eQuOCMjsSscw5bYlgPEyAAAAVxdPd1dg3rx5io6O1ogRI7RhwwbVqVNHkZGROnLkSJbpV61apc6dO6tXr17auHGjoqKiFBUVpa1btzrSHDp0yOkxc+ZMeXh4qF27dk55jR492ild//79XXqsKNjsHsOUPl4GAAAAVwe3t3xNnjxZvXv3Vo8ePSRJM2bM0OLFizVz5swsW6GmTZumNm3aOFqwxowZoyVLluiNN97QjBkzJElhYWFO+3z99ddq2bKlKlas6LQ9ODg4U1rADq4cw8R4GQAAgKuTW1u+kpKStH79ekVERDi2eXp6KiIiQqtXr85yn9WrVzull6TIyMhs0x8+fFiLFy9Wr169Mr02fvx4FS9eXPXq1dOrr76qlJSUbOt6/vx5nT592ukB5FX6GCZXPJiYAgAA4Ork1pavY8eOKTU1NdMU9aVKldL27duz3Cc+Pj7L9PHx8Vmmnz17toKDg/XAAw84bR8wYIDq16+vYsWKadWqVRoyZIgOHTqkyZMnZ5nPuHHjNGrUqJweGgAAAAA4cXu3Q1ebOXOmunTpIn9/f6ft0dHRjv/Xrl1bvr6+euyxxzRu3Dj5+fllymfIkCFO+5w+fVrlypVzXcUBAAAA5CtuDb5KlCghLy8vHT582Gn74cOHsx2LFRYWluP0P/30k3bs2KF58+Zdti6NGzdWSkqK9u3bp6pVq2Z63c/PL8ugDAAAAABywq1jvnx9fdWgQQPFxsY6tqWlpSk2NlZNmzbNcp+mTZs6pZekJUuWZJn+/fffV4MGDVSnTp3L1mXTpk3y9PRUaGhoLo8CAAAAAC7P7d0Oo6Oj1a1bNzVs2FCNGjXS1KlTdfbsWcfsh127dlXZsmU1btw4SdJTTz2l5s2ba9KkSbrrrrs0d+5crVu3Tu+8845TvqdPn9b8+fM1adKkTGWuXr1aa9euVcuWLRUcHKzVq1dr4MCBevjhh1W0aFHXHzQAAACAAsftwVfHjh119OhRDR8+XPHx8apbt65iYmIck2rExcXJ0/N/DXQ333yz5syZo6FDh+qFF15QlSpV9NVXX6lmzZpO+c6dO1fGGHXu3DlTmX5+fpo7d65Gjhyp8+fPq0KFCho4cKDTmC4AAAAAsJLbgy9J6tevn/r165fla8uXL8+0rX379mrfvv0l8+zTp4/69OmT5Wv169fXmjVrcl1PAAAAAMgrt475AgAAAICCguALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANvB2dwUAANcuY4wSUxItzTNjflbnnS7AO0AeHh4uyRsAgOwQfAEA8sQYo67fddWmo5tcVkaLz1q4JN96ofU0u81sAjAAgK0IvgAAeZKYkujSwMuVNh7ZqMSURAX6BLq7KiiActtifCWtwbTyAlcXgi8AwBVb3mG5ArwD3F2Ny0pMSXRZaxqQE1faYpzb85dWXuDqQvAFALhiAd4BtCJdZfJb60p+OR67W4xp5QWuLgRfAADkM/mtdSW/HU86V7YY08oLXJ0IvgAAyGfyW+tKfjuedLQY505+af1EwUbwBQC46lk1pb0rprG/2n+k5bfWlfx2PMiZ/Nr6iYKH4AsAcFVz1ZT2Vv3Ivtp/pOW31pX8djzImfza+omCh+ALAHBVu9qntOdHGmAvWj9xLSP4AgBcM66mKe35kQa4B62fuJYRfAEArhn86AIAXMs83V0BAAAAACgICL4AAAAAwAYEXwAAAABgA4IvAAAAALABwRcAAAAA2IDgCwAAAABsQPAFAAAAADYg+AIAAAAAGxB8AQAAAIANCL4AAAAAwAYEXwAAAABgA4IvAAAAALCBt7srAADA1cAYo8SUxBynz5g2N/tJUoB3gDw8PHK1DwDg2kfwBQAo8Iwx6vpdV206uilP+7f4rEWu0tcLrafZbWYTgAFAAUO3QwBAgZeYkpjnwCsvNh7ZmOvWMgDAtY+WLwAAMljeYbkCvANckndiSmKuW8kA4GpnjJFJtOaGUlqGfNIsytMj4Orp6k3wBQBABgHeAQr0CXR3NQDgmmCM0f6Huihx40bL8955SzNL8gmoX1/lP/n4qgjA6HYIAAAAIE9MYqJLAi8rJW7YYFnL3JWi5QsAAADAFavyy8/yDHBNt+28SEtMtKz1zCoEXwAAAACumGdAgDwD6bZ9KXQ7BAAAAAAbEHwBAAAAgA3odgggz4wxLlurKGO+rlwPKcD76pl+FgAA5G9XRfA1ffp0vfrqq4qPj1edOnX0+uuvq1GjRtmmnz9/voYNG6Z9+/apSpUqeuWVV3TnnXc6Xu/evbtmz57ttE9kZKRiYmIcz48fP67+/fvrm2++kaenp9q1a6dp06YpKCjI+gME8iFjjLp+19WWhWlduS5SvdB6mt1mNgEYAABwObd3O5w3b56io6M1YsQIbdiwQXXq1FFkZKSOHDmSZfpVq1apc+fO6tWrlzZu3KioqChFRUVp69atTunatGmjQ4cOOR6ffvqp0+tdunTRH3/8oSVLlmjRokVauXKl+vTp47LjBPKbxJREWwIvV9t4ZKNLW9YAAADSub3la/Lkyerdu7d69OghSZoxY4YWL16smTNn6vnnn8+Uftq0aWrTpo0GDx4sSRozZoyWLFmiN954QzNmzHCk8/PzU1hYWJZlbtu2TTExMfrtt9/UsGFDSdLrr7+uO++8UxMnTlSZMmWsPkwgX1veYbkCvK+eqWVzIjEl0aUtagAAABdza/CVlJSk9evXa8iQIY5tnp6eioiI0OrVq7PcZ/Xq1YqOjnbaFhkZqa+++spp2/LlyxUaGqqiRYvq9ttv19ixY1W8eHFHHkWKFHEEXpIUEREhT09PrV27Vvfff3+mcs+fP6/z5887np8+fTrXxwvkVwHeAQr0cc3Usq4cV5bOVfkzngwAAGTk1uDr2LFjSk1NValSpZy2lypVStu3b89yn/j4+CzTx8fHO563adNGDzzwgCpUqKDdu3frhRdeUNu2bbV69Wp5eXkpPj5eoaGhTnl4e3urWLFiTvlkNG7cOI0aNSovhwkgj+waV+aqFjDGkwEAgIzc3u3QFTp16uT4f61atVS7dm1VqlRJy5cvV6tWrfKU55AhQ5xa3E6fPq1y5cpdcV0BZO9aH1eWPp7MVa2CAADg2uLW4KtEiRLy8vLS4cOHnbYfPnw42/FaYWFhuUovSRUrVlSJEiW0a9cutWrVSmFhYZkm9EhJSdHx48ezzcfPz09+fn45OSwALnAtjStjPBkAAMiKW4MvX19fNWjQQLGxsYqKipIkpaWlKTY2Vv369ctyn6ZNmyo2NlZPP/20Y9uSJUvUtGnTbMv5559/9O+//6p06dKOPE6ePKn169erQYMGkqQff/xRaWlpaty4sTUHB8BSrhxXBgAAYAe3TzUfHR2td999V7Nnz9a2bdv0xBNP6OzZs47ZD7t27eo0IcdTTz2lmJgYTZo0Sdu3b9fIkSO1bt06R7B25swZDR48WGvWrNG+ffsUGxur++67T5UrV1ZkZKQkqXr16mrTpo169+6tX3/9Vb/88ov69eunTp06MdMhAAAAAJdw+5ivjh076ujRoxo+fLji4+NVt25dxcTEOCbViIuLk6fn/2LEm2++WXPmzNHQoUP1wgsvqEqVKvrqq69Us2ZNSZKXl5e2bNmi2bNn6+TJkypTpoxat26tMWPGOHUb/OSTT9SvXz+1atXKscjya6+9Zu/BAwAAACgw3B58SVK/fv2y7Wa4fPnyTNvat2+v9u3bZ5k+ICBA33///WXLLFasmObMmZOregIAAABAXrm92yEAAAAAFAQEXwAAAABgA4IvAAAAALABwRcAAAAA2IDgCwAAAABsQPAFAAAAADYg+AIAAAAAG1wV63wBgLsZY5SYkmhJXhnzsSrPAO8AeXh4WJIXAABwD4IvAAWeMUZdv+uqTUc3WZ53i89aWJJPvdB6mt1mNgEYAADXMLodAijwElMSXRJ4WWnjkY2WtaIBAAD3oOULADJY3mG5ArwD3F0Nh8SURMtazwAAgHsRfAFABgHeAQr0CXR3NQAAQD5Et0MAAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsMFVEXxNnz5d4eHh8vf3V+PGjfXrr79eMv38+fNVrVo1+fv7q1atWvr2228dryUnJ+u5555TrVq1VKhQIZUpU0Zdu3bVwYMHnfIIDw+Xh4eH02P8+PEuOT4AAAAAcHvwNW/ePEVHR2vEiBHasGGD6tSpo8jISB05ciTL9KtWrVLnzp3Vq1cvbdy4UVFRUYqKitLWrVslSQkJCdqwYYOGDRumDRs26IsvvtCOHTt07733Zspr9OjROnTokOPRv39/lx4rAAAAgILL7cHX5MmT1bt3b/Xo0UM1atTQjBkzFBgYqJkzZ2aZftq0aWrTpo0GDx6s6tWra8yYMapfv77eeOMNSVJISIiWLFmiDh06qGrVqmrSpIneeOMNrV+/XnFxcU55BQcHKywszPEoVKiQy48XAAAAQMHk1uArKSlJ69evV0REhGObp6enIiIitHr16iz3Wb16tVN6SYqMjMw2vSSdOnVKHh4eKlKkiNP28ePHq3jx4qpXr55effVVpaSkZJvH+fPndfr0aacHAAAAAOSUtzsLP3bsmFJTU1WqVCmn7aVKldL27duz3Cc+Pj7L9PHx8VmmP3funJ577jl17txZhQsXdmwfMGCA6tevr2LFimnVqlUaMmSIDh06pMmTJ2eZz7hx4zRq1KjcHB4AAAAAOLg1+HK15ORkdejQQcYYvfXWW06vRUdHO/5fu3Zt+fr66rHHHtO4cePk5+eXKa8hQ4Y47XP69GmVK1fOdZUHAAAAkK+4NfgqUaKEvLy8dPjwYafthw8fVlhYWJb7hIWF5Sh9euC1f/9+/fjjj06tXllp3LixUlJStG/fPlWtWjXT635+flkGZQAAAACQE24d8+Xr66sGDRooNjbWsS0tLU2xsbFq2rRplvs0bdrUKb0kLVmyxCl9euC1c+dOLV26VMWLF79sXTZt2iRPT0+Fhobm8WgAAAAAIHtu73YYHR2tbt26qWHDhmrUqJGmTp2qs2fPqkePHpKkrl27qmzZsho3bpwk6amnnlLz5s01adIk3XXXXZo7d67WrVund955R9KFwOvBBx/Uhg0btGjRIqWmpjrGgxUrVky+vr5avXq11q5dq5YtWyo4OFirV6/WwIED9fDDD6to0aLueSMAAAAA5GtuD746duyoo0ePavjw4YqPj1fdunUVExPjmFQjLi5Onp7/a6C7+eabNWfOHA0dOlQvvPCCqlSpoq+++ko1a9aUJB04cEALFy6UJNWtW9eprGXLlqlFixby8/PT3LlzNXLkSJ0/f14VKlTQwIEDncZ0AQAAAICV3B58SVK/fv3Ur1+/LF9bvnx5pm3t27dX+/bts0wfHh4uY8wly6tfv77WrFmT63oCAAAAQF65fZFlAAAAACgICL4AAAAAwAYEXwAAAABgA4IvAAAAALABwRcAAAAA2IDgCwAAAABsQPAFAAAAADYg+AIAAAAAGxB8AQAAAIANCL4AAAAAwAYEXwAAAABgA4IvAAAAALABwRcAAAAA2IDgCwAAAABsQPAFAAAAADYg+AIAAAAAGxB8AQAAAIANCL4AAAAAwAYEXwAAAABgA4IvAAAAALABwRcAAAAA2IDgCwAAAABsQPAFAAAAADYg+AIAAAAAGxB8AQAAAIANCL4AAAAAwAYEXwAAAABgA4IvAAAAALCBt7srAAAFiTFGiSmJOU6fMW1u9pOkAO8AeXh45GofAADgOgRfAGATY4y6ftdVm45uytP+LT5rkav09ULraXab2QRgAABcJeh2CAA2SUxJzHPglRcbj2zMdWsZAABwHVq+AMANlndYrgDvAJfknZiSmOtWMgAA4HoEXwDgBgHeAQr0CXR3NQAAgI3odggAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGADgi8AAAAAsAHBFwAAAADYgOALAAAAAGxA8AUAAAAANiD4AgAAAAAbEHwBAAAAgA0IvgAAAADABgRfAAAAAGCDqyL4mj59usLDw+Xv76/GjRvr119/vWT6+fPnq1q1avL391etWrX07bffOr1ujNHw4cNVunRpBQQEKCIiQjt37nRKc/z4cXXp0kWFCxdWkSJF1KtXL505c8byYwMAAAAA6SoIvubNm6fo6GiNGDFCGzZsUJ06dRQZGakjR45kmX7VqlXq3LmzevXqpY0bNyoqKkpRUVHaunWrI82ECRP02muvacaMGVq7dq0KFSqkyMhInTt3zpGmS5cu+uOPP7RkyRItWrRIK1euVJ8+fVx+vAAAAAAKJrcHX5MnT1bv3r3Vo0cP1ahRQzNmzFBgYKBmzpyZZfpp06apTZs2Gjx4sKpXr64xY8aofv36euONNyRdaPWaOnWqhg4dqvvuu0+1a9fWhx9+qIMHD+qrr76SJG3btk0xMTF677331LhxYzVr1kyvv/665s6dq4MHD9p16AAAAAByIS0hIeePxMT/7ZeYmKt9XcXbZTnnQFJSktavX68hQ4Y4tnl6eioiIkKrV6/Ocp/Vq1crOjraaVtkZKQjsNq7d6/i4+MVERHheD0kJESNGzfW6tWr1alTJ61evVpFihRRw4YNHWkiIiLk6emptWvX6v77789U7vnz53X+/HnH81OnTkmSTp8+ncODPSudN/r/nSTf1Jztl1t2lJOfjkVSQlKK0s4n/H8xp5Xi65qPRUJyglITU/9Xjk8K5VwFZVAO5dhVBuVQjl1lUM7VX05aQoLOpP6vHM8U68uxoww7y0m3o0HDyyfKwsYmTXOVvur6dblKnx4TGGMundC40YEDB4wks2rVKqftgwcPNo0aNcpyHx8fHzNnzhynbdOnTzehoaHGGGN++eUXI8kcPHjQKU379u1Nhw4djDHGvPTSS+aGG27IlHfJkiXNm2++mWW5I0aMMJJ48ODBgwcPHjx48ODBI8vH33//fcn4x60tX9eSIUOGOLW4paWl6fjx4ypevLg8PDzcWDMAAAAA7mSM0X///acyZcpcMp1bg68SJUrIy8tLhw8fdtp++PBhhYWFZblPWFjYJdOn/3v48GGVLl3aKU3dunUdaS6e0CMlJUXHjx/Ptlw/Pz/5+fk5bStSpMilDxAAAABAgRASEnLZNG6dcMPX11cNGjRQbGysY1taWppiY2PVtGnW/TKbNm3qlF6SlixZ4khfoUIFhYWFOaU5ffq01q5d60jTtGlTnTx5UuvXr3ek+fHHH5WWlqbGjRtbdnwAAAAAkM7t3Q6jo6PVrVs3NWzYUI0aNdLUqVN19uxZ9ejRQ5LUtWtXlS1bVuPGjZMkPfXUU2revLkmTZqku+66S3PnztW6dev0zjvvSJI8PDz09NNPa+zYsapSpYoqVKigYcOGqUyZMoqKipIkVa9eXW3atFHv3r01Y8YMJScnq1+/furUqdNlmwoBAAAAIC/cHnx17NhRR48e1fDhwxUfH6+6desqJiZGpUqVkiTFxcXJ0/N/DXQ333yz5syZo6FDh+qFF15QlSpV9NVXX6lmzZqONM8++6zOnj2rPn366OTJk2rWrJliYmLk7+/vSPPJJ5+oX79+atWqlTw9PdWuXTu99tpr9h04AAAAgALFw5jLzYcIAAAAALhSbl9kGQAAAAAKAoIvAAAAALABwRcAAAAA2IDgCwAAAABsQPBls5MnT7o0/3/++Uf//POPS8tI5+pjkS6s0fbVV19p27ZtLi8rP+F9u3okJiYqISHB8Xz//v2aOnWqfvjhB0vL2bBhg37//XfH86+//lpRUVF64YUXlJSUZGlZGdl5rtlxzbmWuescwNXDruvNxVx1Hchv18+///7b6Tfar7/+qqefftqxXJIV7HjPkpOT1bNnT+3du9eyPHPi3LlzOn36tNPjmmTgMuPHjzdz5851PG/fvr3x9PQ0ZcqUMZs2bbKsnNTUVDNq1ChTuHBh4+npaTw9PU1ISIgZPXq0SU1NtaQMu46lffv25vXXXzfGGJOQkGCqVKlifHx8jLe3t1mwYIFl5Xz33Xfmp59+cjx/4403TJ06dUznzp3N8ePHLSvHGGPOnDljFi9ebN566y0zbdo0p4dVXPm+bd682XEebd68+ZIPq/z2229m8ODBpmPHjub+++93eljFrnPgjjvuMG+99ZYxxpgTJ06YUqVKmeuuu874+/ubN99807JyGjZs6Phb79692/j7+5vOnTubypUrm6eeesqycuz6jNpxzclv1wG7zoEPPvjALFq0yPF88ODBJiQkxDRt2tTs27fvmivHmAufzYkTJ5pevXqZXr16mcmTJ5uTJ09alr9dx2LX9cau60B+u342a9bMfPjhh8YYYw4dOmQKFy5smjZtakqUKGFGjRplSRl2vWeFCxc2e/bssSy/7Jw9e9b07dvXlCxZ0vEbN+PDSsuXLzd33323qVSpkqlUqZK55557zMqVKy0twxhjCL5cKDw83Pzyyy/GGGN++OEHU6RIEfP999+bXr16mTvuuMOycp5//nlTsmRJ8+abbzp+BE+fPt2ULFnSvPDCC5aUYdexlCpVyvHD6pNPPjGVK1c2Z8+eNW+++aapW7euZeXUrFnTLF682BhjzJYtW4yfn58ZMmSIadKkienevbtl5WzYsMGEhYWZwoULGy8vL1OyZEnj4eFhChUqZCpUqGBZOa583zw8PMzhw4cd//f09DQeHh6OR/pzqy6Cn376qfHx8TF333238fX1NXfffbe54YYbTEhIiKV/G7vOgeLFi5utW7caY4x59913Te3atU1qaqr57LPPTLVq1Swrp3DhwmbXrl3GmAuBS+vWrY0xxvz888/muuuus6wcuz6jdlxz8tt1wK5z4IYbbjCxsbHGGGNWrVplAgMDzdtvv23uueceS2+Q2FXOb7/9ZooVK2bKli3ruMlz3XXXmeLFi5v169dbUoZdx2LX9cau60B+u34WKVLEbN++3RhjzLRp08zNN99sjDHm+++/t+xaYNd71rVrVzN58mTL8svOk08+aapXr24WLFhgAgICzMyZM82YMWPMddddZz7++GPLyvnoo4+Mt7e36dChg+PGWIcOHYyPj4/55JNPLCvHGIIvl/L39zdxcXHGGGMGDBhg+vTpY4wxZseOHaZIkSKWlVO6dGnz9ddfZ9r+1VdfmTJlylhShl3HkrGcRx55xDz33HPGGGP2799vChUqZFk5hQoVMnv37jXGGDNixAjTrl07Y4wx69evN6VKlbKsnObNm5vevXub1NRUExQUZHbv3m3i4uLMbbfdZj7//HPLynHl+7Zv3z6Tlpbm+P+lHlaoVauWeeONN4wxxvGepaWlmd69e5vhw4dbUoYx9p0DAQEBZv/+/caYC3eLR44caYwxJi4uzgQEBFhWTnBwsPnrr7+MMcZERESYqVOnGmMunAP+/v6WlWPXZ9SOa05+uw7YdQ5kPKefffZZ88gjjxhjjNm6daspUaLENVdOs2bNTPfu3U1ycrJjW3JysunWrZu59dZbLSnDHe+ZK683dl0H8tv1M+M155577jHjx4+3vBy73rMxY8aYIkWKmHbt2pmXX37ZZS365cqVM8uWLTPGXPg77dy50xhjzIcffmjatm1rWTnVqlXLMpicNGmSpUGrMQRfLlW6dGnHndsbbrjBfPbZZ8YYY7Zv326Cg4MtK8fPz8/s2LEj0/bt27db9mG261iqVKli5s2bZ86cOWNKlizpuFO4adMmU7x4ccvKKVq0qPnjjz+MMcbccsst5u233zbGGLN3715LL04hISGOu1whISHmzz//NMYYs2bNGlO1alXLyrHrfbNDYGCg48upWLFiZsuWLcYYY/78808TFhZmWTl2nQO1atUy06ZNM3FxcaZw4cJm1apVxhhj1q1bZ+kP/JYtW5quXbuaDz/80Pj4+Di+oJYvX27Kly9vWTl2nWt2XHPy23XArnOgZMmSZsOGDcYYY+rWrevoRrVr1y5Lf3jbVY6/v7/Ztm1bpu1//PGHZeeBXcdi1/XGrutAfrt+NmrUyDz33HNm5cqVxt/f39F6uHr1alO2bFlLyrDrPQsPD8/2YWWLfqFChRzBZNmyZc3atWuNMcbs2bPH0s+Or6+v4++e0c6dO42fn59l5RhD8OVSffv2NeXLlzcRERGmePHi5r///jPGXOhWVa9ePcvKadSokenfv3+m7f369TONGze2pAy7jmX69OnG29vbFClSxNSpU8cx1ui1114zLVq0sKyce+65x0RGRprRo0cbHx8f888//xhjLjT9V6lSxbJySpQo4bibVqVKFRMTE2OMMWbbtm0mMDDQsnJc+b59/fXXJikpyfH/Sz2sULZsWUfAVatWLTNnzhxjzIWuOoULF7akDGPsOwfmz59vfHx8jKenp1N3uZdfftm0adPGsnI2b95satasaQoXLuy402nMhetA586dLSvHrs+oHdec/HYdsOsceOihh0z9+vVNr169TGBgoDl27Jgx5sL14cYbb7zmygkNDTXff/99pu0xMTEmNDTUkjLsOpaM15uIiAjHdquvN3ZdB/Lb9XPZsmWmSJEixtPT0/To0cOxfciQIZZ1P7XrHLBLrVq1zPLly40xxrRq1co888wzxpgL3TatCliNMaZSpUpmxowZmba/9dZbpnLlypaVYwzBl0slJSWZV1991QwYMMBxx8sYYyZPnmzeffddy8pZvny5KVSokKlevbrp2bOn6dmzp6levboJCgqybKCgXcdizIX+91988YXjx5YxxixatMj8/PPPlpWxf/9+c9ddd5natWub9957z7H96aefzjKQzas77rjD0Vf40UcfNY0aNTIff/yxiYyMNI0aNbKsHGNc975dPOYru4dVY746d+5sJk2aZIwxZvTo0aZkyZLm0UcfNeXLl7d0bIRd54AxFwZWb9iwwWkCnLVr12Z5t91qiYmJjuDZKnZ8Ru245uTH60BWrD4HTpw4Yfr27Wvuvfde89133zm2Dx8+3IwdO/aaK6d///7muuuuM3PnzjVxcXEmLi7OfPrpp+a6666zbLIFu47FGPuuN3ZcB4zJf9fPlJSUTBP67N271/E9awV3vmdWmzx5sqMb45IlS4y/v7/x8/Mznp6eju6hVnjzzTeNr6+vefzxx82HH35oPvzwQ/PYY48ZPz+/LIOyK+FhjDHunnERV+7gwYOaPn26tm/fLkmqXr26nnzySZUpU8bNNSvY1q1bp//++08tW7bUkSNH1LVrV61atUpVqlTRzJkzVadOHXdX8apz/PhxnTt3TmXKlFFaWpomTJjgeM+GDh2qokWLuruKQK5c6jrw/vvvq27duu6uYoGWlJSkwYMHa8aMGUpJSZEk+fj46IknntD48ePl5+fn5hrmTfqU5tddd52ba3JtOHnypBYsWKDdu3dr8ODBKlasmDZs2KBSpUqpbNmy7q5eru3atUu7d+/WbbfdpoCAABlj5OHhYWkZ//zzjxYuXKi4uLhMU/JPnjzZ0rLS7d+/X+vXr1flypVVu3ZtS/P+8ssvNWnSJMeSCdWrV9fgwYN13333WVoOwZcLffjhh5d8vWvXrjbV5Mq58liio6M1ZswYFSpUSNHR0ZdMa9WHOS4u7pKvX3/99ZaUY5eePXte8vWZM2faVJNry+7duzVr1izt3r1b06ZNU2hoqL777jtdf/31uvHGGy0p4+zZsxo/frxiY2N15MgRpaWlOb2+Z8+ePOddrFgx/fXXXypRooSKFi16yS/W48eP57mcjOw813bv3q2pU6c6vghr1Kihp59+WhUrVrQk//xwHXDHObBy5cpLvn7bbbflOe8tW7aoZs2a8vT01JYtWy6Z1uofXgkJCdq9e7ckqVKlSgoMDLQsb1e+ZxmlpaVp7NixmjRpks6cOSNJCg4O1jPPPKMXX3xRnp7WLO9q13WgZcuWlzynf/zxR0vK2bJli1q1aqUiRYpo37592rFjhypWrKihQ4cqLi7usr+Bcurw4cMaNGiQ4/vg4p/gqampV1zGv//+qw4dOmjZsmXy8PDQzp07VbFiRfXs2VNFixbVpEmTrrgMSYqNjdW9996rihUravv27apZs6b27dsnY4zq169v2d8mP/J2dwXys6eeesrpeXJyshISEuTr66vAwMArCljs/oJy5bFs3LhRycnJjv9nx8o7NuHh4ZfMz4oLoJ1OnDjh9Dw5OVlbt27VyZMndfvtt19R3q+99lqO0w4YMCBPZeRmocTChQvnqYyLrVixQm3bttUtt9yilStX6qWXXlJoaKg2b96s999/XwsWLLCknEcffVQrVqzQI488otKlS1t6Hk+ZMkXBwcGO/1t9VzMrrjzXMvr+++917733qm7durrlllskSb/88otq1Kihb775RnfccccVl2HXdeD222/XF198oSJFijhtP336tKKioq7oR0rGc2Dq1KlXUMuca9GiRaZtGd/HK3nf6tatq/j4eIWGhqpu3bry8PBw+oGa/tzDw8Py6/TBgwd18OBBl7QUuPI9y+jFF1/U+++/r/Hjxzs+Nz///LNGjhypc+fO6aWXXrKkHLuuAxe3CicnJ2vTpk3aunWrunXrZlk50dHR6tGjhyZMmOD4PEnSnXfeqYceesiycrp37664uDgNGzbM8u+DdAMHDpSPj4/i4uJUvXp1x/aOHTsqOjrasuBryJAhGjRokEaNGqXg4GB9/vnnCg0NVZcuXdSmTRtLykj322+/admyZVnewHRVC5tLWdqJEZf1119/mVatWjkGXOfV5dZesnocTlasOhZ32LRpk9Pjt99+M++8846pVq3aFU/9XK9ePUd/7rp165p69epl+3Cl1NRU06dPH/PKK69cUT6XmtHIqtmN0s/VSz2sPp+bNGniGFuWPv23MRf6xVs5iDckJMTyMRBXG6vOtYzq1q3rmL46o+eee86yz44rrwMZZbxeZ3T48GHj7e1tSRnJyclm9uzZJj4+3pL8LuXkyZNOj6NHj5offvjBNG7c2CxduvSK8rZ7aQtjjDl27Ji5/fbbHdeY9GtBjx49THR0tCVluPI9y8iOpWey44rrQHZGjBjhmHjBChnX+cr4fbBv3z5LZ7oLCgoyGzdutCy/rGRcgy3jsezevdvS2QGDgoIc71mRIkUca4tt2rTJ0hkiX3rpJePh4WGqVatmmjdvblq0aOF4tGzZ8oryLlq0qDl69Kgx5sIxFC1aNNuHlWj5slmVKlU0fvx4Pfzww47xWXmxd+9elSxZ0vF/d7DqWDL6+OOP9cADD1ja3SMrWY21atiwocqUKaNXX31VDzzwQJ7zvu+++xxjBO677z5bWiOy4unpqejoaLVo0ULPPvtsnvOx4/xatmyZy8u42O+//645c+Zk2h4aGqpjx45ZVk7RokVVrFgxy/LLzoYNG+Tj46NatWpJkr7++mvNmjVLNWrU0MiRI+Xr6+uysq061zLatm2bPvvss0zbe/bsaVkLjyuvA5KceiX8+eefio+PdzxPTU1VTEyMZWNJvL299fjjjzu6aLpSSEhIpm133HGHfH19FR0drfXr1+c57/Lly0u60MIxatQoDRs2TBUqVMhzfjlhR0uBK9+zjI4fP65q1apl2l6tWjXLup1mxxXXgew8/PDDatSokSZOnGhJfn5+fln2wPjrr78cv7WsUK5cuUxdDa129uzZLH9DHT9+3NLxi4UKFXKM8ypdurR2797t6K5v5XfotGnTNHPmTHXv3t2yPNO5o+eAJFq+3GHjxo2WrVOTlJRkevToYfbs2WNJfrll5bEYc2FK5kKFCpnOnTubxYsXm5SUFMvyzomdO3daOvWzuy1evNjSBTzTnT9/3mzfvt1pUdJrTdmyZR3rSGW8O/jFF1+YihUrWlbORx99ZB588EFz9uxZy/LMSsOGDc2CBQuMMRfucPr5+ZnOnTubypUrWzZj26VYfa5dd911jrW9Mpo3b54pV66cZeVkxarrQMYW3ax6JgQGBpr333/fghpf0Lx5c/Pll19all9ubdu2zdI764ULF7blu82uloKsWP2e2bH0zKW46jvnYh9++KEpXbq0Zfn16tXLREVFmaSkJBMUFGT27Nlj9u/fb+rVq2fp9fP77783rVu3dqxl6Qpt27Y1Q4cONcYYx7Gkpqaa9u3bOxaSt8J9991n3nnnHWOMMc8884ypXLmyGTt2rKlfv75p1aqVZeWEhYU5lurIL2j5cqGFCxc6PTfG6NChQ3rjjTccfbGvlI+Pjz7//HMNGzbMkvyyY8exSNKhQ4cUExOjTz/9VB06dFBgYKDat2+vLl266Oabb7asnIvvcKUfz8iRI1WlShXLynn00Uf18MMPZ9nf30oXT1SSfjyLFy+2tF98QkKC+vfvr9mzZ0u6cFewYsWK6t+/v8qWLavnn38+T/lebtxiRlYNsu/UqZOee+45zZ8/Xx4eHkpLS9Mvv/yiQYMGWToZzqRJk7R7926VKlVK4eHh8vHxcXp9w4YNlpTz119/OcZHzJ8/X82bN9ecOXP0yy+/qFOnTpbd1bPrXOvdu7f69OmjPXv2OD77v/zyi1555ZXLTsyTU66+Duzdu1fGGFWsWFG//vqr0x10X19fhYaGysvL64rLSffkk0/qmWee0T///KMGDRqoUKFCTq9b9dm5+POa/r6NHz/e0pkbo6Ki9NVXX2ngwIGW5ZkVO1oK7HrPJkyYoLvuuktLly5V06ZNJUmrV6/W33//rW+//daycuy6Dlzc+pxezrp16yz93TNp0iQ9+OCDCg0NVWJiopo3b674+Hg1bdrUsnFy0oXW1ISEBMeELhd/H1jROjlhwgS1atVK69atU1JSkp599ln98ccfOn78uH755Zcrzj/d5MmTHZO6jBo1SmfOnNG8efNUpUoVS8dhDRw4UNOnT7elZSo1NVVffvml0yRP9913n7y9rQ2XmO3QhS6eVcjDw0MlS5bU7bffrkmTJql06dKWlNOtWzfVrVvXpV9Qdh1LRgkJCfryyy81Z84cLV26VNddd51jJqor5enpmak7oDFG5cqV09y5cx1fWlfqvvvu0/fff6+SJUuqU6dOevjhh10yvXzLli2dnnt6ejr+Pj179rTswvHUU0/pl19+0dSpU9WmTRtt2bJFFStW1Ndff62RI0decsKUS0n/e1zucmTlIPukpCT17dtXH3zwgVJTU+Xt7a3U1FQ99NBD+uCDDyz7UTxq1KhLvj5ixAhLyilcuLDWr1+vKlWq6I477tDdd9+tp556SnFxcapataoSExMtKceuc80Yo6lTp2rSpEk6ePCgJKlMmTIaPHiwBgwYYEl3XruuA3bJaiY7V0xQkd3ntUmTJpo5c2aW3d7yIn3WvlatWmUZTOZ1gp+L3XnnnWrQoIHGjBmj4OBgbdmyReXLl1enTp2UlpZmyeQ7dr1nkj1Lz9h1HejRo0e25bRu3dqSMjL6+eeftWXLFp05c0b169dXRESEpfmn37jMjlWB66lTp/TGG29o8+bNjmPp27evS36ruVpaWpruuusu/fXXX6pRo0amgPWLL76wpJw//vhD9957r+Lj41W1alVJ/+t2+s0336hmzZqWlCMRfOULdn1BucOxY8c0d+5czZgxQ9u2bbPsx8OKFSucnqdf0CtXrmz5HY4TJ05o/vz5mjNnjn766SdVq1ZNXbp00UMPPaTw8HBLy3K18uXLa968eWrSpImCg4O1efNmVaxYUbt27VL9+vVzNWthRvv3789VHaz0999/6/fff9eZM2dUr149S1s+7XT77berXLlyioiIUK9evfTnn3+qcuXKWrFihbp166Z9+/a5u4p59t9//0mS0yxkVrDzOiBdGPeV1Xo49957ryX5X+5zZNVn5+Jy0t83f39/S/JPd6mxXh4eHle0TENGW7duVatWrRzTY997771OLQWVKlW64jLses/i4uJUrly5LG9OxMXFXRPLJ6RLTU3VL7/8olq1arG+YwHWr18/vffee2rZsqVKlSqV6dyeNWuWJeU0bdpUJUuW1OzZsx3n24kTJ9S9e3cdPXpUq1atsqQcieDLFklJSdq7d68qVarkki90u76g7JLe4vXJJ58oNjZW5cqVU+fOndWlSxfL7g6uXLlSN998c6a/R0pKilatWmXZmisX++eff/Tpp59q5syZ2rlzp2NBz2tFYGCgtm7dqooVKzoFX5s3b9Ztt92mU6dOubuKOTZ69GgNGjQoU3ejxMREvfrqqxo+fLhlZdmxeOeWLVvUpUsXxcXFKTo62tGi1r9/f/37779ZTi4Ce+zZs0f333+/fv/9d6fWj/QfEdfa0hZZOXnyZKap9K8lrm4p+PDDD9WxY8dM3RiTkpI0d+5cy7o6e3l56dChQwoNDXXa/u+//yo0NPSaO9f8/f21bds2l0y68tprr6lPnz7y9/e/7JIqrriJfe7cuUw3YqxaSuXEiRN6//33nbrP9ejR44onf7rcWoIZWTXBS3BwsObOnau77rrLkvyyExAQoHXr1mVa43Pr1q266aabLOs9IhF8uVRCQoL69evnWJzPqvExdsnNuAqr+vd26tRJixYtUmBgoDp06KAuXbq4pOuPO76gkpOTtXjxYn388cdavHixihUrpgMHDuQ5v/r16ys2NlZFixZVvXr1LnlBtGpc0W233ab27durf//+ju45FSpUUP/+/bVz507FxMTkKd+FCxeqbdu28vHxyTS+8GJWtRLYdQ5s2bJFERERCgkJcenindk5d+6cvLy8MnXVyCs7Fgl1ZTmXO78ysupcu+eee+Tl5aX33ntPFSpU0K+//qp///1XzzzzjCZOnKhbb73VknLSubqF7ZVXXlF4eLg6duwoSerQoYMWLFig0qVL69tvv3VJ1+prnV3XG09PTx0+fDjTDH379+9XjRo1dPbs2TznfbnvmYys+s5p2LChXnnlFbVq1cqS/DKqUKGC1q1bp+LFi9t2E/vs2bN67rnn9Nlnn+nff//N9LoV58HKlSt1zz33KCQkRA0bNpQkrV+/XidPntQ333xzRTeXL9dtMiOrulCWL19e33//vaVdc7NSp04dTZkyJdM6dT/++KOeeuop/f7775aVxYQbLjRkyBBt2bJFy5cvd1pwLiIiQiNHjrQ8+LK6hS2n43esnErdy8tLn332mSIjIy0diH4xk83imf/++2+mbptXatmyZZozZ44+//xzpaWl6YEHHtCiRYuueCHKjFPaR0VFWVDTy3v55ZfVtm1b/fnnn0pJSdG0adP0559/atWqVZm6cOVGVFSUY2HVSx2LleNWsjsHNm/ebOnU8NHR0erevbvLF+9Ml5SUlOVClFZ1N7JjkVBXlpPTz4qV59rq1av1448/qkSJEvL09JSnp6eaNWumcePGacCAAXkeK3kxu1rYZsyYoU8++USStGTJEi1ZskQxMTH67LPPNHjwYP3www+WlJPdDUAPDw/5+/urcuXKuu+++/L0ebV7kp/srjf//PNPltPQ51b6e+Xh4aFhw4Y5teinpqZq7dq1Vzyxh13fMxmNHTtWgwYN0pgxY7IcVnElLUUZl1Gxa8meZ599VsuWLdNbb72lRx55RNOnT9eBAwf09ttva/z48ZaU0bdvX3Xs2FFvvfWW43dUamqqnnzySfXt2/eKgggrJ1PJqZEjR2rEiBGaNWuWS5chSr8ejxw5Uk2aNJEkrVmzRqNHj9Yrr7ziNKziilsoXT6fYgF2/fXXm9WrVxtjnKev3blzp6XTs589e9b07NnTeHl5GS8vL0c5/fr1M+PGjbOsHLslJiZanuf9999v7r//fuPp6WnuvPNOx/P777/f3HvvvSY8PNxERkZaVl6ZMmWMv7+/iYqKMvPnzzfnzp2zLO90KSkpZsWKFebEiROW552VXbt2mUcffdTcdNNNpnr16qZLly5my5YttpRthfSFFD09PTMtqli4cGHj6elpnnzyScvKs2vxzh07dphmzZq5fHFqOxYJtbMcOxQpUsQxZXrFihXNjz/+aIy58FkKCAiwrJy7777b3Hfffebo0aMmKCjI/Pnnn+ann34yjRo1MitXrrSsHH9/fxMXF2eMMWbAgAGmT58+xpgL52CRIkUsK6dFixamcOHCplChQqZ+/fqmfv36JigoyISEhJjGjRs7Pr9//PFHrvNO/1xktQRAxseVfnbq1q1r6tWrZzw9PU2tWrVMvXr1HI/atWub4OBg0759+ysqwxjjWHTWw8PD3HzzzU4L0bZu3dr06dPnmpyu++K/hSuua0lJSaZixYrmzz//tCS/SylXrpxZtmyZMcaY4OBgs3PnTmPMhanz27Zta0kZ/v7+Zvv27Zm2b9++3fj7+1tSxsUSExPNqVOnnB5WqVu3rgkODjZBQUGmZs2aTp+hevXqWVZOVudaVs+tOO9o+XKho0ePZupiIF1odrbybvGQIUO0efNm21rYXCktLU0vvfSSZsyYocOHDzu6ag4bNkzh4eHq1avXFeWffofRGKPg4GAFBAQ4XvP19VWTJk3Uu3fvKyojo5EjR6p9+/YuHQvh5eWl1q1ba9u2bbaMuahUqZLeffddl+SdnJysNm3aaMaMGS6b+GLq1Kkyxqhnz54aNWqU011nX19fhYeHW9rV1a7FO3v06CFvb28tWrTIpS1SdiwSamc5dqhZs6Y2b96sChUqqHHjxpowYYJ8fX31zjvvqGLFipaVY1cLW9GiRfX333+rXLlyiomJ0dixYyVduK5a2WU7vVVr1qxZjjvNp06d0qOPPqpmzZqpd+/eeuihhzRw4EB9//33ucrbrpaO9NaiTZs2KTIyUkFBQY7X0q837dq1u+Jy0heq79Gjh6ZNm2bZ2CF3Sz8uV/Lx8dG5c+dcXo50YRxU+me+cOHCjnFRzZo10xNPPGFJGfXr19e2bdscM/al27Ztm6Vdgu3oQinZ1+Jqx7mWjuDLhRo2bKjFixerf//+kv7X9eO9996z9MfdV1995ZiBLuMPrhtvvNGyqdlbtmx5yR9zP/74oyXljB07VrNnz9aECROcgqCaNWtq6tSpVxx8pc+KEx4erkGDBlnexfBiVgZyl1KzZk3t2bPHJYOSL+bKdTB8fHxy1R0oL9K7TVSoUEG33HKLSybByejee+/V6NGj9dlnn0m6cB2Ii4vTc889Z8mPrnSbNm3S+vXrXd4vfurUqXr++ef19ttvu3S2TleVc7mB9RlZNch+6NChjrE2o0eP1t13361bb71VxYsX19y5cy0pQ7rw2Uzv2lqiRAkdPHhQVatWVfny5bVjxw7LynnggQf00EMPqUqVKvr333/Vtm1bSRe6qleuXNmycl599VUtWbLEKZAICQnRyJEj1bp1az311FMaPnx4nqYct3rW1OykT3yTPkbO6tkNLzZ16tQsJ3I6fvy4vL29rygoc8dkC82bN7ckn8vp27evXnnlFb333nsu/U6oWLGi9u7dq+uvv17VqlXTZ599pkaNGumbb76x7ObpgAED9NRTT2nXrl1O3eemT5+u8ePHO33HXkmXWju6UErWLcdyKSkpKVqxYoV69uyp6667zuXlMeGGC/38889q27atHn74YX3wwQd67LHHnMbHNGjQwJJy7JiB7uI1xJKTk7Vp0yZt3bpV3bp107Rp0664DEmqXLmy3n77bbVq1crpWLZv366mTZvqxIkTlpTjSg888IA++OADFS5cONMCkRezan2KmJgYDRkyxCX94jOyYx2MgQMHys/Pz9KLd1aaN2+uXr16qX379k4toFY7deqUHnzwQa1bt07//fefypQp41i889tvv7XsBsBNN92kKVOmqFmzZpbkl9HFP7rOnj2rlJQUyxcJtaOcnN6gcPVMscePH8/Vj9mcuPXWW/XMM88oKipKDz30kE6cOKGhQ4fqnXfe0fr167V161ZLyklOTtZrr72muLg4de/eXfXq1ZMkTZkyRcHBwXr00UctKScoKEiLFi3KtEj98uXLdc899+i///7Tnj17VLdu3Twvc5HftG3bVvfcc4+efPJJp+0zZszQwoULr2ihZXdMtrBy5cpLvm7VzMT333+/YmNjFRQUpFq1amW6Llv1XT1lyhR5eXlpwIABWrp0qe655x4ZY5ScnKzJkyfrqaeeuuIyslrvLyOr1v67/vrr9eGHH6pFixYqXLiwNmzYoMqVK+ujjz7Sp59+aumi3nYIDg7W77//bssSQLR8uVCzZs20adMmjR8/XrVq1dIPP/yg+vXra/Xq1apVq5Zl5djRwjZlypQst48cOdKxwrkVDhw4kOWd07S0NCUnJ1tWjiQtWLBAn332WZazgl3JTE0hISGOv4EVA6lz4s4775R0oZUl4485Ky6wGT366KO68cYbtW7dukzrYPTp08eSdTBSUlI0c+ZMLV26NMtA0qqZNevVq6dBgwapf//+6tChg3r16uW4S2ilkJAQLVmyxOWLd77yyit69tln9fLLL6tWrVqZgpUrCcCnTp16hbW7esqxq7tZRj179tS0adOcJlwpVqyYzp49q/79+2vmzJmWlHOpFrZ58+ZZUkZycrIee+wxDRs2LFMge/FNuit13333qWfPnpo0aZJuuukmSdJvv/2mQYMGOboi/frrr7rhhhssLdcVUlNTNWXKlGy/c6xqKVq7dm2W18gWLVroxRdfvKK83THZwsWBt+Q8yZdV321FihSxtCdCdjJ+RiIiIrR9+3atX79elStXtmRiF8m+a5wru1C6o5X19ttv14oVK2wJvmj5ygfsamHLyq5du9SoUSPLTv4GDRpo4MCBevjhh51avkaPHq0lS5bop59+sqSc1157TS+++KK6d++ud955Rz169NDu3bv122+/qW/fvnrppZcsKccul5tp0KquG3asg9GyZctsX/Pw8LCsi6t0IdBbuHChZs+ere+++06VK1dWz5499cgjj6hUqVKWlWOH9LudF39hWR2AI/eym2b82LFjCgsLc+l6f65oYQsJCdGmTZtc3s35zJkzGjhwoD788EPHe+Tt7a1u3bppypQpKlSokDZt2iRJVzyTn6sNHz5c7733np555hkNHTpUL774ovbt26evvvpKw4cPt6yLa6FChbRmzZpMN3h///13NW7cWAkJCZaUk5Er16u6uOdOcnKyNm7cqGHDhumll15yyRT0rhQXF6dSpUplWu8tLS1N//zzzzW1CHbt2rX1+uuvq3nz5oqIiFDdunU1ceJEvfbaa5owYYL++eefPOftjlbWGTNmaNSoUerSpUuWN36tWqpDIvhyubS0NO3atSvLqZ+tXMh3z549GjdunNMCkc8995ylLWxZ+eijj/Tcc8/p4MGDluT39ddfq1u3bhoyZIhGjx6tUaNGaceOHfrwww+1aNEi3XHHHZaUU61aNY0YMUKdO3d2CvKGDx+u48eP64033rCknPzGznUw7HbkyBG98847eumll5Samqo777xTAwYMyNOSAO5YvNOuAFxy7bi/dN9++628vLwUGRnptP2HH35QamqqY5zRlfrnn3+0cOHCLFsjrrSV9fTp0zLGqGjRotq5c6fTBCupqan65ptv9Pzzz1t2/bRLt27dVLduXctburJz5swZRxfQihUrOk1aca2oVKmSXnvtNd11110KDg7Wpk2bHNvWrFlj2SLoLVu2VM2aNfX66687be/bt6+2bNli2Q1MuyZbyM6KFSsUHR2t9evXu7Qcq3l6eqp69epauHChKlWq5Nh++PBhlSlT5orWL7R7rUw7ulDa6VLdNa2+gUnw5UJr1qzRQw89pP3792eatcuqP+SluoBY6eKxS8YYHTp0SOvWrdOwYcMsHRD5008/afTo0U6BZF4HVWcnMDBQ27ZtU/ny5RUaGqolS5aoTp062rlzp5o0aZLll0lOuWMhynQJCQlZ/oi8ku4MGcdS/Pzzz3r22WezXAdj/Pjxju6PVkm/c+bqAbC//vqrZs2apblz56pw4cLq3r27Dhw4oDlz5ujJJ5/UxIkTc5WfOxbvtIsd4/6kC+dsVudUTEyMnnvuOW3evPmKy4iNjdW9997rGFdas2ZN7du3T8YY1a9f/4pbWT09PS95LfDw8NCoUaOuqDuYO8aYjh07VpMmTVKrVq2yvENs1Q2F/KRQoULatm2brr/+epUuXVqLFy9W/fr1tWfPHtWrV8+SsdmS9MsvvygiIkI33XSTo1UoNjZWv/32m3744QfLFvTu27evli1bpjFjxmQ52UKXLl0sKSc727dvV8OGDS0d9uCqoQgZeXp66oEHHtCyZcv02WefOf5Ghw8fVunSpTPdpM9NvulrZdoZRGS0f/9+y7tQXsyVrax2YsyXCz3++OOO8ViumvrZx8dHn3/+uYYNG2Z53hldPHbJ09NTVatW1ejRoy0NiqQLg8aXLFliaZ4XCwsL0/Hjx1W+fHldf/31WrNmjerUqaO9e/de8fTW7liI8ujRo+rRo4e+++67LF+/kottkSJFMo0j69Chg2Nb+vt1zz33WHJRT0tLc/y4S/9iDQ4O1jPPPKMXX3zxsoOJc+rIkSP66KOPNGvWLO3cuVP33HOPPv30U0VGRjqOrXv37mrTpk2ugy93LN4pXbhx8fbbb2vPnj2aP3++ypYtq48++kgVKlSwbCIOO8b9SdLOnTtVo0aNTNurVaumXbt2WVLGkCFDNGjQII0aNUrBwcH6/PPPFRoaqi5dujgt25FXy5YtkzFGt99+uz7//HOnxYB9fX1Vvnx5lSlT5orKcMcY0/fff19FihTR+vXrM7U8eHh4XFHw5Y5g0o7xWNddd50OHTqk66+/XpUqVXKMAf/tt98ydUG7ErfccovWrFmjCRMm6LPPPlNAQIBq166t999////YO++oqK7v7T8D0rsNGyBNpCoWRIkVGxKxJDZQaXbFhgW/Kig27Nh7wYpGEWsECxbARhcRkY5GJBpRKSplv3/wcn8Mg3XODMHMZ61Zce6Q89yBmXvPPmfvZzNt33H+/HnObMHV1RVdu3aFgYEBdHR0cPToUWbBV3X328qFXz8/P6applVLEc6ePStQisAKHo+H7du34+jRo7C3t8eaNWu474swc8SqQduPBnDCoqOjAzU1NeYtb2p7l1UkCN0pTMJnUVRU5BroiZKxY8fShg0bRK7zM+Hu7k5LliwhIqKtW7eSgoIC9e7dm9TV1cnNza2Wz+77cXR0JBsbG3rw4AEpKSlRaGgoHT58mIyMjOjChQtCjX3jxo1vfrDAy8uLGjVqRNu3b6f4+HiKj4+nbdu2UaNGjeh///sfEw0iIhkZGWrdujWtWbOG8vLyavyZt2/fUo8ePZhplpeXU3l5ObPxqnLq1ClSUFCgcePGkZycHNfMecuWLcyadxJVNPBMTEwUOP7w4UOmDTw1NTXp2rVrAsevXLlCjRo1YqKhrKzMNcBWV1fn3ldcXBzp6Ogw0SCqaKj9ub97VlYWM52fARcXF3r37h0RETk7O5OLi8tnH6xYvHgxNW3alNatW0fy8vK0bNkycnd3pwYNGtCmTZuYaMyfP59WrFhBRESBgYFUr149MjAwIFlZWZo/fz4TjU+fPpGrqyvX0FuUKCkpcZ/d5s2b071794iIKD09nZSUlJjpfK4ZdufOnenx48fMdIyMjOjYsWNEVHFdqLx+Ll68mKZOncpMh8fj0cuXL4mI6NKlS6Smpkbjxo2j7OxsJs17P336RL169RJLQ20/Pz8KDAzkng8bNoykpKSoWbNmFBcXx0xnypQpZGxszN3j9u/fT8uWLaMWLVrQkSNHmOkQERUUFNDFixdpx44dtGnTJr4HSyTBlwjp2bMn/fnnnyLXWbZsGamrq9Nvv/1GK1euFMkH5v79+3T37l2B43fv3qUHDx4w0SAiKi0tpbVr11LHjh1JU1OTNDQ0+B6sKCsro5KSEu758ePHycPDgzZv3kwfP35kpiMumjRpwt38VFRU6MmTJ0REdPbsWbKxsanNU/tumjZtSmfPnhU4HhwcTM2aNWOmc+vWLWZjfY29e/eSqakpycrKkqysLJmamtKePXuYarRt25YCAgKIiH/yEBMTQ5qamsx0LCwsagyKrl27RmZmZsx0JkyYQObm5lxwRET09OlTsrCwIHd3dyYampqalJSURERExsbG3OcuLi6O6QRSSkqKm3BV5dWrV0wmXLXFx48fKTk5me9aWhfR09PjFqmqBuSbNm2iUaNGiUTzzp07tH79ejp37hzTcVVVVcUSfJmbm3MLbra2tuTp6UlEFb+z5s2bM9PJzMzke2RnZ1NxcTGz8StRUFCgzMxMIiJq1KgRFzykpKRQ/fr1melUDb6IiB49ekT6+vpkYWHB7FrQsGFDsQRfLVu2pIiICCIiCg0NJXV1dQoJCSF3d3fq06cPMx0tLS0KCwsjoor5TeWmxqFDh5guLMbExFCTJk1IVVWVpKWlqVGjRsTj8UhJSYl0dXWZ6RBJgi+REhQURCYmJnTgwAGKioriVvErH6xo2bLlZx+sPjAdO3akP/74Q+D46dOnycrKiokGkXhWIEtKSmjp0qWUk5PDZLx/AyoqKpSRkUFERNra2hQeHk5EFauQCgoKzPUKCwvp8ePHIvlMy8nJccFjVZKTk5nurIiLxYsXk5KSEnl5edHZs2fp7Nmz5OXlRcrKyrR48WJmOgoKCtxnoGrwlZaWRnJycsx0Ll68SKampvTHH39QTk4O5eTk0B9//EHm5uZ08eJFevv2LfcQhvz8fLK2tqZ69epx17N69epRz5496c2bN0zey6BBg2j37t1EROTp6UkGBga0fPlyateuHdna2jLRIBKccFWSmZlJioqKQo3dtm1bsrS0/KYHKwoLC8nNzY2kpaVJWlqa+6xNmzaNVq1axUznc3/rt2/fUs+ePZnpKCoqcrs4TZo0oejoaCKq+O6oqqoy0xEH4sqE2bBhA3dPvnLlCsnLy5OcnBxJSUmRv7+/yPVZo6urSzExMURE1L59e9q5cycREYWEhDBd+O3Ro4fAZ/rVq1fUrVs34vF4TDRmzpzJbDf1S8jLy1N2djYREU2fPp0mTJhARERPnjwhdXV1Zjri2mXt3r07jR8/nsrKyrh7aHZ2NnXr1o1Onz7NTIeISFLzJUIqe0a4ublxx1g1t6uKOGpKkpKS0K5dO4HjlpaWSEpKYqZz9OhR7NmzB/b29liyZAlGjRoFfX19WFhY4O7du0wKuevVq4c1a9Zg7NixDM7434GRkRGePHmCli1bok2bNti1axdatmyJnTt3omnTpsx0RFlbVkmbNm2wdetWAZfArVu3ok2bNkKNXRtmKDt27MCePXswatQo7piDgwMsLCzg4eEBX19fJjpNmjRBamqqQI+S8PBwrhcLC3799VcA+GzdX+VzYa9xampqiIyMxJUrVxAfH8/VrrB0id2wYQNXV7h06VIUFBTgxIkTMDQ0ZNJPbvbs2QAqrvve3t5QVFTkXisrK8O9e/eErlupjRrTBQsWID4+Hjdu3OCrjevduzeWLFkCLy8vJjo3btwQqL8CKoruWbn2AeKpx1q1ahU0NTX55gMAsH//fvz999+YP38+Ex1DQ0P4+voiIiJCpGYo1ftVPX78mGuyy9psobCwEDdv3qyxHo/V++nVqxfOnTsHS0tLuLq6YtasWTh16hSioqK+Wnv4PYSFhQkca9CgwVfdar8HcfXK1NDQQE5ODrS0tHD58mUsX74cQMX1n2Udlp6eHjIyMqCtrY3WrVvj5MmTsLKywvnz55nWl8XFxWHXrl2QkpKCtLQ0Pn78CD09PaxZswbOzs5MPweS4EuE1EYzT1EhJyeHly9fCkziXrx4wdReOjc3l7PHV1ZW5hygfv31V6amIra2tmJrpicOZsyYgRcvXgAAfHx80L9/fxw9ehSysrI4ePAgM52ZM2ciPz8f9+7dQ48ePXDmzBm8fPmSM8hgwZo1a2Bvb4+rV69yTcLv3LmDnJwcXLp0Saixq05UP3z4gO3bt8PExITTuXv3Lh49eoQpU6YIpVOVkpISdOjQQeB4+/btmfZ3Gj9+PGbMmIH9+/eDx+Phr7/+wp07dzBnzhym352aJg+igsfjoW/fvsxNfSqpej1TUlLCzp07mY4fGxsLoGIy8vDhQ8jKynKvycrKok2bNpgzZ45QGiydZr+V4OBgnDhxAtbW1nyLGaampkhLSxN6/KomC0lJScjNzeWel5WV4fLly2jevLnQOpUMGTIE165dQ6dOneDh4YHRo0dj3759yM7OZmanv2vXrhrt5E1NTTFy5EhmwZcozVC+RMuWLUVyP42NjcWAAQNQVFSEwsJC1K9fH69evYKioiIaN27M7P3s3r2bM6qYOnUqGjRogMjISDg4OGDixIlCjf3u3TvOka+qe3BNsHDuS0xM5BbLU1JS+F5jafw2dOhQODo6wtDQEK9fv+baf8TGxsLAwICZjqurK+Lj49G9e3d4eXlh4MCB2Lp1K2dpzwoZGRnO0Ktx48bIzs6GsbEx1NTUkJOTw0wHgMRwQ8K3MXLkSOrevTvl5+dzx968eUPdu3enYcOGMdNp1aoVV1tmY2PDpbAEBgYyK7InItqxYwc1adKEPD096dixY1w6WOWjrlNYWEjR0dH0999/Mx1XXLVlz58/p//97380dOhQGjp0KC1cuJCeP3/ObHyiCtOVRYsWCRz39vYmV1dXZjrTpk2jWbNmCRz39PSkKVOmMNMpLy+n5cuXk5KSEleULi8vX+N7rCtcvXqVFixYQO7u7uTq6sr3qEu4uLgInYb5b0JBQYFLNaya4hoXF8ckTa/SZKEmowUej0eKioq0b98+oXU+hyjqseTk5GqsxWKdFixOrl69Svb29qSnp0d6enpkb29PV65cYaohzlQwUVG15rPqZ7vqo/J4XeLTp0+0du1amj59OpeySVSRksq6prkqmZmZdPr0aablO0REffr0oaNHjxIR0bhx48jKyoqOHDlC/fr1Y1peQ0Qk6fMlYg4fPoydO3ciIyMDd+7cgY6ODvz9/aGrq4tBgwbV9ul9M8+fP0e3bt3w+vVrWFpaAqjYotXU1MSVK1egpaXFRMfLywuqqqr43//+hxMnTmD06NFo2bIltwLp5+fHREecfTBE2cRV3KiqqiIhIQEtW7aEjo4Ojh07BhsbG2RkZMDU1BRFRUW1fYrfjJqaGqKiogTsl58+fYoOHTow67vj4eGBQ4cOQUtLi+uNdu/ePWRnZ2Ps2LGQkZHhfpbF5+HTp09ITU1FQUEBTExMRNaQVhQ95aqydOlS+Pr6okOHDjW26jhz5ozQGhoaGjWuBPN4PMjLy8PAwAAuLi5wdXUVWktU1K9fHykpKWjYsOFn308lLCzTAaBbt24YNmwYPDw8oKKigoSEBOjq6sLDwwNPnz7F5cuXhRq/sjemnp4e7t+/z9ecWlZWFo0bN4a0tLSwbwOA+HplGhoawsfHB6NHj+Y7fvjwYfj4+NS5fn/bt2/HjBkz8Pvvv/NlDpw6dQobN25kZs+urq6Oe/fuwcjICOrq6rhz5w6MjY1x7949ODs7Izk5mYmOKLl58yZsbGxQr169r6YXdu/enal25Y4Nqznaz0xUVBTev3+Pnj17Ii8vD2PHjkVkZCQMDQ2xb98+pq0NJGmHImTHjh3w9vbGzJkzsWLFCm5Cr66uDn9//zoVfDVv3hwJCQk4evQoV3/h6uqKUaNG8U0ehaVqcDVixAhoa2vjzp07MDQ05OpJWCCuPhhfa+LKirKyMhw8eBDXrl1DXl6ewPsTtllsJeKoLave16WSygmxtrY2kzoMBQUFRERECARfERERkJeXF3r8SqqmgFSmZDVs2BANGzZEYmIi93Os0kFkZWVr7I/FCnHU/QHAzp07cfDgQYwZM4bJeDXh7e2NFStWwM7ODlZWVgAqGm5fvnwZU6dORUZGBiZPnozS0lKMHz/+h3V69er1xdeF+X5u3LgRKioqAAB/f/8fHud7WLlyJezs7JCUlITS0lJs2rQJSUlJiIyMZFK7oqOjA0A812lx9cocP348Zs6ciZKSEu7zcO3aNcybNw+enp5MtcSx4Ldy5Ups3LgR06ZN445Nnz4dNjY2WLlyJbPgS6ypYCKiMqAqLS3FzZs34ebmhhYtWohMr7S0FEuXLsXmzZu5mlZlZWV4eHjAx8eH6ZxNXDx48ABhYWE1zm9Yfaarlgc0btxY6EWkLyEJvkTIli1bsGfPHgwePJgvqOjQoYPQef61gZKSEiZMmCBWzc6dO3Oraiw5dOgQRowYITCJ//TpEwIDA5mZcYi6iWslM2bMwMGDB2Fvbw8zMzORNPSu1BF1bVnbtm0FjByqvh8ZGRmMGDECu3btEipImjlzJiZPnoyYmBhu4n3v3j3s37+/ztRIfU8BMKuGtOKo+wMqvotdunRhNl5NhIeHY/ny5Zg0aRLf8V27diE0NBSnT5+GhYUFNm/eLFTwVd0opqSkBHFxcUhMTISzs/MPjwuA7/8Xdqxv5ZdffkFcXBz8/Pxgbm7OGVTcuXOHq9mtSwwePBjBwcHM6rtqYu7cuXj9+jWmTJnCBUTy8vKYP38+FixYwExHXAt++fn5Nd7D+vbty6x+DagwSXrw4AEMDQ3RvXt3eHt749WrVzh8+DDMzMyY6YiDevXqYe3atSI3+/Lw8EBQUBDWrFnDVze9ZMkSvH79Gjt27BCpPmtWrlyJRYsWwcjICJqamnzzAZZznYyMDJSWltaYDSMjI8O0plGSdihCFBQUkJycDB0dHaioqCA+Ph56enp4+vQpLCwsUFxczEwrPz8f+/btw+PHjwFUFPG6ublBTU2NyfgBAQFo2LAh7O3tAQDz5s3D7t27YWJiguPHj3MrlT/CuXPnvvlnHRwcflinKtLS0njx4gUaN27Md/z169do3Lgxs9V7FRUVxMXFQV9fHxoaGggPD4epqSni4+MxaNAgZGZmMtFp2LAhDh06hAEDBjAZ71spKipCcnIytLW10bBhQyZjnj17FvPnz8fcuXP5diPWr18PHx8flJaWwsvLCyNGjMC6deuE0jp58iQ2bdrEfW+MjY0xY8YMDB8+XOj3IQ6+Jx3uwIEDTDSbNm2Ks2fPwsrKCqqqqoiKikKrVq1w7tw5rFmzBuHh4Ux05s+fD2VlZZHuSCgrKyMuLk6gODw1NRVt27ZFQUEB0tLSYGFhgcLCQub6S5YsQUFBgdCf4+rk5eXVuELM2oXuZ6Fy4cDW1lakDoEAUFBQgMePH0NBQQGGhobM3BQrsbKygp2dHbfgFx8fz7fgN3nyZCY6jo6OsLS0xNy5c/mOr1u3DlFRUQgMDGSiI85UMHEwaNAgDB06VKQLJWpqaggMDOQMMCq5dOkSRo0axSylXlxoampi9erVcHFxEalO9+7d4ebmJvC3OXLkCPbu3YsbN24w05LsfIkQXV1dxMXFCQQmly9fhrGxMTOdqKgo9OvXDwoKCtxkdcOGDVixYgW3IiksK1eu5FZL7ty5g61bt8Lf3x8XLlzArFmzhFpV/1arZJa1WPT/rbCr8+zZM2YBK1CxW1i5ytm0aVOkpaXB1NQUAPDq1StmOrKyskzdhb4VRUVFpqupALBixQps2rQJ/fr1446Zm5ujRYsWWLx4Me7fvw8lJSV4enoKPWkdPny4WAKtqKgonDx5ssY0IGG+O6wCqu+hsLCQW7TQ0NDA33//jVatWsHc3JyZPT9Q4Ua5e/duXL16FRYWFgKpMixSTerXr4/z588L7HicP38e9evXB1DxfivT+lgzevRoWFlZMQu+oqOj4ezsjMePH6P6uirrWlbg5wnyxOkQqKysjI4dOzIbrzqPHz/G8ePHAVTstBQXF0NZWRm+vr4YNGiQUMFX1fYfJiYmWLFiBW7cuMFX8xUREcE0jVJcqWDFxcUgIq4dRFZWFs6cOQMTExOmbqt2dnbw8vLCw4cPawz0WSwwy8nJ1bhLo6ury+e4WleQkpKCjY2NyHViY2Nr1LG2tuZLr2WBJPgSIbNnz8bUqVPx4cMHEBHu37+P48ePY9WqVdi7dy8znVmzZsHBwQF79uzhbN9LS0sxbtw4zJw5E7du3RJaIycnh5vcBwcH4/fff8eECRNgY2ODHj16CDW2uOqvgP/r88Tj8WBra8tnk19WVoaMjAym6YDW1tYIDw+HsbExBgwYAE9PTzx8+BBBQUGc+QILPD09sWnTJmzdulVkKYfi4uHDhzXupOro6ODhw4cAKlITK9MfhSU6Oppvx7jSUIYVlWms/fr1Q2hoKPr27YuUlBS8fPkSQ4YMYaolDsTVUy4hIYFb1a5aGwewSzVZvHgxJk+ejLCwMG7h6sGDB7h06RJnO3/lyhXmRfCV3Llzh2l9oZubG1q1aoV9+/YJpOewRNxBnqj5mdrCiHLBb+PGjXzPNTQ0kJSUxNfrU11dHfv378eiRYuE0qqkV69eCAoKEujn9O7dOwwePJhZPXPljtSkSZOQn5+PTp06QUZGBq9evcKGDRuY7RhWtjGpafGI1Xdn2rRpWLZsGQ4cOMDtrH78+BErVqxgHkQA/PdQExMT5guys2bNwrZt20Re08rj8fD+/XuB42/fvmV+TZOkHYqYo0ePYsmSJVyhfbNmzbB06VK4u7sz01BQUEBsbCxat27NdzwpKQkdOnRg4kDXuHFjhISEwNLSEpaWlpg9ezbGjBmDtLQ0tGnThivq/LezdOlS7r+enp58TnCysrJo2bIlfvvtN2arQ+np6SgoKODSljw9PbmUiQ0bNgiVrlmVIUOGICwsDPXr14epqanALgGreh9xYGlpiTZt2mD37t3c36GkpATjx49HfHw8YmNjERERgdGjRws1acrLy8PIkSNx48YN7saen5+Pnj17IjAwkM9hTRgsLCwwceJETJ06lUsD0tXVxcSJE9G0aVPuM8mCU6dOfXaHjdWu1JEjR1BaWgoXFxdER0ejf//++Oeff7i6vxEjRjDRERcRERHYunUrnjx5AqAiuPTw8GBab1a9No+I8OLFC0RFRWHx4sXMenWpqKgw77FTE23atIG+vj7mz59fY5DH6rombj59+oSMjAzo6+sz7V8pTgYPHgx7e3uMHz8ec+bMwdmzZ+Hi4oKgoCBoaGjg6tWrtX2K34WUlBRyc3MFSgTy8vLQvHlzlJSUMNFp2LAhbt68CVNTU+zduxdbtmxBbGwsTp8+DW9vby64+LdS/Rpz9epVyMnJcfWm8fHx+PTpE2xtbZnNB8R1Dy0vL4e9vT1SUlJgYmIisvnNwIEDoaCggOPHj3NuqmVlZRgxYgQKCws/azL1I9TNq0sdwsnJCU5OTigqKkJBQYHABYQFqqqqyM7OFgi+cnJymKXL9OnTB+PGjYOlpSVSUlK42qJHjx7VqUbFlZOcli1bYsSIEUxXnWtC1E1cK1FXV6+Tuyg1sW3bNjg4OKBFixZc+tLDhw9RVlaGCxcuAKgIaoVthOzh4YH379/j0aNHXBpwUlISnJ2dMX36dC51R1jS0tK4WklZWVkUFhaCx+Nh1qxZ6NWrF7Pga/PmzVi4cCFcXFxw9uxZuLq6Ii0tDQ8ePGDmPAaAzyq7ffv2yMrKYl73B1SkVI4cORIKCgrMxqwJGxsbkae0VE9llpKSgpGREXx9fZmmNNna2iI+Pl7kwVd6ejpOnz4tcp2ysjJs3LjxswsKrKzzi4qK4OHhgYCAAAAVjWn19PTg4eGB5s2bw8vLi4mOONiwYQO3GLp06VIUFBTgxIkT3IJfXUHcjbaLioq4+VJoaCiGDh0KKSkpWFtbIysri5mOqKh+jfntt9/4novCal5c99Dp06cjLCwMPXv2RIMGDUS2o7969Wp069YNRkZG6Nq1KwDg9u3bePfuHbMd1kokO18/AdOnT8eZM2ewbt06brU2IiICc+fOxW+//cZkqzY/Px+LFi1CTk4OJk+ezKXm+fj4QFZWFgsXLhRaozaIiori2y5v3759ndb5WXj//j2OHj2KlJQUABW7EY6Ojkxrb9TU1HD16lWB+ov79++jb9++yM/PZ6LTokUL/PnnnzA3N4eFhQUWLFiAUaNG4c6dO+jfvz+z4ufWrVvDx8cHo0aN4jP48fb2xj///IOtW7cy0REXmpqaKC4uxrBhw+Du7i5y58OfgVevXsHZ2RlWVlYwMzMTWCFmZVg0ePBgjBkzRmCCxxpvb2/s3bsXnp6eWLRoERYuXIjMzEwEBwfD29ubWS3WjBkzEBERAX9/f/Tv3x8JCQnQ09PD2bNnsWTJEsTGxjLR+dkQpaW9lJSUgOttVRQUFLBlyxa4ubkJpVOJhYUFxo0bhyFDhsDMzAyXL19G586dER0dDXt7e77gT1gKCwtx8+bNGn9vLOsLRY247qEqKioIDAzkFjFFyV9//YWtW7dyLZUsLCwwbdo0rgaYFZKdLxEjjjSgdevWgcfjYezYsSgtLQVQYcc9efJkZk2J1dXVa5y8sUyZEifPnz/HyJEjERERwbdd3qVLFwQGBjLrwfHs2TOMGjVK5DqV/P3333zpU6y2/asiamdNoOJiW93+mzXl5eU19juRkZFhWofYrVs3XLlyBebm5hg2bBhmzJiB69ev48qVK7C1tWWmk52dzQUoCgoKXO76mDFjYG1tLVTwNXv27G/+WVar68+fP8f58+dx8OBB9OjRA3p6enB1dYWzszOaNGnCRONn486dO4iIiKgxPYZlLdbevXvh7OyMxMREkQZ5R48exZ49e2Bvb48lS5Zg1KhR0NfXh4WFBe7evctsohocHIwTJ07A2tqab1Xd1NSUKxkQFlE6BtcGora0z8jIEFujbaAi0Hd0dMSsWbNga2vLmYiEhoYyrQOOjY3FgAEDUFRUhMLCQtSvXx+vXr2CoqIiGjduXKeCL3HdQ+vXrw99fX1m432JZs2aYeXKlaIXIgkiY9OmTaSsrEzTpk0jWVlZmjhxIvXu3ZvU1NTof//7H3O9wsJCSkhIoISEBCosLGQ69s2bN7/4qGv069ePOnXqRMnJydyx5ORk6ty5M/Xr16/O6RQUFJCrqytJS0sTj8cjHo9H9erVIzc3N6afhQcPHlD9+vWpefPmNGTIEBoyZAi1aNGCGjRoQNHR0cx0xIGDgwN169aNnj9/zh179uwZde/enQYPHsxM5/Xr15xGWVkZrVq1igYOHEizZ8+mf/75h5mOrq4uxcTEEBFR+/btaefOnUREFBISQhoaGkKN3aNHj2969OzZU+j3URO5ubm0bt06Mjc3JxkZGRo4cCAFBwdTWVmZSPRYo66uThoaGgKP+vXrU7Nmzahbt260f/9+oXV0dHRo6tSplJuby+CsP8+5c+dITU2Nu9ZUfUhJSTHTUVRUpKysLCIiatKkCXeNSUtLI1VVVWY6CgoKlJaWRkREysrK3L/j4uKY6bRq1YquXbtGRESRkZGkqKhIu3btooEDB9KQIUOYaIiTjh07kre3NxH93+/s/fv35ODgQNu3b6/ls/sxXrx4QTExMXzXlXv37tHjx4+ZaXTv3p3Gjx9PZWVl3O8tOzubunXrRqdPn2ai0bJlS9LV1f3sgxXiuofu37+fhg8fznxeW5tIgi8RYmRkRMeOHSMi/gv64sWLaerUqbV5at/N526ylQ9WREdHU0JCAvc8ODiYBg0aRAsWLKCPHz8y05GXl+cmqlWJiooiBQWFOqczYcIE0tPTo0uXLtHbt2/p7du3dPHiRdLX16dJkyYx0/nll1/IxcWFSkpKuGMlJSXk7OxMXbt2ZaYjDrKzs6lt27YkIyNDenp6pKenRzIyMmRpaUk5OTm1fXrfjbu7Oy1ZsoSIiLZu3UoKCgrUu3dvUldXJzc3t1o+O+G5e/cuTZgwgeTk5Khly5akpqZGLVu2pLCwsNo+ta+yYcMGatCgAY0ePZo2b95MmzdvptGjR1PDhg1pxYoVNG7cOJKTk6Pdu3cLpaOsrEypqamMzvrziCvIa9WqFd29e5eIiGxsbGjVqlVERBQYGEiNGjViptO1a1favHkzEVX8DtPT04mIaNq0acwWyRQUFLhAct68eTRmzBgiIkpMTKSGDRsy0RAnVT9r6urqlJiYSEQVAauOjk4tntm/GzU1NW4xVk1NjZKSkoio4vpmZGTERMPf35/vsXbtWnJ0dKT69etz3yEWiOse2rZtW1JRUSFlZWUyMzMjS0tLvkddRJJ2KEJEmQY0dOhQHDx4EKqqqgIuN9Vh4QTz5s0bvuclJSWIjY3F4sWLsWLFCqHHr2TixInw8vKCubk50tPTMXLkSAwZMgR//PEHioqKmFmNamlp1eiSVFZWhmbNmjHREKfO6dOncerUKT7b/wEDBkBBQQHDhw9n1tE+KiqKr6UBUNFLZt68eXz9WOoCWlpaiImJwdWrV5GcnAygosly7969merExMRARkYG5ubmACqaSB84cAAmJiZYsmQJM2fN3bt3c6keU6dORYMGDRAZGQkHBwdMnDiRiUZVUlNTkZaWhm7dukFBQeGzvfOE4eXLlzh8+DAOHDiA9PR0DB48GBcuXEDv3r1RWFgIX19fODs7MyuIryysNjIyYtqLMTw8HMuXLxdIpd21axdCQ0Nx+vRpWFhYYPPmzRg/fvwP6wwdOhRhYWEiT9F5/fo1Zs2aBU1NTZHqDBkyBNeuXUOnTp3g4eGB0aNHY9++fcjOzhbozSYMK1euhJ2dHZKSklBaWopNmzYhKSkJkZGRuHnzJhMNZWVlvH79Gtra2ggNDeVSeeXl5VFcXMxEQ5yIq4elKBH3PAqoSMmTkpICUOEinZ2dDWNjY6ipqSEnJ4eJxowZM2o8vm3bNkRFRTHRAMR3D/3WXrB1itqO/n5mRJkG5OLiQu/eveP+/aWHKLlx4wa1a9eO2Xiqqqrcapqfnx/17duXiIjCw8OpRYsWzHSCg4PJysqKHjx4wB178OABWVtb05kzZ+qcjoKCAreCVpXExERSVFRkptO4cWMKCQkROH758mVq3LgxM52fiQ4dOtCpU6eIqCJdSk5OjkaNGkUGBgY0Y8aM2j25H+DVq1fUq1cvbve7ckff1dWVZs+ezUzn119/JRkZGTI1NaWNGzfS69evBX7m5cuXxOPxflhj2LBhtGXLFiIiKioqIkNDQ5KRkaF69epxfzMWKCkp0dOnTwWOP336lJSUlIiIKDU1Vejv6vLly6lhw4bk7OxM69ato02bNvE9WDF27Fjas2cPs/G+lTt37tD69evp3LlzzMdOTU2lcePGUceOHcnY2JicnJz4sjCExdHRkdq1a0fu7u6kqKhIr169IiKis2fPkqmpKTOd6pSWllJsbCzTFGciokGDBnE7tZ6enmRgYEDLly+ndu3aka2tLVMtUVEb86g+ffrQ0aNHiYho3LhxZGVlRUeOHKF+/fqRlZUVM52aSEtLIxUVFZFqSPg2JG6HImTcuHHQ0tKCj48Ptm3bhrlz58LGxgZRUVEYOnQo9u3bV9unKDTJycno0KEDsz5fqqqqiI6OhqGhIfr06YNff/0VM2bMQHZ2NoyMjJitEGpoaKCoqAilpaV8janr1asn0HH+e+2MNTQ0+HYACgsLP6vDyirZ1tYWDRo0wKFDhzj7/OLiYjg7O+Off/5h1ttFHM6aomTz5s3f/LOsCp/V1NQQExMDfX19rF69GtevX0dISAgiIiIwcuRIZqudQIUZyv3795GXlydQ8Dx27FgmGmPHjkVeXh727t0LY2NjzlUxJCQEs2fPxqNHj5jouLu7Y9y4cVzhe00QEbKzs3/YrKBJkyYICQlBmzZtcOzYMfj4+CA+Ph4BAQHYvXs3M5c7bW1tzJo1S2C3ZuPGjdi4cSOys7ORkJCAvn37CuWqpqur+9nXeDwe0tPTf3jsqqxYsQL+/v6wt7eHubm5QNE9i+9OSUkJJk6ciMWLF3/xfdUVxOUYPHPmTJibm8Pd3R1lZWXo3r07IiMjoaioiAsXLvBlRwiDuHpY/mxERUXh/fv36NmzJ/Ly8jB27Fju97Z//36uL5coWLNmDbZv347MzExmYz548ABhYWE13nPqUmsDoGLORERQVFQEAGRlZeHMmTMwMTFh2hIEkFjNi5Ty8nKUl5dzk+7AwEDuSzZx4kRm6UbioGrPDeD/moT6+fmhtLQU4eHhTHR69eoFLS0t9O7dG+7u7khKSoKBgQFu3rwJZ2dnZheNgwcPfnOKlLOz83eNXdkrRhRjf47ExET069cPHz9+5GuqKC8vj5CQEC4dRFg+ffqEuXPnYufOnTU6a8rJyQmtIcrePt86iWM5URXXgsL58+fh5OSEgoICqKqq8n2+eTwes0C/asBS1dI+PT0dFhYWdabhOlCRDp6SkgItLS2MHTsWzZo1g5+fH7Kzs2FiYsLsvezZsweTJ0/GgAEDYGVlBaBi0nLp0iXs3LkT7u7uWL9+Pe7fv48TJ04w0RQl4gry1NTUEBcXJ5bgq7y8HKmpqTVOIrt16yZyfVa0aNECwcHB6NChA4KDgzF16lSEhYXh8OHDuH79OiIiImr7FL+LnJwc8Hg8zhn4/v37OHbsGExMTDBhwgRmOsuXL4eTk9NPEehbWlryXf+JCLm5ufj777+xfft2Zr+3lStXYtGiRTAyMhJots7j8Zj3xhI1ffv2xdChQzFp0iTk5+ejdevWkJGRwatXr7BhwwZMnjyZmZYk+PoJePnyJebMmYNr164hLy9PoCcGC3vhyp4b1ce2trbG/v37BRo8/ygJCQlwcnJCdnY2Zs+ezTVF9vDwwOvXr3Hs2DEmOj8jRUVFOHr0KF/utZOTk0ia1BYVFXEWzPr6+txKEQvE1dtHXIhrQaFVq1YYMGAAVq5cyfTvUR0VFRXExMTA0NCQL/iKiopCv3798Pr1a2Za165d465r1SfE+/fvF3r8Vq1aYfny5bC3t4euri4CAwPRq1cvxMfHw9bWlmntSkREBLZu3crXCsLDw0PSv+wLODs7o23btkzru2ri7t27cHR0RFZWlsA9ThiL/oSEBJiZmUFKSkpgAbM6lQ3lhUVeXh6pqalo0aIFJkyYAEVFRfj7+yMjIwNt2rTBu3fvmOg8ePAA5eXl6NSpE9/xe/fuQVpamlkNcNeuXTFhwgSMGTMGubm5MDIygqmpKZ4+fQoPDw94e3sz0WnTpg0SExPRqVMnjB49GsOHD2faNF6cVG8BJCUlhUaNGqFHjx7M5mpARS/G1atXw8XFhdmYtUnDhg1x8+ZNmJqaYu/evdiyZQtiY2Nx+vRpeHt7c+11WCAx3PgJcHFxQXZ2NhYvXoymTZuKpPt3RkYG3/PKL3NlihsrLCws8PDhQ4Hja9euZdrTo3v37nB3d8ewYcNEEpxUJy8vr8YJJKsbLgAoKioKVaz/vVqVBhKsEVdvH3Hh7+8PJycnBAcHY+HChTAwMABQ0QOQ5cT7+fPnmD59ukgDL6BiMnTo0CEsW7YMQMXktLy8HGvWrEHPnj2Z6SxduhS+vr7o0KGDyK5rM2fOhJOTE5SVlaGjo8OlZN26dYv559vGxgY2NjZMx6wJUTa+rc6nT5+QkZEBfX19PhMeVhgaGsLX1xcRERFo3769QEo4q2vBpEmT0KFDB1y8eJHpZ61t27bIzc1F48aN0bZtW4EFzMrnLHuwaWpqIikpCU2bNsXly5c5s6WioiKm99CpU6di3rx5AsHX8+fPsXr1aty7d4+JTmJiIrdbfPLkSZiZmSEiIgKhoaGYNGkSs+ArPj4ejx49wtGjR7Fu3TrMnDkTffr0gZOTEwYPHszsulp9V6oSHo8HeXl5GBgYwMXF5YevpaWlpdDV1UW/fv1EbogjJSUllmuauCgqKoKKigqAiv5uQ4cOhZSUFKytrZmZOlUi2fn6CVBRUcHt27fRtm3b2j6VOsPMmTNx7NgxfPz4EcOHD4e7uzusra2Z60RHR8PZ2RmPHz9muqJaE0+ePMGWLVu41RljY2NMmzaN6UrXkCFDvnrjcHR0hJGR0Q9rKCkp4fHjx9DW1kbTpk1x8eJFtGvXDunp6bC0tMTbt2+FeQscn2scXPW9DBo0iHln+0o+fPgAaWnpGptU/ghDhw7FyJEjMXz4cCbjfY7ExETY2tqiXbt2uH79OhwcHPDo0SP8888/iIiIYOa017RpU6xZswZjxoxhMt7niIqKQk5ODvr06QNlZWUAwMWLF6Gurl7nJhZfa3zLKg2oqKgIHh4eXIp1SkoK9PT04OHhgebNm8PLy4uJjrjSG5WUlBAfH88tjLAiKysL2tra4PF4X528saqRWrJkCfz9/dG0aVMUFRUhJSUFcnJy2L9/P/bs2YM7d+4w0VFWVkZCQgL09PT4jmdkZMDCwoJzd2ahk5iYiJYtW8LBwQE2NjaYP38+87Tt6kRERODYsWP4448/8OHDB2Y7hgsWLMCOHTtgbm7Ol4KckJAAFxcXJCUl4dq1awgKCsKgQYN+SENRURGPHz8Wed3dmjVr8Ndff/3ra72/FQsLC4wbNw5DhgyBmZkZLl++jM6dOyM6Ohr29vZC1eNWR7Lz9ROgpaUlMLEXBeIorKxMb/wcrIIVf39/rFu3DufOnUNAQAC6desGAwMDuLm5YcyYMcxWjNzc3NCqVSvs27dPICeaJadPn8bIkSPRoUMHzqDg7t27MDc3R2BgIH777TcmOmpqaggODoa6ujrat28PoMJKPT8/H3379sWJEyewevVqXLt27Ycnri1atMCLFy+gra0NfX19hIaGol27dnjw4AGTmrJKYmNjERMTg7KyMi5YTElJgbS0NFq3bo3t27fD09MT4eHhMDExYaZbCYtd43PnznH/tre3x9y5c5GUlFSjCYKDg4PQegBgZmaGlJQUbN26FSoqKigoKMDQoUMxdepUNG3alIkGULGrIo6UvA4dOgikSNnb24tcVxQsWLAAc+bMwdKlS6GiooLTp0+jcePGcHJy4gweWOnEx8fjxo0bfOP27t0bS5YsYRZ8Vc+4EBWdOnVCamoq8+Cr6uRXXAYUS5YsgZmZGXJycjBs2DDumiktLc3s7wIAcnJyePnypUDw9eLFC6a7oKampti5cyfs7e1x5coVbsf9r7/+QoMGDZjpVEdJSQkKCgqQlZVlFkgCFTb8np6eWLx4Md/x5cuXIysrC6GhofDx8cGyZct+OPiysrJCbGysyD9zc+bMgb29PfT19WFiYiJwz2Flzw+IZ0ff29sbjo6OmDVrFmxtbbm5VGhoKCwtLZloVCLZ+foJCA0Nxfr167Fr1y60bNlSJBriKqw8e/Ys3/PKfmIBAQFYunQp3N3dmehUJy8vD7t378aKFStQVlaGAQMGYPr06ejVq5dQ46qoqCA2Npb5Tb06+vr6cHJygq+vL99xHx8fHDlyhKvPEhYvLy+8e/cOW7du5XqVlJeXY8aMGVBRUcGKFSswadIkPHr06IdNWLy8vKCqqor//e9/OHHiBEaPHo2WLVtyvX38/PyYvBd/f3/cvn0bBw4cgKqqKgDg7du3GDduHH755ReMHz8ejo6OKC4uRkhICBNN1lT+Db4G611WcTB//nwoKysLTFJY4ubm9sXXWdSViRMVFRXExcVBX18fGhoaCA8Ph6mpKeLj4zFo0CBm9YU6Ojo4ceIErK2t+er+UlNT0a5dO2a7BJWIIr2xag1WWloaFi1ahLlz59a4cPGj6eFVF0e+BqvFEXExatQovHjxAmfPnoWamhqACkfHwYMHo3Hjxjh58iQTnRs3bmDIkCF49+4dnJ2due/k//73PyQnJzOd4GdkZODYsWM4duwYnjx5gu7du8PR0RG///479x6FRU1NDdHR0QJzgtTUVLRv3x5v375FcnIyOnbs+MNB38mTJ7FgwQLMmjWrxnRdVuUO06ZNw969e9GzZ88aF5cPHDjAREdcO/oAkJubixcvXqBNmzbc/fX+/ftQVVVlmkUkCb5EiLhsK6vapisqKgrcOFi4nNV2YeWxY8dw4sQJgeCMBffv38eBAwcQGBgIVVVVuLi44Pnz5zh27BimTJmCdevW/fDYgwcPxpgxY5jtPH0ORUVFJCQkCFzQnz59ijZt2qCoqIiJTqNGjRAREYFWrVrxHU9JSUGXLl3w6tUrPHz4EF27dkV+fj4TzTt37uDOnTswNDTEwIEDmYwJAM2bN8eVK1cEdrUePXqEvn374vnz54iJiUHfvn3rTNPQuk7VVNCysjIcOnQIFhYWsLCwELiusVjtHDJkCN/zkpISJCYmIj8/H7169WI6sRMHTZo0QVhYGIyNjWFiYgI/Pz84ODggPj4eNjY2zNwbFRUVkZiYCD09Pb7gKz4+Ht26dWOWGizK9MbPmUhVwqIeqzYWR6ovwFWHVY3U8+fP0a1bN7x+/ZrbFYiLi4OmpiauXLkCLS0tJjpAxbXg3bt30NDQ4I5lZmZCUVERjRs3ZqJhbW2NBw8ewMLCAk5OThg1ahSaN2/OZOyqaGpqYu3atQKtPw4dOoS5c+fi5cuXSEpKQvfu3fH333//kEZNnztR1BeqqKggMDBQ5JkCVlZWsLOz43b04+Pj+Xb0WboQigtJ2qEIGTRoEJ9tZadOnURiWymOfNvaLqy0trZmaiubl5eHw4cP48CBA3j69CkGDhyI48ePo1+/ftzqjYuLC/r37y9U8LV37144OzsjMTERZmZmIksF69GjB27fvi0QfIWHh6Nr165MNICKYt7k5GSB4Cs5OZm7oMvLyzNNr+zcufMXez39KG/fvkVeXp5A8PX3339zK/fq6uoCKQ7/Vg4dOoQRI0YIpGZ++vQJgYGBzPp8iZLqfbUq61gTExP5jrP6fJ05c0bgWHl5OSZPnsysdk2cWFtbIzw8HMbGxhgwYAA8PT3x8OFDBAUFMa1prTSn8PDwAPB/f4+9e/cy/a6KMr1RHCmN1dPzxUH1z3RJSQkyMjJQr1496OvrMwu+mjdvjoSEBBw9ehTx8fFQUFCAq6srRo0axayOtRJpaWm+ljZGRkbMs3xsbW2xf/9+kaSYV8XDwwOTJk1CdHQ0OnbsCKCipGPv3r343//+BwAICQkRqoZfXOm69evXF8t18vHjxzh+/DgAoF69eiguLoaysjJ8fX0xaNAgZnPpnj17fvHewtQ6XyytnP+jNGjQgBITE4mIaM+ePWRhYUFlZWV08uRJat26dS2f3fexevVqmjFjRq1oFxUV0YwZM6hVq1bMxpSRkaHWrVvTmjVrKC8vr8afefv2LfXo0UMonXPnzpGamhrxeDyBh5SUlFBjnz17lnvs2LGDGjVqRFOnTqXDhw/T4cOHaerUqdS4cWPasWOHUDpV8fDwoIYNG9KGDRvo9u3bdPv2bdqwYQM1bNiQpk+fTkQVn3UbG5sffi9fe7DC0dGRdHV1KSgoiHJycignJ4eCgoJIT0+PRo8eTUREx48fp/bt2zPTLC8vp/LycmbjVUVKSopevnwpcPzVq1dCf9bETWlpKd28eZP++eefWtFPTk6mJk2aMB3zwYMHNHfuXBoxYgQNGTKE78GKtLQ0io+PJyKigoICmjhxIpmbm9PQoUMpMzOTmc7t27dJWVmZJk2aRPLy8jRjxgzq06cPKSkpUVRUFDMdbW1tunPnDhERKSsrU1paGhERPX36lFRUVJjp3Lx5k0pKSgSOl5SU0M2bN5npVFJcXMx8zC/x9u1bGjJkCB06dEisuiwoKCggV1dXkpaW5u6d9erVIzc3NyosLGSu9/fff9Pff//NfNyqHDlyhKytrUlDQ4M0NDTI2tqajh49yr1eVFQk9s/Ij7B//34aPny4SP4OVdHU1KSkpCQiIjI2NubmAXFxcaSkpMRMZ+bMmXyPqVOnko2NDampqXHzG1ZIgi8RoqCgQFlZWURENGzYMFqyZAkREWVnZ5OCgoJINIuLi+nt27d8DxaUlZVR//79SU9Pj3799VeRTR7U1dW5C5KGhgapq6uTtLQ0qaioMJ1437p1i9lYX0JHR4emTp1Kubm5zMeuKaATRZBXldLSUlq+fDk1adKEG79Jkya0YsUKKi0tJSKirKwsysnJ+de/l/fv39O4ceNIVlaWpKSkSEpKimRlZWn8+PFUUFBARESxsbEUGxsrtFZAQACZmZmRnJwcycnJkbm5OfOJEI/Hq3EhIS4ujjQ0NJhqiQM5OTlKT0+vFe2LFy9Sw4YNmY13/PhxkpGRoV9//ZVkZWXp119/pVatWpGamhq5uLgINfamTZu4iVpWVpbIgvvqpKam0rhx46hjx45kbGxMTk5OlJCQwFRDQUGBC7iqBl9xcXGkqqrKTEccCxelpaXk6+tLzZo1I2lpae69LFq0iPbu3ctE40skJCSQjo6OyHVYM2HCBNLT06NLly5xc5qLFy+Svr4+TZo0iYnGmzdvaMqUKdSgQQPuXtCgQQOaOnUqvXnzhokGUUUwv3Tp0u++P/5badu2LamoqJCysjKZmZmRpaUl34MVgwYNot27dxMRkaenJxkYGNDy5cupXbt2ZGtry0znc/j4+JCnpyfTMSU1XyJEXLaVhYWFmD9/Pk6ePFljg1MW+b3iKqyszO2vpLKfWKdOnfjyvesKVQvgfzYqU/MqzSrqKgUFBZxltZ6eHmc3zooNGzZg8eLFmDZtGpe6Gx4ejm3btmH58uVCN5Ct7BsTHx8PU1NTPkOCsrIyZGRkoH///swK4MVVy9qhQwesXr0atra2zMasTvV2A0SEFy9e4OLFi3B2dsbWrVuZ6FhYWGDixImYOnUqV7Ogq6uLiRMnomnTpgJNUb+HevXq4a+//kLjxo0hLS2NFy9eMKuDqW26deuGYcOGwcPDAyoqKkhISICuri48PDzw9OlTXL58mYmOlJQUXr58iUaNGvEdT0lJQYcOHZgYiPj6+iIgIAC+vr4YP348VzN34sQJ+Pv7M7OA/xzh4eEYOHAg3rx5I1Id1jRs2BCnTp3ievBVEhYWhuHDh/9wXVQl//zzDzp37oznz5/DyckJxsbGAICkpCQcO3YMWlpaiIyMZDb/qGqdX9f52nXLx8eHiU56ejoKCgpgYWGBwsJCeHp6IjIyEoaGhtiwYYPIXR1TU1NhZWXFxD+hEknNlwipalvZq1cvkdlWzps3D2FhYdixYwfGjBmDbdu24fnz59i1axczZ7iAgACcPn1a5IWVzs7OIhv7c80NayImJoaJ5tChQxEWFibS4KukpAT9+/fHzp07YWhoKDKd6tT1oKsSZWVlrpcX68ALALZs2YIdO3bw1Vw5ODjA1NQUS5YsETr4Gjx4MICKYvd+/frxvQdZWVm0bNmSqeGLuGpZly9fjjlz5mDZsmU1Onax+PxVrzGrXOxZv379V50Qv4e0tDTu2ikrK4vCwkLweDzu3iBM8NWsWTOcPn0aAwYMABHh2bNn+PDhQ40/q62t/cM63xOAsLo2rFy5EnZ2dkhKSkJpaSk2bdqEpKQkREZG4ubNm0KPP3ToUAAVNWsuLi589ZJlZWVISEhg1u7g0KFD2L17N2xtbTFp0iTueJs2bZCcnMxEAwA2b97M97xyQeHw4cOws7NjpiMuioqKamz90rhxYyZGUr6+vpCVlUVaWpqAjq+vL/r27QtfX19s3LhRaC2gorbs5s2bP0XwxSq4+hpV2xkoKSlh586dYtGt5M6dO0xaw1RFEnyJkN9//x2//PILZ1tZia2trYDLljCcP38ehw4dQo8ePeDq6oquXbvCwMAAOjo6OHr0KJycnITWEFdhJQC8efMG+/bt45oFm5iYwNXVVehmt5WTVHHSqlUrLFiwAOHh4TVaGE+fPl1oDRkZGT7bZFHy8uVLzJkzB9euXUNeXp6AU9iP7rJWnzB8CRa/M6CiGH758uVYv3495wKnoqICT09PLFy48Judyr7GixcvapzAdenSBS9evBB6fB8fH5SVlaFly5bo27cv015bNRETE8NNRE6dOgVNTU3Exsbi9OnT8Pb2ZhZ8DRgwAEBFoFp10YQYOnaFhYUJPca3oKGhwdlGN2/eHImJiTA3N0d+fr7QE8hFixbBw8MD06ZNA4/H44r4q8Lid6aurv7Ni1es3NR++eUXxMXFwc/PD+bm5lzPvzt37sDc3Fzo8Svtw4kIKioqUFBQ4F6TlZWFtbU1xo8fL7QOUOEOWFPLkfLycpSUlDDRACAQJFQuKDg7O2PBggXMdMRF586d4ePjg0OHDnET4OLiYixdupSJuUtwcDB27dpVY4DXpEkTrFmzBpMmTWIWfNnZ2cHLywsPHz6scVGprrUcEDcFBQUCRjasFnsqF2MqqVy4iIqKYt7yRJJ2KAZSU1ORlpaGbt26QUFBgbsRskJZWRlJSUnQ1tZGixYtEBQUBCsrK2RkZMDc3JyJvfCBAwdw+fJlHDhwgEs3EgW3bt3CwIEDoaamxjU+jY6ORn5+Ps6fP49u3bqJTFsU6OrqfvY1Ho/HpbsJy6xZsyAnJ8dsp/Nz2NnZITs7G9OmTUPTpk0FPsc/2hTyS7+nqrD8nS1YsAD79u3D0qVL+dIBlyxZgvHjx2PFihVMdMzMzODo6Mg5WVWyfPlynDhxAg8fPmSiIy8vj8ePH3/z7/JHUVRURHJyMrS1tTF8+HCYmprCx8cHOTk5MDIyYtbW4MaNG1+8Tnbv3p2JjjhwdHREhw4dMHv2bCxbtgxbtmzBoEGDcOXKFbRr105oS/v3798jKysLFhYWuHr16mebz1ZdBPxequ40ZWZmwsvLCy4uLtwE+M6dOwgICMCqVatEmsEgCpYuXYo5c+YITIRZ0r59e8yaNQujR4/ms+f39fXFlStXcPv2bZFpi4KcnBzweDy0aNECQEXLlmPHjsHExISpM3FiYiL69euHjx8/cp/f+Ph4yMvLIyQkBKampkKNLycnh7S0NO59VOfZs2cwMDD47G7y9/KlRb260I9RQ0Pjm+evrNL0MjIyMG3aNNy4cYPv78ByIQ4AXF1d+Z5XLlz06tWLaUo9INn5EimvX7/G8OHDERYWBh6Ph6dPn0JPTw/u7u7Q0NDA+vXrmejo6ekhIyMD2traaN26NU6ePAkrKyucP38e6urqTDQ2b97Mbcu3bNlSYAeHVZre1KlTMWLECOzYsQPS0tIAKlZRp0yZgqlTpzKbqIoLcVm+lpaWYv/+/bh69WqNq2msOsCHh4fj9u3bQtng1oS4fk9VCQgIwN69e/lWGi0sLNC8eXNMmTKFWfC1dOlSjBgxArdu3eKCvIiICFy7do1ZHRZQEeSlp6eLPPgyMDBAcHAwhgwZgpCQEC5tMi8vj2kqavUaD1bURvrx1q1buUnDwoULISMjg8jISPz2229YtGiR0OOrqKjAzMwMBw4cgI2NjUC7ARZUDXZ9fX2xYcMGjBo1ijvm4OAAc3Nz7N69m2nwVV5ejtTUVOTl5QmseLNajBNH+pS3tzecnZ3x/PlzlJeXIygoCE+ePMGhQ4dw4cIFkem+e/cO169fh5GREVfPxAJHR0dMmDABY8aMQW5uLvr06QNTU1McPXoUubm5zCztzczM8PTpUxw9epRLzxw1ahScnJz4dip/lIYNGyIzM/OzwVdGRobQWTdVEUf7gcoedp9DmGBFHK2NqjN69GgQEfbv31+j5wArWHkXfAuSnS8RMnbsWOTl5WHv3r0wNjbmVrpCQkIwe/ZsPHr0iInOxo0bIS0tjenTp+Pq1asYOHAgiAglJSXYsGEDZsyYIbSGuAorFRQUEBcXByMjI77jT548Qdu2bVFcXMxEp6ysDBs3bsTJkyeRnZ0t0MuJZWGlOOjZs+dnX+PxeMz6U5iYmODo0aNMaxZrC3l5eSQkJAj0LGP9WQMqdm83btzIpdIaGxvD09OT6e/x8uXLWLBggUhrpICKVENHR0eUlZXB1tYWoaGhAIBVq1bh1q1b+PPPP5no6OrqwtXVFS4uLkLVKlXne+qrxFXTUNdQVFREfHy8QI1pSkoK2rZty2z38+7du3B0dERWVpZAijPLFW9RpVNX5/bt2/D19UV8fDwKCgrQrl07eHt7M11VHz58OLp164Zp06ahuLgYbdq0QWZmJogIgYGBzOo/NTQ0cPfuXRgZGWHz5s04ceIEIiIiEBoaikmTJjHLUBA1bm5uSEtLw5UrVyArK8v32sePH9GvXz/o6elh//79tXSG38/Zs2f5npeUlCA2NhYBAQFYunQp3N3da+nMfgxlZWVER0cLzAtFxadPn2pc7GF5H5IEXyKkSZMmCAkJQZs2bfjSDNLT02FhYcEkHbAmsrKyEB0dDQMDA1hYWIhEQ1TY2Nhg7ty5AvVZwcHB8PPzw927d5noeHt7Y+/evfD09MSiRYuwcOFCZGZmIjg4GN7e3szqir5WtF+XLuhAhVnM+vXrsWvXLqYFw5XpWEpKSgIOdNVhtYvXqVMndOrUSaDezMPDAw8ePGD2WRMXVdNZRFUjVUlubi5Xy1qpe//+faiqqqJ169ZMNPz9/XHw4EEkJiaiZ8+ecHd3x5AhQ0SyqyMK3r17xwW8XzOrqGvmNUZGRhg0aBDWrFnDd3zevHk4e/Ysnjx5wkSnbdu2aNWqFZYuXVpjmnNlzZawiCqdGgC3Gy2q1frqVJ13HDt2DD4+PoiPj0dAQAB2794tYDLzo1R17XNwcICNjQ3mz5+P7OxsGBkZMVu8ev36NZdGm5OTgz179qC4uBgDBw5ksvP57NkzdOjQAXJycpg6dSpat24NIsLjx4+xfft2fPz4EVFRUdDS0hJaq5LCwkLcvHmzxoVfVnOPmjh27BhOnDghEJyx4MOHDwLvhdV1rWfPnli4cCF69+7NZLzPkZKSAnd3d0RGRvIdF8U9VBJ8iRAVFRXExMTA0NCQL/iKiopCv379arSF/69z4sQJzJs3Dx4eHrC2tgZQsfq5bds2+Pn58aVNCBNY6uvrY/PmzbC3t+ezg9+8eTPu3r2LY8eOCf1eAAgYq5SUlCAxMRH5+fno1auX0LUe4kZDQwNFRUUoLS2FoqKiQPrpj+4Y9uzZE2fOnIG6ujp69Ojx2YkKy128mzdvwt7eHtra2nx1Kzk5Obh06RK6du3KRKeSvLy8GlfTWC2QfM39rS7VSFUlJiYGBw8exPHjx1FWVgZHR0e4ubmhXbt2tX1qX6Sq7fvn0oBEcVMXB5cuXcJvv/0GAwMDdOrUCUBF8P306VPOeZEFSkpKiI+Pr9GogiUqKioiSacGIGD/P2LECGzevLlGgwcWKCgoICUlBVpaWhg7diyaNWsGPz8/ZGdnw8TEhNmib6dOndCzZ0/Y29ujb9++uHv3Ltq0aYO7d+/i999/x7Nnz4Qa/+HDhxg4cCBycnJgaGiIwMBA9O/fH4WFhZCSkkJhYSFOnTrFxEgrIyMDU6ZMQWhoKLfryePx0KdPH2zdupXp5y82NhYDBgxAUVERCgsLUb9+fbx69QqKiopo3LixSHcMWS/8i6PNEVDhFjtp0iSMHj0aZmZmAvMOVvdQGxsb1KtXD15eXjUuwghTM1sdSfAlQgYMGID27dtj2bJlXI8SHR0djBw5EuXl5Th16pTQGuXl5Th48CCCgoKQmZkJHo8HXV1d/P777xgzZozYVttY8TWHOR6Px2TCoqSkhMePH0NbWxtNmzbFxYsX0a5dO6Snp8PS0hJv37794bG/Rnl5OSZPngx9fX3MmzeP2bhRUVGfTaNkFeRV78NWnbpWaP/XX39h27ZtXC2BsbExpkyZgmbNmjHTiI6OhrOzMx4/fizS1Clx0bNnzy9eV1gFx9UpKSnB9u3bMX/+fJSUlMDc3BzTp0+Hq6vrd13nxFUwfvPmTe5m/jMGxs+ePcOOHTv4UmknTZrEdIegV69emDdvHvr3789szJoQZTq1lJQUcnNzueCr6kKsKGjVqhWWL18Oe3t76OrqIjAwEL169UJ8fDxsbW3x6tUrJjo3btzAkCFD8O7dOzg7O3NZHP/73/+QnJws9D3Hzs6OmwgfPnwYFy5cQL9+/bBnzx4AFRkK0dHRTDMU3rx5g6dPnwKoqG1lWetVSY8ePdCqVSvs3LkTampqiI+Ph4yMDEaPHo0ZM2YIOO6xori4GAsWLMCff/7JbGd66tSpCAsLw7Jly2psc8TCaRv4v/TjzMxM7hiruWBVlJSUEB0dzSx740tIgi8RkpiYCFtbW7Rr1w7Xr1+Hg4MDHj16hH/++QcRERFCW7cTEQYOHIhLly6hTZs2fNvlDx8+hIODA4KDg9m8GTGRlZX1zT8rTGM9IyMjHDp0CJ06dcIvv/yCX3/9FV5eXjhx4gQ8PDyQl5f3w2N/C0+ePEGPHj2YWI0DQGBgIMaOHYt+/fohNDQUffv2RUpKCl6+fIkhQ4aItZBUGEpKSri6PzMzM5HqiKs3Wps2baCvr4/58+fXWCzMskHk7du3sWvXLqSnp+OPP/5A8+bNcfjwYejq6uKXX35holG9L1lJSQni4uKQmJgIZ2dnbNq0iYlO1fHPnDmDAwcO4MqVK7C2toa7uzuePXuGbdu2oVevXt+1U/21BYSq1LXFhOqUlZXh4cOH0NHRqTNN6qu2zUhLS8OiRYswd+7cGlt1sFrxFlU6NSD+4Gv79u2YMWMGlJWVoaOjg5iYGEhJSWHLli0ICgpi2l6hrKwM79694/tsZWZmcrs4wtCwYUNcv36d26lRVVXFgwcP0L59ewBAcnIyrK2tkZ+fL5SOuFFXV8e9e/dgZGQEdXV13LlzB8bGxrh37x6cnZ2Z9HyrvsBERHj//j0UFRVx5MgRZnb22traXJsjVVVVxMTEwMDAAIcPH8bx48dx6dIlJjomJiYwNjbGvHnzRHoP7dixIzZu3MjsXvlFSIJIyc/Pp+XLl9OwYcPIzs6OFi5cSH/99ReTsffv308qKip0/fp1gdeuXbtGKioqFBAQwETrZ2P+/Pm0YsUKIiIKDAykevXqkYGBAcnKytL8+fNFrn/x4kVq2LAhs/HMzc1p69atRESkrKxMaWlpVF5eTuPHjydvb29mOkREpaWldOrUKVq2bBktW7aMgoKCqLS0lNn4urq6FBcXx2y8z9GwYUNKSUkRuY6ysjI9ffpU5DqnTp0iBQUFGjduHMnJyVFaWhoREW3ZsoXs7OxEru/j40Oenp7MxouOjqZp06ZRgwYNqFGjRuTp6UmPHz/m+5mHDx+SvLw8M01RER8fX+MjISGBUlJS6MOHD0x0ZsyYQXv37iWiiu+pjY0N8Xg8UlJSorCwMCYaoobH45GUlBTxeLwaH5WvSUlJMdNUV1cnWVlZkpKSImVlZdLQ0OB7CIOUlBTl5eVxz5WVlSk9PV3YU/4iUVFRFBQURO/fv+eOXbhwgcLDw0WqyxIej0cvX77knlfe1yrJzc1l+hkQF1XvO4aGhnT58mUiInr8+DEpKioy0Thw4AAdPHiQexw6dIj+/PNP+ueff5iMX4mSkhJlZWUREVHz5s3p3r17RESUnp5OSkpKzHQUFRXFcg+9du0ade7cmcLCwujVq1f09u1bvgdLJDtfdZi+ffuiV69e8PLyqvH1lStX4ubNmwgJCWGuLcoV1bS0NPj7+/M1WZ4xY4ZImzzfvXsXkZGRMDQ0xMCBA5mNW908gv5/076LFy/C2dkZW7duZaKjpKSER48eoWXLlmjQoAFu3LgBc3NzPH78GL169WK2w5aamooBAwbg+fPnnPPQkydPoKWlhYsXLzL5G+3btw9BQUE4fPiwSNI+KhFXb7TBgwdjzJgxzFzGPoelpSVmzZqFsWPH8q2ux8bGws7ODrm5uSLVT01NhZWVFTOnUGlpafTp0wfu7u4YPHiwwK4HUFFzMG3aNCY7u6IsGP+a9bOMjAxGjBiBXbt2cY1kf4QWLVogODgYHTp0QHBwMJcWdPjwYVy/fh0RERE/PLa4EFf2Q1VEmU4tJSUFOzs7zijm/Pnz6NWrl4AbKYvU8JKSErRu3RoXLlxgaitfE18zERG2dklKSgovX75Eo0aNAIAr3ahspfHy5Us0a9aszqVt9+3bFy4uLnB0dMT48eORkJCA6dOn4/Dhw3jz5g3u3btX26f4zVhYWGDLli3o3r07evfujbZt22LdunXYvHkz1qxZI3TdXyUDBw6Ei4uLyO+hlWUv1T/XJILaXEmfL8ZUTZn4GsKmTCQkJAi4TVXFzs5OwMntR5k5cybMzc3h7u6OsrIydO/eHZGRkVBUVMSFCxeY9eQJCQmBg4MD2rZty9cTydTUFOfPn0efPn2Y6FTH2tqaM/hgSXVnqcqmfevXr/+qE+L3oKGhgffv3wMAmjdvjsTERJibmyM/P5+Z7TNQ4cSkr6+Pu3fvcoHR69evMXr0aEyfPh0XL14UWmPr1q1ITU1Fs2bNoKOjIzBJYdV7SVy90fbu3QtnZ2ckJibWWCzMKgXkyZMnNbp/qampiSU1586dO0IFDtVJT0//6uRaSUlJqMBLXAXjZ86cwfz58zF37lxYWVkBqDCoWL9+PXx8fFBaWgovLy8sWrQI69at+2GdV69eoUmTJgAqTDGGDRuGVq1awc3NjXk6qKio+je/desWunTpgnr1+KcqpaWliIyMZBZ8iTK9tPrYo0ePFpmWjIwMs2bAX2PmzJl8zyvtzC9fvoy5c+cy0XBxceGC1g8fPmDSpEncdfrjx49MNMTNypUruXv1ihUrMHbsWEyePBmGhobM3I8/Nw/l8XiQl5eHtrY2E9dYV1dXxMfHo3v37vDy8sLAgQOxdetWrs0RKwYOHIhZs2bh4cOHNaYfs7qHskzJ/RqSnS/GVK5wVkbKlVAVB51KhL2xy8rKIisrC02bNq3x9b/++gu6urpMLlLiWlG1tLREv379BHYjvLy8EBoaymzivWrVKmhqagoEQPv378fff/+N+fPnM9ERF46OjujQoQNn2b5lyxYMGjQIV65cQbt27ZgZbigpKeHu3bswNzfnOx4fHw8bGxsmLkri6in3pd5oALsL8fnz5zFmzJga7cZZrqbp6elh9+7d6N27N9/O16FDh+Dn54ekpCQmOtULwit3c6OiorB48WJmfx89PT08ePCAs5muJD8/nzPHERZxFYxbWVlh2bJl6NevH9/xkJAQLF68GPfv30dwcDA8PT2Rlpb2wzo6OjrYs2cPbG1toaurix07dsDe3h6PHj3CL7/8gjdv3gj7VsRKdafASl6/fo3GjRuLZNdDlDug4mDlypVISUnB3r17BYJWcbBt2zZERUUJvRvt6ur6TT9XV+qZxUnVnfaa5p6sdtqrk5mZydV9sWxz9CUjtrpoWgVAUvPFmszMTO5x5swZ0tfXp507d3I5/jt37iRDQ0M6c+aM0FrVc8mrwzInWk5OjnJycoiIaPz48TRjxgwiqsjtVVFRYaJRqVNTHc6TJ09ITk6OmY6Ojg5FREQIHL979y61bNmSmY64eP36NT1//pyIiMrKymjVqlU0cOBAmj17NtM8bw0NjRp/b+Hh4ULXRvys6Ojo0NSpUyk3N1ekOitXriQTExO6e/cuqaio0O3bt+nIkSPUqFEj2rx5MzMdFxcXvoebmxvNnz+fQkJCmGkQCdZ8VJKbm0uysrJMNLS0tLhaKBUVFa6u4NChQ0zr5OTl5QXq1Ygq6jwqa9YyMjJIQUFBKB0fHx9SU1Oj1q1bk7a2NldLtm/fPrK2thZq7KoUFRVRYWEh9zwzM5M2btwoks9ATfe4J0+eML3vFBQU0NSpU6lRo0YkJSUl8KhLDB48mFRUVKhp06bUt29fGjJkCN9D1KSlpTH920j4foKDg8nIyIj27t1LCQkJlJCQQHv37iVjY2MKDAykI0eOUIsWLZjW6NZV4uPjqaysjPv3lx4skaQdMqZqGsSwYcOwefNmvp4nFhYW0NLSwuLFi4XuT0FEfNvy1WG5La+pqYmkpCQ0bdoUly9fxo4dOwAARUVFkJaWZqbTqFEjxMXFCTjQxcXFCe2eVJXc3NwadwwbNWokdH2UpaXlN1tZs9rJq1obJSUl9dk6QGH59ddfMWHCBOzbt49Ln7p37x4mTZrEbOu/kujoaK7uz9TUlLkNdGUqloqKCt/xwsJCeHh4MEsBef36NWbNmiWyvj6VeHl5oby8HLa2tigqKkK3bt0gJyeHOXPmwMPDg5mOqFeaz507x/07JCSEr5FuWVkZrl27xsyR7p9//uFc51RVVbl6tV9++QWTJ09mogEArVu3hp+fH3bv3g1ZWVkAFWlafn5+nK3x8+fPhf6MLFmyBGZmZsjJycGwYcO4e4O0tDTTa8KgQYMwdOhQTJo0Cfn5+ejUqRNkZGTw6tUrbNiwQejfXeXuKo/HE7jHlZWVISEhAV26dBFKoyrz5s1DWFgYduzYUeMOaF1CXV1d5LUxX+LUqVMirdWt63xuflCZEmhgYAAXF5evZmZ8iRUrVmDTpk18O+3m5uZo0aIFt9OupKQET0/PH0pzvnPnDl6/fo1ff/2VO3bo0CH4+PigsLAQgwcPxpYtW5ikNoqatm3bcm6kbdu25TLXqiOp+apDPHz4kCsOrYquri6TFKBvyVMfO3as0DpARQrA8OHDucZzlZ3G7927x7Qnwvjx4zFhwgSkp6dzN9eIiAisXr1awLxCGLS0tBARESHw94mIiBC6xxOLpo/fy6VLlyAtLS2Q1hQaGoqysjLY2dkx0dm8eTOcnZ3RuXNnLu+6tLQUDg4OzGpK8vLyMHLkSNy4cQPq6uoAKlLNevbsicDAQK4AW1gCAgLg5+cnEHwVFxfj0KFDzIKvoUOHIiwsTKSGMUDFzWHhwoWYO3cuUlNTUVBQABMTEygrKzPVGTduHEaPHs2szrM6ld8fHo8ncI2TkZFBy5YtsX79eiZaenp6yMjIgLa2Nlq3bo2TJ0/CysoK58+f5z57LNi2bRscHBzQokULLh3n4cOHKCsrw4ULFwBU1LhNmTJFaK3ff/9d4BjrmqaYmBhs3LgRQMVkW1NTE7GxsTh9+jS8vb2FDr4qA24igoqKChQUFLjXZGVlYW1tjfHjxwulUZXz589zltmurq7o2rUrDAwMoKOjg6NHjzJLPxUH4krDqx5EEBFyc3Px999/Y/v27WI5h7pI//79sWPHDpibm3MLmA8ePEBCQgJcXFyQlJSE3r17IygoCIMGDfohjUoztOro6Ojg4cOHACqCjh9daPb19UWPHj244Ovhw4dwd3eHi4sLjI2NsXbtWjRr1gxLliz5ofEBfJdfwfTp039YJyMjg5tTZGRk/PA434uk5kuEtGvXDmZmZti7dy+32vnp0yeMGzcOiYmJzHY9xMWpU6e4FdUWLVoAqJjAqqur//BFojpEBH9/f6xfvx5//fUXAKBZs2aYO3cupk+fzqxp9Jo1a7BmzRqsXbsWvXr1AgBcu3YN8+bNg6enJxYsWMBER1xYWFjAz8+Pb5cVAC5fvoz58+cjPj6eqV5qaipfc1UDAwNmY48YMQLp6ek4dOgQ59iVlJQEZ2dnGBgY4Pjx40KN/+7dOxARNDQ08PTpU75grqysDOfPn4eXlxf3+ROWFStWwN/fH/b29jUWCwtz46gNBg0ahJCQEDRq1AgjR47E6NGj0aZNG+Y6urq6ePDgARo2bMh87Eo2btwIaWlpTJ8+HVevXsXAgQNBRFzB+IwZM5hpvX//HkePHkVKSgqAil6Djo6OAsG/MPj6+n7xdW9vbyY6ioqKSE5Ohra2NoYPHw5TU1P4+PggJycHRkZGzEx+li5dijlz5giY4bBGWVkZSUlJ0NbWRosWLRAUFAQrKytkZGTA3NycSS3rz0b12txKM6kePXqIpUltXWX8+PHQ1tbG4sWL+Y4vX74cWVlZ2LNnD3x8fHDx4kVERUX9kIalpSXatGkjsNM+fvx4xMfHIzY2FhERERg9evQPBRxNmzbF+fPn0aFDBwDAwoULcfPmTYSHhwMA/vjjD/j4+Ai1yVDTxkVN8Hg8JvW/JSUlmDhxIhYvXvzN2sIgCb5EyP3797mbeeVqZ0JCAng8Hs6fP8+tekiomUpHIJaTk0qICF5eXti8eTNXXC0vL4/58+czm6BURdQpdAoKCnj8+LFAOlZmZiZMTU1RWFgo1Pjl5eVYu3Ytzp07h0+fPsHW1hY+Pj58K9KsUFNTw9WrV9GxY0e+4/fv30ffvn2Fdu77mu03j8fD0qVLsXDhQqF0KvnShVzYG0d184svwcp0BQDevHmDP/74A8eOHcPt27fRunVrODk5wdHRkXmTWnGSlZWF6Oho5gXjhYWFIg8gAAhcV0pKSpCRkYF69epBX1+f2YKfhYUFxo0bhyFDhsDMzAyXL19G586dER0dDXt7e5G3NWCNuCyzRUn1xrqVqKmpoVWrVpgzZ47I3IIlfDtqamrcNaYqqampaN++Pd6+fYvk5GR07NiRmwN9L5GRkXBwcICUlFSNO+3W1tY4fPgwcnNzf8iZUl5eHk+fPoWWlhaAijRtOzs77p6ZmZkJc3PzHz7/2kJNTQ1xcXFiCb4kaYcixMrKCunp6Th69CjXtXzEiBFwdHQUy42YJeJaUa2KKIKuSng8HlavXo3Fixfj8ePHUFBQgKGhIfMcZXGl0KmpqSE9PV1g4puamsrks7ZixQosWbIEvXv3hoKCAjZt2oS8vDxmqXlVKS8vr7Gnk4yMDMrLy4UePywsDESEXr164fTp03z1CbKystDR0RE69bQqokxlqFoPRUQ4c+YM1NTUuBXJ6Oho5Ofnf1eQ9i1oaGhgwoQJmDBhAp49e4bjx49j//798Pb2RmlpKTOdwsJC3Lx5E9nZ2QIOdKLYMdTR0WFmX14VTU1NDB8+HG5ubvjll1+Yj19J9dYWQMVOr4uLC4YMGcJMx9vbG46Ojpg1axZsbW3RuXNnABVpziwXll6+fIk5c+bg2rVryMvLE6jFYFWDIS7LbFHi7+9f4/H8/HxER0fj119/xalTp5j1sczOzv7i69ra2kx0fjbk5eURGRkpEHxFRkZyzoPl5eVCuRB26dIFGRkZfDvtw4YN49tpHzNmzA+Pr6mpiYyMDGhpaeHTp0+IiYnh2wl9//59jffwfzuDBw9GcHAwZs2aJXItyc6XhG9CXCuq4rrZigtRp9BVMnHiRNy5cwdnzpzhaotSU1Px22+/oWPHjti7d69Q4xsaGmLOnDmYOHEiAODq1auwt7dHcXHxF21gf4RBgwYhPz8fx48f54Kg58+fw8nJCRoaGjhz5gwTnaysLGhrazNLZf0WqAbbX1bMnz8f//zzD3bu3MmZ4JSVlWHKlClQVVXF2rVrmWuWlJTg4sWLOHLkCC5evIj69evj+fPnTMaOjY3FgAEDUFRUhMLCQtSvXx+vXr2CoqIiGjduLNSOYXFxMa5du8bVLCxYsIDPoEhaWhrLli1jZsMcHByMgwcP4tKlS2jZsiXc3NwwduxYpkH+l3j48CEGDhyIzMxMZmPm5ubixYsXaNOmDXcNuH//PlRVVZmlndnZ2SE7OxvTpk3j6o2rwirdvTqi2gGtTTZs2IBTp04hMjKSyXhfyyCoa/dqcbF8+XKsXLkS48eP57I7Hjx4gL179+J///sfFi5ciI0bN+LSpUu4cuVKLZ9tzUyePBnx8fFYvXo1goODERAQgL/++otLcTx69Cj8/f3x4MEDZprPnj3DuXPnalyIY7VAsnz5cqxfvx62trY19v5kueAnCb4Yc+7cOdjZ2UFGRobPtasmWLvDiZuqK6rCrKJUpbZutqJC1Cl0lbx9+xb9+/dHVFQUV4/37NkzdO3aFUFBQUKbB8jJySE1NZVLMwAqVvBSU1M5PVbk5OTAwcEBjx494vRycnJgZmaGc+fOMdcTB4cOHcLatWvx9OlTAECrVq0wd+5cZt8boMKpMzw8HEZGRnzHnzx5gi5dutTYRPhHCQsLw7Fjx3D69GmUl5dj6NChcHJyQq9evZgFlj169ECrVq2wc+dOqKmpIT4+HjIyMhg9ejRmzJgh1G7ezp07cfHiRZw/fx5AxS67qakpl0abnJyMefPmMV8B/fvvv3H48GEcPHgQjx8/Rr9+/eDm5gYHBweR9mQKDw/HwIED61yfLxUVFdy+fRtt27YVyfjiTKeubVJSUmBtbc05egpL9TriyibLGzZswIoVK5jvtv9MHD16FFu3bsWTJ08AVNR/enh4wNHREUDF4lCl++GPcOjQoS++LqwR26tXrzB06FCEh4dDWVkZAQEBfDvrtra2sLa2xooVK4TSqeTatWtwcHCAnp4ekpOTYWZmhszMTBAR2rVrh+vXrzPREWWJgABMjesl8PWm4fF4n33Utd4hnyMhIYF0dHSYjaesrEyxsbHMxqttPvd+YmJimPdCKS8vp5CQEFqzZg1t2bKFbt68yWzsmnrKKSsrU3p6OjONqpSXl1NoaCht3ryZNm/eTFeuXBGJjjhYv349KSoq0rx58+js2bN09uxZmjt3LikqKtKGDRuY6airq1NwcLDA8eDgYFJXV2em06xZM5KXl6fBgwfTH3/8wfWSYo2amholJydz/05KSiKiil58RkZGQo39yy+/0Llz57jnysrKlJaWxj0/fPgw075YNbF582aSk5MjHo9HjRo1osWLF/P1zvoRNm3axPfw9/en+fPnU7NmzWjUqFGMzpyoR48e1LNnz88+WGFsbEwxMTHMxquOr68vSUlJUd++fWnQoEEkLy9Prq6uItOrTRISEkhTU1PkOhcuXKDu3buLXEfC51FXV+d7KCkpEY/HIzk5Oab9OPPz86m0tFTg+OvXr+njx4/MdDp27Eje3t5E9H/X6vfv35ODgwNt376dmY44kQRfEoTi9u3bTCd2or7ZihsHBwfq1q0b1wCZiOjZs2fUvXt3Gjx4cC2e2ffB4/FowIABfM0669WrJ9DEU4IgLVu2pICAAIHjBw8eZNrQe9asWdSgQQNav3493b59m27fvk3r1q2jhg0b0qxZs5jp7N69m968ecNsvM/RsGFDruG6oaEhXb58mYgqGhMrKioKNXaTJk0oIyODT6vq8ydPnpCqqqpQGjWRm5tLq1evJmNjY1JUVCQnJye6fv06HTp0iExNTalPnz5Cjd+yZUu+h56eHnXq1IkWLFhA7969Y/QuiGbOnMn3mDp1KtnY2JCamhpNnz6dmU5ISAj17duX72/DEgMDA9q5cyf3/MqVKyQrK8s1Xf2ZmDFjBvXr10/kOk+fPhX6+ymBPSkpKWRra8tdR+sSysrKlJqaSkQVgWViYiIREcXFxTFd/K9KeXk5lZeXi2RsIkmTZbHx4cMHZvUDtUH1ngtEhBcvXuDw4cPMekgBFUXDXl5e2LVrV512Tatk69atcHBwQMuWLQVS6I4cOVLLZ/ft1NQnaPTo0Uw1xF2HIy5evHhRY0PYLl26CN3Quyrr1q1DkyZNsH79em7cpk2bYu7cufD09GSiUVJSgsmTJ6Nz585M+2DVhKWlJR48eABDQ0N0794d3t7eePXqFQ4fPgwzMzOhxs7Pz+f7bP399998r5eXlzNtUh8UFIQDBw4gJCQEJiYmmDJlCkaPHs33O+zSpQtXF/qjiKtPTWWPr+osWbKEqS37iBEjUFRUBH19fSgqKgoU8QubQpednc3XnqN3797g8Xj466+/6lx68+f6YL59+xYxMTFISUnBrVu3mOm9e/eO73nlnGDJkiUwNDRkpiOBDYaGhvDz88Po0aM5A7i6gpKSElfn1bRpU6SlpcHU1BRARQokS/bt24eNGzdyJQKGhoaYOXMmxo0bx1RHEnyJkLKyMqxcuRI7d+7Ey5cvkZKSAj09PSxevBgtW7aEu7t7bZ/iN1P9ZlvZ08PZ2ZlpTyxR32yrkpaWBn9/f84C3sTEBDNmzGDaDFdLSwsxMTG4evUqd8EzNjbmmlTXFcTRuDMgIAAXL17kgq+tW7cK1OE0a9ZMLE5ELDEwMMDJkyfxv//9j+/4iRMnmE5SpKSkMG/ePMybN4+bGKmqqjIbH6hwnNTW1hZLMf3KlSs5q+IVK1Zg7NixmDx5MgwNDYV22WzRogUSExMF6uMqSUhIYDr5dnV1xciRIxERESFQ/1lJs2bNmLU3ACoWeQDw1WmKmtGjR8PKygrr1q1jMt7nHPxYUVpaKrCYIyMjg5KSEpHqioKanC6BimtAnz59EBQUxNRCW11dXaC+k4igpaWFwMBAZjoS2FGvXj1m/SvFibW1NcLDw2FsbIwBAwbA09MTDx8+RFBQEKytrZnpeHt7Y8OGDfDw8OAcXO/cuYNZs2YhOzv7q67f34PEcEOE+Pr6IiAgAL6+vhg/fjwSExOhp6eHEydOwN/fH3fu3KntU/zXERAQ8MXXa9qB+RFCQkLg4OCAtm3bwsbGBgAQERGB+Ph4nD9/XtIPpRbo2rUr5s2bx1khq6ioID4+Hnp6egCAI0eOYNu2bcy+N+Jy1jx9+jRGjBiB3r17833Wrl27hpMnTzK1ABcH+/btQ1BQEA4fPsxn01+XmDFjBq5evYro6GiByXdxcTE6dOiA3r17Y9OmTUz0ioqKoKioyGSsL1FaWoqlS5di8+bN3A6UsrIyPDw84OPjI3L758OHD2P+/Pl1ZoInJSUFOzs7vhYj58+fR69evficzlj2yPtZuHnzJt/zygVZAwMDkZrHSPg61c3eKnclt27dCi0tLfz555+1dGY/Rnp6OgoKCmBhYYHCwkJ4enoiMjIShoaG2LBhA7P2II0aNcLmzZsxatQovuPHjx+Hh4cH0102SfAlQgwMDLBr1y7Y2tryTSSTk5PRuXPnOuc89TNhaWmJfv36wc/Pj++4l5cXQkNDhbbOv379OqZNm4a7d+8K7D68ffsWXbp0wc6dO9G1a1ehdH4mmjZtijt37nDppo0aNcKDBw+45ykpKejYsSPevn3LRE+czprR0dHYuHEjt8tqbGwMT0/POtkTydLSEqmpqSgpKYGOjo6AHS+rthOi5OXLl2jbti1kZWUxbdo0tGrVCkCFM+TWrVtRWlqK2NhYaGpqMtMsKyvDmTNn+D4DgwcPZjpRnTx5MoKCguDr68u3crtkyRIMHjwYO3bsYKJT3cmucnIXFRWFxYsXw8fHh4lOVT58+CBgMS3szq6rq+s3/Zw4dv4l/PcgEbUeqd7+hcfjoVGjRujVqxfWr1+Ppk2bMtX7WVBXV+dS3auSkpICKysrZu7UgCT4EikKCgpITk6Gjo4OX/CVlJQEKysrprnxosLNze2bfo5ls920tDQcOHAAaWlp2LRpExo3bow///wT2traXJ6vsMjLy+Phw4c1fsksLCzw4cMHocZ3cHBAz549P5sit3nzZoSFhTHrWRUTEwMZGRmYm5sDAM6ePYsDBw7AxMQES5Ys4fpv/JtRUFBAXFzcZ1PBkpOT0bZtW6H/NpWI2sZa3IgrmKzaTLMmhJl4W1pafvNERNggLyMjA5MnT8aVK1f4JkF9+vTB9u3buR1XFjx69AgDBw7Ey5cvuc93SkoKGjVqhPPnzwtdw1aJmpoaAgMDBepwL126hFGjRjFbuKgetFTuevTq1Qt9+/ZlogFUNNmeP38+Tp48WWOrBEkvqdrja610qlLX2+qwRhStR969e8c8zfzfSEFBAcrLy/mOsXrfHh4ekJGREegbNmfOHBQXF2Pbtm1MdABJzZdIMTExwe3btwW2RE+dOsV0xVuUHDx4EDo6OrC0tBRYSRcFN2/ehJ2dHWxsbHDr1i2sWLECjRs3Rnx8PPbt24dTp04x0WnUqBHi4uIEgq+4uDg0btxY6PErGxB+jr59+zKriwAqmix7eXnB3Nwc6enpGDlyJIYMGYI//vgDRUVFIq+dYIG463C0tLRE+pmuXpD+OVjdOMLDw8USTIpiV6OSwYMHi2zs6ujq6uLy5cv4559/kJqaCqAiW0EUqZTjxo2DmZkZoqOjoaGhAQB48+YNXFxcMGHCBGaNb+Xk5Go0KtLV1WW6ACOunaB58+YhLCwMO3bswJgxY7Bt2zY8f/4cu3btEshakCBeBg8eDB6PJ3ANrX6Mx+NJguQqbNiwAYsXL8a0adO4NPTw8HBMmjQJr169+uGaZg0NDbx48QKNGzdGr169mPT3/LeQkZGBadOm4caNG3yLr0TE/PO1b98+hIaGcrVk9+7dQ3Z2NsaOHctnaiN0Y2eR+ShKoODgYFJTUyM/Pz9SVFSktWvX0rhx40hWVpZCQ0Nr+/S+iSlTppCGhga1bduWNm3aRK9fvxapnrW1Na1fv56I+Hvv3Lt3j5o3b85MZ+nSpaSurk5+fn5069YtunXrFq1atYrU1dXJ19dX6PHl5OTo6dOnn3396dOnJC8vL7ROJaqqqpwVq5+fH/Xt25eIiMLDw6lFixbMdETJ9OnTycTEhIqLiwVeKyoqIhMTkzplY13Zz+9zD9b9/sTZpuHNmze0Z88e8vLy4q4J0dHR9OzZM7Ho1zXk5eU5e+SqPHz4kOl1YOnSpTRq1Ci+3msfPnwgJycnWrJkCTOd+/fv0927dwWO3717lx48eMBMR0tLi8LCwoiISEVFhbumHjp0iOzs7JjpSPh+rly5Qu3ataPLly/T27dv6e3bt3T58mXq0KFDnZnf1Aaiaj2iqqrK9ULk8XgCfTnrMl26dKHOnTtTYGAghYWF0Y0bN/gerOjRo8c3PVj0MpQEXyLm1q1b1Lt3b2rUqBEpKCiQjY0NhYSE1PZpfRcfPnygY8eOUe/evUlRUZGGDRtGly9fFkkPBCUlJa5xb9XgKyMjg+Tk5JjplJeX04YNG6h58+Zc4+vmzZuTv78/k/elp6dHZ86c+ezrp0+fJl1dXaF1KlFRUeF6IvXu3Zv8/f2JiCgrK4vp5E6U5ObmUpMmTUhbW5vWrFlDwcHBFBwcTKtXryYtLS1q2rQp5ebmMtNTV1cnWVlZkpKSImVlZdLQ0OB7CEvVm0NYWBgpKCjQ0aNHRXbjEHUwWUl8fDw1atSIDAwMqF69etx3dOHChTRmzBjmeg8ePKBDhw7RoUOHKCoqivn44sDCwoKuXbsmcPzatWtkZmbGTGfw4MGkoqJCDRs2JFtbW7K1taWGDRuSqqoqXz8+YXvydezYkf744w+B46dPnyYrKyuhxq6KkpISZWVlERFR8+bN6d69e0RElJ6eTkpKSsx0JHw/pqamdPv2bYHjt27dotatW9fCGdUNPrcwm5KSItQcZ+jQoaSpqUk9evQgHo9HNjY2Im+CLi6UlJQoOTm5tk+DKZK0QxHTtWtXXLlypbZPQyjk5OQwatQojBo1CllZWTh48CCmTJmC0tJSPHr0CMrKysy01NXV8eLFCwFL3NjYWDRv3pyZDo/Hw6xZszBr1izOzlpFRYXZ+AMGDMDixYvRv3//Gt3UfHx8OEt1FnTo0AHLly9H7969cfPmTa6wPiMjg6lpgCjR1NREZGQkJk+eDC8vrxrrcFi+F1GnYnbv3p3vubS0NKytrZnWElVFXG0aZs+eDRcXF6xZs4bvOzNgwAA4Ojoy0QCAZ8+eYdSoUYiIiODSZ/Lz89GlSxcEBgbWqT5Mq1atwvTp07FkyRIuneXu3bvw9fXF6tWr+VJUhUlDVVdXx2+//cZ3TBRW80lJSWjXrp3AcUtLSyQlJTHT0dPTQ0ZGBrS1tdG6dWucPHkSVlZWOH/+/E+TUlVXSUtLq/FvoKamhszMTLGfT11BVK1Hjhw5goCAAKSlpeHmzZswNTUVi8OqOOjYsSNycnI+W5LAigMHDmDkyJFcextRIjHcEAOfPn1CXl6eQJGgtrZ2LZ3Rj5OTk4MDBw7g4MGD+PTpE5KTk5kGX3PmzMG9e/fwxx9/oFWrVoiJicHLly8xduxYjB07lmm9SWlpKW7cuIG0tDQ4OjpCRUUFf/31F1RVVYV+Ty9fvkS7du0gLS2NadOmcReN5ORkbNu2DWVlZYiJiWEWTCQkJMDJyQnZ2dmYPXs293vy8PDA69evcezYMSY64kIcdTjiprp1PmvE1aZBTU0NMTEx0NfX53tPWVlZMDIyYmaI0r9/f+Tn5yMgIID7/jx58gSurq5QVVXF5cuXmeiIg6ruY5WGIlTN6YxEUL8gKho0aIALFy5wjoqVREZGwt7enpmT78aNGyEtLY3p06fj6tWrGDhwIIgIJSUl2LBhA2bMmMFER8L3061bN8jLy+Pw4cPcfazyXv3hwwcBK3oJFYij9UjPnj1x5syZn2aBIi0tDZMmTcLo0aNhZmYmsLBoYWHBREdTUxPFxcUYNmwY3N3d0aVLFybj1oQk+BIhT58+hZubm0AxdV26yQLAx48fERQUhP379yM8PBy//vorXF1d0b9/fwFLU2H59OkTpk6dioMHD6KsrAz16tVDWVkZHB0dceDAAWa2zFlZWejfvz+ys7Px8eNHrgH2jBkz8PHjR+zcuZOJxuTJkxESEsI30erXrx+2bdvGtOHl5/jw4QOkpaVF3t+nriMKG+vqiDr4EheNGzdGSEgILC0t+d7TlStX4ObmxjX3FRYFBQVERkYKmBNFR0eja9euKCoqYqIjDr5nIlp9x/TfyKhRo/DixQucPXsWampqACp2JQcPHozGjRvj5MmTItHNyspCdHQ0DAwMmE24JPwYqampGDJkCFJSUrjd1ZycHBgaGiI4OBgGBga1fIb/XsTReuRn4u7du3B0dOTbUa00dmE5ly4tLcX58+dx8OBB/Pnnn9DT04OrqyucnZ3RpEkTJhqVSIIvEWJjY4N69erBy8urRuvnNm3a1NKZfTtTpkxBYGAgtLS04ObmBicnJzRs2FDkujk5OXj48CEKCgpgaWkp1HZ8TQwePBgqKirYt28fGjRowE0gb9y4gfHjx3MWsCx48+YNUlNTQUQwNDTk3M4k1C7itrFWUVFBQkKC2IJuUQWT48aNw+vXr3Hy5EnUr18fCQkJkJaWxuDBg9GtWzdm6ZytWrXCkSNHYGVlxXf8/v37cHR05HZGJfwfurq6X7TqT09PZ6Lz/PlzdOvWDa9fv+YmjHFxcdDU1MSVK1eETnUsLy/H2rVrce7cOXz69Am2trbw8fERSzqQhG+HiHDlyhUkJycDqAgievfuzbxvVV1n9uzZWLZsGZSUlHDr1i106dKFeSPqqhpVXflqQminPjFjYmICY2NjzJs3D5qamgKfL1ZNlqvy8uVLLpUzOTkZ/fv3h7u7OwYOHMhk00ESfIkQJSUlREdHo3Xr1rV9Kj+MlJQUtLW1v9p/JygoSCidysacn7sgZWdnw93dnVn9XIMGDRAZGQkjIyO+1fvMzEyYmJjUiVX1+vXrIyUlBQ0bNoSGhsYX/z6s6n1+JqZOnYqwsDAsW7asRhtrJycnocav3oj2/Pnz6NWrl0BTYmG/O5WIK5h8+/Ytfv/9d0RFReH9+/do1qwZcnNz0blzZ1y6dEng/f0oZ8+excqVK7Ft2zZ06NABABAVFQUPDw/Mnz9frLb0LMjPz8e+ffu41W5TU1O4ublxO0cs2LRpE9/zkpISxMbG4vLly5g7dy68vLyYaRUWFuLo0aOIj4+HgoICLCwsMGrUKCa77MuWLcOSJUvQu3dvKCgoICQkBKNGjWLaT1KCBHEhIyODZ8+eQVNTE9LS0pwlPEuqphr27Nnziz8bFhbGVFvUKCkpIT4+Xuy7qffu3cP+/fsREBCApk2b4s2bN9DQ0MCBAwfQo0cPocaWGG6IEBMTE7x69aq2T0Moxo4dK5ZVrICAAFy4cAGHDx8WaDi6a9cuzJ07l8uPZkF5eXmNk9Fnz54xNd4QJRs3buTOtS708fq3cf78eRw6dAg9evSAq6srunbtCgMDA+jo6ODo0aNCB1/VJ9WjR48WaryvIa6eSGpqarhy5QoiIiIQHx+PgoICtGvXDr1792amAQAuLi4oKipCp06duEWZ0tJS1KtXD25ubnwN4P/tiwtRUVHo168fFBQUuJ28DRs2YMWKFQgNDa3RvOJH+FwN1LZt2xAVFcVEoxIlJSVMmDCB6ZiVHDp0CNu3b8fEiRMBAFevXoW9vT327t3LPNVdwvcxYMAAHD9+nLu++fn5YdKkSVx90evXr9G1a1emxit1nZYtW2Lz5s3o27cviAh37tz5bAZMt27dfkijakBV14Krr9GrVy+xBV8vX77E4cOHceDAAaSnp2Pw4MG4cOECevfujcLCQvj6+sLZ2RlZWVlC6Uh2vkTI9evXsWjRIqxcuRLm5uYCK4L/hW7k38q7d+8wbdo0nDx5Ej4+Ppg/fz6ePXsGNzc3PHjwAGvXrmV6ox8xYgTU1NSwe/duLh2sUaNGGDRoELS1tcXWRFRC7aGsrIykpCRoa2ujRYsWCAoKgpWVFTIyMmBubo6CgoLaPsXvQltbmwsmVVVVERMTAwMDAxw+fBjHjx/HpUuXavsUv4uvGYhUhZWZiKioDOz37NnDF0iOGzcO6enpuHXrlkj109PT0bZt2ObI1wAAMGhJREFU229u/P01AgIC0LBhQ9jb2wOoCPx3794NExMTHD9+XOg0IDk5OaSmpvKlL8rLyyM1NbVOuVz+jFTfuVFVVUVcXBxXy/ry5Us0a9asztS0i4Pg4GBMmjQJeXl5NTamroRV/VJYWNhnd7+2bduGqVOnCq0hTnbv3o3ly5fDzc2txrm0g4MDE52BAwciJCQErVq1wrhx4zB27FgBs6+8vDw0adJEwEDvuxGrsf1/jMr+UaJurvozERwcTJqamtSmTRtSVVWl3r17U2ZmJnOdnJwcMjExIWNjY6pXrx5ZW1tTgwYNyMjIiF6+fMlcTxRUNrb8locEQczNzbk+W7a2tuTp6UlERJs2bWLa0FtciLon0rVr18jY2LjGz1N+fj6ZmJjQrVu3hNb5GZGXl6fHjx8LHH/06BEpKCiIXH/16tWko6PDbLxWrVpxfcsiIyNJQUGBdu3aRQMHDhS6hxgRkZSUlECTWGVlZa4HpITag8fj8d0jq/bjJKro1yiZ39TM+/fvicfjUUpKCuXn59f4YIG6unqNPRH9/f1JRUWFiYY4qZxL1/Rg+Vlzc3OjyMjIL/5MeXk5kzmpJO1QhPxsW7/iwNraGubm5rh27RqUlJSwaNEikRRTtmjRAvHx8QgMDERCQgIKCgrg7u4OJyenOlPUra6u/s0poZJVSEFcXV0RHx+P7t27w8vLCwMHDsTWrVs5G+u6hqh7Ivn7+2P8+PE17tirqalh4sSJ2LBhA7p27Sq01s+GqqoqsrOzBep/c3JymKY5V6/NJSLk5ubi77//xvbt25np5OTkcClAwcHB+P333zFhwgTY2NgIXQsBVJy3i4sL5OTkuGMfPnzApEmT+GoKWdVLSpAgDpSVlREWFgZdXV3mhhtVWbt2Lezs7HDr1i3umrN+/Xr4+vri4sWLItMVFULvMn0j+/bt++rP8Hg8JnNSSfAlQr5kGZyYmCjGM6kbHD9+HNOmTUPbtm3x+PFj7Nu3D3379sWUKVOwatUqgWbFwlKvXj2R1+GIkqrBfWZmJry8vODi4sL13rlz5w4CAgKwatWq2jrFfzWzZs3i/t27d28kJyfXaRtrUQeT8fHxWL169Wdf79u3L9atWye0zs/IiBEj4O7ujnXr1nG9YyIiIjB37lyMGjWKmU51ExIpKSk0atQIPXr0YGr8pKysjNevX0NbWxuhoaGcu5q8vDyKi4uFHr+mNNK6fK3+meDxeAKLfhJ3w29HV1cXf/3112dfZ9H/ddy4cfjnn3/Qu3dvhIeH48SJE1i5ciUuXbrEtHb+Z+H69euYNm0a7t69K7C4+PbtW3Tp0gU7d+5kurAoqfkSI+/fv8fx48exd+9eREdHS3YjqvDbb78hJCQEq1atgoeHB3c8MjISrq6uAICDBw8KNPX8Hs6dO/fNP8sqh1hc2NraYty4cQITuWPHjmH37t24ceNG7ZzYv5D/io01655I8vLySExM/GzRc2pqKszNzZlMvn82Pn36hLlz52Lnzp0oLS0FUOGANnnyZPj5+fHt8NQFnJyckJycDEtLSxw/fhzZ2dlo0KABzp07h//973+SxcWfGCkpKdjZ2XGf2eourh8/fsTly5cl85vPICUl9cVgleXvbf78+di3bx/Kysrw559/wtramtnYPxMODg7o2bMn34JsVTZv3oywsDCcOXOGmaYk+BIDt27dwr59+3D69Gk0a9YMQ4cOxW+//YaOHTvW9qn9a7CxscHBgwdr7OdVXFwMLy8v7NixQ6B30ffwrS5ZdakBdiWKioqIj48X+P2lpKSgbdu2dcI6X1z8F2ysP3z4wHynWF9fH+vXr/+sxXtQUBDmzJnDrJfUz0hRURHS0tIAVPw+FRUVhR7ze0w0WJk85efnY9GiRcjJycHkyZPRv39/AICPjw9kZWWxcOFCJjoS/n1ULoZ+DYlpVc3Ex8fzPa9sB1Hpflq9Rcm3snnz5hqPr1u3Dt26dePrlzh9+vQf0vhZ0dHRweXLl2FsbFzj68nJyejbty+ys7OZaUqCLxGRm5uLgwcPYt++fXj37h2GDx+OnTt3Ij4+HiYmJrV9ev86ysvLvxoc3bp164dtWH92jIyMMGjQIKxZs4bv+Lx583D27Fk8efKkls7s34ehoSHmzJkjYGNdXFxcp22sy8rKsHLlSuzcuRMvX75ESkoK9PT0sHjxYrRs2RLu7u5Cje/h4YEbN27gwYMHAoFdcXExrKys0LNnz89OAoTl3bt3uH79OoyMjD57k/wv8rWVdKCihqouLipJkPBf4eLFi1i7du0PZ6no6up+08/xeDzJAlk1aiOrQ1LzJQIGDhyIW7duwd7eHv7+/ujfvz+kpaWxc+fO2j61fy3fMukVVeAlil0CcbNx40b89ttv+PPPP9GpUycAwP379/H06VOcPn26ls/u30V2djYGDBjAPe/duzd4PB7++uuvOm1jvWLFCgQEBGDNmjUYP348d9zMzAz+/v5CB1+LFi1CUFAQWrVqhWnTpsHIyAhAxargtm3bUFZWxnTHY/jw4ejWrRumTZuG4uJidOjQAZmZmSAiBAYG4rfffmOmJQqGDh2KgwcPQlVV9aur2cIYR4jL2CkhIQFmZmaQkpJCQkLCF3+2LtZMSpBQmxgZGeHBgwc//P9nZGQwPJv/Fs2bN/9i8JWQkICmTZsy1ZQEXyLgzz//xPTp0zF58uQa0+gk1D6i3iUQNwMGDEBKSgp27NiB5ORkABWLAJMmTeLrlSOhor9S9WBbRkYGJSUltXRGbDh06BB2794NW1tbTJo0iTvepk0b7jMhDJqamoiMjMTkyZOxYMECrlcNj8dDv379sG3bNmhqagqtU8mtW7e4YO7MmTMgIuTn5yMgIADLly//1wdfampq3I5U9YbbLPmSsRNL2rZti9zcXDRu3Bht27YV6FdU+VyywyZBwuepniZMRHjx4gWWLFkimS9+hpiYGMjIyMDc3BwAcPbsWRw4cAAmJiZYsmQJZGVlhRp/wIABWLx4Mfr3719jVoePjw9+/fVXoTSqI0k7FAF3797Fvn37cOLECRgbG2PMmDEYOXIkmjZtKkk7/Jfg6+uLgIAA+Pr6Yvz48UhMTISenh5OnDgBf39/3Llzp7ZPUYKIqF4wDggWjQN1z8ZaQUEBycnJ0NHRgYqKCuLj46Gnp4ekpCRYWVkxbRr95s0bpKamgohgaGgIDQ0NZmNXoqCggJSUFGhpaWHs2LFo1qwZ/Pz8kJ2dDRMTkzrXBLuuk5WVBW1tbfB4PGRlZX3xZ0XRHkSChJ+BmtKEiQhaWloIDAwUylSsKs+ePcO5c+eQnZ0tUCtf11qpdOzYEV5eXvjtt9+Qnp4OU1NTDBkyBA8ePOAyzITh5cuXaNeuHaSlpT+b1RETE8N0cVGy8yUCrK2tYW1tDX9/f5w4cQL79+/H7NmzUV5ejitXrkBLS4tpbxcJ34+odwnEgSQN6Mf4WW2sTUxMcPv2bYGJ76lTp2BpaclUS0NDQ+SGQVpaWrhz5w7q16+Py5cvIzAwEEBF4FfX04TrIlU/V5LgSoKEH6N6mnBlOwgDAwNmvb+uXbsGBwcH6OnpITk5GWZmZlzKdrt27ZhoiJNK4zAA+OOPP9CtWzccO3YMERERGDlypNDBl7izOgBJ8CVSlJSU4ObmBjc3Nzx58gT79u2Dn58fvLy80KdPn++yPpfAlufPn9eY31teXl5n0s++lgZUiSQNiJ+f1YXL29sbzs7OeP78OcrLyxEUFIQnT57g0KFDuHDhQm2f3nczc+ZMODk5QVlZGTo6Olzz3lu3bnHpJ3WFly9fYs6cObh27Rry8vIEvqd18fv59OlThIWFIS8vT6AJqre3dy2dlQQJ/27EkSa8YMECzJkzB0uXLoWKigpOnz6Nxo0bw8nJiXMmrUsQEXeNuXr1KpcCqKWlhVevXjHR0NHRwaVLl8SS1QFI0g7FTllZGc6fP4/9+/dLgq9apH379pg1axZGjx7Nl6Ll6+uLK1eu4Pbt27V9il9FkgYkoTq3b9+Gr68v4uPjUVBQgHbt2sHb2xt9+/at7VP7IaKjo5GdnY0+ffpAWVkZQIUrmLq6ep1qFmpnZ4fs7GxMmzYNTZs2FUg7GjRoUC2d2Y+xZ88eTJ48GQ0bNkSTJk343g+Px0NMTEwtnp0ECf9eXr9+jQYNGgAAcnJysGfPHhQXF2PgwIHMTMVUVFQQFxcHfX19aGhoIDw8HKampoiPj8egQYOQmZnJREdc9OrVC1paWujduzfc3d2RlJQEAwMD3Lx5E87OznXu/QAASIKE/yDBwcGkpqZGfn5+pKioSGvXrqVx48aRrKwshYaG1vbpSZAg4SdCWVmZYmNjRa5TVFREhYWF3PPMzEzauHEjhYSEMNXR1tYmPz8/pmNKkPAzk5CQQDo6OiQlJUVGRkYUGxtLmpqapKysTKqqqiQtLU1nzpxhoqWpqUlJSUlERGRsbExnz54lIqK4uDhSUlJioiFO4uPjyczMjFRVVWnJkiXc8WnTptGoUaNq8cx+HMnOl4T/LD/bLkFaWhr8/f3x+PFjABU1QDNmzIC+vn4tn5kEcfLp06caU8G0tbVr6Yx+nJ+laNzExARHjx5lXntXnb59+2Lo0KGYNGkS8vPz0bp1a8jIyODVq1fYsGEDJk+ezERHVVUVcXFx0NPTYzKeBAk/O3Z2dqhXrx68vLxw+PBhXLhwAf369cOePXsAVPRRjI6Oxt27d39Yw9fXF56ennBycoK9vT3Gjx+POXPm4OzZs3BxcUFQUBA0NDRw9epVVm+rVvnw4QOkpaUhIyNT26fy3UiCLwkSfgJCQkLg4OCAtm3bculYERERiI+Px/nz59GnT59aPkMJoubp06dwc3NDZGQk33Gqo/bfXysav379em2f4jcTGhqK9evXY9euXWjZsqXIdBo2bIibN2/C1NQUe/fuxZYtWxAbG4vTp0/D29ubW5gRFnd3d3Ts2JHPrEiCBAmfp2HDhrh+/TosLCxQUFAAVVVVPHjwAO3btwdQ4axnbW2N/Pz8H9aQlpbGixcvUFBQgIKCAlhYWKCwsBCenp6IjIyEoaEhNmzYIClD+BcgCb4kSPgJsLS0RL9+/eDn58d33MvLC6GhoZIajP8ANjY23MpqTXVFbdq0qaUz+zGsrKxgZ2fHFY3Hx8fzFY2z2sURBxoaGigqKkJpaSkUFRUFVmr/+ecfJjqKiopITk6GtrY2hg8fDlNTU/j4+CAnJwdGRkYoKipiorNq1Sps2LAB9vb2MDc3F3g/06dPZ6IjQcLPgpSUFGeQBYCv1hyoMOVp1qyZUItk1TV+Fmqy569KXVtYBCTBl4T/KGVlZdi4cSNOnjxZY0oTq8mQuJCXl8fDhw8FmjSmpKTAwsICHz58qKUzkyAulJSUEB0djdatW9f2qTDhZyoaDwgI+OLrNbU/+BEsLCwwbtw4DBkyBGZmZrh8+TI6d+6M6Oho2NvbIzc3l4mOrq7uZ1/j8XhIT09noiNBws+ClJQUXr58iUaNGgGouL4lJCRw3yVWwVdVjZ+Fs2fP8j0vKSlBbGwsAgICsHTpUri7u9fSmf04Eqt5Cf9Jli5dir1798LT0xOLFi3CwoULkZmZieDg4Dppk9yoUSPExcUJBF9xcXE/3SqYhJoxMTFhZrv7b0BJSYlbFGnatCnS0tJgamoKAHXufbIKrr6Gt7c3HB0dMWvWLNja2nINW0NDQ5nWm2VkZDAbS4KE/wouLi6Qk5MDUFGvNGnSJCgpKQEAPn78yESjVatWX9wlAure4nJNbrC///47TE1NceLEiToZfEl2viT8J9HX18fmzZthb2/Pt8K+efNm3L17F8eOHavtU/wufH19sXHjRnh5eaFLly4AKmq+Vq9ejdmzZ2Px4sW1fIYSRM3169exaNEirFy5ssZUMFVV1Vo6sx9j8ODBP1XReFpaGg4cOIC0tDRs2rQJjRs3xp9//gltbW0uqGRBbm4uXrx4gTZt2kBKSgoAcP/+faiqqjLfFf306RMyMjKgr6/PrEGsBAk/I66urt/0c8L0oZSSkoK/vz/U1NS++HPiWgwSNenp6VwNXV1DEnxJ+E+ipKSEx48fQ1tbG02bNsXFixfRrl07pKenw9LSEm/fvq3tU/wuiAj+/v5Yv349/vrrLwBAs2bNMHfuXEyfPv2rK2ES6j6VE+3qf+u6ariRnp7+0xSN37x5E3Z2drCxscGtW7fw+PFj6Onpwc/PD1FRUTh16lRtn+J3UVRUBA8PDy6dMiUlBXp6evDw8EDz5s3h5eVVy2coQcJ/j5+15qsmiouLsWDBAvz555948uRJbZ/OdyNZqpLwn6RFixZ48eIFtLW1oa+vj9DQULRr1w4PHjzg0gLqEjweD7NmzcKsWbPw/v17ABU55RL+O4SFhdX2KTClqo25kpISdu7cWYtnIxxeXl5Yvnw5Zs+ezfe97NWrF7Zu3SrU2EOHDsXBgwehqqqKoUOHfvFng4KChNKqZMGCBYiPj8eNGzfQv39/7njv3r2xZMkSSfAlQUIt8LMusmpoaPC9NyLC+/fvoaioiCNHjtTimf04kuBLwn+SIUOG4Nq1a+jUqRM8PDwwevRo7Nu3D9nZ2Zg1a1Ztn55QSIKu/ybdu3ev7VMQCT9D37KHDx/WmMrcuHFjoevX1NTUuInJ19KNWBEcHIwTJ07A2tqab1JkamqKtLQ0sZyDBAkS+PlZE9n8/f35nktJSaFRo0bo1KkTNDQ0auekhEQSfEn4T1LVkn3EiBHQ1tbGnTt3YGhoiIEDB9bimf0YL1++xJw5c3Dt2jXk5eUJXITrWsqZBAkpKSlwd3f/KfqWqaur48WLFwIugbGxsWjevLlQY1etERGmXuR7+Pvvv2tMbSosLPxpV98lSPi3U32B6mfhZ6lRq4ok+JIgAUDnzp05Z7C6iIuLC7Kzs7F48eIaezxJkFDXcHV1Rb169XDhwoU6/5keOXIk5s+fjz/++AM8Hg/l5eWIiIjAnDlzMHbs2No+ve+mQ4cOuHjxIjw8PAD8X7rT3r176/R1VIIECf9O8vPzcf/+/RqzIOriNVRiuCHhP8tff/2F8PDwGr/Mda1JqIqKCm7fvo22bdvW9qlIkMCEn6lv2adPnzB16lQcPHgQZWVlqFevHsrKyuDo6IiDBw9CWlqaiY64dsDDw8NhZ2eH0aNH4+DBg5g4cSKSkpIQGRmJmzdvon379kx0JEiQIOH8+fNwcnJCQUEBVFVV+RbieDxenbPOByTBl4T/KJUTBllZWTRo0EDgy1zXmoSamJjg6NGjTHv5SJBQm3Ts2BEbN27EL7/8UtunwoycnBw8fPgQBQUFsLS0FOjLJyx2dnbIzs7GtGnTatwtrKlfzo+SlpYGPz8/xMfHo6CgAO3atcP8+fNhbm7OTEOCBAkSWrVqhQEDBmDlypVQVFSs7dNhgiT4kvCfREtLC5MmTcKCBQs4i+66TGhoKNavX49du3ahZcuWtX06EmqB4uJiEBF3c8rKysKZM2dgYmKCvn371vLZfT8/W98ycSDZAZcgQcLPhpKSEh4+fMjngFvXkdR8SfhPUlRUhJEjR/4UgRdQYRpSVFQEfX19KCoqCkxU6+K2vITvY9CgQRg6dCgmTZqE/Px8dOrUCTIyMnj16hU2bNiAyZMn1/Ypfhe9e/cGANja2vIdr4uGGwDw7NkznDt3DtnZ2fj06RPfaxs2bGCioaWlJTbHs/LycqSmptaYtt2tWzexnIMECRJ+fvr164eoqChJ8CVBQl3H3d0df/zxx0/Tj6a6FauE/x4xMTHYuHEjAODUqVPQ1NREbGwsTp8+DW9v7zoXfP1MfcuuXbsGBwcH6OnpITk5GWZmZsjMzAQRoV27dsx0/P394eXlJfId8Lt378LR0RFZWVkCwV5dDIwlSJDw78Xe3h5z585FUlJSjVkQDg4OtXRmP44k7VDCf5KysjL8+uuvKC4urvHLzGolWoIEcaGoqIjk5GRoa2tj+PDhMDU1hY+PD3JycmBkZISioqLaPkVmJCYmwszMrLZP45uxsrKCnZ0dli5dChUVFcTHx6Nx48ZwcnJC//79mQXGGhoaKCoqQmlpqUh3wNu2bYtWrVph6dKlNdaWiavfmAQJEn5+vpShVFcXeyQ7XxL+k6xatQohISEwMjICAAHDjbpIWVkZgoOD8fjxYwAVDU8dHByYOalJ+HdjYGCA4OBgDBkyBCEhIVyz8Ly8vJ+iPur9+/c4fvw49u7di+jo6Dp1w338+DGOHz8OAKhXrx6Ki4uhrKwMX19fDBo0iFnwJa4d8KdPn+LUqVMwMDAQi54ECRL+u/yM/cskwZeE/yTr16/H/v374eLiUtunwoTU1FQMGDAAz58/5wLKVatWQUtLCxcvXoS+vn4tn6EEUePt7Q1HR0fMmjULtra2XL+l0NDQOu2CeevWLezbtw+nT59Gs2bNMHToUGzbtq22T+u7UFJS4uq8mjZtirS0NJiamgIAXr16xUxHXM1IO3XqhNTUVEnwJUGCBAk/gCT4kvCfRE5ODjY2NrV9GsyYPn069PX1cffuXdSvXx8A8Pr1a4wePRrTp0/HxYsXa/kMJYia33//Hb/88gtevHiBNm3acMdtbW0xZMiQWjyz7yc3NxcHDx7Evn378O7dOwwfPhwfP35EcHAwTExMavv0vhlfX194enrC2toa4eHhMDY2xoABA+Dp6YmHDx8iKCgI1tbWItH+8OGDgLGHMDugCQkJ3L89PDzg6emJ3NzcGtO2LSwsflhHggQJ/6+9Ow+q+rrfOP5ciIoCAjrRqFEEwYRGsK5jMK4kGok6lraCRdwVqaiDTjTWuqCT1pgWGBLiUnUE44bG1JLa2ChUg5EokIILKipqJ8UFUBSi1QC/P1L5iRgri/frvbxfM8zknnOH75NJQD/3nPM5iI2N1bRp02RnZ6fY2NjHvtfS7mWVOPOFBur3v/+98vPz/+cPtaWwt7dXWlpatTt2srKy1LdvX5WUlBiUDKiZESNG6ODBg3rrrbcqz0TZ2tqqUaNGysrKsqjiy9bWVvn5+SopKVFJSYl8fHxUWlqquXPn6quvvpKnp6eioqLk6upaL88rLS3V/PnzlZiYqMLCwmrzddmqaWNjI5PJ9KPdFO/PWeoZDADPDjc3N6Wnp6tly5Zyc3P70fdZ4r2sEitfaKCOHDmi5ORkffbZZ3rllVeqfXK7a9cug5LVTpMmTXTr1q1q4yUlJWrcuLEBiWBupaWlWrFihfbv3//I9t+W8gfU3/72N82aNUthYWH1fgmxud0vVB5skWxvb6/Vq1c/lefNmzdPKSkpWrVqlUJCQhQXF6dvv/1Wa9as0YoVK+r0vfPy8uopJQA83oO/b6zxdw/FFxokZ2dnBQQEGB2j3gwfPlzTpk3T+vXr1bt3b0nS119/renTp1tkG1bU3JQpU3TgwAGFhIQ8sgOdpUhNTdX69evVo0cPeXl5KSQkREFBQUbHqjVz/ndISkpSQkKCBg4cqIkTJ6pfv37y8PCQq6urNm/erODg4Fp/7/panQOAho5th4AVuHHjhsaPH6+kpKTKVbzvv/9eI0eO1MaNG2n93AA4Ozvrr3/9q9WcZSwtLdX27du1YcMGHTlyRGVlZYqKitKkSZPk6OhodLwnYmNjIycnp/9ZgNVXC3gHBwedPHlSHTp00Isvvqhdu3apd+/eysvLk7e3d71uPz59+rQ++OCDyu6qXl5emjlzZmXDHwCorTlz5jzxey3xaiBWvgAr4OzsrN27dys3N1enTp2S9MNfhuhG1nC4uLhUNluxBvb29po0aZImTZqk06dPa/369VqxYoXeeecdvfHGG/rLX/5idMQnEhkZabYPP9zd3ZWXl6cOHTro5ZdfVmJionr37q2kpCQ5OzvX23M++eQTBQUFqWfPnpVdNdPS0tSlSxdt27ZNP//5z+vtWQAanm+++eaJ3mepOzxY+UKDtXPnTiUmJurSpUvVuoJlZmYalAqonY8//li7d+9WfHy8mjVrZnScp6KsrExJSUnasGGDRRRfNjY2unz5slq1amWW50VHR8vW1lazZs3Svn37NGLECFVUVOjevXuKiorS7Nmz6+U5nTp1UnBwsJYtW1ZlfMmSJfr444917ty5enkOAFgjii80SLGxsVq4cKEmTJigtWvXauLEiTp37pyOHj2qGTNm6N133zU64v9k7cvyqJlu3brp3LlzqqioUMeOHas1keEDBfO73+3QXMXXwy5evKiMjAx5eHjUa/v3Zs2aKTs7u9rKem5urrp27arvvvuu3p4FANIP95meO3dO/fv3V9OmTSu7q1oith2iQfroo4+0du1ajRkzRhs3btS8efPk7u6uxYsX19v5i6fN2pflUTOjRo0yOgIeYvRnm66urk+lUcbAgQP15ZdfViu+UlNT1a9fv3p/HoCGq7CwUKNHj1ZKSopMJpNyc3Pl7u6uyZMny8XFRX/84x+NjlhjrHyhQWrWrJlycnLk6uqqVq1a6YsvvlDXrl2Vm5urPn36PPKOHAB4FiUnJys8PFxpaWnVLlIuLi6Wr6+vVq9eXW+F0erVq7V48WKNHj268pLotLQ07dixQ5GRkWrbtm3le+m2CqAuxo0bp6tXr2rdunXy8vJSVlaW3N3dtXfvXs2ZM0cnTpwwOmKNsfKFBumFF15QUVGRXF1d1aFDB6Wlpalr167Ky8sz/NPqurCmZXnU3I0bN7Rz506dO3dOb7/9tlq0aKHMzEy1bt1a7dq1MzoenpKYmBhNnTq1WuElSU5OTgoNDVVUVFS9FV+//vWvJf2wg+Cjjz565JwkLlwGUGd///vftXfvXr344otVxj09PXXx4kWDUtWNjdEBACMMHjy48sD+xIkTFRERoTfeeEOBgYH62c9+ZnC6missLJSfn586d+4sf39/5efnS5ImT56suXPnGpwO5pCdna3OnTvrvffe0x/+8AfduHFD0g8Xhi9YsMDYcHiqsrKy9Oabb/7o/JAhQ5SRkVFvzysvL3+iLwovAHVVWlr6yCZSRUVFatKkiQGJ6o7iCw3S2rVrtXDhQknSjBkztGHDBnl5eWnZsmVatWqVwelqLiIiQo0aNdKlS5eq/JIKDAzU559/bmAymMucOXM0YcIE5ebmys7OrnLc399fBw8eNDAZnrYrV65Ua7DyoOeee07Xrl0zYyIAqB/9+vVTQkJC5WuTyaTy8nKtXLlSgwYNMjBZ7bHtEA2SjY2NbGz+/7OHoKAgBQUFGZiobqxxWR41c/ToUa1Zs6baeLt27XT58mUDEsFc2rVrp+PHj//ovX7Z2dlq06ZNnZ9z+PBhFRYWavjw4ZVjCQkJWrJkiUpLSzVq1Ch98MEHFvtpNIBnz8qVK+Xn56f09HTdvXtX8+bN04kTJ1RUVKRDhw4ZHa9WKL7QYN24cUNHjhzR1atXVV5eXmVu3LhxBqWqHWtclkfNNGnSRDdv3qw2fubMGT3//PMGJIK5+Pv7a9GiRXrzzTerrHpK0u3bt7VkyZIqBVNtLVu2TAMHDqz8XseOHdPkyZM1YcIEeXl56f3331fbtm21dOnSOj8LACSpS5cuOnPmjD788EM5OjqqpKREAQEBmjFjRr18qGQEuh2iQUpKSlJwcLBKSkrUvHnzKk0pTCaTxbSbv8/f3189evTQ8uXL5ejoqOzsbLm6uiooKEjl5eXauXOn0RHxlE2ZMkWFhYVKTExUixYtlJ2dLVtbW40aNUr9+/dXTEyM0RHxlFy5ckXdu3eXra2twsPD9dJLL0mSTp06pbi4OJWVlVU2XqmLNm3aKCkpST179pQkLVy4UAcOHFBqaqokaceOHVqyZIlOnjxZt38hALBiFF9okO43pvjd7373yBUjS3P8+HH5+fmpe/fuSk5O1siRI6ssy3fq1MnoiHjKiouL9Ytf/ELp6em6deuW2rZtq8uXL+vVV1/Vnj17ZG9vb3REPEUXL15UWFiY9u7dW9mx1WQyaejQoYqLi5Obm1udn2FnZ6fc3Fy1b99ekvTaa69p2LBhlednL1y4IG9vb926davOzwIASfLw8NDYsWMVHBwsT09Po+PUC4ovNEj29vY6duyY3N3djY5Sb4qLi/Xhhx8qKytLJSUl6t69u0Uvy6N2UlNTlZ2dXfn/wOuvv250JJjR9evXdfbsWVVUVMjT01MuLi719r1dXV21adMm9e/fX3fv3pWzs7OSkpLk5+cn6YdtiAMGDLC4nQMAnl3R0dHasmWLMjIy1KNHD40dO1aBgYF64YUXjI5WaxRfaJACAgIUFBSk0aNHGx0FACxCWFiYsrKy9N577+nPf/6z4uPj9e9//1uNGzeWJG3evFkxMTE6evSowUkBWJszZ85o8+bN2rp1q/Ly8jRo0CCNHTvW4s7oSxRfaEDu3+slSdeuXdOyZcs0ceJEeXt7V2vTPHLkSHPHqzNraiCCJxMbG6tp06bJzs5OsbGxj33vrFmzzJQK1qqgoEABAQFKTU2Vg4OD4uPjq9yL6Ofnpz59+ujdd981MCUAa5eWlqawsDBlZ2db5H2CFF9oMB5sLf84JpPJ4n6Yra2BCJ6Mm5ub0tPT1bJly8ee6TGZTDp//rwZk8GaFRcXy8HBQba2tlXGi4qK5ODgULkSBgD16ciRI9qyZYu2b9+umzdvasSIEdq2bZvRsWqM4guwAtbWQAQAAODh7YaDBw9WcHCwAgIC5ODgYHS8WqH4AqyANTYQQe092O0OAABLZWNjo169eulXv/qVgoKC6nxlxrPgyfZhAVYiOTlZP/nJTx55GW1xcbFeeeUVHTx40IBkdTN06FClp6cbHQMGW79+vbp06SI7OzvZ2dmpS5cuWrdundGxAAColdOnT+vrr7/W7NmzraLwkqTnjA4AmFNMTIymTp2q5s2bV5tzcnJSaGiooqOj1b9/fwPS1cyDDUTeeustvf322zp58qTVNBBBzSxevFhRUVGaOXOmXn31VUnS4cOHFRERoUuXLmnZsmUGJwQAoGas5W6vB7HtEA2Kq6urPv/8c3l5eT1y/tSpUxoyZIguXbpk5mQ1Z80NRFBzzz//vGJjYzVmzJgq41u3btXMmTNVUFBgUDIAAJ6ci4vLE2+bt8SGYqx8oUG5cuVKtVWhBz333HO6du2aGRPV3sPt5NGw3bt3Tz179qw23qNHD33//fcGJAIAoOZiYmKMjvBUUXyhQWnXrp2OHz8uDw+PR85nZ2erTZs2Zk4F1F1ISIhWrVqlqKioKuNr165VcHCwQakAAKiZ8ePHGx3hqaLhBhoUf39/LVq0SHfu3Kk2d/v2bS1ZskTDhw83IFntWGsDEdTO/YYbU6ZM0ZQpU+Tt7a0//elPsrGx0Zw5cyq/AACwNHfu3NHNmzerfFkiznyhQbly5Yq6d+8uW1tbhYeH66WXXpL0w1mvuLg4lZWVKTMz02I66owcOVKDBg1SRETEI+djY2OVkpKiTz/91MzJYG6DBg16oveZTCYlJyc/5TQAANRdaWmp5s+fr8TERBUWFlabt8Qz7RRfaHAuXryosLAw7d27t8p9SEOHDlVcXJzc3NwMTvjkrKmBCAAAwINmzJihlJQULV++XCEhIYqLi9O3336rNWvWaMWKFRa5rZ7iCw3W9evXdfbsWVVUVMjT01MuLi5GR6oxOzu7x55hO3v2rLy9vXX79m0zJwMAAKibDh06KCEhQQMHDlTz5s2VmZkpDw8Pbdq0SVu3btWePXuMjlhjNNxAg+Xi4qJevXoZHaNOaCCCB6WnpysxMVGXLl3S3bt3q8zt2rXLoFQAANROUVGR3N3dJUnNmzevbC3/2muvKSwszMhotUbDDcCCWVsDEdTetm3b5Ovrq5ycHH366ae6d++eTpw4oeTkZDk5ORkdDwCAGnN3d1deXp4k6eWXX1ZiYqIkKSkpSc7OzgYmqz22HQIWzNoaiKD2fHx8FBoaqhkzZsjR0VFZWVlyc3NTaGio2rRpo8jISKMjAgBQI9HR0bK1tdWsWbO0b98+jRgxQhUVFbp3756ioqI0e/ZsoyPWGMUXYOGsqYEIas/e3l4nTpxQx44d1bJlS/3jH/+Qt7e3cnJyNHjwYOXn5xsdEQCAOrlw4ULluS8fHx+j49QKZ74AC+fq6qo9e/ZYRQMR1J6Li4tu3bol6f/PAnp7e+vGjRv67rvvDE4HAEDddezYUR07djQ6Rp1w5guwEvcbiPTu3ZvCqwHq37+/vvjiC0nSL3/5S82ePVtTp07VmDFj5OfnZ3A6AACe3OHDh/XZZ59VGUtISJCbm5tatWqladOm6T//+Y9B6eqGbYcAYAWKiop0584dtW3bVuXl5Vq5cqW++uoreXp66re//S0FOQDAYgwbNkwDBw7U/PnzJUnHjh1T9+7dNWHCBHl5een9999XaGioli5damzQWqD4AgAAAPDMaNOmjZKSktSzZ09J0sKFC3XgwAGlpqZKknbs2KElS5bo5MmTRsasFbYdAoAVyMzM1LFjxypf7969W6NGjdJvfvOband+AQDwLLt+/XqVTs0HDhzQsGHDKl/36tVL//rXv4yIVmcUXwBgBUJDQ3XmzBlJ0vnz5xUYGKhmzZppx44dmjdvnsHpAAB4cq1bt6683+vu3bvKzMxUnz59Kudv3bqlRo0aGRWvTii+AMAKnDlzRj/96U8l/bAdY8CAAdqyZYs2btyoTz75xNhwAADUgL+/v9555x19+eWXWrBggZo1a6Z+/fpVzmdnZ6tTp04GJqw9Ws0DgBWoqKhQeXm5JGnfvn0aPny4JKl9+/YqKCgwMhoAADWyfPlyBQQEaMCAAXJwcFB8fLwaN25cOb9hwwYNGTLEwIS1R8MNALACgwcPVvv27fX6669r8uTJOnnypDw8PHTgwAGNHz9eFy5cMDoiAAA1UlxcLAcHB9na2lYZLyoqkoODQ5WCzFKw7RAArEBMTIwyMzMVHh6uhQsXysPDQ5K0c+dO+fr6GpwOAICac3JyqlZ4SVKLFi0ssvCSWPkCAKt2584d2draWuzBZAAArAnFFwAAAACYAdsOAQAAAMAMKL4AAAAAwAwovgAAAADADCi+AMDKVFRUiOO8AAA8eyi+AMBKJCQkyNvbW02bNlXTpk3l4+OjTZs2GR0LAAD813NGBwAA1F1UVJQWLVqk8PBw9e3bV5KUmpqq6dOnq6CgQBEREQYnBAAAtJoHACvg5uamyMhIjRs3rsp4fHy8li5dqry8PIOSAQCA+9h2CABWID8/X76+vtXGfX19lZ+fb0AiAADwMIovALACHh4eSkxMrDa+fft2eXp6GpAIAAA8jDNfAGAFIiMjFRgYqIMHD1ae+Tp06JD279//yKIMAACYH2e+AMBKZGRkKDo6Wjk5OZIkLy8vzZ07V926dTM4GQAAkCi+AAAAAMAs2HYIAFbk6tWrunr1qsrLy6uM+/j4GJQIAADcR/EFAFYgIyND48ePV05Ojh7e0GAymVRWVmZQMgAAcB/bDgHACnTt2lWdOnXS/Pnz1bp1a5lMpirzrq6uBiUDAAD3UXwBgBVwdHTUN998Iw8PD6OjAACAH8E9XwBgBfz8/JSVlWV0DAAA8BisfAGAFSgoKND48ePVu3dvdenSRY0aNaoyP3LkSIOSAQCA+yi+AMAKJCUlKSQkRDdv3qw2R8MNAACeDWw7BAArMHPmTI0dO1b5+fkqLy+v8kXhBQDAs4GVLwCwAo6OjvrnP/+pTp06GR0FAAD8CFa+AMAKBAQEKCUlxegYAADgMbhkGQCsQOfOnbVgwQKlpqbK29u7WsONWbNmGZQMAADcx7ZDALACbm5uPzpnMpl0/vx5M6YBAACPQvEFAAAAAGbAmS8AsDIVFRXiczUAAJ49FF8AYCUSEhLk7e2tpk2bqmnTpvLx8dGmTZuMjgUAAP6LhhsAYAWioqK0aNEihYeHq2/fvpKk1NRUTZ8+XQUFBYqIiDA4IQAA4MwXAFgBNzc3RUZGaty4cVXG4+PjtXTpUuXl5RmUDAAA3Me2QwCwAvn5+fL19a027uvrq/z8fAMSAQCAh1F8AYAV8PDwUGJiYrXx7du3y9PT04BEAADgYZz5AgArEBkZqcDAQB08eLDyzNehQ4e0f//+RxZlAADA/DjzBQBWIiMjQ9HR0crJyZEkeXl5ae7cuerWrZvByQAAgETxBQAAAABmwbZDALBgN2/efKL3NW/e/CknAQAA/wsrXwBgwWxsbGQymX50vqKiQiaTSWVlZWZMBQAAHoWVLwCwYCkpKZX/XFFRIX9/f61bt07t2rUzMBUAAHgUVr4AwIo4OjoqKytL7u7uRkcBAAAP4Z4vAAAAADADii8AAAAAMAOKLwCwMo9rwAEAAIxDww0AsGABAQFVXt+5c0fTp0+Xvb19lfFdu3aZMxYAAHgEii8AsGBOTk5VXo8dO9agJAAA4H+h2yEAAAAAmAFnvgAAAADADCi+AAAAAMAMKL4AAAAAwAwovgAAAADADCi+AAAAAMAMKL4AAAAAwAwovgAAAADADCi+AAAAAMAMKL4AAAAAwAz+D/hyv7yRoEt7AAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 1000x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "Z = sch.linkage(X, method='average', metric='cosine')\n",
+        "plt.figure(figsize=(10, 6))\n",
+        "sch.dendrogram(Z, labels=list(sequences.keys()), leaf_rotation=90)\n",
+        "plt.title(f\"Hierarchical clustering — k={k}, cosine, average linkage\")\n",
+        "plt.ylabel(\"Cosine distance\")\n",
         "plt.show()"
       ]
     }
   ],
   "metadata": {
     "kernelspec": {
-      "display_name": "Python [default]",
+      "display_name": "PRvaje",
       "language": "python",
       "name": "python3"
     },
@@ -149,7 +143,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.6.9"
+      "version": "3.11.8"
     },
     "latex_envs": {
       "LaTeX_envs_menu_present": true,