From 4a656d5afcbc9c00a30e4d0b83782418a2c5b96f Mon Sep 17 00:00:00 2001 From: Panciera Date: Wed, 22 Jul 2015 17:52:20 -0400 Subject: [PATCH 01/26] degen.py working with minimal tests --- bio_pieces/degen.py | 51 +++++++++++++++++++++++++++++++++++++++++++++ tests/test_degen.py | 44 ++++++++++++++++++++++++++++++++++++++ 2 files changed, 95 insertions(+) create mode 100644 bio_pieces/degen.py create mode 100644 tests/test_degen.py diff --git a/bio_pieces/degen.py b/bio_pieces/degen.py new file mode 100644 index 0000000..deb4dec --- /dev/null +++ b/bio_pieces/degen.py @@ -0,0 +1,51 @@ +from __future__ import print_function +from Bio import Entrez, SeqIO +from functools import partial +from collections import namedtuple +from itertools import starmap, product, imap as map +import operator +import re +Entrez.email = "micheal.panciera.work@gmail.com" + +def compose2(f, g): + def inner(*args, **kwargs): + return f(g(*args, **kwargs)) + return inner +def compose(*funcs): return reduce(compose2, funcs) + +DEGENS = ['S', 'R', 'D', 'W', 'V', 'Y', 'H', 'K', 'B', 'M'] +Gene = namedtuple('Gene', ['name', 'start', 'stop']) + +def gene_from_line(s): return Gene(get_name(s), *get_interval(s) ) +def fetch_record_by_id(_id): return Entrez.efetch(db="nucleotide", id=_id, rettype='gb', retmode='text').read() + +gene_lines = re.compile(r'(mat_peptide[^\n]+\n[^\n]+)').findall +raw_nums = lambda x: re.compile(r'([0-9]+)\.\.([0-9]+)\n').search(x).groups() +get_interval = compose(partial(map, int), raw_nums) +get_name = lambda x: re.compile(r'/product="([^"]+)').search(x).groups()[0] +degen_positions = lambda seq: (m.start() for m in re.finditer('|'.join(DEGENS), seq)) + +genes_form_text = compose(partial(map, gene_from_line), gene_lines) +fetch_genes_by_id = compose(genes_form_text, fetch_record_by_id) + +rowformat='{0}\t{1}\t{2}' + +def get_gene_pos_seq(genes, seq): + ''' :return list of tuples of form: (gene name, position, nt)... ''' + _degen_positions = degen_positions(str(seq)) + perms = product(genes, _degen_positions) + result = ((gene.name, pos, seq[pos]) for gene, pos in perms if gene.start <= pos <= gene.stop) + return result + +def get_result_info(infasta, ref_id=None, gene_file=None): + assert operator.xor(bool(ref_id), bool(gene_file)), "Must specify reference id or gene annotation file, but not both. \ + You specified reference id %s and gene file %s" % (ref_id, gene_file) + if ref_id: + genes = fetch_genes_by_id(ref_id) + else: + raise NotImplementedError('Currently only works with GenBank reference ids.') + fasta = SeqIO.parse(infasta, format='fasta') + return map(partial(get_gene_pos_seq, genes), fasta) + +pretty_table = compose('\n'.join, partial(starmap, rowformat.format)) +get_result_table = compose(partial(map, pretty_table), get_result_info) diff --git a/tests/test_degen.py b/tests/test_degen.py new file mode 100644 index 0000000..621df2f --- /dev/null +++ b/tests/test_degen.py @@ -0,0 +1,44 @@ +import unittest +import mock +from bio_pieces.degen import Gene, get_gene_pos_seq, get_result_table +from itertools import starmap + + +class DegenTest(unittest.TestCase): + def setUp(self): + self.seq = 'G'*83 + 'GGRAAY' + 420*'A' + 'RAGT'+'C'*8000 + 'YYY' + 'A' * 2000 + self.positions = [85, 88, 509, 8513, 8514, 8515] + self.genestrs = ["anchored capsid protein"] * 2 + ["membrane glycoprotein precursor"] + ["nonstructural protein NS5"]*3 + self.nts = [self.seq[i] for i in self.positions] + self.genbank_id = 'KJ189367.1' + self.expected_str ='' + for p, g, nt in zip(self.positions, self.genestrs, self.nts): + self.expected_str += '\t'.join( map(str, [g, p, nt]) ) + '\n' + self.expected_str = self.expected_str[:-1] + self.geneinfo = [ ["anchored capsid protein", 84, 426], + ["membrane glycoprotein precursor", 426,923, ], + ["envelope protein", 924,2408, ], + ["nonstructural protein NS1", 2409,3464, ], + ["nonstructural protein NS2A", 3465,4118, ], + ["nonstructural protein NS2B", 4119,4508, ], + ["nonstructural protein NS3", 4509,6365, ], + ["nonstructural protein NS4A", 6366,6746, ], + ["2K peptide", 6747,6815, ], + ["nonstructural protein NS4B", 6816,7562, ], + ["nonstructural protein NS5", 7563,10259,]] + self.genes = starmap(Gene, self.geneinfo) + + + @mock.patch('Bio.SeqIO.parse') + def test_functional(self, mparse): + '''Note: requires internet access to genbank.''' + mparse.return_value = [self.seq] + actual = next(get_result_table('_', ref_id=self.genbank_id)) + self.assertMultiLineEqual(actual, self.expected_str) + + def test_get_gene_pos_seq(self): + expected = sorted(zip(self.genestrs, self.positions, self.nts)) + actual = sorted(get_gene_pos_seq(self.genes, self.seq)) + self.assertListEqual(actual, expected) + + From b253729aae562913e4761a849f92f41714085ffe Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Fri, 31 Jul 2015 11:57:21 -0400 Subject: [PATCH 02/26] Building up pca analysis for fasta sequence alignment --- bio_pieces/aln_pca.py | 82 ++++++++++++++++ bio_pieces/sns_matrix.py | 23 +++++ test | 26 ----- tests/test_aln_pca.py | 83 ++++++++++++++++ tests/test_sns_matrix.py | 12 +++ tests/testinput/aln1.fasta | 188 +++++++++++++++++++++++++++++++++++++ 6 files changed, 388 insertions(+), 26 deletions(-) create mode 100644 bio_pieces/aln_pca.py create mode 100644 bio_pieces/sns_matrix.py delete mode 100644 test create mode 100644 tests/test_aln_pca.py create mode 100644 tests/test_sns_matrix.py create mode 100644 tests/testinput/aln1.fasta diff --git a/bio_pieces/aln_pca.py b/bio_pieces/aln_pca.py new file mode 100644 index 0000000..3c16e18 --- /dev/null +++ b/bio_pieces/aln_pca.py @@ -0,0 +1,82 @@ +from __future__ import print_function + +import itertools +from collections import OrderedDict + +from Bio import SeqIO +import pandas as pd +import numpy as np + +def pairwise_identity(seq1, seq2, invalid_chars=None): + ''' + Compare two sequences by counting only bases that + are identical between them + + :param str seq1: string of chars + :param str seq2: strin of chars + :return: sum of same base positions + :raises: ValueError if any sequence contains any invalid_chars or + if sequence lengths are not identical + ''' + if len(seq1) != len(seq2): + raise ValueError('Sequence lengths did not match') + + def invalid(c): + if invalid_chars is None: + return + if c in invalid_chars: + print("c: {0} invalid_chars: {1}".format(c,invalid_chars)) + raise ValueError('{0} is an invalid character'.format(c)) + + ident = 0 + for x,y in itertools.izip(seq1,seq2): + invalid(x) + invalid(y) + if x.lower() == y.lower(): + ident += 1 + return ident + +def index_fasta(aln_fh): + ''' + Return a pandas.Series for the fasta sequence alignment in order + of the sequences in the file + + :param file aln_fh: fasta file like iterator + :return: pandas.Series indexed by Bio.SeqRecord.id + ''' + # Build list of tuples (id,seq) and convert to series later + seq_index = OrderedDict() + for record in SeqIO.parse(aln_fh, 'fasta'): + seq_index[record.id] = str(record.seq) + return pd.Series(seq_index) + +def identity_matrix(aln): + ''' + Build an identity matrix from all the pairwise identities + of all sequences in the supplied fasta index + + n^2 loop over sequences to generate all identities. + Skips identies of sequences against themselves + Only does top right calculations of matrix and copies values + into bottom left as they are identical + + :param mapping aln: Aligned indexed fasta + :return: pandas.DataFrame representing identity matrix + ''' + id_matrix = np.empty([len(aln),len(aln)]) + for i in range(len(aln)): + for j in range(len(aln)): + #print(i,j) + # Don't need to compute identity against itself + if i == j: + #print("Using length") + id_matrix[i][j] = len(aln[j]) + # Only compute top right of matrix + elif i > j: + #print("Copying {0}{1} from {1}{0}".format(j,i)) + id_matrix[i][j] = id_matrix[j][i] + else: + _id = pairwise_identity(aln[i], aln[j]) + #print("Pident of {0} and {1} is {2}".format(aln[i],aln[j],_id)) + id_matrix[i][j] = _id + return pd.DataFrame(id_matrix, index=aln.keys(), columns=aln.keys()) diff --git a/bio_pieces/sns_matrix.py b/bio_pieces/sns_matrix.py new file mode 100644 index 0000000..1230c86 --- /dev/null +++ b/bio_pieces/sns_matrix.py @@ -0,0 +1,23 @@ +import pandas as pd +import numpy as np +from StringIO import StringIO + + +# Simple Nucleotide Substitution matrix +# Copy/pasted table from +# http://www.jalview.org/help/html/calculations/scorematrices.html#simplenucleotide +sns = StringIO(''' +,A,C,G,I,N,R,T,U,X,Y +A,10,-8,-8,1,1,1,-8,-8,1,-8 +C,-8,10,-8,1,1,-8,-8,-8,1,1 +G,-8,-8,10,1,1,1,-8,-8,1,-8 +I,1,1,1,10,1,0,1,1,0,0 +N,1,1,1,1,10,1,1,1,1,1 +R,1,-8,1,0,1,10,-8,-8,0,-8 +T,-8,-8,-8,1,1,-8,10,10,1,1 +U,-8,-8,-8,1,1,-8,10,10,1,1 +X,1,1,1,0,1,0,1,1,10,0 +Y,-8,1,-8,0,1,-8,1,1,0,10 +''') +# Converted to pandas dataframe indexed in both directions +sns_matrix = pd.read_csv(sns, index_col=0) diff --git a/test b/test deleted file mode 100644 index 24d07c3..0000000 --- a/test +++ /dev/null @@ -1,26 +0,0 @@ -*** Settings *** -Library Process -Library OperatingSystem -Suite Teardown Terminate All Processes - -*** Keywords *** -Should Be Equal As Files [Arguments] ${file1} ${file2} - ${contents1} = Get File ${file1} - ${contents2} = Get File ${file2} - Log To Console ${contents1} - Log To Console ${contents2} - Should Be Equal as Strings ${contents1} ${contents2} - -*** Variables *** -${in1} = tests/testinput/out.samtext -${out1} = chr1.group.fq -${out2} = chr2.group.fq - -*** Test Cases *** -TestParseRefs - ${result} = Run Process parse_contigs ${in1} - Log To Console ${result.stderr} - Should Be Equal As Integers ${result.rc} 0 - Should Be Equal As Files tests/expected/${out1} ${out1} - Should Be Equal As Files tests/expected/${out2} ${out2} - diff --git a/tests/test_aln_pca.py b/tests/test_aln_pca.py new file mode 100644 index 0000000..42810d0 --- /dev/null +++ b/tests/test_aln_pca.py @@ -0,0 +1,83 @@ +from StringIO import StringIO + +from . import unittest, THIS +import pandas as pd + +from bio_pieces import aln_pca + +aln = [ + ('>id1','ATGC'), + ('>id2','AAGC'), + ('>id3','CGTR'), + ('>id4','ACGT') +] + +id_matrix = pd.DataFrame( + { + 'id1': [4.,3.,0.,2.], + 'id2': [3.,4.,0.,2.], + 'id3': [0.,0.,4.,0.], + 'id4': [2.,2.,0.,4.] + }, + index=['id1','id2','id3','id4'] +) + +class TestPairwiseIdentity(unittest.TestCase): + def test_id_same(self): + seq = 'A' * 10 + r = aln_pca.pairwise_identity(seq, seq) + self.assertEqual(len(seq), r) + + def test_id_complete_diff(self): + seq = 'A' * 10 + r = aln_pca.pairwise_identity(seq, seq.replace('A','C')) + self.assertEqual(0, r) + + def test_id_half_diff(self): + r = aln_pca.pairwise_identity('A'*10, 'A'*5+'C'*5) + self.assertEqual(5, r) + + def test_diff_sizes(self): + self.assertRaises( + ValueError, + aln_pca.pairwise_identity, 'A'*5, 'A'*4 + ) + + def test_ignores_case(self): + r = aln_pca.pairwise_identity('a'*10, 'A'*10) + self.assertEqual(10, r) + + def test_non_seq_char_dash(self): + self.assertRaises( + ValueError, + aln_pca.pairwise_identity, 'A-CG', 'AACG', '- ' + ) + + def test_non_seq_char_space(self): + self.assertRaises( + ValueError, + aln_pca.pairwise_identity, 'AACG', 'A CG', '- ' + ) + +class TestIndexFasta(unittest.TestCase): + def setUp(self): + self.seq_string = '\n'.join(['\n'.join(x) for x in aln]) + self.aln_stringio = StringIO(self.seq_string) + + def test_ensure_ordered_index(self): + r = aln_pca.index_fasta(self.aln_stringio) + for _aln, _seq in zip(aln,r): + search_id = _aln[0].replace('>','') + self.assertEqual(_aln[1], r[search_id]) + +class TestIdentityMatrix(unittest.TestCase): + def setUp(self): + self.seq_string = '\n'.join(['\n'.join(x) for x in aln]) + self.aln_stringio = StringIO(self.seq_string) + self.index_fasta = aln_pca.index_fasta(self.aln_stringio) + + def test_buils_correct_matrix(self): + r = aln_pca.identity_matrix(self.index_fasta) + self.assertTrue(id_matrix.equals(r)) + self.assertTrue(id_matrix.columns.identical(r.columns)) + self.assertTrue(id_matrix.index.identical(r.index)) diff --git a/tests/test_sns_matrix.py b/tests/test_sns_matrix.py new file mode 100644 index 0000000..369bc9d --- /dev/null +++ b/tests/test_sns_matrix.py @@ -0,0 +1,12 @@ +from . import unittest + +from bio_pieces import sns_matrix + +class TestSNSMatrix(unittest.TestCase): + def test_sns_matrix_same_nt_returns_10(self): + for c in 'ACGINRTUXY': + self.assertEqual(10, sns_matrix.sns_matrix[c][c]) + + def test_sns_matrix_returns_correct_values(self): + self.assertEqual(-8, sns_matrix.sns_matrix['A']['C']) + self.assertEqual(-8, sns_matrix.sns_matrix['C']['A']) diff --git a/tests/testinput/aln1.fasta b/tests/testinput/aln1.fasta new file mode 100644 index 0000000..41b955a --- /dev/null +++ b/tests/testinput/aln1.fasta @@ -0,0 +1,188 @@ +>D3GII_KDH0014A_consensus +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c002 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c004 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACCCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c008 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGGAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c011 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c025 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTRTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGATGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c033 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGGACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCNAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c034 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGACGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c035 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCGCATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGGGCATTTTTGCGGGGCACTTGAGATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGAATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGGTTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c036 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c037 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGCTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAGGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c038 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTGGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCCAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAACGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTGGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGGCAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c039 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c040 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGCGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGCCTTGCCTGAGTATGGAACCCTTGGGCTAGGATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGGAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAATGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c041 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGCGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGGAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACGGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c042 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAGGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGCTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAACGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGCGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c043 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGCGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGGAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACGGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c044 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGCGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGGAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACGGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c045 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCCCCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGCCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c046 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACGAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c047 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGTGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCCGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c048 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c049 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTTGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAGCACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c050 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAGGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c051 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c053 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c054 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAAAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCGATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACGCTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAGGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATCCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c055 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACGACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATNTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c056 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGTAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c057 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGTGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCCGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c058 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c059 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAGGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGGACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAGCTGGAGATAAAGCCCTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c060 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c061 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCTACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c062 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c063 +----GATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTYGWGCWCGGTGGGTGWGTGACCACCATGGSTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTCCAAGCT +>D3GII_KDH0014A_c064 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAGGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGGACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAGCTGGAGATAAAGCCCTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c065 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAACGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTTGATTGGGAAGATGTTCGGGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAGCCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c066 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c068 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCGCCCAGGGGGAAGCGATTCTACCTGAGGATCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c069 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c070 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGGTCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c072 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAAAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCGATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACGCTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAGGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATCCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c073 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGGAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCCTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c074 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAAAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCGATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACGCTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAGGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATCCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c075 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c076 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGCTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c077 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGAATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c078 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCCTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCNGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c079 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGGTGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_consensus +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c001 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c002 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCCACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c003 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAGATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c004 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGGCAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c005 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACGGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c006 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAACATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c007 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCTCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c008 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATACGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGAACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c009 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c010 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAGGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c011 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c012 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAGATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c013 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGGTTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c014 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGGAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCGCTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAGGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c015 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTTAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGCGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c016 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAACCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c017 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAGGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCAGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c018 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGTACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c019 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAGGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGCCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c020 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c021 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCCGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c022 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCACTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAGGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGCTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c023 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAANCAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATCACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c024 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGCAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c026 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c027 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCNAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATCACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c028 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGGAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c029 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c030 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c031 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAACGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c032 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c033 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACCGATTACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c034 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c035 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGATTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACACTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c036 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c037 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c039 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAGCAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c040 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c041 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGGCAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c043 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c044 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c045 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAATGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c046 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAGTAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT From e61449e03da5a1ec3fd5d3e855e7cfe8b79257c2 Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Fri, 31 Jul 2015 11:58:01 -0400 Subject: [PATCH 03/26] This notebook will build what we think is a correct 3d axis for pca analysis. Will convert to regular python --- pca.ipynb | 2985 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 2985 insertions(+) create mode 100755 pca.ipynb diff --git a/pca.ipynb b/pca.ipynb new file mode 100755 index 0000000..e7efae4 --- /dev/null +++ b/pca.ipynb @@ -0,0 +1,2985 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "%pylab inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "from Bio import SeqIO\n", + "from os.path import *\n", + "import os\n", + "import sys\n", + "from StringIO import StringIO\n", + "\n", + "from matplotlib import pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "from mpl_toolkits.mplot3d import proj3d\n", + "from matplotlib.patches import FancyArrowPatch" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#https://zulko.wordpress.com/2012/09/29/animate-your-3d-plots-with-pythons-matplotlib/\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "from mpl_toolkits.mplot3d import axes3d\n", + "import os, sys\n", + "import numpy as np\n", + " \n", + " \n", + "##### TO CREATE A SERIES OF PICTURES\n", + " \n", + "def make_views(ax, angles, elevations=None, width=4, height = 3,\n", + " prefix='tmprot_',**kwargs):\n", + " \"\"\"\n", + " Makes jpeg pictures of the given 3d ax, with different angles.\n", + " Args:\n", + " ax (3D axis): te ax\n", + " angles (list): the list of angles (in degree) under which to\n", + " take the picture.\n", + " width,height (float): size, in inches, of the output images.\n", + " prefix (str): prefix for the files created. \n", + " \n", + " Returns: the list of files created (for later removal)\n", + " \"\"\"\n", + " \n", + " files = []\n", + " ax.figure.set_size_inches(width,height)\n", + " \n", + " i = 0\n", + " for elevation in elevations:\n", + " for angle in angles:\n", + " ax.view_init(elev=elevation, azim=angle)\n", + " fname = '%s%03d.png'%(prefix,i)\n", + " ax.figure.savefig(fname)\n", + " files.append(fname)\n", + " i += 1\n", + " \n", + " return files\n", + " \n", + " \n", + " \n", + "##### TO TRANSFORM THE SERIES OF PICTURE INTO AN ANIMATION\n", + " \n", + "def make_movie(files,output, fps=10,bitrate=1800,**kwargs):\n", + " \"\"\"\n", + " Uses mencoder, produces a .mp4/.ogv/... movie from a list of\n", + " picture files.\n", + " \"\"\"\n", + " \n", + " output_name, output_ext = os.path.splitext(output)\n", + " command = { '.mp4' : 'mencoder \"mf://%s\" -mf fps=%d -o %s.mp4 -ovc lavc\\\n", + " -lavcopts vcodec=msmpeg4v2:vbitrate=%d'\n", + " %(\",\".join(files),fps,output_name,bitrate)}\n", + " \n", + " command['.ogv'] = command['.mp4'] + '; ffmpeg -i %s.mp4 -r %d %s'%(output_name,fps,output)\n", + " \n", + " print command[output_ext]\n", + " output_ext = os.path.splitext(output)[1]\n", + " os.system(command[output_ext])\n", + " \n", + " \n", + " \n", + "def make_gif(files,output,delay=100, repeat=True,**kwargs):\n", + " \"\"\"\n", + " Uses imageMagick to produce an animated .gif from a list of\n", + " picture files.\n", + " \"\"\"\n", + " \n", + " loop = -1 if repeat else 0\n", + " os.system('convert -delay %d -loop %d %s %s'\n", + " %(delay,loop,\" \".join(files),output))\n", + " \n", + " \n", + " \n", + " \n", + "def make_strip(files,output,**kwargs):\n", + " \"\"\"\n", + " Uses imageMagick to produce a .jpeg strip from a list of\n", + " picture files.\n", + " \"\"\"\n", + " \n", + " os.system('montage -tile 1x -geometry +0+0 %s %s'%(\" \".join(files),output))\n", + " \n", + " \n", + " \n", + "##### MAIN FUNCTION\n", + " \n", + "def rotanimate(ax, angles, output, **kwargs):\n", + " \"\"\"\n", + " Produces an animation (.mp4,.ogv,.gif,.jpeg,.png) from a 3D plot on\n", + " a 3D ax\n", + " \n", + " Args:\n", + " ax (3D axis): the ax containing the plot of interest\n", + " angles (list): the list of angles (in degree) under which to\n", + " show the plot.\n", + " output : name of the output file. The extension determines the\n", + " kind of animation used.\n", + " **kwargs:\n", + " - width : in inches\n", + " - heigth: in inches\n", + " - framerate : frames per second\n", + " - delay : delay between frames in milliseconds\n", + " - repeat : True or False (.gif only)\n", + " \"\"\"\n", + " \n", + " output_ext = os.path.splitext(output)[1]\n", + " \n", + " files = make_views(ax,angles, **kwargs)\n", + " \n", + " D = { '.mp4' : make_movie,\n", + " '.ogv' : make_movie,\n", + " '.gif': make_gif ,\n", + " '.jpeg': make_strip,\n", + " '.png':make_strip}\n", + " \n", + " D[output_ext](files,output,**kwargs)\n", + " \n", + " for f in files:\n", + " os.remove(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "sys.path.insert(0, '/media/VD_Research/People/tyghe.vallard/Projects/bio_pieces')\n", + "from bio_pieces import aln_pca" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "fasta = '/media/VD_Research/People/tyghe.vallard/Projects/bio_pieces/tests/testinput/aln1.fasta'\n", + "assert exists(fasta), \"Fasta file does not exist\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "fasta_fh = StringIO('''>id1\n", + "ATGCA\n", + ">id2\n", + "ATGCC\n", + ">id3\n", + "CGTRG\n", + ">id4\n", + "ATGGA\n", + ">id5\n", + "ACGCA''')\n", + "fasta_fh = open(fasta)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "ifasta = aln_pca.index_fasta(fasta_fh)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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D3GII_KDH0014A_consensus1479147914781476147714771476147814741479...1477147914791478147914781479147814781478
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D3GII_KDH0014A_c0461478147814771475147614761475147714731478...1476147814781477147814771478147714771477
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D3GII_KDH0014A_c0561478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDH0014A_c0571477147714761474147514751474147614721477...1475147714771476147714761477147614761476
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D3GII_KDC0064A_c0151477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDC0064A_c0161478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDC0064A_c0171477147714761474147514751474147614721477...1475147714771476147714761477147614761476
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94 rows × 94 columns

\n", + "
" + ], + "text/plain": [ + " D3GII_KDH0014A_consensus D3GII_KDH0014A_c002 \\\n", + "D3GII_KDH0014A_consensus 1479 1479 \n", + "D3GII_KDH0014A_c002 1479 1479 \n", + "D3GII_KDH0014A_c004 1478 1478 \n", + "D3GII_KDH0014A_c008 1476 1476 \n", + "D3GII_KDH0014A_c011 1477 1477 \n", + "D3GII_KDH0014A_c025 1477 1477 \n", + "D3GII_KDH0014A_c033 1476 1476 \n", + "D3GII_KDH0014A_c034 1478 1478 \n", + "D3GII_KDH0014A_c035 1474 1474 \n", + "D3GII_KDH0014A_c036 1479 1479 \n", + "D3GII_KDH0014A_c037 1477 1477 \n", + "D3GII_KDH0014A_c038 1474 1474 \n", + "D3GII_KDH0014A_c039 1479 1479 \n", + "D3GII_KDH0014A_c040 1473 1473 \n", + "D3GII_KDH0014A_c041 1475 1475 \n", + "D3GII_KDH0014A_c042 1475 1475 \n", + "D3GII_KDH0014A_c043 1475 1475 \n", + "D3GII_KDH0014A_c044 1475 1475 \n", + "D3GII_KDH0014A_c045 1477 1477 \n", + "D3GII_KDH0014A_c046 1478 1478 \n", + "D3GII_KDH0014A_c047 1477 1477 \n", + "D3GII_KDH0014A_c048 1479 1479 \n", + "D3GII_KDH0014A_c049 1476 1476 \n", + "D3GII_KDH0014A_c050 1478 1478 \n", + "D3GII_KDH0014A_c051 1479 1479 \n", + "D3GII_KDH0014A_c053 1478 1478 \n", + "D3GII_KDH0014A_c054 1474 1474 \n", + "D3GII_KDH0014A_c055 1477 1477 \n", + "D3GII_KDH0014A_c056 1478 1478 \n", + "D3GII_KDH0014A_c057 1477 1477 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1476 1476 \n", + "D3GII_KDC0064A_c015 1477 1477 \n", + "D3GII_KDC0064A_c016 1478 1478 \n", + "D3GII_KDC0064A_c017 1477 1477 \n", + "D3GII_KDC0064A_c018 1478 1478 \n", + "D3GII_KDC0064A_c019 1477 1477 \n", + "D3GII_KDC0064A_c020 1479 1479 \n", + "D3GII_KDC0064A_c021 1478 1478 \n", + "D3GII_KDC0064A_c022 1476 1476 \n", + "D3GII_KDC0064A_c023 1477 1477 \n", + "D3GII_KDC0064A_c024 1478 1478 \n", + "D3GII_KDC0064A_c026 1479 1479 \n", + "D3GII_KDC0064A_c027 1477 1477 \n", + "D3GII_KDC0064A_c028 1478 1478 \n", + "D3GII_KDC0064A_c029 1479 1479 \n", + "D3GII_KDC0064A_c030 1479 1479 \n", + "D3GII_KDC0064A_c031 1478 1478 \n", + "D3GII_KDC0064A_c032 1478 1478 \n", + "D3GII_KDC0064A_c033 1477 1477 \n", + "D3GII_KDC0064A_c034 1478 1478 \n", + "D3GII_KDC0064A_c035 1477 1477 \n", + "D3GII_KDC0064A_c036 1479 1479 \n", + "D3GII_KDC0064A_c037 1479 1479 \n", + "D3GII_KDC0064A_c039 1478 1478 \n", + "D3GII_KDC0064A_c040 1479 1479 \n", + "D3GII_KDC0064A_c041 1478 1478 \n", + "D3GII_KDC0064A_c043 1479 1479 \n", + "D3GII_KDC0064A_c044 1478 1478 \n", + "D3GII_KDC0064A_c045 1478 1478 \n", + "D3GII_KDC0064A_c046 1478 1478 \n", + "\n", + " D3GII_KDH0014A_c004 D3GII_KDH0014A_c008 \\\n", + "D3GII_KDH0014A_consensus 1478 1476 \n", + "D3GII_KDH0014A_c002 1478 1476 \n", + "D3GII_KDH0014A_c004 1479 1475 \n", + "D3GII_KDH0014A_c008 1475 1479 \n", + "D3GII_KDH0014A_c011 1476 1478 \n", + "D3GII_KDH0014A_c025 1476 1474 \n", + "D3GII_KDH0014A_c033 1475 1475 \n", + "D3GII_KDH0014A_c034 1477 1475 \n", + "D3GII_KDH0014A_c035 1473 1471 \n", + "D3GII_KDH0014A_c036 1478 1476 \n", + "D3GII_KDH0014A_c037 1476 1474 \n", + "D3GII_KDH0014A_c038 1473 1471 \n", + "D3GII_KDH0014A_c039 1478 1476 \n", + "D3GII_KDH0014A_c040 1472 1472 \n", + "D3GII_KDH0014A_c041 1474 1474 \n", + "D3GII_KDH0014A_c042 1474 1472 \n", + "D3GII_KDH0014A_c043 1474 1474 \n", + "D3GII_KDH0014A_c044 1474 1474 \n", + "D3GII_KDH0014A_c045 1476 1474 \n", + "D3GII_KDH0014A_c046 1477 1475 \n", + "D3GII_KDH0014A_c047 1476 1474 \n", + "D3GII_KDH0014A_c048 1478 1476 \n", + "D3GII_KDH0014A_c049 1475 1475 \n", + "D3GII_KDH0014A_c050 1477 1475 \n", + "D3GII_KDH0014A_c051 1478 1476 \n", + "D3GII_KDH0014A_c053 1477 1477 \n", + "D3GII_KDH0014A_c054 1473 1471 \n", + "D3GII_KDH0014A_c055 1476 1474 \n", + "D3GII_KDH0014A_c056 1477 1475 \n", + "D3GII_KDH0014A_c057 1476 1474 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1475 1473 \n", + "D3GII_KDC0064A_c015 1476 1474 \n", + "D3GII_KDC0064A_c016 1477 1475 \n", + "D3GII_KDC0064A_c017 1476 1474 \n", + "D3GII_KDC0064A_c018 1477 1475 \n", + "D3GII_KDC0064A_c019 1476 1474 \n", + "D3GII_KDC0064A_c020 1478 1476 \n", + "D3GII_KDC0064A_c021 1477 1475 \n", + "D3GII_KDC0064A_c022 1475 1473 \n", + "D3GII_KDC0064A_c023 1476 1474 \n", + "D3GII_KDC0064A_c024 1477 1475 \n", + "D3GII_KDC0064A_c026 1478 1476 \n", + "D3GII_KDC0064A_c027 1476 1474 \n", + "D3GII_KDC0064A_c028 1477 1475 \n", + "D3GII_KDC0064A_c029 1478 1476 \n", + "D3GII_KDC0064A_c030 1478 1476 \n", + "D3GII_KDC0064A_c031 1477 1475 \n", + "D3GII_KDC0064A_c032 1477 1475 \n", + "D3GII_KDC0064A_c033 1476 1474 \n", + "D3GII_KDC0064A_c034 1477 1475 \n", + "D3GII_KDC0064A_c035 1476 1474 \n", + "D3GII_KDC0064A_c036 1478 1476 \n", + "D3GII_KDC0064A_c037 1478 1476 \n", + "D3GII_KDC0064A_c039 1477 1475 \n", + "D3GII_KDC0064A_c040 1478 1476 \n", + "D3GII_KDC0064A_c041 1477 1475 \n", + "D3GII_KDC0064A_c043 1478 1476 \n", + "D3GII_KDC0064A_c044 1477 1475 \n", + "D3GII_KDC0064A_c045 1477 1475 \n", + "D3GII_KDC0064A_c046 1477 1475 \n", + "\n", + " D3GII_KDH0014A_c011 D3GII_KDH0014A_c025 \\\n", + "D3GII_KDH0014A_consensus 1477 1477 \n", + "D3GII_KDH0014A_c002 1477 1477 \n", + "D3GII_KDH0014A_c004 1476 1476 \n", + "D3GII_KDH0014A_c008 1478 1474 \n", + "D3GII_KDH0014A_c011 1479 1475 \n", + "D3GII_KDH0014A_c025 1475 1479 \n", + "D3GII_KDH0014A_c033 1476 1474 \n", + "D3GII_KDH0014A_c034 1476 1476 \n", + "D3GII_KDH0014A_c035 1472 1472 \n", + "D3GII_KDH0014A_c036 1477 1477 \n", + "D3GII_KDH0014A_c037 1475 1475 \n", + "D3GII_KDH0014A_c038 1472 1472 \n", + "D3GII_KDH0014A_c039 1477 1477 \n", + "D3GII_KDH0014A_c040 1473 1471 \n", + "D3GII_KDH0014A_c041 1475 1473 \n", + "D3GII_KDH0014A_c042 1473 1473 \n", + "D3GII_KDH0014A_c043 1475 1473 \n", + "D3GII_KDH0014A_c044 1475 1473 \n", + "D3GII_KDH0014A_c045 1475 1475 \n", + "D3GII_KDH0014A_c046 1476 1476 \n", + "D3GII_KDH0014A_c047 1475 1475 \n", + "D3GII_KDH0014A_c048 1477 1477 \n", + "D3GII_KDH0014A_c049 1476 1474 \n", + "D3GII_KDH0014A_c050 1476 1476 \n", + "D3GII_KDH0014A_c051 1477 1477 \n", + "D3GII_KDH0014A_c053 1478 1476 \n", + "D3GII_KDH0014A_c054 1472 1472 \n", + "D3GII_KDH0014A_c055 1475 1475 \n", + "D3GII_KDH0014A_c056 1476 1476 \n", + "D3GII_KDH0014A_c057 1475 1475 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1474 1474 \n", + "D3GII_KDC0064A_c015 1475 1475 \n", + "D3GII_KDC0064A_c016 1476 1476 \n", + "D3GII_KDC0064A_c017 1475 1475 \n", + "D3GII_KDC0064A_c018 1476 1476 \n", + "D3GII_KDC0064A_c019 1475 1475 \n", + "D3GII_KDC0064A_c020 1477 1477 \n", + "D3GII_KDC0064A_c021 1476 1476 \n", + "D3GII_KDC0064A_c022 1474 1474 \n", + "D3GII_KDC0064A_c023 1475 1475 \n", + "D3GII_KDC0064A_c024 1476 1476 \n", + "D3GII_KDC0064A_c026 1477 1477 \n", + "D3GII_KDC0064A_c027 1475 1475 \n", + "D3GII_KDC0064A_c028 1476 1476 \n", + "D3GII_KDC0064A_c029 1477 1477 \n", + "D3GII_KDC0064A_c030 1477 1477 \n", + "D3GII_KDC0064A_c031 1476 1476 \n", + "D3GII_KDC0064A_c032 1476 1476 \n", + "D3GII_KDC0064A_c033 1475 1475 \n", + "D3GII_KDC0064A_c034 1476 1476 \n", + "D3GII_KDC0064A_c035 1475 1475 \n", + "D3GII_KDC0064A_c036 1477 1477 \n", + "D3GII_KDC0064A_c037 1477 1477 \n", + "D3GII_KDC0064A_c039 1476 1476 \n", + "D3GII_KDC0064A_c040 1477 1477 \n", + "D3GII_KDC0064A_c041 1476 1476 \n", + "D3GII_KDC0064A_c043 1477 1477 \n", + "D3GII_KDC0064A_c044 1476 1476 \n", + "D3GII_KDC0064A_c045 1476 1476 \n", + "D3GII_KDC0064A_c046 1476 1476 \n", + "\n", + " D3GII_KDH0014A_c033 D3GII_KDH0014A_c034 \\\n", + "D3GII_KDH0014A_consensus 1476 1478 \n", + "D3GII_KDH0014A_c002 1476 1478 \n", + "D3GII_KDH0014A_c004 1475 1477 \n", + "D3GII_KDH0014A_c008 1475 1475 \n", + "D3GII_KDH0014A_c011 1476 1476 \n", + "D3GII_KDH0014A_c025 1474 1476 \n", + "D3GII_KDH0014A_c033 1479 1475 \n", + "D3GII_KDH0014A_c034 1475 1479 \n", + "D3GII_KDH0014A_c035 1471 1473 \n", + "D3GII_KDH0014A_c036 1476 1478 \n", + "D3GII_KDH0014A_c037 1474 1476 \n", + "D3GII_KDH0014A_c038 1471 1473 \n", + "D3GII_KDH0014A_c039 1476 1478 \n", + "D3GII_KDH0014A_c040 1472 1472 \n", + "D3GII_KDH0014A_c041 1472 1474 \n", + "D3GII_KDH0014A_c042 1472 1474 \n", + "D3GII_KDH0014A_c043 1472 1474 \n", + "D3GII_KDH0014A_c044 1472 1474 \n", + "D3GII_KDH0014A_c045 1474 1476 \n", + "D3GII_KDH0014A_c046 1475 1477 \n", + "D3GII_KDH0014A_c047 1474 1476 \n", + "D3GII_KDH0014A_c048 1476 1478 \n", + "D3GII_KDH0014A_c049 1475 1475 \n", + "D3GII_KDH0014A_c050 1475 1477 \n", + "D3GII_KDH0014A_c051 1476 1478 \n", + "D3GII_KDH0014A_c053 1477 1477 \n", + "D3GII_KDH0014A_c054 1471 1473 \n", + "D3GII_KDH0014A_c055 1474 1476 \n", + "D3GII_KDH0014A_c056 1475 1477 \n", + "D3GII_KDH0014A_c057 1474 1476 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1473 1475 \n", + "D3GII_KDC0064A_c015 1474 1476 \n", + "D3GII_KDC0064A_c016 1475 1477 \n", + "D3GII_KDC0064A_c017 1474 1476 \n", + "D3GII_KDC0064A_c018 1475 1477 \n", + "D3GII_KDC0064A_c019 1474 1476 \n", + "D3GII_KDC0064A_c020 1476 1478 \n", + "D3GII_KDC0064A_c021 1475 1477 \n", + "D3GII_KDC0064A_c022 1473 1475 \n", + "D3GII_KDC0064A_c023 1474 1476 \n", + "D3GII_KDC0064A_c024 1475 1477 \n", + "D3GII_KDC0064A_c026 1476 1478 \n", + "D3GII_KDC0064A_c027 1474 1476 \n", + "D3GII_KDC0064A_c028 1475 1477 \n", + "D3GII_KDC0064A_c029 1476 1478 \n", + "D3GII_KDC0064A_c030 1476 1478 \n", + "D3GII_KDC0064A_c031 1475 1477 \n", + "D3GII_KDC0064A_c032 1475 1477 \n", + "D3GII_KDC0064A_c033 1474 1476 \n", + "D3GII_KDC0064A_c034 1475 1477 \n", + "D3GII_KDC0064A_c035 1474 1476 \n", + "D3GII_KDC0064A_c036 1476 1478 \n", + "D3GII_KDC0064A_c037 1476 1478 \n", + "D3GII_KDC0064A_c039 1475 1477 \n", + "D3GII_KDC0064A_c040 1476 1478 \n", + "D3GII_KDC0064A_c041 1475 1477 \n", + "D3GII_KDC0064A_c043 1476 1478 \n", + "D3GII_KDC0064A_c044 1475 1477 \n", + "D3GII_KDC0064A_c045 1475 1477 \n", + "D3GII_KDC0064A_c046 1475 1477 \n", + "\n", + " D3GII_KDH0014A_c035 D3GII_KDH0014A_c036 \\\n", + "D3GII_KDH0014A_consensus 1474 1479 \n", + "D3GII_KDH0014A_c002 1474 1479 \n", + "D3GII_KDH0014A_c004 1473 1478 \n", + "D3GII_KDH0014A_c008 1471 1476 \n", + "D3GII_KDH0014A_c011 1472 1477 \n", + "D3GII_KDH0014A_c025 1472 1477 \n", + "D3GII_KDH0014A_c033 1471 1476 \n", + "D3GII_KDH0014A_c034 1473 1478 \n", + "D3GII_KDH0014A_c035 1479 1474 \n", + "D3GII_KDH0014A_c036 1474 1479 \n", + "D3GII_KDH0014A_c037 1472 1477 \n", + "D3GII_KDH0014A_c038 1469 1474 \n", + "D3GII_KDH0014A_c039 1474 1479 \n", + "D3GII_KDH0014A_c040 1468 1473 \n", + "D3GII_KDH0014A_c041 1470 1475 \n", + "D3GII_KDH0014A_c042 1470 1475 \n", + "D3GII_KDH0014A_c043 1470 1475 \n", + "D3GII_KDH0014A_c044 1470 1475 \n", + "D3GII_KDH0014A_c045 1472 1477 \n", + "D3GII_KDH0014A_c046 1473 1478 \n", + "D3GII_KDH0014A_c047 1472 1477 \n", + "D3GII_KDH0014A_c048 1474 1479 \n", + "D3GII_KDH0014A_c049 1471 1476 \n", + "D3GII_KDH0014A_c050 1473 1478 \n", + "D3GII_KDH0014A_c051 1474 1479 \n", + "D3GII_KDH0014A_c053 1473 1478 \n", + "D3GII_KDH0014A_c054 1469 1474 \n", + "D3GII_KDH0014A_c055 1472 1477 \n", + "D3GII_KDH0014A_c056 1473 1478 \n", + "D3GII_KDH0014A_c057 1472 1477 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1471 1476 \n", + "D3GII_KDC0064A_c015 1472 1477 \n", + "D3GII_KDC0064A_c016 1473 1478 \n", + "D3GII_KDC0064A_c017 1472 1477 \n", + "D3GII_KDC0064A_c018 1473 1478 \n", + "D3GII_KDC0064A_c019 1472 1477 \n", + "D3GII_KDC0064A_c020 1474 1479 \n", + "D3GII_KDC0064A_c021 1473 1478 \n", + "D3GII_KDC0064A_c022 1471 1476 \n", + "D3GII_KDC0064A_c023 1472 1477 \n", + "D3GII_KDC0064A_c024 1473 1478 \n", + "D3GII_KDC0064A_c026 1474 1479 \n", + "D3GII_KDC0064A_c027 1472 1477 \n", + "D3GII_KDC0064A_c028 1473 1478 \n", + "D3GII_KDC0064A_c029 1474 1479 \n", + "D3GII_KDC0064A_c030 1474 1479 \n", + "D3GII_KDC0064A_c031 1473 1478 \n", + "D3GII_KDC0064A_c032 1473 1478 \n", + "D3GII_KDC0064A_c033 1472 1477 \n", + "D3GII_KDC0064A_c034 1473 1478 \n", + "D3GII_KDC0064A_c035 1472 1477 \n", + "D3GII_KDC0064A_c036 1474 1479 \n", + "D3GII_KDC0064A_c037 1474 1479 \n", + "D3GII_KDC0064A_c039 1473 1478 \n", + "D3GII_KDC0064A_c040 1474 1479 \n", + "D3GII_KDC0064A_c041 1473 1478 \n", + "D3GII_KDC0064A_c043 1474 1479 \n", + "D3GII_KDC0064A_c044 1473 1478 \n", + "D3GII_KDC0064A_c045 1473 1478 \n", + "D3GII_KDC0064A_c046 1473 1478 \n", + "\n", + " ... D3GII_KDC0064A_c035 \\\n", + "D3GII_KDH0014A_consensus ... 1477 \n", + "D3GII_KDH0014A_c002 ... 1477 \n", + "D3GII_KDH0014A_c004 ... 1476 \n", + "D3GII_KDH0014A_c008 ... 1474 \n", + "D3GII_KDH0014A_c011 ... 1475 \n", + "D3GII_KDH0014A_c025 ... 1475 \n", + "D3GII_KDH0014A_c033 ... 1474 \n", + "D3GII_KDH0014A_c034 ... 1476 \n", + "D3GII_KDH0014A_c035 ... 1472 \n", + "D3GII_KDH0014A_c036 ... 1477 \n", + "D3GII_KDH0014A_c037 ... 1475 \n", + "D3GII_KDH0014A_c038 ... 1472 \n", + "D3GII_KDH0014A_c039 ... 1477 \n", + "D3GII_KDH0014A_c040 ... 1471 \n", + "D3GII_KDH0014A_c041 ... 1473 \n", + "D3GII_KDH0014A_c042 ... 1473 \n", + "D3GII_KDH0014A_c043 ... 1473 \n", + "D3GII_KDH0014A_c044 ... 1473 \n", + "D3GII_KDH0014A_c045 ... 1475 \n", + "D3GII_KDH0014A_c046 ... 1476 \n", + "D3GII_KDH0014A_c047 ... 1475 \n", + "D3GII_KDH0014A_c048 ... 1477 \n", + "D3GII_KDH0014A_c049 ... 1474 \n", + "D3GII_KDH0014A_c050 ... 1476 \n", + "D3GII_KDH0014A_c051 ... 1477 \n", + "D3GII_KDH0014A_c053 ... 1476 \n", + "D3GII_KDH0014A_c054 ... 1472 \n", + "D3GII_KDH0014A_c055 ... 1475 \n", + "D3GII_KDH0014A_c056 ... 1476 \n", + "D3GII_KDH0014A_c057 ... 1475 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 ... 1474 \n", + "D3GII_KDC0064A_c015 ... 1475 \n", + "D3GII_KDC0064A_c016 ... 1476 \n", + "D3GII_KDC0064A_c017 ... 1475 \n", + "D3GII_KDC0064A_c018 ... 1476 \n", + "D3GII_KDC0064A_c019 ... 1475 \n", + "D3GII_KDC0064A_c020 ... 1477 \n", + "D3GII_KDC0064A_c021 ... 1476 \n", + "D3GII_KDC0064A_c022 ... 1474 \n", + "D3GII_KDC0064A_c023 ... 1475 \n", + "D3GII_KDC0064A_c024 ... 1476 \n", + "D3GII_KDC0064A_c026 ... 1477 \n", + "D3GII_KDC0064A_c027 ... 1475 \n", + "D3GII_KDC0064A_c028 ... 1476 \n", + "D3GII_KDC0064A_c029 ... 1477 \n", + "D3GII_KDC0064A_c030 ... 1477 \n", + "D3GII_KDC0064A_c031 ... 1476 \n", + "D3GII_KDC0064A_c032 ... 1476 \n", + "D3GII_KDC0064A_c033 ... 1475 \n", + "D3GII_KDC0064A_c034 ... 1476 \n", + "D3GII_KDC0064A_c035 ... 1479 \n", + "D3GII_KDC0064A_c036 ... 1477 \n", + "D3GII_KDC0064A_c037 ... 1477 \n", + "D3GII_KDC0064A_c039 ... 1476 \n", + "D3GII_KDC0064A_c040 ... 1477 \n", + "D3GII_KDC0064A_c041 ... 1476 \n", + "D3GII_KDC0064A_c043 ... 1477 \n", + "D3GII_KDC0064A_c044 ... 1476 \n", + "D3GII_KDC0064A_c045 ... 1476 \n", + "D3GII_KDC0064A_c046 ... 1476 \n", + "\n", + " D3GII_KDC0064A_c036 D3GII_KDC0064A_c037 \\\n", + "D3GII_KDH0014A_consensus 1479 1479 \n", + "D3GII_KDH0014A_c002 1479 1479 \n", + "D3GII_KDH0014A_c004 1478 1478 \n", + "D3GII_KDH0014A_c008 1476 1476 \n", + "D3GII_KDH0014A_c011 1477 1477 \n", + "D3GII_KDH0014A_c025 1477 1477 \n", + "D3GII_KDH0014A_c033 1476 1476 \n", + "D3GII_KDH0014A_c034 1478 1478 \n", + "D3GII_KDH0014A_c035 1474 1474 \n", + "D3GII_KDH0014A_c036 1479 1479 \n", + "D3GII_KDH0014A_c037 1477 1477 \n", + "D3GII_KDH0014A_c038 1474 1474 \n", + "D3GII_KDH0014A_c039 1479 1479 \n", + "D3GII_KDH0014A_c040 1473 1473 \n", + "D3GII_KDH0014A_c041 1475 1475 \n", + "D3GII_KDH0014A_c042 1475 1475 \n", + "D3GII_KDH0014A_c043 1475 1475 \n", + "D3GII_KDH0014A_c044 1475 1475 \n", + "D3GII_KDH0014A_c045 1477 1477 \n", + "D3GII_KDH0014A_c046 1478 1478 \n", + "D3GII_KDH0014A_c047 1477 1477 \n", + "D3GII_KDH0014A_c048 1479 1479 \n", + "D3GII_KDH0014A_c049 1476 1476 \n", + "D3GII_KDH0014A_c050 1478 1478 \n", + "D3GII_KDH0014A_c051 1479 1479 \n", + "D3GII_KDH0014A_c053 1478 1478 \n", + "D3GII_KDH0014A_c054 1474 1474 \n", + "D3GII_KDH0014A_c055 1477 1477 \n", + "D3GII_KDH0014A_c056 1478 1478 \n", + "D3GII_KDH0014A_c057 1477 1477 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1476 1476 \n", + "D3GII_KDC0064A_c015 1477 1477 \n", + "D3GII_KDC0064A_c016 1478 1478 \n", + "D3GII_KDC0064A_c017 1477 1477 \n", + "D3GII_KDC0064A_c018 1478 1478 \n", + "D3GII_KDC0064A_c019 1477 1477 \n", + "D3GII_KDC0064A_c020 1479 1479 \n", + "D3GII_KDC0064A_c021 1478 1478 \n", + "D3GII_KDC0064A_c022 1476 1476 \n", + "D3GII_KDC0064A_c023 1477 1477 \n", + "D3GII_KDC0064A_c024 1478 1478 \n", + "D3GII_KDC0064A_c026 1479 1479 \n", + "D3GII_KDC0064A_c027 1477 1477 \n", + "D3GII_KDC0064A_c028 1478 1478 \n", + "D3GII_KDC0064A_c029 1479 1479 \n", + "D3GII_KDC0064A_c030 1479 1479 \n", + "D3GII_KDC0064A_c031 1478 1478 \n", + "D3GII_KDC0064A_c032 1478 1478 \n", + "D3GII_KDC0064A_c033 1477 1477 \n", + "D3GII_KDC0064A_c034 1478 1478 \n", + "D3GII_KDC0064A_c035 1477 1477 \n", + "D3GII_KDC0064A_c036 1479 1479 \n", + "D3GII_KDC0064A_c037 1479 1479 \n", + "D3GII_KDC0064A_c039 1478 1478 \n", + "D3GII_KDC0064A_c040 1479 1479 \n", + "D3GII_KDC0064A_c041 1478 1478 \n", + "D3GII_KDC0064A_c043 1479 1479 \n", + "D3GII_KDC0064A_c044 1478 1478 \n", + "D3GII_KDC0064A_c045 1478 1478 \n", + "D3GII_KDC0064A_c046 1478 1478 \n", + "\n", + " D3GII_KDC0064A_c039 D3GII_KDC0064A_c040 \\\n", + "D3GII_KDH0014A_consensus 1478 1479 \n", + "D3GII_KDH0014A_c002 1478 1479 \n", + "D3GII_KDH0014A_c004 1477 1478 \n", + "D3GII_KDH0014A_c008 1475 1476 \n", + "D3GII_KDH0014A_c011 1476 1477 \n", + "D3GII_KDH0014A_c025 1476 1477 \n", + "D3GII_KDH0014A_c033 1475 1476 \n", + "D3GII_KDH0014A_c034 1477 1478 \n", + "D3GII_KDH0014A_c035 1473 1474 \n", + "D3GII_KDH0014A_c036 1478 1479 \n", + "D3GII_KDH0014A_c037 1476 1477 \n", + "D3GII_KDH0014A_c038 1473 1474 \n", + "D3GII_KDH0014A_c039 1478 1479 \n", + "D3GII_KDH0014A_c040 1472 1473 \n", + "D3GII_KDH0014A_c041 1474 1475 \n", + "D3GII_KDH0014A_c042 1474 1475 \n", + "D3GII_KDH0014A_c043 1474 1475 \n", + "D3GII_KDH0014A_c044 1474 1475 \n", + "D3GII_KDH0014A_c045 1476 1477 \n", + "D3GII_KDH0014A_c046 1477 1478 \n", + "D3GII_KDH0014A_c047 1476 1477 \n", + "D3GII_KDH0014A_c048 1478 1479 \n", + "D3GII_KDH0014A_c049 1475 1476 \n", + "D3GII_KDH0014A_c050 1477 1478 \n", + "D3GII_KDH0014A_c051 1478 1479 \n", + "D3GII_KDH0014A_c053 1477 1478 \n", + "D3GII_KDH0014A_c054 1473 1474 \n", + "D3GII_KDH0014A_c055 1476 1477 \n", + "D3GII_KDH0014A_c056 1477 1478 \n", + "D3GII_KDH0014A_c057 1476 1477 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1475 1476 \n", + "D3GII_KDC0064A_c015 1476 1477 \n", + "D3GII_KDC0064A_c016 1477 1478 \n", + "D3GII_KDC0064A_c017 1476 1477 \n", + "D3GII_KDC0064A_c018 1477 1478 \n", + "D3GII_KDC0064A_c019 1476 1477 \n", + "D3GII_KDC0064A_c020 1478 1479 \n", + "D3GII_KDC0064A_c021 1477 1478 \n", + "D3GII_KDC0064A_c022 1475 1476 \n", + "D3GII_KDC0064A_c023 1476 1477 \n", + "D3GII_KDC0064A_c024 1477 1478 \n", + "D3GII_KDC0064A_c026 1478 1479 \n", + "D3GII_KDC0064A_c027 1476 1477 \n", + "D3GII_KDC0064A_c028 1477 1478 \n", + "D3GII_KDC0064A_c029 1478 1479 \n", + "D3GII_KDC0064A_c030 1478 1479 \n", + "D3GII_KDC0064A_c031 1477 1478 \n", + "D3GII_KDC0064A_c032 1477 1478 \n", + "D3GII_KDC0064A_c033 1476 1477 \n", + "D3GII_KDC0064A_c034 1477 1478 \n", + "D3GII_KDC0064A_c035 1476 1477 \n", + "D3GII_KDC0064A_c036 1478 1479 \n", + "D3GII_KDC0064A_c037 1478 1479 \n", + "D3GII_KDC0064A_c039 1479 1478 \n", + "D3GII_KDC0064A_c040 1478 1479 \n", + "D3GII_KDC0064A_c041 1477 1478 \n", + "D3GII_KDC0064A_c043 1478 1479 \n", + "D3GII_KDC0064A_c044 1477 1478 \n", + "D3GII_KDC0064A_c045 1477 1478 \n", + "D3GII_KDC0064A_c046 1477 1478 \n", + "\n", + " D3GII_KDC0064A_c041 D3GII_KDC0064A_c043 \\\n", + "D3GII_KDH0014A_consensus 1478 1479 \n", + "D3GII_KDH0014A_c002 1478 1479 \n", + "D3GII_KDH0014A_c004 1477 1478 \n", + "D3GII_KDH0014A_c008 1475 1476 \n", + "D3GII_KDH0014A_c011 1476 1477 \n", + "D3GII_KDH0014A_c025 1476 1477 \n", + "D3GII_KDH0014A_c033 1475 1476 \n", + "D3GII_KDH0014A_c034 1477 1478 \n", + "D3GII_KDH0014A_c035 1473 1474 \n", + "D3GII_KDH0014A_c036 1478 1479 \n", + "D3GII_KDH0014A_c037 1476 1477 \n", + "D3GII_KDH0014A_c038 1475 1474 \n", + "D3GII_KDH0014A_c039 1478 1479 \n", + "D3GII_KDH0014A_c040 1472 1473 \n", + "D3GII_KDH0014A_c041 1474 1475 \n", + "D3GII_KDH0014A_c042 1474 1475 \n", + "D3GII_KDH0014A_c043 1474 1475 \n", + "D3GII_KDH0014A_c044 1474 1475 \n", + "D3GII_KDH0014A_c045 1476 1477 \n", + "D3GII_KDH0014A_c046 1477 1478 \n", + "D3GII_KDH0014A_c047 1476 1477 \n", + "D3GII_KDH0014A_c048 1478 1479 \n", + "D3GII_KDH0014A_c049 1475 1476 \n", + "D3GII_KDH0014A_c050 1477 1478 \n", + "D3GII_KDH0014A_c051 1478 1479 \n", + "D3GII_KDH0014A_c053 1477 1478 \n", + "D3GII_KDH0014A_c054 1473 1474 \n", + "D3GII_KDH0014A_c055 1476 1477 \n", + "D3GII_KDH0014A_c056 1477 1478 \n", + "D3GII_KDH0014A_c057 1476 1477 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1475 1476 \n", + "D3GII_KDC0064A_c015 1476 1477 \n", + "D3GII_KDC0064A_c016 1477 1478 \n", + "D3GII_KDC0064A_c017 1476 1477 \n", + "D3GII_KDC0064A_c018 1477 1478 \n", + "D3GII_KDC0064A_c019 1476 1477 \n", + "D3GII_KDC0064A_c020 1478 1479 \n", + "D3GII_KDC0064A_c021 1477 1478 \n", + "D3GII_KDC0064A_c022 1475 1476 \n", + "D3GII_KDC0064A_c023 1476 1477 \n", + "D3GII_KDC0064A_c024 1477 1478 \n", + "D3GII_KDC0064A_c026 1478 1479 \n", + "D3GII_KDC0064A_c027 1476 1477 \n", + "D3GII_KDC0064A_c028 1477 1478 \n", + "D3GII_KDC0064A_c029 1478 1479 \n", + "D3GII_KDC0064A_c030 1478 1479 \n", + "D3GII_KDC0064A_c031 1477 1478 \n", + "D3GII_KDC0064A_c032 1477 1478 \n", + "D3GII_KDC0064A_c033 1476 1477 \n", + "D3GII_KDC0064A_c034 1477 1478 \n", + "D3GII_KDC0064A_c035 1476 1477 \n", + "D3GII_KDC0064A_c036 1478 1479 \n", + "D3GII_KDC0064A_c037 1478 1479 \n", + "D3GII_KDC0064A_c039 1477 1478 \n", + "D3GII_KDC0064A_c040 1478 1479 \n", + "D3GII_KDC0064A_c041 1479 1478 \n", + "D3GII_KDC0064A_c043 1478 1479 \n", + "D3GII_KDC0064A_c044 1477 1478 \n", + "D3GII_KDC0064A_c045 1477 1478 \n", + "D3GII_KDC0064A_c046 1477 1478 \n", + "\n", + " D3GII_KDC0064A_c044 D3GII_KDC0064A_c045 \\\n", + "D3GII_KDH0014A_consensus 1478 1478 \n", + "D3GII_KDH0014A_c002 1478 1478 \n", + "D3GII_KDH0014A_c004 1477 1477 \n", + "D3GII_KDH0014A_c008 1475 1475 \n", + "D3GII_KDH0014A_c011 1476 1476 \n", + "D3GII_KDH0014A_c025 1476 1476 \n", + "D3GII_KDH0014A_c033 1475 1475 \n", + "D3GII_KDH0014A_c034 1477 1477 \n", + "D3GII_KDH0014A_c035 1473 1473 \n", + "D3GII_KDH0014A_c036 1478 1478 \n", + "D3GII_KDH0014A_c037 1476 1476 \n", + "D3GII_KDH0014A_c038 1473 1473 \n", + "D3GII_KDH0014A_c039 1478 1478 \n", + "D3GII_KDH0014A_c040 1472 1472 \n", + "D3GII_KDH0014A_c041 1474 1474 \n", + "D3GII_KDH0014A_c042 1474 1474 \n", + "D3GII_KDH0014A_c043 1474 1474 \n", + "D3GII_KDH0014A_c044 1474 1474 \n", + "D3GII_KDH0014A_c045 1476 1476 \n", + "D3GII_KDH0014A_c046 1477 1477 \n", + "D3GII_KDH0014A_c047 1476 1476 \n", + "D3GII_KDH0014A_c048 1478 1478 \n", + "D3GII_KDH0014A_c049 1475 1475 \n", + "D3GII_KDH0014A_c050 1477 1477 \n", + "D3GII_KDH0014A_c051 1478 1478 \n", + "D3GII_KDH0014A_c053 1477 1477 \n", + "D3GII_KDH0014A_c054 1473 1473 \n", + "D3GII_KDH0014A_c055 1476 1476 \n", + "D3GII_KDH0014A_c056 1477 1477 \n", + "D3GII_KDH0014A_c057 1476 1476 \n", + "... ... ... \n", + "D3GII_KDC0064A_c014 1475 1475 \n", + "D3GII_KDC0064A_c015 1476 1476 \n", + "D3GII_KDC0064A_c016 1477 1477 \n", + "D3GII_KDC0064A_c017 1476 1476 \n", + "D3GII_KDC0064A_c018 1477 1477 \n", + "D3GII_KDC0064A_c019 1476 1476 \n", + "D3GII_KDC0064A_c020 1478 1478 \n", + "D3GII_KDC0064A_c021 1477 1477 \n", + "D3GII_KDC0064A_c022 1475 1475 \n", + "D3GII_KDC0064A_c023 1476 1476 \n", + "D3GII_KDC0064A_c024 1477 1477 \n", + "D3GII_KDC0064A_c026 1478 1478 \n", + "D3GII_KDC0064A_c027 1476 1476 \n", + "D3GII_KDC0064A_c028 1477 1477 \n", + "D3GII_KDC0064A_c029 1478 1478 \n", + "D3GII_KDC0064A_c030 1478 1478 \n", + "D3GII_KDC0064A_c031 1477 1477 \n", + "D3GII_KDC0064A_c032 1479 1477 \n", + "D3GII_KDC0064A_c033 1476 1476 \n", + "D3GII_KDC0064A_c034 1479 1477 \n", + "D3GII_KDC0064A_c035 1476 1476 \n", + "D3GII_KDC0064A_c036 1478 1478 \n", + "D3GII_KDC0064A_c037 1478 1478 \n", + "D3GII_KDC0064A_c039 1477 1477 \n", + "D3GII_KDC0064A_c040 1478 1478 \n", + "D3GII_KDC0064A_c041 1477 1477 \n", + "D3GII_KDC0064A_c043 1478 1478 \n", + "D3GII_KDC0064A_c044 1479 1477 \n", + "D3GII_KDC0064A_c045 1477 1479 \n", + "D3GII_KDC0064A_c046 1477 1477 \n", + "\n", + " D3GII_KDC0064A_c046 \n", + "D3GII_KDH0014A_consensus 1478 \n", + "D3GII_KDH0014A_c002 1478 \n", + "D3GII_KDH0014A_c004 1477 \n", + "D3GII_KDH0014A_c008 1475 \n", + "D3GII_KDH0014A_c011 1476 \n", + "D3GII_KDH0014A_c025 1476 \n", + "D3GII_KDH0014A_c033 1475 \n", + "D3GII_KDH0014A_c034 1477 \n", + "D3GII_KDH0014A_c035 1473 \n", + "D3GII_KDH0014A_c036 1478 \n", + "D3GII_KDH0014A_c037 1476 \n", + "D3GII_KDH0014A_c038 1473 \n", + "D3GII_KDH0014A_c039 1478 \n", + "D3GII_KDH0014A_c040 1472 \n", + "D3GII_KDH0014A_c041 1474 \n", + "D3GII_KDH0014A_c042 1474 \n", + "D3GII_KDH0014A_c043 1474 \n", + "D3GII_KDH0014A_c044 1474 \n", + "D3GII_KDH0014A_c045 1476 \n", + "D3GII_KDH0014A_c046 1477 \n", + "D3GII_KDH0014A_c047 1476 \n", + "D3GII_KDH0014A_c048 1478 \n", + "D3GII_KDH0014A_c049 1475 \n", + "D3GII_KDH0014A_c050 1477 \n", + "D3GII_KDH0014A_c051 1478 \n", + "D3GII_KDH0014A_c053 1477 \n", + "D3GII_KDH0014A_c054 1473 \n", + "D3GII_KDH0014A_c055 1476 \n", + "D3GII_KDH0014A_c056 1477 \n", + "D3GII_KDH0014A_c057 1476 \n", + "... ... \n", + "D3GII_KDC0064A_c014 1475 \n", + "D3GII_KDC0064A_c015 1476 \n", + "D3GII_KDC0064A_c016 1477 \n", + "D3GII_KDC0064A_c017 1476 \n", + "D3GII_KDC0064A_c018 1477 \n", + "D3GII_KDC0064A_c019 1476 \n", + "D3GII_KDC0064A_c020 1478 \n", + "D3GII_KDC0064A_c021 1477 \n", + "D3GII_KDC0064A_c022 1475 \n", + "D3GII_KDC0064A_c023 1476 \n", + "D3GII_KDC0064A_c024 1477 \n", + "D3GII_KDC0064A_c026 1478 \n", + "D3GII_KDC0064A_c027 1476 \n", + "D3GII_KDC0064A_c028 1477 \n", + "D3GII_KDC0064A_c029 1478 \n", + "D3GII_KDC0064A_c030 1478 \n", + "D3GII_KDC0064A_c031 1477 \n", + "D3GII_KDC0064A_c032 1477 \n", + "D3GII_KDC0064A_c033 1476 \n", + "D3GII_KDC0064A_c034 1477 \n", + "D3GII_KDC0064A_c035 1476 \n", + "D3GII_KDC0064A_c036 1478 \n", + "D3GII_KDC0064A_c037 1478 \n", + "D3GII_KDC0064A_c039 1477 \n", + "D3GII_KDC0064A_c040 1478 \n", + "D3GII_KDC0064A_c041 1477 \n", + "D3GII_KDC0064A_c043 1478 \n", + "D3GII_KDC0064A_c044 1477 \n", + "D3GII_KDC0064A_c045 1477 \n", + "D3GII_KDC0064A_c046 1479 \n", + "\n", + "[94 rows x 94 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "id_matrix = aln_pca.identity_matrix(ifasta)\n", + "id_matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1477.35106383, 1477.35106383, 1476.37234043, 1474.62765957,\n", + " 1475.60638298, 1475.39361702, 1474.54255319, 1476.37234043,\n", + " 1472.4787234 , 1477.35106383, 1475.39361702, 1472.5 ,\n", + " 1477.35106383, 1471.62765957, 1473.67021277, 1473.43617021,\n", + " 1473.67021277, 1473.67021277, 1475.41489362, 1476.37234043,\n", + " 1475.43617021, 1477.35106383, 1474.54255319, 1476.37234043,\n", + " 1477.35106383, 1476.5 , 1472.67021277, 1475.39361702,\n", + " 1476.37234043, 1475.43617021, 1477.35106383, 1473.5212766 ,\n", + " 1477.35106383, 1476.37234043, 1477.35106383, 1467.56382979,\n", + " 1473.5212766 , 1473.43617021, 1477.35106383, 1474.54255319,\n", + " 1477.35106383, 1476.37234043, 1472.67021277, 1475.39361702,\n", + " 1472.67021277, 1477.35106383, 1476.37234043, 1476.37234043,\n", + " 1475.39361702, 1476.37234043, 1477.35106383, 1477.35106383,\n", + " 1476.37234043, 1476.39361702, 1476.41489362, 1476.43617021,\n", + " 1475.45744681, 1476.37234043, 1475.39361702, 1477.35106383,\n", + " 1476.37234043, 1477.35106383, 1476.39361702, 1476.39361702,\n", + " 1474.43617021, 1475.39361702, 1476.37234043, 1475.41489362,\n", + " 1476.37234043, 1475.39361702, 1477.35106383, 1476.37234043,\n", + " 1474.41489362, 1475.41489362, 1476.37234043, 1477.35106383,\n", + " 1475.41489362, 1476.37234043, 1477.35106383, 1477.35106383,\n", + " 1476.37234043, 1476.43617021, 1475.39361702, 1476.43617021,\n", + " 1475.39361702, 1477.35106383, 1477.35106383, 1476.37234043,\n", + " 1477.35106383, 1476.41489362, 1477.35106383, 1476.43617021,\n", + " 1476.37234043, 1476.37234043])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = id_matrix.as_matrix()\n", + "mean_vector = id_matrix.mean().as_matrix()\n", + "mean_vector" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Scatter Matrix:\\n', array([[ 71695.72340425, 71695.72340425, 58166.4893617 , ...,\n", + " 59234.78723404, 58166.4893617 , 58166.4893617 ],\n", + " [ 71695.72340425, 71695.72340425, 58166.4893617 , ...,\n", + " 59234.78723404, 58166.4893617 , 58166.4893617 ],\n", + " [ 58166.4893617 , 58166.4893617 , 53473.25531915, ...,\n", + " 53601.55319149, 53097.25531915, 53097.25531915],\n", + " ..., \n", + " [ 59234.78723404, 59234.78723404, 53601.55319149, ...,\n", + " 55609.85106383, 53601.55319149, 53601.55319149],\n", + " [ 58166.4893617 , 58166.4893617 , 53097.25531915, ...,\n", + " 53601.55319149, 53473.25531915, 53097.25531915],\n", + " [ 58166.4893617 , 58166.4893617 , 53097.25531915, ...,\n", + " 53601.55319149, 53097.25531915, 53473.25531915]]))\n" + ] + } + ], + "source": [ + "scatter_matrix = np.zeros(m.shape)\n", + "for i in range(m.shape[1]):\n", + " scatter_matrix += (m[:,i].reshape(m.shape[0],1) - mean_vector).dot(\n", + " (m[:,i].reshape(m.shape[0],1) - mean_vector).T)\n", + "print('Scatter Matrix:\\n', scatter_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 4.49271104e+06 +0.00000000e+00j 2.24277078e+06 +0.00000000e+00j\n", + " 7.75614972e+04 +0.00000000e+00j 5.44597132e+04 +0.00000000e+00j\n", + " 3.19608526e+04 +0.00000000e+00j 2.61493465e+04 +0.00000000e+00j\n", + " 1.65939221e+04 +0.00000000e+00j 1.10037991e+04 +0.00000000e+00j\n", + " 8.47660890e+03 +0.00000000e+00j 7.12831186e+03 +0.00000000e+00j\n", + " 6.57093853e+03 +0.00000000e+00j 5.86303946e+03 +0.00000000e+00j\n", + " 5.09299531e+03 +0.00000000e+00j 6.01600000e+03 +0.00000000e+00j\n", + " 3.75190221e+03 +0.00000000e+00j 3.36354399e+03 +0.00000000e+00j\n", + " 2.20686633e+03 +0.00000000e+00j 1.64769383e+03 +0.00000000e+00j\n", + " 1.47020195e+03 +0.00000000e+00j 1.08590191e+03 +0.00000000e+00j\n", + " 7.56520726e+02 +0.00000000e+00j 7.14768652e+02 +0.00000000e+00j\n", + " 4.55121491e+02 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", + " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", + " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", + " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", + " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", + " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", + " 2.11758386e+02 +0.00000000e+00j 1.82726694e+02 +0.00000000e+00j\n", + " 1.66298779e+02 +0.00000000e+00j 6.53901709e+01 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +8.18658713e-12j\n", + " 3.76000000e+02 -8.18658713e-12j 3.76000000e+02 +0.00000000e+00j\n", + " 3.76000000e+02 +2.33508171e-13j 3.76000000e+02 -2.33508171e-13j\n", + " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 1.28812081e+01 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", + " 3.76000000e+02 +0.00000000e+00j 2.82688716e-11 +2.59048103e-11j\n", + " 2.82688716e-11 -2.59048103e-11j -9.76853552e-13 +0.00000000e+00j\n", + " -5.41334271e-13 +5.74386961e-13j -5.41334271e-13 -5.74386961e-13j\n", + " -5.07016268e-13 +0.00000000e+00j 5.24328221e-13 +0.00000000e+00j\n", + " -3.22342472e-13 +2.60324642e-13j -3.22342472e-13 -2.60324642e-13j\n", + " 2.61131647e-13 +1.66872571e-13j 2.61131647e-13 -1.66872571e-13j\n", + " 3.13631141e-13 +0.00000000e+00j -2.43757849e-13 +0.00000000e+00j\n", + " -6.91133922e-14 +2.12592374e-13j -6.91133922e-14 -2.12592374e-13j\n", + " 1.15249306e-13 +2.78958647e-14j 1.15249306e-13 -2.78958647e-14j\n", + " -9.29476426e-14 +2.76021647e-14j -9.29476426e-14 -2.76021647e-14j\n", + " 8.72488373e-14 +0.00000000e+00j 5.30933442e-14 +0.00000000e+00j\n", + " -4.02766412e-14 +1.79072394e-14j -4.02766412e-14 -1.79072394e-14j\n", + " 3.48508624e-15 +2.23792400e-14j 3.48508624e-15 -2.23792400e-14j\n", + " 1.14968448e-14 +0.00000000e+00j -1.38411492e-14 +0.00000000e+00j\n", + " -7.92856809e-15 +0.00000000e+00j -6.40341388e-16 +0.00000000e+00j\n", + " -1.91946149e-27 +0.00000000e+00j -2.96660309e-32 +0.00000000e+00j\n", + " 4.71901989e-31 +0.00000000e+00j 2.57132491e-31 +0.00000000e+00j]\n", + "[[ 1.09213757e-01+0.j -8.96537646e-02+0.j 1.12669316e-02+0.j ...,\n", + " -6.63480787e-14+0.j -1.40901604e-12+0.j -1.78249822e-12+0.j]\n", + " [ 1.09213757e-01+0.j -8.96537646e-02+0.j 1.12669316e-02+0.j ...,\n", + " -2.09595632e-13+0.j -4.45146230e-12+0.j -5.63138084e-12+0.j]\n", + " [ 1.06794508e-01+0.j -2.85670703e-02+0.j 2.50820548e-03+0.j ...,\n", + " -1.53045587e-18+0.j 1.26721267e-18+0.j -1.73801262e-18+0.j]\n", + " ..., \n", + " [ 1.07416506e-01+0.j -3.27076578e-02+0.j 2.71099714e-03+0.j ...,\n", + " 9.78069983e-06+0.j 2.07715438e-04+0.j 2.62773435e-04+0.j]\n", + " [ 1.06794508e-01+0.j -2.85670703e-02+0.j 2.50820548e-03+0.j ...,\n", + " 1.78784225e-18+0.j -1.08232128e-19+0.j 1.06132027e-18+0.j]\n", + " [ 1.06794508e-01+0.j -2.85670703e-02+0.j 2.50820548e-03+0.j ...,\n", + " 1.66142824e-19+0.j -1.58157732e-18+0.j -8.27675284e-19+0.j]]\n" + ] + } + ], + "source": [ + "eig_val_sc, eig_vec_sc = np.linalg.eig(scatter_matrix)\n", + "\n", + "print eig_val_sc\n", + "print eig_vec_sc" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Make a list of (eigenvalue, eigenvector) tuples\n", + "eig_pairs = []\n", + "for i in range(len(eig_val_sc)):\n", + " a = np.abs(eig_val_sc[i])\n", + " b = eig_vec_sc[:,i]\n", + " eig_pairs.append((a,b))\n", + " \n", + "# Sort the (eigenvalue, eigenvector) tuples from high to low\n", + "eig_pairs.sort(key=lambda x: x[0])\n", + "eig_pairs.reverse()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Matrix W:\\n', array([[ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 9.47696583e-02+0.j, 8.08644253e-02+0.j, -1.11325229e-01+0.j],\n", + " [ 9.79035755e-02+0.j, 1.97145167e-02+0.j, -9.50117803e-02+0.j],\n", + " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", + " [ 9.71361887e-02+0.j, 8.57313733e-02+0.j, -5.46902051e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 8.95347656e-02+0.j, 2.13944721e-01+0.j, -4.28296595e-02+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", + " [ 8.99085823e-02+0.j, 2.12586955e-01+0.j, -4.28773824e-02+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 8.16305836e-02+0.j, 2.67544192e-01+0.j, -1.06595556e-01+0.j],\n", + " [ 8.85766317e-02+0.j, 1.41160586e-01+0.j, -2.09238842e-01+0.j],\n", + " [ 9.47797444e-02+0.j, 1.54275687e-01+0.j, -2.90776197e-02+0.j],\n", + " [ 8.85766317e-02+0.j, 1.41160586e-01+0.j, -2.09238842e-01+0.j],\n", + " [ 8.85766317e-02+0.j, 1.41160586e-01+0.j, -2.09238842e-01+0.j],\n", + " [ 1.01970204e-01+0.j, 3.11278367e-02+0.j, -1.42968290e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.03468734e-01+0.j, 2.96369677e-02+0.j, -7.55526600e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 9.71361887e-02+0.j, 8.57313733e-02+0.j, -5.46902051e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.03464097e-01+0.j, -3.64231041e-02+0.j, -3.01687559e-02+0.j],\n", + " [ 7.72305038e-02+0.j, 2.05876527e-01+0.j, 5.07764401e-01+0.j],\n", + " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.03468734e-01+0.j, 2.96369677e-02+0.j, -7.55526600e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 9.14723138e-02+0.j, 1.49236198e-01+0.j, -4.23533535e-02+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 4.89804498e-02+0.j, 5.23662935e-01+0.j, -1.92118835e-01+0.j],\n", + " [ 9.14723138e-02+0.j, 1.49236198e-01+0.j, -4.23533535e-02+0.j],\n", + " [ 9.47797444e-02+0.j, 1.54275687e-01+0.j, -2.90776197e-02+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 9.71361887e-02+0.j, 8.57313733e-02+0.j, -5.46902051e-02+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 7.72305038e-02+0.j, 2.05876527e-01+0.j, 5.07764401e-01+0.j],\n", + " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", + " [ 7.72305038e-02+0.j, 2.05876527e-01+0.j, 5.07764401e-01+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", 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2.50820548e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.07115859e-01+0.j, -2.99264976e-02+0.j, 2.70217789e-03+0.j],\n", + " [ 1.05526563e-01+0.j, -2.99847132e-02+0.j, 4.06072506e-04+0.j],\n", + " [ 9.95219637e-02+0.j, 9.19606849e-02+0.j, -1.76904581e-02+0.j],\n", + " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.03120550e-01+0.j, 3.10046932e-02+0.j, -7.73937019e-03+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 9.95801122e-02+0.j, 9.33363610e-02+0.j, -1.73034867e-02+0.j],\n", + " [ 1.03517740e-01+0.j, 3.10192802e-02+0.j, -7.18603815e-03+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.03517740e-01+0.j, 3.10192802e-02+0.j, -7.18603815e-03+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.07416506e-01+0.j, -3.27076578e-02+0.j, 2.71099714e-03+0.j],\n", + " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", + " [ 1.07416506e-01+0.j, -3.27076578e-02+0.j, 2.71099714e-03+0.j],\n", + " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.05864201e-01+0.j, -3.13160336e-02+0.j, 3.57005366e-04+0.j],\n", + " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", + " [ 1.07416506e-01+0.j, -3.27076578e-02+0.j, 2.71099714e-03+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", + " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j]]))\n" + ] + } + ], + "source": [ + "matrix_w = np.hstack((eig_pairs[0][1].reshape(m.shape[0],1),\n", + " eig_pairs[1][1].reshape(m.shape[0],1),\n", + " eig_pairs[2][1].reshape(m.shape[0],1)))\n", + "print('Matrix W:\\n', matrix_w)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 14265.14394669+0.j, 14265.14394669+0.j, 14255.70262431+0.j,\n", + " 14238.62391106+0.j, 14248.08928313+0.j, 14246.24846003+0.j,\n", + " 14237.90611024+0.j, 14255.70262431+0.j, 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152.42950240+0.j, 152.56549158+0.j, 152.66380888+0.j,\n", + " 152.66380888+0.j, 152.56549158+0.j, 152.57128388+0.j,\n", + " 152.47614842+0.j, 151.21967252+0.j, 152.44807813+0.j,\n", + " 152.56549158+0.j, 152.42950240+0.j, 152.66380888+0.j,\n", + " 152.56549158+0.j, 152.66380888+0.j, 152.57128388+0.j,\n", + " 152.47562799+0.j, 152.23218625+0.j, 152.42950240+0.j,\n", + " 152.56549158+0.j, 152.39080306+0.j, 152.56549158+0.j,\n", + " 152.42950240+0.j, 152.66380888+0.j, 152.56549158+0.j,\n", + " 152.24998682+0.j, 152.41402522+0.j, 152.56549158+0.j,\n", + " 152.66380888+0.j, 152.41402522+0.j, 152.56549158+0.j,\n", + " 152.66380888+0.j, 152.66380888+0.j, 152.56549158+0.j,\n", + " 152.56407650+0.j, 152.42950240+0.j, 152.56407650+0.j,\n", + " 152.42950240+0.j, 152.66380888+0.j, 152.66380888+0.j,\n", + " 152.56549158+0.j, 152.66380888+0.j, 152.47614842+0.j,\n", + " 152.66380888+0.j, 152.56407650+0.j, 152.56549158+0.j,\n", + " 152.56549158+0.j]])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transformed = matrix_w.T.dot(m)\n", + "transformed" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(14249.8372533+0j)\n", + "(1231.65975061+0j)\n", + "(152.57539008+0j)\n" + ] + } + ], + "source": [ + "mean_x = transformed[0,:].mean()\n", + "mean_y = transformed[1,:].mean()\n", + "mean_z = transformed[2,:].mean()\n", + "print(mean_x)\n", + "print(mean_y)\n", + "print(mean_z)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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9eruvjZlNy7J66Lq+WNf1X9IaHwghRGHHcRKZubymaet0Xf82NaM7fvyCW9ev\nb182LKzINUYxJeW01rTp0oM9eiQFlcriOE6C4zh3SWGFlIyuOzWYGUKIBMdx2gAwpPjBnkDBRF9/\n/XXlN954oymA402bNn1u7Nix60K1DoXiRkZFySqyhNQn/ZbcQs57iOitAH0eI6JTss82InoiA/Mn\nREZG/n3EiBHfe9tt225FRIczYywBQNO030zT/NQwjBnMXNqyrF62bTdkv7qVALBvn10okLEEgLCw\nImLfPrtQoGv+SGGFO6WwQsiMJQAQEXRd32ea5hRd11c4jnObZVlPOo5zjdB5u3btdn/11VfTe/To\ncWTlypVzGjVqtLJfv361A80r525ERBVCuV6F4npEGUxFlmDmywBaMnMduDqeTYiotX83ALOZuY78\nNy2YuWXO5WRfzqWvXQhRjJnrGIaRZZempmmnTNOcYxjGLGauYFnWs7Zt12HmK38blmVeY0S9pHfd\nhzTyR3Vdz7YixdJw/mya5kRN0zY5jnNnSkrKo47jlPLryp07d/5++fLlUx5++OE/lixZ8mXz5s2X\nDBo0qILffJFwK5kog6m46VEGU5FlmNkXPBMGQMfV9S8BT1mmjBAWFvZgnTp1cMcdd1ypw8jMZNt2\nJ03TloUy2lXTtGOmaX6o6/qnQohalmX1tG27OjOTaVoBUzJ8pHcdcAN0pJH/IlRrTgsiYsMwfjBN\nc5ymaTsdx3nAsqyHhBBXyehpmsZdunT5ds2aNZM6duxofvzxx2tbtWo157XXXvMJEbwGYB0zq/xJ\nxU2PMpiKLENEGhFth2soVzDzj35dGMA9svzTQiIqd+0s18xZMCIi4qVJkyZt9LY7jlMPgPAq44QS\nXdcPmqY5Q9f1JUKIxpZlPVO7dnRkSsrpgH8rKSmn9IQE40ygaz688nc5ndJCRMIwjO9M0xxLRPtt\n2+4qdWpjvf00TRNPP/30+jVr1kxu1qxZ0RkzZmypU6fOIiJ6BMBzOblmhSKvooJ+FCGDiAoAWArg\nP7I4tK+9EIDzstZiNwCPM3PztOaKjo6e3rdvXyOVnMsZmqadyqbbuIIMpKl0+fLl1uPGrcq/b1+b\ngykpRa7UxQw2Sta27cZCiEqmac4MFISTkzBzmOM4jYQQjYnoZyno8Lt/v1OnTkXecccdfcPCwv4o\nV67cjPvvv//Fbt265RnhB4UiN1AGUxFSiOgluAoww9Loc56Zo1O7bhhGk/Lly7+dSs7lb6ZpLg/d\nitOHmekpEsuNAAAgAElEQVTixYvVli//vt3+/Zes48dT9qakXEwOJg9TCFHQtu2nDMOYomnab6n1\ny2mYOdy27WbMXJ+IvvcXdBg4cOCjP/30U9GpU6dOeOONN1p98803ZatWrTrtoYceeu2RRx4JOn9V\nobiRUAZTkSWIKBZACjOfJ6L8cHeYw5l5iadPHDOfkj93AvAqM9dNZT4zOjp684IFC5bXrFnTm3NZ\nwXGcv8l0DDt77yowzKw5jlNTCNEKQLKu68t1XT+aRv8My9/lNB5Bh5pEtMUwjPXMHLN///7H/vzz\nz/erVq16DACOHz8eM3To0NYbNmwoVrNmzbH9+/cf2axZs5BJ3BHRNLgFnU9663LKa/3gyu4VkRJ9\nXQEMgHsu/ieAp5l5KxGVAfAhgEJwz9OnMvMIOUdhAB8DKAbgGIC/M3OWKrsobj6UwVRkCSKqAeA9\nuF9e4QBmMfP/EdGrALYw8yIiGgagI9yAoDNwv+B2BZovKipqUOfOnRu8/fbb/jmXPXVdX6jr+r5s\nv6l0YGbdcZy6QogWRHRE1/UVgWT5pPxdc9M0382o/F1O49WpBWAT0TrTNDf79ztw4EDs4MGDE3fs\n2FGwdu3aQ7t06fJuajq1GYGIWgC4AOA9v0LWZQBMBlAJf2naNgTwk3xI6wBgKDPXIaJiAOKYeScR\nRQH4DsB9zLyDiMbCLXg9moj6AIhn5t5ZXbfi5kIZTEWuQEQ63HrQwtMWX6xYsUXbtm2b500jsSyr\nHYBo0zQ/zY21pgYzG47jNBBCNCOifbqur/S5XUMlf5fTyGoodQFA07Q1uq5vDbSj/+mnn4oPGTKk\n1f79+8Pq16//yujRoz/Mqk4tEd0CYJGfwfwEbqTuAkiD6TcmGq4hLBpgvrlwd5lfENEvABoyczIR\nFQGwkZlvzcp6FTcfKkpWkVvcDWAbEd1FkjRyLmsbhrE0F9caECKyDcPYYJrmGCI6bdv2k5Zl3SWE\nKGDbdnsi2nk9GUshREFmrm8YxjTDMN5n5gSZl1rXm5cKAFWqVDn+/vvvf/z222+vOnTo0H9btWq1\nq1u3bp2Tk5NDFtVEREkADjPzjjS6PQ3XmPqPvQVAAwA+V3gcMycDADOfBnCNgVUo0kPtMBW5Arnh\nop3g7h7+zJcv3/IGDRo0nD9//mpfH2Ymy7K6aZr2nWEY3+XaYoPEUxmlIQAYhjFR07Q0U07yCvK8\ntaumafsMw7gilResTu2aNWtuHT58ePNLly6dbdy4cb/Bgwcvz6hOrXeHSUQRAFYAaMfM52SZsfo+\noyf7JwIYD6CZp5g1pDt2BYDBzDxftp1j5hhPn6t+VyiCQe0wFbkCuywEUAfA+IiIiP5//PFH07lz\n5zb09XEcpz4AJ7tyLkMNEV0yDGM1gItEtM+27acsy2rLzPlze23p4ThObQD5dV3f4G3Xdf1wWFjY\nTF3XF/vyUh3HqeT/oN2iRYu9ixcvnjFgwIA9mzdvntG+ffv1vXv3bpyFJZUHcAuA76WxLA1gKxEV\nBQAiqglgCoC7/IylCWAe3LP0+Z75TklXLIgoDm7tT4UiQ6gdpiLXiYmJmdqrV6/8uq5X2L17d43R\no0cf0TRtkxAiKadyLkOFZVltARQ0TXOuECJGVkapqmnaZl3XN6RXGSU38OS3vq9p2vHU+vnyUqXA\nu6Xr+jJd1/cH6Erz5s2rNWbMmIZRUVE/tWzZss+IESN+SG8dgc4wPde8hazLAlgOoAszb/T0IQAz\nASQz83N+471BP8/BDfrpld6aFAovymAqchXDMBonJCSM3bBhwxLgSupGbSFEBwDnDcP4JK0v8byE\nEKK4bdtdZerLH572QrIyyq2apq3XdX1zsOXIcgLLsh4AcDrY/FZmJsdxqgkhWgM4Jw3nYf9+Qgjt\ngw8+qPfuu+/Wi4uL29yqVavnXn/99YBi+UQ0G0ArALFwd38vM/N0z3WvwZwC9wz8oO8WmLkhETUH\nsBrADrjqUgDwAjN/6ZdWchzAAyqtRJFRlMFU5Boy53LTggULVvjlXFZ0HKe9pmnfygjUgzICNc/u\nNOV565Oapm0xDCOgC1kIEScNZ1lPBGqWUzKyguM4VRzHuc00zYkZzW/1PNy0IqLjsqSYv44wbNvW\nJ02a1GTmzJk1ypQps7xt27b9Bw0adN0EQykUPpTBVOQaUVFRA5OSkhqNGTPmioHxz7mUJbEaCCGa\nEtEvUsotzyjm+MiI/J0QooTjOK2Zuaimaat0Xf8+N/I0mTlc1hSdq+v6wfRHpDqP4ThOPZmX+qvM\nS03273f58mXznXfeaf7xxx9XSUhIWNChQ4f/9O/f/5p+CkVeRRlMRa5ARLcULVp08fbt2/1zLm8H\nEGma5mfe/lIDtbEQolFaGqi5QWbl7xzHKSPPA2M0TVup6/rOQBGo2YVlWXcBsE3TDEklEo9ObRMi\n2p3a/9H58+fDR40a1XLx4sXlK1euPOvhhx9+qWvXrhdCsQaFIjtRBlOR4xARRUVFfT1mzJhf7rrr\nrmO+dnkG2EWeAV4MNFZqoDaVGqg7dV1fo2na+UB9cwKP/N1BwzDWZGYOx3HiZeqGKXdnu7NbpF2+\nZpJpmhNCHYjk93+0w1+n1seZM2cihw4dmrhixYrS1atXn9yjR48hHTp0uBzKtSgUoUQZTEWOEx4e\n/vcGDRo8HSDnMs0zQC/MHGHbdnNmrk1E2w3DWJuakc1OQiV/JyNQK8odpyPPA3/JDsMp3d49dF3/\nPDuLWTNzpG3bLaRO7VbDMNYR0TUG8dixYwWGDBnSevPmzXE1a9Z8q2fPnqNvu+22a85TiehpAD97\nK+EoFDmJMpiKHIWIChQoUGDDhg0b5hctWjTF127bdkMhRFXTNGdkxEgIIaKleHgNn3h4oC/l7CA7\n5O9kBGpVGYH6hxR4PxCKuX1It3dUTkkNSp3alsxcRdO0DbqubyKiFP9++/btKzJ48ODEH3/8Mbpu\n3bpDxo0bNyU2NtYBACKqBGAdXHm7XNcTVtycKIOpuAIRhQNYA8AAEAlgSYB8tnxwxdarAjgH4GFm\nDvoLPSYmZkrv3r3D+/Tps9fXJoSIlnmA0zRNO52Ztft9KW+UX8rZmvNoWVYSgD9N0/wy1HPLCNQa\nQohEBFEZJVgcxynlOM5Dabm9swshRGEZ7BSvadpaXde3BIrM3bVrV8nBgwe3OnjwoF6/fv2Xz507\n99HChQtXA5jDzGNycs0KhRdlMBVXQUT5mfkSERlwdThfYOYVnuv9AJRh5j5E1BluMeikYOY2DKNR\nfHz8Oxs3blzibZd5gKdM01yRytCgkV/KrZi5vMx5/DY7ch49Z4DjA+2WQoWsjFJHCNGSiI5KV22m\nVGqYWbcs6ylN09YYhrEz1GsNFiFEMWk4S8go4e2B3NlbtmwpN2TIkJbHjh2LPnTo0Onbb7+9+oIF\nC/J01RfFjY0ymIqASC3PVQD+wcw/etqXAfg3u/UHNQAnABTldD5IvpzL+fPnr6xVq9Y5X7vjOJUc\nx7ldBp+ErM5lduY8MrMhzwC/yM4zQP/X9FRG2S/zUjOUkmHbditmLmkYxuzsDioKBqlT2wZAgdSi\nhLds2VLuoYceeqx69eonzp8/f7RJkyb9xo8fn+UHK4UiMygtWcVVEJFGRNvhGsIVXmMpKQ3gEADI\n0lzJCKLyQ2Rk5IBOnTod8hpLmYbwN13XF4fSWAKApmmnTNP8xDCMD5m5vGVZvWzbrudfdSMz2Lad\nKHd7OWIsgWsqo5y0bbubrzJKMOOFEHFCiIa6ri/JC8YSuKJT+57UqW3or1PLzDRz5sx7H3744T2f\nffbZxL59++5bv379+w0aNFjbp0+f+rm8fMVNiNphKgJCRAUALAXwH29UIhH9DKAFM5+Uv+8G0IqZ\nr1F48YxJK+cywjTN+amNDRXy7K4NgELSDbgjMzmPqcnf5TR+qRs/yPSagLmMMgL5CU3TvjcMY0tO\nrzUY/KKEbV3XlwshCv355591TNOcli9fPp8rlubMmVNn7Nix9QsUKLCzZcuWfYYPH+7/UJcpiGga\ngDsAnPTXs5VHEW8AKCLl+boCGAC3cPqfcIuib/X01wFsgVuerJNsiwcwC0AUgF0AujJznpFIVKSP\n2mEqAsLMvwNYAsC/4sRhAGUBdzcKV/szVck6mXM5eejQoev86lwWZ+aahmF8FfrVX4uu60fCwsLe\n13V9gRCirmVZPWzbrsbMQW+3mJls2+6kado3uWksAYCILpumudw0zXEAhG3bPS3LaheoMorjOA3h\npqpsvXamvAERQdf1PaZpvqtp2kbHcToxc8fw8PBNHmMJAPzAAw98t2rVqin33nuvM3/+/OUtWrSY\n/9JLL8WHYBnTAXQIsLYyANoB8Aa3/Qy3rFgNAC/CrZzipTeAH/GXpi0AjAEwXI45DuBfIVizIgdR\nBlNxBSKKJbeCPYgoP9wvCf8qE58D6CJ/TgKwQbpmA5IvX777a9WqZSQlJV0RKPAzPDkaqanr+gHT\nNKfruv6lEKKJZVlPBypXFQjHcRoBSMlL5caI6A/TNJcahjEeQJhlWc9alpXIzPkAV4VICNHKMIxF\nOakilFmIiHVd3wngNBH9LIRoa1nWQ0KIYt5+mqaJxx9/fNPq1asn33bbbdGzZ8/e2KZNmw+GDBlS\nIrOvzcxrAASqX/omgH/79d3MzD7BjHUASnnuoTSAjnCNKMk2A0BjT8mxD+DuZhXXEcpgKryUBLBa\nnmFuA/ANMy8holeJqJPs8w6AkkT0A1yXVKolkoioQHh4+CuTJk26qsai3PFYuq5vz57bSBu5m/nF\nNM0puq4vdxyntWVZ/3Qcp3xqhlManpbS8OTwitNH07TzpmkuMQxjMoCClmX1siyruW3bd2matj6j\nAUK5ieM4tQBEGYYx1zTNsbK2aBfLsu4TQsR6+xqG4Tz77LNrVq1aNaV+/fplp06dur1du3YT33rr\nrUKhWAsRJcF1q+5Io9vTABZ4fn8L7t+G90GyKABvytQRuPEAiusIdYapyDaio6Mn9+7dO+K55567\nEhwjhIixbfuZrORchhpmJiFEFcdxWgO46C8WEAr5u5xGCFHEtu3OAEpomvZ1ajmPeQ2Zk/uMf21O\nGSDWUOrUpqolfP78+fwjR45s+fnnnydUrlz5/Xvvvfe/3bp1C9p97q3JKSPFVwBox8znZImx+syc\n7OmfCGA8XPfsGSK6E8DfmLmnvNaPmTsRUUkAy5i5ihxXAm5QXeWMv0uK3EIZTEWWkWIGgwCM8wX/\nGIbRMD4+fvzGjRsXe/talvV3IjphGMbKXFhqmkiVHZ9YwBld11foun7Ytu3qQogWWZW/y0mYOdKy\nrO6apn3BzDWZuXhaOY95AWaGbdsPAjiRWk5usMFOycnJUUOHDk1ctWpVqRo1akx84oknhiUlJaUr\nZOFnMGsA+AaA79igNNydYUNmPklENQF8CqADM++V44cA6ArABhAOIAbAPACPAzjOzHGyXwMAQ5m5\nbdBvkCLXUQZTkWWIKAbA63DPNicDGBUdHf3Fp59+uqpOnTr+OZftMlN7MSfx1nmEG9BUQtf1WaGS\nv8sJLMu6H8BvpmkuA67KeSwocx5/yGtnmvLBpKV8MEkzZ1bq1Pq0hH2SiJf8+x09erTQ66+/nrh1\n69YitWrVGtmjR4+xgXRqfXgNZoBr3iLWZQEsB9CFmTemMlcrAP09UbKLAExl5vlE9DaAA8z8Zlr3\nqchbqDNMRZZh5nPM3AtALQAFiOjXxMTEcnFxceTpE+Y4TsfsyLkMNUQkDMP4zjTNMQDyATCFEM2E\nEHG5vbZgcBynMjMXMwxjla/Nk/O4SAjRwLKs7o7jVMkrD8zMHCGE6KDr+oJgBCY8wU4TAERYlvWs\nbdstmTnM269kyZJnxo8f/9msWbPm27b9ZI8ePfY+9NBD3ZKTk6/57iOi2QDWA6hIRIeI6PE0lvAy\ngEIAJhDRNiLanNqteX7uBeB5ef5fDMDY9O5TkbdQO0xFSCGichUqVFhRqVKlAuvXry+8fPnytaVK\nlVpj23ZrAPlzIucyVPjk7wzDmCSEqC2LWO+TKjt5rog1cFVR6HmpibbLnMcKcsfJUm5vb24GM1mW\ndR+A303T/Doz44PVqd2xY0epIUOGtDpy5Ag1bNjwxVGjRs2JjY1VX4KKoFAGUxEyiIiio6OXjh49\nen9SUtKx3bt3ly5fvnxDZr4VgG4Yxvi8UvQ5PTzyd1/qur5HtvmKWDemNAok5yaWZXUCIEzTXJJe\nX79gp0u6ri8LdWWUYHAcp4rjOLeFwlXvp1O7Wtf1bYHObDdt2hQ/dOjQ5mfPnr3UqFGjfw8fPvwL\nZTgV6aEMpiJkhIeH31evXr2eCxcuvOIKZGbNsqxnAKTA1Qxddz1EbFqW1RZAQdM05/pfk4EnTZi5\nAeWBItY+5I64s1QhCrpSiwx2qimDnX6TUcI5cl7Lbom0Hrquz9F1/VCo5vVTdloRSKcWAJYtW1Zp\n5MiRTS3LOtW0adPnxo0bd11EQStyB2UwFSGBiGIKFCiwcf369fOLFSvmrXPZSAhR2TTNmcxcXAqi\nl/Q8/YdEED2U+OTvDMOYkJrcHHCliHUzZq5DbhHrdbmlAMRuUejuWRGEl8FOvsoox3RdX6FpWqqS\nh6HAsqzOAC5nR4k0AHAc5xbHcW4DECbvZ3cA1zMtXry4+ptvvtk4X758vzRt2vS50aNHp6qKRERR\nzJzq50Jx46IMpiIkxMTETHr22Wcj+/btGyjncqo3cd5xnJLSDRgnUx2+zyupDlJ39UlN07YYhhGU\noo8QIspxnBacC0WsfYSyKLSsjFJfCNGciH6VhibkwgeO41RwHKej3BFnm6aqn06to+v6Mk3T9gUy\nnLNnz647fvz4+gULFvy+RYsWfYYPH777qg5uPuW3AOr49JQVNw/KYCqyDBE1KF++/IRNmzb551w+\nSETHvNGaXhzHKSMNZ55JdbBtu7EQopJpmjMzGgSTG0WsgSsPIA+Huii0PLNtJM9s98gz27Mhmjuf\ndMXO13V9fyjmDOI1yXGcqkKINgDOSdfzNW5gIYQ2bdq0RlOnTq1dvHjxtW3btu378ssvHyD3A7EQ\nwDZmfjkn1qzIWyiDqcgSRGRER0dvCpBzWdlxnLayzmWablfpNmsNIFKeN/2YG4ZTCFHAtu2nDcOY\nkpUo2JwqYg1cVRR6rWEY/rq/oXqNkJ/ZyuAkNk1zcbqdQ4x0PdcSQrQiopMySvi4fz/btvVx48Y1\nmzVrVrWyZcsu/f777zf/9ttv/wTQgJmzrWi4Iu+iDKYiS0RGRj5/5513Nhs/fvx3vjZmDrMsq6eu\n658GG3Up3WblpeE00zhvyhakyswjRBQy+Tu/ItZrZRHrkAY7ydzD0oZhzMru90qe2TaXZ7bbDMNY\nm5kdreM4CY7jJGU0OCnUMLPuOE49IUQLIjqQmuv50qVL+UaOHNlh8uTJtSpVqvTJU0899fQzzzwT\nkp224vpCGcwbGFmW6EO4CdZhcFVGRvj1SYQrHL1PNs1j5teDnL9sXFzcF9u2bZsXHh5+5QzSsqwO\nAPKZprkgjeEB8Zw3tYabI7hC07T/ZbcxyE75OyFEcZnqUDytVIdMzBtn2/ZjhmG8q2naufRHhAYh\nRLR0PVcjom8Nw9gQ7JmtfJjqruv6El3X92b3WoOBmU3pem4iXc8rvelCjuPg3nvv7V+hQoXf8uXL\nd3Tp0qXxVapUmfH444+/et999+VotR1F7qIM5g0MERUDEMfMO4koCsB3AO5n5u89fRIB9GXmuzI4\nN0VFRX05evToA507dz7qa/ecp40LJFUWLDJHsLI0nCnSbRYoUCPLeFIbPsrOdIpQFbEGrioKvcMw\njG9DvNSgEEIUlK7nipqmbZBntmm6ni3L+huAsMw8TGU3fq7nKzq1Fy5cqD1q1Ki2/fr1ezsqKso6\nffp09JAhQxLXrl1bokaNGuMGDBgwolmzZiFzuVOIClkTUUG4UpUV4T4wP8HMG4ioMICP4aoNHQPw\nd2ZWO+YgUAbzJoKI5sLdZX7haUuErKiQkbnCw8PvrVu37r8WLVrkn3P5T03TNhqG8X1a44NFBmpU\nkzmCf/hXEgkFlmUlAUgxTfOLdDuHAMdxyknDGSGDnTJ8ZmvbdkMhRDXTNGfkdqCUEKKIdD3fkpbK\njuM4ZR3HuU+6YnM0ijgj+OnU/sDM1fyrpwDAwYMHCw8ZMiRx27ZtherUqfNGly5dxiUlJWU5TYqI\nWgC4AOA9r8GUHqPJACrhL03bhgB+YubzRNQBrqB7Hdn/EwCfMvNscou9R7FbdWUsgF+YeTQR9QEQ\nz8y9s7rumwFlMG8SpKj0KgDV+a/Ctz6B6HlwnzRPwt1tpmnsfDmXa9euXVCiRIkrZ1AywrSiaZrv\nhXonKAM1akhB9LPScB7O6ryeZP9xRJRjgRzS9ZwgDachXc8/B/O+eYKTpmZHukdmkSo7bQK5nmWe\n6DO6rn+l6/rPub3WYHAcJ8ZxnCfgBqOt0XV9Y6DPyJ49e4oOHjw4ce/evfnr1q376tixY9+LjY3N\nkss9kAi8NICvwT1CqcfMv/mNiYZrCIsSUSyAjcxcIcDcv8CtuJJMREVkv1uzst6bBSW+fhMg3bGf\nAOjtNZaSrQBKyz/M4QDS1XqNjo5+o3v37tu8xlIIUUAWWF6SHW5TKYj+vWma72iattNxnPssy3pE\nCFEis3PKfMNOuq4vyUljCVwpYr0vI0WsgSvBSZ3yYlFoTdNOmKY5W9f1T4QQVS3L+pdt2zWZmWzb\nbk1ER68XYwkAzBwP4LKu6+8ycxHLsnpJl63h7VexYsWTM2fOnDN+/PhlJ06cGNiyZcufHnvssXuT\nk5ND9odAGS9kXQHAKSKaQ0Q7ieg9+T0AuMc0yfIeT8Mtbq0IArXDvMEhIhPAYgBfMvNbQfT/GUAr\nZr4mzF5eb5CQkDBx48aNizTNfd6SX+IPEdERwzBWh3L9qSEjHOvKCMejmVGlsSzrNgCFAsnf5TSc\nThFrH7Zt1xJCNDZNc3JeEXtIDZku1AZANIBwwzDGapp2XQTJBCpkLYQoKoO3SqYVvLV+/fryw4YN\na37hwoXzTZo0GTB48OCvMqpT691hUuYKWTeF61FqyszfEtFoAH8y8/NEdI6ZYzxjr/pdkTrKYN7A\nyETrmQCSmfm5VPoUkU+ZIKJ6cJ9QyzLzNV8EvpzLefPmra5bt643irCK4zhtpHh2jkrdeVRpmsnU\ngJWapp1Ob5wQopht24+mJ3+X0/DVRayvcj2zLAptGMaHmqYdy92VBocQQrdt+1m4Za4uy+CtbI96\nzgryAfBhIjoaqNC5X/BWqoIbX3/9deWRI0c2ZebjTZs2fW7s2LHrgl2Dn8HMTCHrMgDWMPMt8vcW\nAF5k5vbSJduImU8TURyADcolGxzKYN7AEFFzAKsB7MBfdfkGAigLAMz8LhE9C+ApeS0FwHPMHHCX\nGBUV9e877rijxfjx46/obErFlp5plZPKCWRqQENZgmuvVKUJKD7AmZC/y2nYU8SaiE5It21zAGdN\n0/wmt9cXLJZltQEQp+v6x8zs20Fflg8Cv+by8gJi23Ztzy4+1QdAj05tPvkgEFCndv78+TVHjx7d\nMDIyck+LFi36vPHGG+kGxAU6w/RcC6qQNRFtAfAwM+8holcAFGTmPn5BP8/BDfrpld6aFMpgKoKE\niMrExcV9GSDn8m8ATNM0F+bi8q7AzPk8cm4/B5Jzy4r8XU7jSa5PBKDruj5d1/WA7vK8hhCihG3b\njxiGMdG3i09rB50XCOSKTQv+q7bobXB1apdrmvaL/+dKCEGzZs2qP3HixLqxsbHftWrVqs/gwYMD\niuSTW8i6FYBYuIF4LzPzdM91r8GcAuBuAAflZYuZG8p+tQBMARAB4ACAR6S71ptWchzAAyqtJDiU\nwVRcAxE1hvsEesrXFhMT8+Wbb7558O677w55zmV24JdTt0vm1J0LlfxdTsKyKDQR7WbmqpTHi1gD\nVyT7/qlp2nrDMK4JVPHbQR+XZ9C5+iDAf6k9HU5N/ziNsT6d2tYALsjaogF1aidPntx4+vTptUqV\nKrXqtttu6/fSSy+FrKyZIntRBlNxDUT0MoDeACYCGGWaZmK9evV6LV68eKWvjyfnckOgL8S8Arty\nbk2ZuS4R7WDmopqm7Q+V/F1O4NVd5asF0X/WdX11qATRQ0mwkn3yDLqerIwS9Bl0diBdsY2yElAl\nHwRqCiESKQ2d2pSUFPOdd95p+tFHH1VNSEhYcuedd/67d+/euXLfiuBRBlMRECIqB2AQgHsrVKig\nv/vuux/WrFnzyo7Ttu0mQogK2ZFzmR3IgJkkALcS0cbM6qDmNPKc7G5/3VXOo0WsATea1Lbtf2RE\nso+vlqf7nzScOfYgIEvRPW0YxnuhqAHKV+vUHpQ76GsM4h9//JHvzTffbLlw4cJbK1as+PH999//\nYrdu3XJM5lCRMZTBVKRJRETEh02bNr1z27ZtMYMGDdr56KOPLpZf1tebWzO/ZVk9NE1byMwVmLk6\nubUrN+Q1d7IP/qso9Je6ru9JpU+eKWIt16NZltVN07SthmF8l/6Ia8aH27bdmJkbSlf66ux+EMiK\nKzaIub3BaKmWSDt79mzk8OHDW33zzTdlq1WrNrVnz56vdejQIc+qId2sKIOpSBUiqp+QkPDuxo0b\nF23evDm+QIECDcuXL18WwEUi2mWa5srcXmOw+Mvf+dWu3CRVXHKtckYgLMtqByDGNM156fUNUMQ6\nVx4EbNtuJoQon1XPg+dBoC5loTJKMITCFZseATwCqwOlMx0/fjxm2LBhievXry9Wq1atsf369RsV\nSKdWyuCBmb/MjvUqAqMMpiIgvpzLuXPnrq5Xr96VnEupYdoGgJ3dtR5DhZS/85WTukrRRwhRSAqI\nV5AC4ptzWvUnEJ6AqgkZ2THm5oOAECLWtu1uhmFMCpU7VVZGaSE9AhmqjBLk/CF1xaYH/6VTW4uI\nvtSQzCUAACAASURBVJMegWsebA4cOBA7ePDgxB9++KFArVq1hnXp0uVdn06tlL37AcCDqaWAKbIH\nZTAVAYmKihrQsWPHlhMmTAiUczmXiC5LQ5NttR5DATMb0q25NDW3JnBFQLwVM8drmrZOPgjkyv1I\nt+ZTqUWYBoOniPWt8sFmc3Y+2Mjc1sc1TdtpGMbmUM/vVxllo6yMkqUHG2aGZVmPaJoWcldseggh\nYuSDTVX5YLMh0P389NNPxYcMGdJq//79YfXr139l9OjRHxYpUmQWgKPM3Dcn16xQBlMRgHRyLg3T\nNBf52qTgtk8ubI2u69/ltNpPWmRU/s4jf1bK8yCQo/dj23YLZi5rGMaHWQ2oyoki1gBg23YjIUTV\n7K6eIoSIlfcTn1ZllGCwbbuOEKJhbsoMSg9HIjOXT+tBbevWrWWHDBnS8uTJk5F79+51ChUqVOHE\niRN58uz9RkYZTMU1xMTEfDFy5MjD995775XakFIO7EHp1rzmD1UIUUIammJSZ3N7bhvOrMjf5db9\nCCGK2Lb9hIww/T39EUHPW1x+MZcI9f0IIQrZtv3PnAwC8zyoZep+ctoVG8R6vA9qq+WD51VGfPfu\n3UWTkpK616hR49SZM2eONm7cuN/gwYOXZ1SnVpF5lMFUXEVYWNg9qeRcPqVp2jrDMH5Ia7zjOKUd\nx0kEECv/8L/Pjaf3UMnfyftpDaCwp+hzdgWG+NyaP2RXUWj54NMa7v+PTwc10/cj1/yopml7DMPY\nEMKlBoVH17WwvJ90i3JLV2wXTdMO5lSxgGCRZ9e3wU+nlpkxcODAf6WkpFwcNWrUtKVLl1YdNWpU\nEyI63KxZs+fefvvtjelOngEodEWsXwXwEAABYCeAR5n5IhHFA5gFIArALgBdmTlPx0IAymAqPBBR\ndIECBTauXr16YalSpbx1LpvKyMf3g3URymLBiQAKpiVQnV1I+bvK0kWY5fnk/bQBEC3vZ2eo70cG\nVFU3TXN6dr9XniLWkZqmrchMEWsAsG27nhCijmmaU3Py/9cfeT+3Acgvcx5/Sm090hXbwDTNKbnl\nik0PT6WXcF3XVwghwmSU7dSIiAifYaF58+bVGjNmTMOoqKifWrZs2WfEiBFpPtAGC4WgiDUR3Qrg\nKwCVmTmFiD4G8BUzTyWiRXCL2c8nt5LKAQ6imlJuowzmdYL8oH4IoBCAMLgfthEB+o0BcBvcJ71u\nzBz07iomJmbCM888U/D555+/UrNQCFHQtu2nDMOYrGnamYyuW/7ht4b7xbxS1/Vd2f3Fml0FlqVu\naLz8Issnk+tT/WLOCJ41T8sppRu+uoi1KVVpgipiDVxZ81OGYczQNO1U+iOyF3k/t8r7oUCVUTyu\n2Jmapp3MvdWmj0enth1cj8AX8sz2qn5CCO2DDz6o9+6779aLi4vb3KpVq+def/31X7L6+oEE4Clj\nRawLA9gAoDGA8wA+A/A2gJUAjjFznBxTH8AwZm6b1TVnN8pgXicQUTG4hV93klsI9jsA9zPz954+\n98J1bXQmojoApjNz7SDnrxcfHz9506ZNC/3qXD5MRIeyIiXn+WJujRAbmkCvJZPQD2aX/J3fF7Mm\ndzRBG5pA88lozWxbc3qvL4SoKO/HkfezNx1JO59b80BekxmU91NZ3s+fUuB9f152xaaGb81EdImZ\nS8DVqV2u6/pB/762beuTJk1qMnPmzBplypRZ3rZt2/6DBg06EmDaoPA3mOQWsU5k5ufIIwDvN6Y/\ngErM/E/5+1MARgG4BGApM3clopIAljFzFdmnBIAVzFw5s2vNKZTBvE4horlwd5lfeNqmAvicmefJ\n33fCrZGXZjUIItKjo6M3zZkzZ22DBg2u5M85jlPVcZxE0zTfDUWAiMfQtIZbeWNlKiWRMo1t29WF\nEC1M05yU3UE68n4qyfsJytAEwrbtmkKIpnLNueYi5KuLWF9KqwRXTiT7ZxV2BdGrS0H0s0R0hJnL\n52VXrD/S5V3XNM2pAODRqT0ld9DX1EVNSUkxx4wZ03zOnDmVExISFrVv3/75/v37Z9jT4jWYlLki\n1uUBLALQAsDvAD4BMBduObLl16PB1HJ7AYqMIz/IDQCs9btUGoC38sFh2ZYmERERfW6//fZjXmPJ\nbpmsDrquLwqV4SEi6Lq+1zTNybK+YyvLsp5yHKdCKB7cmDm/EKK9rusLcyKiVd7Pz6Zpvqvr+jrH\ncdpb/8/em4dJVV1r4+/aQ1UPVAMyKaCIxgERBxSRGcQBnI3eJMQYNSaaqJnu8LvJzZcb/eXGm+He\n5BONExo1JirOYMRZRBwQFOdZnAARRVFQ7Kqz917fH7WqORTV3dXdNdHwPo+PdHXVqd3dp846e613\niKLveO+HFnsMZm4MIRxujJlT7Ys4EbHW+mVr7SVKqae898dmMplve+83OYdCCKkQwmG1sOa2QERs\njHnBWnsxES1j5nEAMszcv9prKwYhhN4hhKnGmDuIKBBRMMY8a629iIhed859M4qifwoh9I2/LpFI\nRP/6r/86f/78+X8ZNmzYsEsuueTl6dOn/+m6667r0YXl7ApgZwDPSbEcDOBpIuoPAJQNsb4SwLHM\nnBvdHATgcWb+mJkdsiHX45GNLIuveTCy16qax7Yd5hYGacfOB/AbZr4j73v3Ipud96R8fQ+AX+W+\nbuV4g/v27Xvv0qVLb21oaIhrLo8EoKy1/yjLD4KWHc2eQg6KZIe2WZZgsci3v6s0YjuayQDWaa3n\nF2qdxRFF0UkAPrPW3l+RRXYAnE3e2FciuD7UWs8nolXOuW8AWG2tnV/tNRYDaWueQkTvElFaklFa\nNUSvBQj7+FSl1GutsY95U5/aVg3r165d2/jf//3fk+fPnz947733nnX22WdfUIxPbaEZZux77YZY\nE9EoAFcje3PfDOAaAM8z8//mkX4uRJb088f2fzPVxbaCuQWBiCyAfwC4pxCjTFqydzPzLfL1iwCO\nYOZW5xhNTU3z/vCHP6w46aST4jmXg733X5ecy7IbQPPGLMHJyLYC5yul3u5I4WzL/q7S4I0RT5MA\nfCyFc7O/gfd+D+/94dbay6iG7QU5m7wxMoQwAcA6APXye64Zg4q24JwbGUI4MNeKLVBoFnSG0FZO\nCMt7r2IY08yclAi7Nn1qV61a1fOCCy6Ysnjx4n777LPPn84555z/O3Xq1IKmD1S6EOvzAJyMrKzk\nGQCnMXPzNlnJNpQVlK0e1wL4mJl/2spzTkT2Lu8EIhqJLOln39aOmUwmT9hvv/1+Mm/evJadQkxz\n+agx5sVS/xxtIW+Htl4KzbtFvK4o+7tKQwrNfiGEiZQXksxZm8Gztda3tzYnrDUIK/ZsAJ6I3qz1\nEGtgEybvZqxYGTuMCSEcREQvS6GperRWzLyiQ0YQnDWsH8/M+9FGw/rNTEbeeuutvr/5zW8mv/zy\ny6mRI0de8Oc///nKPn36bBE3P9XGtoK5hYCIxgN4BMDzAHJ/tP8AsBMAMPPl8ryLAUxBVlbyXWYu\nGLFERKmmpqYnFy5cOCdPczkuhDDUWvu3UpJxOgLZoY2QHdqnUjhbTaXvqP1dpcGbhiQv11rP996P\nBoBytrxLDWkff2qMeWRLCLHOtWKVUu+0xeTlTZNRnpVCU5WINLlh/Y5S6rnOmleIYf1EZh7elgH/\nSy+9NPA3v/nNpPfee0+PGjXql3/6059u3OYa1Da2FcytFE1NTZecddZZvX/2s5+VTHNZasRnaAA+\n0lo/nN/a7Ir9XaUhrcBR0trUWuurtdabsRxrEd77Yd77qdI+dkBth1gDLa3YA8RUoV1yUoGItMcr\nMZKIwzk3PoSwi5iEdOniXKxP7VNPPTXkggsumPjJJ5+kDzrooH///e9//49thbMwthXMbg4iMgDG\nAXiE5Y9NRCN33nnnKxcvXryJ5lK0gO8aY/LZt1WFtDb3l/T6ltYmb7S/61RYcTWQax8T0Qpm/kqt\nztDiYAnf1lrfVGinz5uGWD9XzR1aDm21Yot5rSSj7CnJKIsqMReP3fxdUWIf4Xyf2mcKzZ8XLFiw\n2+9+97vxmUzm4zFjxvzLJZdcskWQuiqJbQWzm4OIdgFwN4APAPwKwMJUKrXopptueiwuI3HODQ8h\nTBTNZU1KBaS1OVIK5wpk57mDS2V/VwlEUXQogF7W2lvyZmivSGuzZBfKUiGKohMAfGmtbTOsOG+H\n9rTs0CqeqFFsK7Y95CWjlDXyjZm13Pwt7or3cVsQn9pDsNFHuKDv7rx58/b+4x//ONoY8+6ECRN+\n+sc//rFga5iImpD1k32rHOutRWwrmFsBZJc5A8CvEomEOumkkzbMnDmzZd7HzHWyg7i5rVlhrYCZ\njZAbJgF40xhzXy1Ys7WHEMIOzrmT80OhmbleWI4H1Fpr03u/m/d+uqy5KBZjNUOsgU3F/qW4+St2\nh9YVRFE0BcAOxpjry33zF/PdrYv57uY/jW6++eb9L7roogObmppenDhx4k9+97vfvbzJE7IG7RuY\n+dyyLriGsK1gbkUgoiHDhg1bsn79+j6DBw9Oz549+8bGxsb3oig6CgBtKQQUFss+ACuJKBJ5wNvC\n2iyZd2wpwUWEQjNzY6y1WVXyiawnx+S9Q2v9dkdfLzO0Scy8WyVCrOU9y+ZvW+wOrZPH/aYx5rJK\nzeFjrltTAbDW+sFCGugQgrr22mtHzZo1a/8BAwYsmjRp0k9//etfv01Zm7w/AtiXmWuaO1BKbCuY\nWxGampru+t3vfvf+0Ucfvfruu++ecswxxwxHNpGgt7iHVJTg0Fnk298xcyLG2nxDWps1JXdwzk0I\nIQwphn2c19pcaox5rBqtzSiKjgHAXb2RCiH0ldbmkHKGWMdasW+Xcw4fS3ppkMLZqaQXoGWmfZZS\nakGlZVzy/nE7xA1a6wdb86m97LLLxlx33XUj+vfv/8iiRYsmMvOJzFxTfIdyY1vB3EqQTCaP33ff\nff/57rvvfij3WAjBOOd+BMAQ0UqJeXq/jcNUHTECyo35jFmZCR4cQhhNRK/Wityhs6HQIYQmaW3u\nRURLjDFPVOqmxnu/i/f+WGnFlqSd2tXQ5/ZQ6lZsW5Ad2q5SOLX4ur7e0XZqFEWHAehljLm5mnP4\nPLONNcaYgj61GzZssDNmzPiXDz/8kIcMGXLtkUce+fOf/vSnNUtYKzX0eeedV+01bEOZQUQ9Ghsb\nb7z99tsfaGpqarmz996PYWZrjJkFwIYQjgwh7EJEa4ioJtsszrmjiOiDQqxYIvJKqXeVUk+HEPqH\nEI4NIfQmog8qOUOLg5nJOfd1pdQSrXWHyBFElNZav05ELzHzHt77I5nZENGqcrrsMHPCOXey1vqu\nUrY1iegLrfWLAJaHEEaFECaL68tHJZBQ9PLen2SMuVEpVfY2NhFBKbVWKbWUiD733h8SQtgXwKfF\n3qR573cMIRxirb2+2k5PRMRKqQ+UUk8BSHjvjw4h7EhEHxLRhtzzLr/88umLFy8eeNttt13y9ttv\nH/j3v//9l/fff/8OY8aMWde7d+8twg+2K9i2w9wKkEql/nzWWWf1+fnPf/5q7rEQQm/n3PeEwv4p\nsAkLdTwRvS8zwQ+qt/JNIfZ3x4tlX7s0f5E7jBEyzQta60crTaZxzo0KIYwoRSh0CGE7aW3uopR6\nolwzwSiKpgNIWGvnlPrYccRCuXt0JStVWrHfVkq9VS1JlLhUDZdklHWS9NIqgY6ZrbhT3ae1frW1\n51ULhXxqAfDq1avPfO+99+aMHj36dQD4+OOPe8ycOfP4KIo+vvzyy0dXd9Xlx7aC2c1BRPvvvPPO\nVxXQXH5LZj2P5b8mz5lmhRTO1RVffN6aOmt/l0+m0Vo/VglyRYyAcnUpTb5DCP2kcO4kcoenSjUT\nlPncieIVWwkf4fwQ6/kdjXxzzh0YQtjPWvuXakuiuIBhfaHWpoQbJK21t1dhmUVDfGrHiDesI6Jn\nrbUPxZ7Sj4gOMcbc09TUVNCyszthW8HsxqBszuWi2bNnP3bQQQfFNZc50kybmku5yzxQ7jLfE4F9\nVVLqxf5uO2vtzZ09hpBpxjPzvjEyzYb2X9lx8MYg6+XlCisOIWwvhXOgUmqh1nppV1q1suv5vux6\nXmv/FaUDbwyxngIgFJstKu5U3ysHK7YrELONA0QzvFx+no+ATToll24pRLsoiiYw8yhk+Q7PyGcn\nDeAoMeGoSyQS01KpVE1quEuFbQWzG6OxsfGn06ZNO/SKK65oER6L5vIcrfVsrXVRM4eYpdtYInpH\ndpwVi0Uqtf2deG1OYOa9yyWwd86NCCGMk4DlshpbiyxhCoB+MTJNhy9cURQdDiBlrb219KssDjHW\n5mQAzW2FWIvT0ylKqWWFOiW1gNhnZxwRvamUetx7P0Nr/Q+t9ZvVXl8xCCH0c86dLlwHF/OpXWmM\n+cg511spFdXV1U1IpVI1Z7xRSmwrmFWCiH6PAvAhF86bmwxgDoAcUeRWZv6vDhx/UN++fe9funTp\nLXk5l0cjKxW4q6NrFvnGQSGEMUS0THacZdU9ltP+TgT2E4SFutgYs6gUd/zM3CBM3usryTr23u8o\nhbOXUmpBR3SCsUi3S8u16+4IeGNyzRRkDfgfyr/Bq6VWbHuIMbgnAFhrjLmuFpJR2oPoh3Ofv6dz\nj4cQ9nDOnai1fjKEsHtDQ8NdRHR+KpVqN11oS4aq9gK2YlwNYFo7z1nAzPvLf0UXSwDo0aPH5eef\nf/5j8WLpvd+RmXc3xjzYmQUTUcYY86i1diYRfeSc+04URSeEELbrzPGKgff+IGTDpUvuFauU+sxa\n+w+5c+4ZRdEPnXMTmTnZleM656YT0XOVluhorZcnEom/aq3nhhBGRlF0jnNuODO32deU9uFxSql7\naqFYAlnWpjHmBWvtxUqpF7z3J0VR9M0Qwg5AthUbQphijLmj1oslkGU8E9H7AD4nojeccz+Iomga\nMzdWe21twTk3UdjNT8cetkqpvYhojfd+VDKZvE1a572qtMyKwVR7AVsrmHkhZRPN20KnhFnJZPK4\nfffdt+nrX//6U7H30977Y5RS93Z1F0VEaWPMQmZe7L0f7Zz7Lm2MeSqZJiuE0DOEMMkYc1U5NWoi\nD5gjLNRJURT9KMZC7ZDptvd+d2YeZK2dW671tget9TtKqatFJzglhDCxLTKNc24SEX2ktX6pCstt\nE0QUjDHPMPPz3vuRzrkZAFYASCmlHq/kaKArYOZ67/0xWuvbtNbvhBAe996Pj6LoHBkLPFZr80zv\n/SBmPtAYc1neeXMwEa1l5p2J6F1jzGoAQwCU7ca5VrBth1m7YABjiOgFInqQiFoNgo6DiHrU1dVd\nMGvWrMfjj3vvxxDRp6W8KErhfER2nJ85574XRdGxIYQu32kyM7z3RymlnqiU3Z1S6hNr7e3GmKuZ\neUAURT8Sj1dbzOul7XaU1npuDejqoLVeZq29Umv9oNwInOm93y0+hgkh7MDMI7XW86opnG8PROSN\nMUustTOR/WwMZOYBIYQ+1V5bMZCuw8u5eaxS6nNr7T3GmMsBNMi5NpGZE9VdaRYyez1BKXV3Hm9g\nKBH1895HAAIR5W6QMwB2qPxKK4ttBbN28TSAwTLf/B2AO4p5UY8ePX773e9+94XBgwe33K2GEHqH\nEMaW66JIRM3GmIettRcBWO+cOzOKomNCCD07e0zv/d7M3FNr/Xj7zy4tlFJrrLW3GmP+ysyD5GJ2\nMDO32ZFxzh1KRG+2RlKpBqRwvm6tvUJrvdB7f2gURd/13u8SQtDOueOUUvfVepZoDszcA8BQrfWV\nsbHAcaW4SSsXvPd7MfOgQqMQGQvcaYy5kpn7yrk2pr1zrdxwzk0lolXGmPgNdj0RjQTwpnNurBCt\ncr/3LwEMrPhCK4xtpJ8qQlqydxYi/RR47msAJjFzq0YCRLTfkCFD/rJkyZJCmsu3jDEVKT556Rsv\nSfpG0QSHmP1d0UzeciJm6daqfKPS+sXOIiawn4zsSGa9WMlVeWXtQwhg31ZKvZljxfKmIdYvyVig\nJpJegKwGWPTDNxZzLksyymRmHlwKqVBnILaIxxWQvUxVSqXT6fRexpintNbvp9Pp4xsbGy8DUAdA\np1Kpf6vkWiuNbTvMGgUR9Y39+wAAjQBa1UCK5vKKSy+99JFcsQSyOzUAPbTWi8q53ry1fGmtfdBa\nezGAtBAcjgwhpIp5vXPuMGlfVb1YAoBSarW19kZjzA3MvJvsAg5gZg20GD0cq7W+q5aLJdBCpnlR\na30zgHoAqSiKvu29H1zttbUH7/2ByJobtNz4EVGztXa+nGsZ59zZURQdUQtkGtHiHi1mGUWdy0qp\nD621Nxljbggh7B5F0bnOuf2YuSLXamau894fJ2OF+Lm8JxGloihKENHniURiqVLqU2buJZuuNIA+\n69ev15VYZ7WwjfRTJRDRDQAmAehLRMuRDXe2AMDMlwOYQURnytMzAL7JzK2yARsbG384derUj+IG\nBcxcH0I4Qms9uxpMQiLaYK19gJmfcM6Nc86dLezRR1trAXrvd2bmXa21f670etuDUmqVUup67/0g\nIdOMV0o9EkLoS0QfVFrs31mIG82xSql7tdbPeu/3896fFEL4SEzEN3OmqTZirNi/FJLKyLl2fwjh\niTwyTVVCrAHAe78PM/ex1t7S/rM3hVJqVSKR+HvOPlDOtfldSUYpBjJrfU1rvSz2cIqIRgB41Xt/\nRH19/WVEhFxBZeY6+TcD6AmgppKCSoltLdluACIa2KdPnweeeeaZfM3lMQC8tXZeFZfXAnHaGcfM\n+1GBvMeu2N9VA3IxOwLADkqpuyW2quYlDs65cSGEXa21f821YoVFPVKcad4XVm1V7RBziLVi3yh2\nrBBPeqlGiHUIIeWc+74x5m9dvQGJ2QdORTYZZb5S6rVSt9G998O894daay+Lk9aIaBoRrW1ubj4o\nkUg8kEgkXsl974svvvh+MpmcY4xZBWAwgAtSqVSHQga2JGxryQqISNEWMMghoolEND7+WCqVuuL8\n889/PE9zuRMz79ZZzWU5IMzAe40xfwZAURSdG0XRYbn2mcgbPtgSiiUAKKVWAFBE9FgIYe8ois52\nzu3dnu6xmggh9AkhjDPGzI2f7nEWKhG945w7JYqifwoh9KvicgG0tGKN1vqJYl+jlFqX09gyc29p\no48vlvHcFUgr9lil1OJS7NaFuPWWtXaW1nq+9/6QHHGrVBseuZk9Smt9ex7De18iMplMpo9SakW8\nWMraPo0RrgjdXIu51bdkiagXgCQzr5aviWt7290LwP8lomUAfpVIJPrus88+Pb/xjW/kay6P1lrf\nU8m76mKhlPpcKXVPCOEx7/2EKIrOJaJXmHkPY8yl1V5fsfDejwXwRe6mRHYBOd3jw0qpV8rZPuso\nOBs1dpxS6uHWIqiIyBljFjHz0977g5xzp4mr08PVCOUWhnerrdj2IBrbO3Ih1qKxLalhfT689yMB\nNGqtF5byuFI4X1NKve69H+69P9J7/7mEPreajNIeRMJ1DBEtzZu19iGi3UMIr4cQpjQ0NFxWYE1r\n8wrmFiHz6Sy26h0mEY0GcA2A54jojwBQ48USzDwXwB4AZgO4oU+fPjedeuqpm7ACvfdjiehTpdTL\nVVlkkVBKrbfWztNaX8bMuwOw3vuDmLm+2mtrD7JTG2uM+YfMc3K7gKu01vd578dFUXSW937PWjml\nxDWJtdZL2nsuEUXGmMdkx7nGOffdSss3YgX+0a4aFIhU6BZjzN+YeWfZcR6YI26VCjJrnWqMub1c\n7fkccctae4lS6lnv/YlRFJ2cc0HqKLz3I5m5yRizYNO3oTFEtCyTyRySTCbnKKU2I7QR0afMnDsn\n0ujm0pKtumAC+A2AWwGMADCIiCYQ0dFEtD2QbdNWdXWtgJkjZr6ysbFx7pQpU1b+9re/nXbeeef9\n0Hs/OISwXQhhTK0L0eNg5j0BrNFa/xlAYxRFP4yiaAoz11V7bYUgF/JjlVIL8ndqUjjflPbZQ60Z\nBlQaslObZIyZ05GdWtycAsA60dgeFUJoKuNyAQDe+1HIzuyKbsW2hxzjWWs9O4SwZylZqLEC/3gl\nklMo64L0rLX2IiJ63Tk3I4qir3WkjS7nxVRjzG158pUDiSjKZDJDtdavWGvfLvT6HFNWvmxGNy+Y\nWy3ph4hOBvBtZj5Cvt4A4DoAByJreH42M9dMXFA+iGjfIUOGXLNkyZI5GzZssGvWrDlw4MCBBwOw\nRPSCtfbuaq+xGEhm5FnGmKtyjj4hhF5C2NhTKbVYCBs1I9cQ0+99xfS7zQ+QEDb2FFP0SAgbyyp5\nMxMjzbxujOlS8eFsKPdYZh5JRM+3xXjuCmIB5y3nRTlQqhBrAHDOHSRh4Z1qH3cVvGmq0FvttdHl\nvDhNKfVq3nmxPRFNCCG87Zwb3dDQcHlr7Wvn3IB0Ov3VxsbGSwEkAdSlUqlum4u5NRfM3QBsYOaV\nRPRVAEcx8xlEZAD8FcDjzHxxdVdZGKK5fOKGG2544uCDD27xbo2iaF9mPkSe86FcAFZWb6VtQ8gR\n3ySiFYUyI8XbdSIz7yZMxyerPZMNITQJ+/HqjuwixDBgLzEM+FIK59uVKJyxVI+rSnUh52wo93hh\nPJc0W1Qu5KcqpV7raoEv8v26HGIdQujjnDuj3AW+GIhF4+gQwsFE9IqkCm1mHOKcGxtC2N1ae23s\nvDAAjiaid9Pp9NS6urq/CwO2IEIIdRs2bPhpY2Pjf8vvawiAM1OpVFWtIcuFrZb0w8xvxFixCwD8\nQx53RPQsgN2rtrh2UF9ff84hhxyyJl4smbmemQ/VWt+olPrAez/Se/+1EMJqKZwVTc4oBt774czc\n0xgzu9D3lVKfCGGjj/d+ohA2Fknh7JApeikg5IijlVKLOtpyk7nTS8z8svd+b+/90d779Vrr+Vrr\nskUiiYH9FGPMNaXc9RDRF9bae8VEPEfcesoY80RXdY/SilWVMtvIzZ+VUm/lQqy99xNFk9pu8RF0\n1QAAIABJREFUiLW0Yo8XMlVViyWwsY3OzEucc2Odc98noueNMQtzMq4QQn9hS8/KOy9GE9H6TCYz\n3BizpK1iCQAy1wzMXC9/94AsMbFmu3NdwVa3wyQilTMAIKJ6Zv4y7/s7ALgPwFeZ+Y1qrLEt5DSX\nS5cuvbWxsbFl5iCaSxdvxeZp61ZJi6YmROmdsb8TpuMkZh4qaSJLKlk4JRR6vLX2CuqiXZmYB4wI\nIUxCNu9xfleYjq28R84W8V1jTEkZm/mQbNGJzDysK7rHSrVi2wJ3IMQaaNG1fkV0rTV3QZVuwARm\n3keYsE84505RSj1pjHkm9tQhRHSg9/597/3whoaGonJGv/jii7OSyeRcKa47AvhtKpWquWtnKVCT\npJZKgIj+HcCFRPSwsGVBRNsB+CmA2bVYLAEglUpddt555z0eL5YxzeVD8efmaeuWCSlgRmfZdKVE\nZ+zvYqbo1zLzDh1NE+kKmLlBXJPmdrVYAi2EjedieY8nZjKZk733g0qxXgDw3u+HrLzhsVIdszXE\nTMTzdY9Fp2/ESDMLq7lTIyLWWr9srb1UKbXEe39sJpM51Xu/Y/5zZac2tqNkqkpCugH3GGMuA1Dn\nnPsJAJPHok8S0YHIGquPTyaTRbN8RYvZO/clgN5tPX9LxlbVks3tLoloLICTAUwE8DaAFAAw8ydE\ndAkzv1PFZbaKZDJ59IgRI3rPmDGjJUxZdpHHaK3vbu2OXrR1i5l5qff+AOfcDMq6uTyslGrVzL1c\n6Kr9nVLqI6XULTmj6iiKxpRbW+ecmyYkl5LOhGnTvMf9pI3+gczROv23CSGkQgiHGWP+Wi55QyHk\n6R4n5eke25xrVboV2x6kjf4CM7/kvd/Xe39i3D6QmZVz7gSl1IOt6VprCUqpdcz8nPd+GBGtds7l\n/jZLiGgsEX2UTqdHGWMWGGOKvmGhTc0LAKBvq0/ewrHVtWQBgIiuAHAPsjvsGcx8IhHtDeCbAM5j\n5orPx9oDETU2NTUtfvjhh+/caaedWhijkqE3yBhzQ7EkBTELPyCEMJ6IVggpoCKFsxz2d5Imkkt4\neFQs6kpWOL33u3nvp0t6Q1nJDPK3GSl/m5VyU9MhizohU80AsMpa+3B5Vloc5KZmCm9M33i60A69\nFlqx7SFvxLESwHoAvY0xf98SJFzMnIii6Pta6/u01q+GEPrJ32ZnY8xKZl4ZQtixoaHhbx3ZLTc3\nN49m5j719fXzAPQD8EwqlbqyfD9J9bC1tmRvAzASwH8A+LE8dhqA7TpbLInoL0S0moheaOM5M4no\nJSJaSkT7d+T4PXr0+M3pp5/+YrxYiuby4I5qLmXH+aS19kIietc5d3IURV8PIQzoyJo6g3LY34m2\nbrYx5u/MPFTagaNKIUoXxuHRWus7y10sgY3dAGmjv+uc+1ZHLeokS7RXueeWxUDSN2YbY65n5q/k\nJ70AtdOKbQ+0aYj1WmYexcyOmbcIdxsZg7yntX4VyHZqrLV3aa3Xee+V9/7Aurq6OzraWo5rMb33\nSedcu3GFWyq2ipYsER2OrDHwQAAXAVgF4CAAEYABRPRPAI4AcHAX3uZqOfZfW1nDiQB2YubhUiyv\nBrBfkevfZ8iQIZN+8YtfzMk9JruIo+Ui81lnFkyb2qAd6Jz7FhEtlx1nyY23QwgDmHlkuezvlFIf\nKKVu9N4PDCFMjqJovOxqnuns3FFCoZdprQsKt8uFvL/NKOfcqUT0tuw4Wy0qzNwYQpimtb6+FLPW\nUiGW9DI4lvSyQGv9fK21YosAM/NXiOhOImp0zn2HiF6Xz01Ntma997sy827W2k0+e0Q0johWMfNe\n1to7tdYdzhJVSq3lbMyXam5unm6MWdb+q7ZMdPsdJhENBDAT2WK5O4Ddmfk5ANMBzEOW5NMfwL8w\n8xetHqgdMPNCAGvbeMqRyBojgJmfAWCIqN0MQiJSqVRq1sUXX5yfc7kPgHqt9ZOdXXPsPSJjzBOy\nq1keM97u39Vj5xBzx3mwHEL3OLTW71trr9da3xRC2COKoh8650Z21M1FyFR7GGPuK9da24P8bR6X\nv82HzrnvRFF0fAhhu0LPd84dSdn8xZqTEQGA1npFIpG4Tmt9ewhhvyiKfhhCOETIVFvEfMg5N4WI\nPjbGLDXGLLTWXoQKuyB1BMxcLxmXc/J4DnsDSIYQDICQSCRe7MzxlVKfMXOv5ubm8QCaE4nEsvXr\n19ekS1dX0e0LJoD/BXAdM/8XgGcB/J6yWZS3IrvLO5WZf87M5b4oDgYQlw2skMfaRENDwzlTpkz5\neMyYMZtoLkMIh0ubsGSEjljhvJCIVjrnvl2qxArxMY201s+0++QSQWu9MpFI/F1rfUsIYbgUzv2L\nKZy8MRR6HtWAyxARZeTiPJOI1oq367FxsoX3fhgzDzDGPFzFpRYFrfV7xphrkc163eC9/5r3fi+u\n4aQXAPDeD2bm/XIewkDBEOsf1EqINdByE/VyXpekJxENY+blIYSdAXBn57BKqTSA4L0fXVdXN0c6\nG90ytaRbF0wi2hnAR8z8G3noCABPAThf/n8BsqGnFVtS3tdtvjcR7VBfX/+Diy666On44zKLeLFc\nu4jYruZCInrfOXdqFEUndbZwinh+ojHmzmrsIvJ2NSOK8Q+VWevq3LynViCi9AUyR1svu5qjhVxz\npOwiysIULjVCCAcBSBtjZoph/XgxrN+jFsmIYj13gtb6LorluOZAEmIdi687J4qiQ7mKYQISN7e9\nMeaBTZdK44nonUwmMzmRSMwBYDsrz5LXaa31Iq11zlFoW8Hc0iDykF8CLYYEc5j535j5VQCXA9gO\nwM4VWs4KZEW9OQyWx1pFKpW67D//8z+fyNNcDmHmXY0x88u0zhbQpokVq6RwnhhCKJo2Lu44Ryml\nnqw2oUNr/V4ikfir1nqOtAPPcc7tk7+rCSFsz8wjtdY168cb29VcBOBL59yZAL4gopqcoeVDCGuT\njDF3KKVYDOuvkLzHKVEUfc97/5VaKpzOuanCXH6lredJ7muL7lE6G5OZOVmhpQJokRZNk4zL+E3U\nSCLiTCYzSGv9RiKReBPAOu99p1rJzc3NhwLYoLXOfb4VuqkWs9sWTCLqJ0YEEQAw8yoA8Ty3/QH0\nYuZKpYPPQ1b7CSIaCcAzc6uavmQyedRuu+3W5+STT25p4/LGnMtWNZflgLQDc4VztXPu9GILZ87+\nrhLi+WKhtX43kUhco7W+M4RwgBTOEcxMoq07Til1f7lnraUAEX2plHoPwHrKBj+fHUXRESGEHtVe\nW2uIsWIfiZuDk+Q9Wmsv11o/5r0/Ioqi73jvh1ZzvUCLdngvY0zRN1F5Ida9qhBifZxSakleJ6of\nEe3ivV8dQtixrq7uPgAgonUhhJ4dfZ9MJrOr935PpdSrsfFAQJYX0u3QLVmy4ljxSwBfAXArEf0v\nM38Ws8Qbgmy017+X8D1vADAJQF8iWg7gVwAsADDz5cx8KxFNIaKXkM2NO72NYzU0NTX9/oorrvhH\n/HHv/Xgi+lgpVZU2oRTOR5l5sYQLny4M0gWFdo8ya52mtZ5dS4zNHLTW7yilro4HPxPRKmTvlp+t\n9vqKATPXyU3U7Vrrd0IIj3rvxzvnzqESm6KXCt770QDQGmGNxGlHKfVKzHd3ndgHvlfZ1Wb1i0Ka\nuZM64ZNbIMT6x6IXLmeI9YHIkgLj0iINYCyAZVEUHZJMJm/MSaWI6DNm7lDBDCHUZzKZ4xKJxB0h\nhL7MnBvZNAMomWNVLaFbFkwA/wPgCgDPAPhPAJcR0beQpYMHANsDuJWZH2rjGB0CM88o4jnnFnOs\nVCr1m9NOO+3FnXfeueXDKYHFo40xl1dbJB0rnEukcH6HiN7UWj8SL5ydsb+rNChmvO293z+EcDSA\ntSGEvZRSr9Q6c1N+x6/nvE6VUp8rpe4JITwWM0V/2hjzeGcu9qWGtGInGmOubO93S5s67ezjvT/B\ne/+xFM6KpfA4544QSU+X7DKVUmvEoWqAtJ3HKqUe6YrsqRDkdzzFGHN1HinwICL6IpPJ7KG1Xmqt\nbflcEtE6Zu5QS7a5ufkorfXLiUTirUwmY5xzu+W+hew1ttuh27VkiehryLrnX8/MryBrSJAC0E9s\n8VLM/CQz/7aqCxUQ0Q1E9M9E1CBfj+jdu/eU//N//k/LnCSmuXyks5rLckAIKDnm5scieThBYrl2\nllnrg9VeZ5GgEMK+RHSf1vpe7/04IaDsWUtztDi897vI7/iB/O8ppdZba+cZYy4HUC+h3JO5iqHc\nvDHVY0FbOY35oI1ByRfLrvNr4olc9ouyzFF3NcbcW6pjljnEOmfX94hSak3sW4OJaFAI4XMATXV1\ndQvy1vRZR1qy6XR6b2YeUFdX94C8Pj9Iuv/69etrmvHcGXS7ggngUWR3lSCiJDOnkW2BjpLvz5IZ\nYq3gtwDGAVhGRP+SSqX+ctFFF+VrLvcFkNRaL67WItuCFM5HYoXzDO/9N5RSC6gKMVydgff+AADG\nGLNYa/2GtXaW1voh8UOtOeamtAmPkTZhq/NsMUX/hzHmCgBNQkCZWGkCCtDSiuXOnseUddp52lp7\nERG9JQ5VXyulXjgOaXcfU0C/WBKI7OlvMU3qOcJq7XSh8d6PRVa+Ff8dJ5DdXb4RRdGEZDJ5W/6O\ntiM7TO99UxRF0+U4DthYMOUz4uQ9Gzr7c9Qqul3BZOb3ATwt/86d5EsA7E9EZyFrf7e0tddXGsz8\nHDOfCGCa1vqURCJxwAMPPHD4xx9/XC/fbxAT7ZJqLsuBXOFEVu+6LoRwaBRFx8WSDGoSIYQmaWG1\nJE5Iq/Z1IaAskBbamd773WuhcIoD0Tta66JcVZRSn1pr5xpjrmLmPp1JE+kKYq3YLqd60EZrx5lE\ntEL0wieGEEpqUeecm05Er5bb5Ulr/Z619hqt9V0hhIOjKPp+ZzobIYTtQwhjCvyODyaij9Pp9Ehj\nzKPGmM2yKqVz1e4Ok5mpubn5eGPMonhWplIqAyAT054yuqG0pNsVTADgvIxLZB12jgRwLoCzKr+i\novBhr169EjNnzrz1pZdeGvjyyy+f65wbE0XR4UT0Yq3kWLYH8aPdzxjzV7mgfeac+16tFs6Y7GVx\noVBoKZyvSuFc6L2fWm3Jg0iL9uxMm1Ap9Ym19nZjzNXMPKASEWmdbcW2B2rdBanL55kUrMGF2t3l\nQG6Wbq29Umv9gHQ2zvTe71bMecbMRlqx9+aNbXYlor7eewYQkslkQftBSTJpau+90un0QQBsMpnc\njPVORJ967+NFsuY+711FdyX9tICINID3AXgAdzFzRT1Bi0WPHj0u/eUvf/nEEUccsfyII454KYQw\nwDk3HcBOAB5iZksVMP/uCuTCeEzc/s4Y8zAzL3LOHeyc+57csT9SK56bMaPym9p6njA3XxH6/DDv\n/eHe+0ni7bqsUkQsEc8fK+L5TjsQCQHlVjE8mFTOiLSutmLbg5DQFgp7e4ycZ6/IedbhmT8zN3jv\nj9Ja31Tpz5wUzjeUUm+GEPb03h/mvZ+osyHWrV67cnZ9WuvnYw/XE9F+AF53zk2rr6+/orXdfe5c\nYua61s4r51w/59yk+vr6Kwt1u2hjzNdKZDdj3W6H2a0LJmXzL738+1hmrskkBGvt9BEjRvT91re+\n1SJlIKI1AHoope5h5p0lV/BxXUSuYLUg9ncu3/5ORPYPM/OTUjjPlAvawmoWTml3T9Na31AsSzFP\n8jDcez/de79BZ/Mr3y534ZQL4/ta69dKcTyl1IdKqZtzEWnC3FyotV5aCuamsLuLYsV2FTISyJ1n\nY51zZ1HWEWuhUqooU/EcwY6y2afL239FeRC/QcuT1jyUvy7xPN5H4ufi3xpHRKvS6fQ4a+39WutW\nbx6IKKfFbFJKbVYwmVmn0+mvWmsf1FoX7BIQUZz4E6EbMmW3+IJJWQcfC2BFTmeZg7BiCcDPAPyu\nGutrD6K5/MOsWbPuij8umsuPjDGLASyWC9rEKIrGFRvIW0nE7O/+0sZd7JfW2vmy4xxT7cIpcoEX\nOiNREMnDiyJ5yF3Q1mutH85JPEoN8TEdkZ84UQoopVYrpWaHEHaQee14kTw829nCGTMoKGkrtj3I\nefagnGfjnHNnE9GzxphHqYClXRzScehnrb2tUuttC9R+iHVC7PruzNPbDiOixiiKiIjWJhKJYnTF\nOabsh/nfaG5unkRE6xOJxNMFXpdb66fMnCNgNSMbeNGtsMUXTACPAfgAwAVE9Agz57wMc+3Ynsj6\nydYkYaZHjx7/9e1vf/vlVjSXLc5EckG7OdZCq5nC2VH7O7mgPcTMT8QK58tSOCsim5HZ0E7W2ku6\ncpy8C9oI7/2x3vvPSi2y56wZ/HHi8lQ2I4JYDNegWAzXI1rr5zpKOvPeHwwgVIvdTURfWGvvCyE8\nLprUuJnDZprUmJXc9aVuS3cVIq15hpmf996PdM7NIKKVsil4W2+aL9tERHsDeM17f1hDQ0P+zrO1\n9yjIlI2iaEfv/cj6+vrL2jqOUurTKIp2ly+7pRaTaoHx11kQ0aEA/hnAXABfQ9ao4GoAy5j5SyLq\nwcw1a29GRCN23HHH655++uk7cjISZkYURacqpV41xrQa3ZUrnMw8pNqF0zk3PIQw0Vp7RWd2I8zc\n4Jwbw8wHENFLWutHy1k4OZs8f7bWeq7WuqTWiMysvPf7hBAmAVgrhbPLrb0oig4B0NcYc1Ol5qVA\ntt3nvZ8MoJfkV75QTOEMIfRxzp1hjJmllGor9q5iCCE0ee8nMvNeRLTEGPNEbHYH59w3Aayy1pbd\np7mrEJLPkcy8n3RpHsrdrBLRdCL6uLm5+eBEInFvIpEoqn3f3Nw8iZl1fX19i6FLCCGxYcOG7ycS\nifsSiUSbDmPOuX7pdPrrjY2NFyM7w9wBwJmpVGrLLTJ52NJZsm8BOI+ZLwPwTWS1P38C8A3KGgHc\nQkRjqrnA1kCSc1lAc7kfitBcqmyS/c3GmL8y8+Aoin5cbrZjIcTs7+7sbOuOsikPD0o8Uto5d1Y5\ncwVFkvFWqYslsInI/iKl1Ive+xMzmcy3vPftRrm1hhDCDpw1g59XyWIJbGJYPzeEMDKKorPb0wrG\nWLEP10qxBDbxds3XpCa89/szc0pkUVsCEsy8m1Lq70T0gTCEjwshjCEilclkBiil3im2WAIt9nib\nfOaam5uPUEq9216xBACt9afM3FM2YQFZK75UR3+wWsYWXTA5a5z+nPz7A2b+IbJh0dMBLAWQZOYn\nOnt8IppGRC8Q0ctEtJnvLBGdRkQfEdEz8t93ij12Q0PDDyZNmrR2/PjxLbMdIaEc2pEYrLzCOajS\nhbOU9ndSOB+IFc4fRFF0ZCkLpxAk9ix3KLQUzqVSOF/x3v9TFEUne+87NNdhZi1zwPuqaQavtX7H\nWnu11npeCGF0FEU/aC2/UlqxXmu9pApLbReiSZ0jmtS+URT9OIQwvSs3fZVEnJhkjFmWC7Emooxz\n7lDv/QchhF3q6uo6JDuSlmyLFjOTyewux7mnyNdHADIx4/+AbsaU3aILpiDHgu1HRMTMdwL4NwC7\nATizswcloiSASwFMA7APgJOIaP+8pzGAG5h5f/nvL0Uee/u6urpzLrrooqfijzvnDieiFzqjuaxG\n4YzZ35XMkxfYrHBGscLZpbtV3hgKfXdXJBkdAW10p5lJRK95778utm47FPN6IX+ty5MLVAW0USt4\nlc7mV25mHyjz9wmlMCgoN5RSnxhjbgfwCYC13vsZzrmDmbmmuR3e+32YuW884o+IMtZaAyAdRdGU\nZDJ5uwQ7Fw2lVMsOM4TQkMlkjkkmk3d05DgxaQmQzf/tVlrMmj4x2gIRTQUwn5kdER2MbDj0r5Et\nYgcA+Dkzd8UseTSAl1giuIhoNoCjkJ2TtiwDm4dCt4tUKnXJL3/5y0WpVCqec7kzMw+11v65C2uO\nywRy5KCxIkdZUsoZpxSfY6RNWJaoMSFt3M/Mj8fYjs/LjLMomUAczrmJRPRhe3mG5YAUzqeY+dkY\naeN90XF+UOg1IYT+IYSDymG4v2LFisQZZ1w4feXKpgHe1yutvwyDBq1bfdVVP7578ODBbdoZSuF8\nU7SCu3vvp3jvJyqlHg4hTKi1VmxbkFQPstZezsz9yyGtKSXEleoIY8x1ecSkAwFkAEAptcxa22HC\nmc6GP/cMIaC5ufkYrfVz1tp3O3IMIlorBXMFumEu5hZZMIloMLKm6kcS0VUALgBwaUxGcj8zd5UW\nPhhAnKyxAsDkvOcwgK8S0SEAlgH4ITO3eYJZa6eNGDFiwCmnnNKyY5Dic7QUn5J4r5a7cErx+aBU\nesC2kGM7MvNjscL5nBTOotqUEgp9gDGm5JKMjoCytm6LmXmp9/4A59zJRLRcCmcLnZ835nI+qJRa\n19YxO4oVK1Ykpk699Lvp9PlJrQe17AJfe23F0KlTL/jugw/+4Mr2iqb8LNBav66Uel1E9scgK/H6\nhJlR6XlrRxFL9biKiAIRfaCUutF7P1AYwuNi0pqqs+xjs+FFeTdZOxDRkBDCuwBUHmO2aORaqplM\nZjQz966vr7+lE8eIazEz6GbSki21JfshgN8jO6e8FkBPZr4ZyOZ3MXOHdx8FUEw7aS6AIcw8HMAc\nAH9v68lE1NDQ0PA/V1xxxaPxx51z44noo3IUn7xW7cBStGpDCAOY+QCtddFhuqVArnAaY/4MgJ1z\n50RRNK29sGQpPseqGgqFpk39UJeLH+o/hRD6AYD3fgyAZq11yX2Pzzjjwunp9H8k4sUSALQejHT6\nPxJnnHHh9I4cj7Ki9zUAtFLqoRBCS/BzrbLwY8XnkXwplNb6/UQi8Xet9a0hhL0lTWTftohOlYD3\nfhQAqzcNYzcARlPWWH2SUuoN3ujn2hl84ZybXMigvRjEU0uiKOobRdHoLqyl5rBFFkxmzjDzCwCe\nR3aovJiIZhLR8SV8mxUAdox9vSM23XGCmdcys5N/XwVg37YO2KNHj1+fcsoprwwdOjSuuezLzKO0\n1vNKt/TNIYXzlq4WTi5gf1dpKKU+t9beK4UTUjiPaK1wCgnlS12DodCU9UN9wlp7IRGtdM6dmslk\nvhlCGC/kr5K/58qVTQO0Lkza1XowVq5sGtCR48UMCuYbYxZbay9RSi3x3h8VRdFp3vshJVl4CRHT\niLYq3dJaL89jCJ/jnBtejcIZQugbQphsjLk9b7d7MBF9lk6n9zXGPKGU+pCZOzXrl5+rUSRtm5kX\nFIPcDDOEUJ9Opw9HN9NibpEFM4b/QjYo+ifIsmUPJaJSkVyWANibiAbJMb8GYJMdFRH1i/37GACt\nzkyJaO/evXtP/dWvfvVS7jHemHO5oDMzuc6gq4WzNfu7akAK5z3GmEsAkBTOw+N32NJ2G2+M+Uct\ntwilcD5ujJkJoD8A5b0/pNQJHADgfX2bn/v2vr/58/0YZM+Jp4CNZg5SOJ/x3h+XyWS+7b3fsZ1D\nVQQhhH4dISbFGMJ3hxDGdDZNpLPgjRmX8/Mck3YmogHe+wiATiaTjxHR+s4WzHQ6PRaAI6JOBz3k\ndpgyA33RWvv5+vXrdWePV2vYImeYQIuLz6PM/Af5+mYAdzBzSYgtzNxMRD8AcC+yNxbXMfNSIjof\nwFPCxv0XIjoSWb3RWgCntLJWlUqlrrzwwgsXFtBc2mrQ72XGeYvMOCdGUfRjpdQTMuMsOL8qxv6u\nGlBKrVdK3RNCeMx7Pz6KonOJ6Bmt9WPSin1kSyGhhBD2B/CZMebSEMJBzrnvENGbWuuS2ctp/WWb\n87j2vh+H7HzGG2Nm5Z8TIq15jplfyNm6ee8/EvvADtsRlgJSfI6XDknR54TMa5cppZbFiU7iIfxG\nOW/GvPcTkO2QxK8TdUR0AIA3nXOHiyE6d7ZgOucGOOfGyo1w0UHS+dBafwqgFzP7+vr625CdYTYh\ne33c4rHFFkzOmqrniqXimCVeCd/jbuTtKpn5V7F//wxZn9o2UV9f//2JEyeunThxYsusJKa5/Fs1\ni0+BwvmjQoWTO2h/Vw1I4bw7hPCo9368c+7HANJKqReqvbZiEELoHUKYZIy5UimVVkrlEjgOds59\nl4hekwSOLl18Bg1at/q111YMLdSW9X45DRq0bnUxx4m3YttaE21q67af9/5rIYQPhOhU0dg67/14\nZItPq56obSFGdHpDiE6HSmrNQ0qpt0pdOL33A4UpnW9LN5aIPkqn06OttQ9prdcC2c8AOmgWwMxG\njNXvA8De+906u14Zi2hr7b3C4g3IMmW7RcHc0luyALIm69VeQw5ENJWIErGvB9TX15978cUX52su\njyCi51uTFFQasVbttcy8g+QkjmMJGPbeD2fmXnmEg5qEUmq91vpRZNtL7zjnzo2i6FBmrtkEeCk+\nxyqlFsZ3kpRN4FhgrZ0JIJctemxM69ZhXHXVj+9OJi/IeL+p14T3K5BM/nf6qqt+XBSZK78V2x5i\nmtSLiGiZc25GFEVflwzVskMClkcbY+Z2tbCRpIlYay9TSi3y3h8ZRdHppZzXCnv+BKXU3Xkjm92J\nqGcURYaIPo8boiulOrzDbG5uPoSIPk4kEs+JFrNTO0zOhkufAOCzGBOf0I3MC7bYHWYtgogMgH8F\ncBURXQDgmlY0l0OZeUhXjb/LAaXUR7Lj7CdylB8R0RJmPlBrPbvWdGmFILvho5VSi40xD4uH6ARp\n1S41xjxOZTQw7wy89wcg254vGPBLhSPSOmVYP3jw4MyDD/7gyjPOOK9TOkxgk1ZsqxmLrSFPWnOg\nc+5bRPSe7Dg3C/EuBcQx6XhxTCpZN4o2pta8LOb7x3nvP5UYri65XznnphLRamPMi7GHexDRvsz8\nuvf+sHxDdMqayltmNlSEgXwURTt77/duaGi4jIhagqQ7s950Oj0OABPRCrmhW45swdyuM8erRWwr\nmCWEMGanU9a/9lcAfj1mzBg67rjjrow9p+Say3IgXjidczMA1DHzEGb+sJbXDbTshnsGwYx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KGXFEyNbrDD3JpasksA7E1Eg4jIAvgagHzbt3kAviX/Pg7AE9xKOHWPHj0u+fnPf56vudxV5lQV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\nlKlQwVRmnDR2b5O19ln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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "class Arrow3D(FancyArrowPatch):\n", + " def __init__(self, xs, ys, zs, *args, **kwargs):\n", + " FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n", + " self._verts3d = xs, ys, zs\n", + "\n", + " def draw(self, renderer):\n", + " xs3d, ys3d, zs3d = self._verts3d\n", + " xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n", + " self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n", + " FancyArrowPatch.draw(self, renderer)\n", + "\n", + "fig = plt.figure(figsize=(8,8))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "plt.rcParams['legend.fontsize'] = 10\n", + "ax.plot(transformed[0,:], transformed[1,:], transformed[2,:],\n", + " 'o', markersize=8, color='blue', alpha=0.5, label='Seqs')\n", + "ax.plot([mean_x], [mean_y], [mean_z],\n", + " 'o', markersize=10, color='red', alpha=0.5)\n", + "\n", + "'''\n", + "for v in eig_vec_sc.T:\n", + " a = Arrow3D([mean_x, v[0]+mean_x],\n", + " [mean_y, v[1]+mean_y],\n", + " [mean_z, v[2]+mean_z],\n", + " mutation_scale=20, lw=3, arrowstyle=\"-|>\", color=\"r\")\n", + "\n", + " ax.add_artist(a)\n", + " \n", + "for i,xyz in enumerate(zip(transformed[0,:], transformed[1,:], transformed[2,:])):\n", + " x,y,z = xyz\n", + " label = id_matrix.keys()[i]\n", + " x2d, y2d, _ = proj3d.proj_transform(x,y,z, ax.get_proj())\n", + " ax.annotate(label, xy=(x2d,y2d), textcoords='offset points')\n", + "'''\n", + "plt.title('Samples for class 1 and class 2')\n", + "ax.legend(loc='upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "angles = np.linspace(0,360,21)[:-1] # A list of 20 angles between 0 and 360\n", + "angles = np.array([0,45,90])\n", + "elevs = np.array([0,45,90])\n", + " \n", + "# create an animated gif (20ms between frames)\n", + "rotanimate(ax, angles, 'movie.png', elevations=elevs, delay=100, width=10, heigh=10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From 03942ded33f21beb89f29e897550786a91b71e63 Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Fri, 31 Jul 2015 12:48:27 -0400 Subject: [PATCH 04/26] Converted ipython notebook to script that takes in fasta file path and optionally output file location --- bio_pieces/aln_pca.py | 220 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 220 insertions(+) diff --git a/bio_pieces/aln_pca.py b/bio_pieces/aln_pca.py index 3c16e18..db383c2 100644 --- a/bio_pieces/aln_pca.py +++ b/bio_pieces/aln_pca.py @@ -1,12 +1,21 @@ from __future__ import print_function import itertools +import os +import sys from collections import OrderedDict +import argparse from Bio import SeqIO import pandas as pd import numpy as np +import matplotlib.pyplot as plt +from matplotlib import cm +from mpl_toolkits.mplot3d import axes3d +from mpl_toolkits.mplot3d import proj3d +from matplotlib.patches import FancyArrowPatch + def pairwise_identity(seq1, seq2, invalid_chars=None): ''' Compare two sequences by counting only bases that @@ -80,3 +89,214 @@ def identity_matrix(aln): #print("Pident of {0} and {1} is {2}".format(aln[i],aln[j],_id)) id_matrix[i][j] = _id return pd.DataFrame(id_matrix, index=aln.keys(), columns=aln.keys()) + +class Arrow3D(FancyArrowPatch): + ''' + This is an arrow class for matplotlib to draw 3d arrow..i think + ''' + def __init__(self, xs, ys, zs, *args, **kwargs): + FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs) + self._verts3d = xs, ys, zs + + def draw(self, renderer): + xs3d, ys3d, zs3d = self._verts3d + xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M) + self.set_positions((xs[0],ys[0]),(xs[1],ys[1])) + FancyArrowPatch.draw(self, renderer) + +def build_pca_from_fasta(fastapath, outputfile): + ''' + Prototype function to build pca graphics for aligned fasta file + ''' + # First get identity matrix for fasta + ifasta = index_fasta(open(fastapath)) + id_matrix = identity_matrix(ifasta) + + # Build vector of means for all sequences in id_matrix + mean_vector = id_matrix.mean().as_matrix() + # Get ndarray matrix instead of dataframe + m = id_matrix.as_matrix() + + # builds scatter matrix(unsure what that is) + scatter_matrix = np.zeros(m.shape) + for i in range(m.shape[1]): + scatter_matrix += (m[:,i].reshape(m.shape[0],1) - mean_vector).dot( + (m[:,i].reshape(m.shape[0],1) - mean_vector).T) + + # Get eigen values and vectors(unsure what they are) + eig_val_sc, eig_vec_sc = np.linalg.eig(scatter_matrix) + + # Get tuple of eigen val,vec so we can sort together + eig_pairs = [] + for i in range(len(eig_val_sc)): + a = np.abs(eig_val_sc[i]) + b = eig_vec_sc[:,i] + eig_pairs.append((a,b)) + + # Sort the (eigenvalue, eigenvector) tuples from high to low + eig_pairs.sort(key=lambda x: x[0]) + eig_pairs.reverse() + + # Don't know what np.hstack does, but I think we are using only the + # top 3 dimensions to build a matrix for transformation later + matrix_w = np.hstack(( + eig_pairs[0][1].reshape(m.shape[0],1), + eig_pairs[1][1].reshape(m.shape[0],1), + eig_pairs[2][1].reshape(m.shape[0],1) + )) + + # Now get transformed matrix from original against our matrix_w + transformed = matrix_w.T.dot(m) + + # Get means for x,y and z of transformed + mean_x = transformed[0,:].mean() + mean_y = transformed[1,:].mean() + mean_z = transformed[2,:].mean() + + # Start the 3D plot + fig = plt.figure(figsize=(8,8)) + ax = fig.add_subplot(111, projection='3d') + plt.rcParams['legend.fontsize'] = 10 + + # Plot the transformed matrix + ax.plot(transformed[0,:], transformed[1,:], transformed[2,:], + 'o', markersize=8, color='blue', alpha=0.5, label='Seqs') + # Plot the mean location(single dot) + ax.plot([mean_x], [mean_y], [mean_z], + 'o', markersize=10, color='red', alpha=0.5) + + plt.title('Samples for class 1 and class 2') + ax.legend(loc='upper right') + + # Now we will write a png file that contains the 6 rotated images + # TODO: Make it interactive? + angles = np.linspace(0,360,21)[:-1] # A list of 20 angles between 0 and 360 + angles = np.array([0,45,90]) + elevs = np.array([0,45,90]) + + # create an animated gif (20ms between frames) + rotanimate(ax, angles, outputfile, elevations=elevs, delay=100, width=10, heigh=10) + +# I snipped this from the following site and made a few modififications to allow +# you to also rotate over x and y axis(elevation and angle +#https://zulko.wordpress.com/2012/09/29/animate-your-3d-plots-with-pythons-matplotlib/ +##### TO CREATE A SERIES OF PICTURES + +def make_views(ax, angles, elevations=None, width=4, height = 3, + prefix='tmprot_',**kwargs): + """ + Makes jpeg pictures of the given 3d ax, with different angles. + Args: + ax (3D axis): te ax + angles (list): the list of angles (in degree) under which to + take the picture. + width,height (float): size, in inches, of the output images. + prefix (str): prefix for the files created. + + Returns: the list of files created (for later removal) + """ + + files = [] + ax.figure.set_size_inches(width,height) + + i = 0 + for elevation in elevations: + for angle in angles: + ax.view_init(elev=elevation, azim=angle) + fname = '%s%03d.png'%(prefix,i) + ax.figure.savefig(fname) + files.append(fname) + i += 1 + + return files + +##### TO TRANSFORM THE SERIES OF PICTURE INTO AN ANIMATION +def make_movie(files,output, fps=10,bitrate=1800,**kwargs): + """ + Uses mencoder, produces a .mp4/.ogv/... movie from a list of + picture files. + """ + + output_name, output_ext = os.path.splitext(output) + command = { '.mp4' : 'mencoder "mf://%s" -mf fps=%d -o %s.mp4 -ovc lavc\ + -lavcopts vcodec=msmpeg4v2:vbitrate=%d' + %(",".join(files),fps,output_name,bitrate)} + + command['.ogv'] = command['.mp4'] + '; ffmpeg -i %s.mp4 -r %d %s'%(output_name,fps,output) + + print(command[output_ext]) + output_ext = os.path.splitext(output)[1] + os.system(command[output_ext]) + +def make_gif(files,output,delay=100, repeat=True,**kwargs): + """ + Uses imageMagick to produce an animated .gif from a list of + picture files. + """ + + loop = -1 if repeat else 0 + os.system('convert -delay %d -loop %d %s %s' + %(delay,loop," ".join(files),output)) + +def make_strip(files,output,**kwargs): + """ + Uses imageMagick to produce a .jpeg strip from a list of + picture files. + """ + + os.system('montage -tile 1x -geometry +0+0 %s %s'%(" ".join(files),output)) + +##### MAIN FUNCTION +def rotanimate(ax, angles, output, **kwargs): + """ + Produces an animation (.mp4,.ogv,.gif,.jpeg,.png) from a 3D plot on + a 3D ax + + Args: + ax (3D axis): the ax containing the plot of interest + angles (list): the list of angles (in degree) under which to + show the plot. + output : name of the output file. The extension determines the + kind of animation used. + **kwargs: + - width : in inches + - heigth: in inches + - framerate : frames per second + - delay : delay between frames in milliseconds + - repeat : True or False (.gif only) + """ + + output_ext = os.path.splitext(output)[1] + + files = make_views(ax,angles, **kwargs) + + D = { '.mp4' : make_movie, + '.ogv' : make_movie, + '.gif': make_gif , + '.jpeg': make_strip, + '.png':make_strip} + + D[output_ext](files,output,**kwargs) + + for f in files: + os.remove(f) + +def parse_args(): + parser = argparse.ArgumentParser() + parser.add_argument( + 'fasta', + help='Aligned fasta file to build pca graphics from' + ) + parser.add_argument( + '--outfile', + default='pca.png', + help='Output path[Default: %(default)s]' + ) + return parser.parse_args() + +def main(): + args = parse_args() + build_pca_from_fasta(args.fasta, args.outfile) + +if __name__ == '__main__': + main() From e83d9e3daf718b0a4d454366d74e930b4f49c14a Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Mon, 3 Aug 2015 09:48:45 -0400 Subject: [PATCH 05/26] docs and allowed matrix to lookup 'all' key for values that are not in matrix --- bio_pieces/aln_pca.py | 105 +++++++++++++++++++++++++-------- docs/scripts/aln_pca.rst | 124 +++++++++++++++++++++++++++++++++++++++ docs/scripts/index.rst | 1 + jalview_snm.txt | 12 ++++ setup.py | 1 + tests/test_aln_pca.py | 55 ++++++++++++++--- 6 files changed, 266 insertions(+), 32 deletions(-) create mode 100644 docs/scripts/aln_pca.rst create mode 100644 jalview_snm.txt diff --git a/bio_pieces/aln_pca.py b/bio_pieces/aln_pca.py index db383c2..1aa57d3 100644 --- a/bio_pieces/aln_pca.py +++ b/bio_pieces/aln_pca.py @@ -16,33 +16,74 @@ from mpl_toolkits.mplot3d import proj3d from matplotlib.patches import FancyArrowPatch -def pairwise_identity(seq1, seq2, invalid_chars=None): +''' +Builds pca 3d plots based on an identity matrix for a given fasta alignment file + +Heavily based on this: +http://sebastianraschka.com/Articles/2014_pca_step_by_step.html#introduction + +Also using code from this: +https://zulko.wordpress.com/2012/09/29/animate-your-3d-plots-with-pythons-matplotlib/ + +TODO: + - Add argument to build identity matrix based on a given substitution matrix + Default would be to do straight identity matrix as it does now + Here is the Jalview SNM + http://www.jalview.org/help/html/calculations/scorematrices.html#simplenucleotide + - Jalview sn matrix missing - and W and others + - Somehow detect different data sets(aka, each sample's data should be graphed + as different color) + - Remove axis tick marks + - Make interactive? Seems like if we can launch gtk matplotlib then it should + just work? +''' + +def pairwise_identity(seq1, seq2, substitution_matrix=None): ''' Compare two sequences by counting only bases that are identical between them :param str seq1: string of chars - :param str seq2: strin of chars + :param str seq2: string of chars + :param mapping substitution_matrix: 2D mapping that allows lookup of + substitutions at each position that returns the identity score for that + substitution(by default, uses matrix of 1's for any match and 0 for + non-matches) :return: sum of same base positions - :raises: ValueError if any sequence contains any invalid_chars or - if sequence lengths are not identical ''' + missingallkey = ValueError('Substitution matrix is missing the ~ key that is ' \ + 'used to fetch values not contained in the substitution matrix') + # Lazy alias + sm = substitution_matrix if len(seq1) != len(seq2): raise ValueError('Sequence lengths did not match') - def invalid(c): - if invalid_chars is None: - return - if c in invalid_chars: - print("c: {0} invalid_chars: {1}".format(c,invalid_chars)) - raise ValueError('{0} is an invalid character'.format(c)) - ident = 0 for x,y in itertools.izip(seq1,seq2): - invalid(x) - invalid(y) - if x.lower() == y.lower(): - ident += 1 + if substitution_matrix is None: + if x.lower() == y.lower(): + ident += 1 + else: + # Ignore case complexity + x_id = sm.get( + x.upper(), + sm.get( + x.lower(), + sm.get('~', None) + ) + ) + if x_id is None: + raise missingallkey + sub_score = x_id.get( + y.upper(), + x_id.get( + y.lower(), + x_id.get('~', None) + ) + ) + if sub_score is None: + raise missingallkey + ident += sub_score return ident def index_fasta(aln_fh): @@ -59,7 +100,7 @@ def index_fasta(aln_fh): seq_index[record.id] = str(record.seq) return pd.Series(seq_index) -def identity_matrix(aln): +def identity_matrix(aln, subst_matrix=None): ''' Build an identity matrix from all the pairwise identities of all sequences in the supplied fasta index @@ -69,23 +110,29 @@ def identity_matrix(aln): Only does top right calculations of matrix and copies values into bottom left as they are identical + If subst_matrix is provided then it iwll be used as the lookup + to build the pairwise identity such that each nucleotide pair will be looked + up in the matrix to get the value that will represent that identity and all + of the identities will be sumed at the end. + + By default the matrix that is used is a simple pairwise as follows: + * Any matching pairs yield 1 + * Any mismatch pairs yeild 0 + :param mapping aln: Aligned indexed fasta + :param matrix subst_matrix: Single Nucleotide Substitution matrix :return: pandas.DataFrame representing identity matrix ''' id_matrix = np.empty([len(aln),len(aln)]) for i in range(len(aln)): for j in range(len(aln)): #print(i,j) - # Don't need to compute identity against itself - if i == j: - #print("Using length") - id_matrix[i][j] = len(aln[j]) # Only compute top right of matrix - elif i > j: + if i > j: #print("Copying {0}{1} from {1}{0}".format(j,i)) id_matrix[i][j] = id_matrix[j][i] else: - _id = pairwise_identity(aln[i], aln[j]) + _id = pairwise_identity(aln[i], aln[j], subst_matrix) #print("Pident of {0} and {1} is {2}".format(aln[i],aln[j],_id)) id_matrix[i][j] = _id return pd.DataFrame(id_matrix, index=aln.keys(), columns=aln.keys()) @@ -104,13 +151,15 @@ def draw(self, renderer): self.set_positions((xs[0],ys[0]),(xs[1],ys[1])) FancyArrowPatch.draw(self, renderer) -def build_pca_from_fasta(fastapath, outputfile): +def build_pca_from_fasta(fastapath, outputfile, substitution_matrix): ''' Prototype function to build pca graphics for aligned fasta file ''' # First get identity matrix for fasta ifasta = index_fasta(open(fastapath)) - id_matrix = identity_matrix(ifasta) + subs_matrix = pd.read_csv( + substitution_matrix, header=0, delimiter='\s+', index_col=0) + id_matrix = identity_matrix(ifasta, subs_matrix) # Build vector of means for all sequences in id_matrix mean_vector = id_matrix.mean().as_matrix() @@ -287,6 +336,12 @@ def parse_args(): 'fasta', help='Aligned fasta file to build pca graphics from' ) + parser.add_argument( + '--substitution-matrix', + '-s', + default=None, + help='Substitution matrix file to use' + ) parser.add_argument( '--outfile', default='pca.png', @@ -296,7 +351,7 @@ def parse_args(): def main(): args = parse_args() - build_pca_from_fasta(args.fasta, args.outfile) + build_pca_from_fasta(args.fasta, args.outfile, args.substitution_matrix) if __name__ == '__main__': main() diff --git a/docs/scripts/aln_pca.rst b/docs/scripts/aln_pca.rst new file mode 100644 index 0000000..f136ce0 --- /dev/null +++ b/docs/scripts/aln_pca.rst @@ -0,0 +1,124 @@ +aln_pca +======= + +aln_pca is used to build a pca 3D plot for a given fasta alignment file. +The image produced will contain 9 3D plots of the same plot just rotated slightly +so you can visualize each axis easier. + +By default aln_pca will build the simplest identity matrix by comparing each +sequence and assigning the value 1 to each matching nucleotide and 0 to any +mismatch and then summing the values to produce the pairwise identity for each +sequence. + +Running aln_pca on test dataset +------------------------------- + +.. code-block:: bash + + $> aln_pca tests/testinput/aln1.fasta --outfile docs/_static/pca.png + +Produces: + +.. image:: /_static/pca.png + +.. code-block:: bash + + $> aln_pca tests/testinput/aln1.fasta --substitution-matrix jalview-snm.txt --outfile docs/_static/jalview.png + +Produces: + +.. image:: /_static/jalview.png + +Identity Matrix Generation +-------------------------- + +Input fasta alignment:: + + >id1 + ATGC + >id2 + AAGC + >id3 + CGTR + >id4 + ACGT + +This would produce the following identity matrix by default: + ++---+---+---+---+---+ +| |id1|id2|id3|id4| ++===+===+===+===+===+ +|id1| 4| 3| 0 | 2| ++---+---+---+---+---+ +|id2| 3| 4| 0| 2| ++---+---+---+---+---+ +|id3| 0| 0| 4| 0| ++---+---+---+---+---+ +|id4| 2| 2| 0| 4| ++---+---+---+---+---+ + +If you specify a substitution matrix file on the command line you can +change how the identity matrix is generated. + +We can use the SNS substitution matrix used by `Jalview`_:: + + A C G I N R T U X Y ~ + A 10 -8 -8 1 1 1 -8 -8 1 -8 1 + C -8 10 -8 1 1 -8 -8 -8 1 1 1 + G -8 -8 10 1 1 1 -8 -8 1 -8 1 + I 1 1 1 10 1 0 1 1 0 0 1 + N 1 1 1 1 10 1 1 1 1 1 1 + R 1 -8 1 0 1 10 -8 -8 0 -8 1 + T -8 -8 -8 1 1 -8 10 10 1 1 1 + U -8 -8 -8 1 1 -8 10 10 1 1 1 + X 1 1 1 0 1 0 1 1 10 0 1 + Y -8 1 -8 0 1 -8 1 1 0 10 1 + ~ 1 1 1 1 1 1 1 1 1 1 1 + +*Note*: Any non listed base will be assigned a 1 + +This matrix is also included with the source code of this project as +``jalview_snm.txt`` + +Since this is just a space separated file we can just paste it into a file and +supply the file path using the ``--substitution-matrix`` option. + +Any tab delimited file will work as long as it has the Nucleotides for the X and Y +axis and has numerical values for each cell. + +This substitution matrix would yield the following identity matrix: + ++---+---+---+---+---+ +| |id1|id2|id3|id4| ++===+===+===+===+===+ +|id1| 40| 22|-32| 4| ++---+---+---+---+---+ +|id2| 22| 40|-32| 4| ++---+---+---+---+---+ +|id3|-32|-32| 40|-32| ++---+---+---+---+---+ +|id4| 4| 4|-32| 40| ++---+---+---+---+---+ + +Output file +----------- + +Once the program completes you will will find a file called ``pca.png`` that +contains the 9 plots stacked vertically. + +You can optionally specify where to put the output file using the ``--outfile`` +argument to ``aln_pca`` + + +Why 9 plots? +++++++++++++ + +Since this is a 3D plot, it was decided to view the plot from 9 different viewpoints. +Essentially the plot is viewed with no tilt at 0, 45 and 90 degrees rotated. + +Then the plot is tilted 45 degrees down and rotated again at 0, 45 and 90 degrees. + +The last time the plot is tilted 90 degrees(looking straight down) and rotated +at 0, 45 and 90 degrees. + +.. _jalview: http://www.jalview.org/help/html/calculations/scorematrices.html#simplenucleotide diff --git a/docs/scripts/index.rst b/docs/scripts/index.rst index 555bf78..a53f902 100644 --- a/docs/scripts/index.rst +++ b/docs/scripts/index.rst @@ -8,3 +8,4 @@ Scripts beast_checkpoint beast_wrapper group_references + aln_pca diff --git a/jalview_snm.txt b/jalview_snm.txt new file mode 100644 index 0000000..250d3a5 --- /dev/null +++ b/jalview_snm.txt @@ -0,0 +1,12 @@ +* A C G I N R T U X Y ~ +A 10 -8 -8 1 1 1 -8 -8 1 -8 1 +C -8 10 -8 1 1 -8 -8 -8 1 1 1 +G -8 -8 10 1 1 1 -8 -8 1 -8 1 +I 1 1 1 10 1 0 1 1 0 0 1 +N 1 1 1 1 10 1 1 1 1 1 1 +R 1 -8 1 0 1 10 -8 -8 0 -8 1 +T -8 -8 -8 1 1 -8 10 10 1 1 1 +U -8 -8 -8 1 1 -8 10 10 1 1 1 +X 1 1 1 0 1 0 1 1 10 0 1 +Y -8 1 -8 0 1 -8 1 1 0 10 1 +~ 1 1 1 1 1 1 1 1 1 1 1 diff --git a/setup.py b/setup.py index 5f1b6df..11e436b 100644 --- a/setup.py +++ b/setup.py @@ -22,6 +22,7 @@ 'beast_wrapper = bio_pieces.beast_wrapper:beast_wrapper', 'beast_est_time = bio_pieces.beast_wrapper:beast_est_time', 'version = bio_pieces.version:main', + 'aln_pca = bio_pieces.aln_pca:main', #'sequence_concat = bio_pieces.sequence_concat:main', #'sequence_files_concat = bio_pieces.sequence_files_concat:main', #'sequence_split = bio_pieces_old.sequence_split:main', diff --git a/tests/test_aln_pca.py b/tests/test_aln_pca.py index 42810d0..3c9722a 100644 --- a/tests/test_aln_pca.py +++ b/tests/test_aln_pca.py @@ -1,7 +1,11 @@ +from __future__ import print_function + from StringIO import StringIO +from os.path import * from . import unittest, THIS import pandas as pd +import sh from bio_pieces import aln_pca @@ -22,6 +26,18 @@ index=['id1','id2','id3','id4'] ) +s_matrix = pd.DataFrame( + { + 'A': [10,-8,-8,-8,0,1], + 'C': [-8,10,-8,-8,0,1], + 'G': [-8,-8,10,-8,0,1], + 'T': [-8,-8,-8,10,0,1], + 'R': [0,0,0,0,10,1], + '~': [1,1,1,1,1,1], + }, + index=['A','C','G','T','R','~'] +) + class TestPairwiseIdentity(unittest.TestCase): def test_id_same(self): seq = 'A' * 10 @@ -47,16 +63,27 @@ def test_ignores_case(self): r = aln_pca.pairwise_identity('a'*10, 'A'*10) self.assertEqual(10, r) - def test_non_seq_char_dash(self): - self.assertRaises( - ValueError, - aln_pca.pairwise_identity, 'A-CG', 'AACG', '- ' - ) + def test_utilizes_subst_matrix(self): + r = aln_pca.pairwise_identity('ACGTR','AAAAA', s_matrix) + e = s_matrix['A'].sum() - 1 + self.assertEqual(e, r) + + def test_subst_matrix_lookup_ignore_case(self): + r = aln_pca.pairwise_identity('acgtr','AAAAA', s_matrix) + e = s_matrix['A'].sum() - 1 + self.assertEqual(e, r) - def test_non_seq_char_space(self): + def test_substitution_matrix_missing_lookup_assigns_1(self): + r = aln_pca.pairwise_identity('A'*5, 'A'*4+'-', s_matrix) + self.assertEqual(10*4+1, r) + + def test_substitution_matrix_missing_allkey_raises_exception(self): + smatrix = { + 'A': {'A': 1} + } self.assertRaises( ValueError, - aln_pca.pairwise_identity, 'AACG', 'A CG', '- ' + aln_pca.pairwise_identity, 'A', '-', smatrix ) class TestIndexFasta(unittest.TestCase): @@ -81,3 +108,17 @@ def test_buils_correct_matrix(self): self.assertTrue(id_matrix.equals(r)) self.assertTrue(id_matrix.columns.identical(r.columns)) self.assertTrue(id_matrix.index.identical(r.index)) + +class TestGeneratePlotFile(unittest.TestCase): + def setUp(self): + self.fasta = join(THIS, 'testinput', 'aln1.fasta') + self.docdir = join(dirname(THIS), 'docs', '_static') + + def test_builds_simple(self): + print(sh.aln_pca(self.fasta, outfile=join(self.docdir,'pca.png'))) + + def test_accepts_subst_matrix(self): + print(sh.aln_pca( + self.fasta, s=join(dirname(THIS),'jalview_snm.txt'), + outfile=join(self.docdir,'jalview.png') + )) From 15190a8d54d6c79ba1da4d585a8fb6ff8787b172 Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Mon, 3 Aug 2015 11:29:51 -0400 Subject: [PATCH 06/26] Added matplotlib to requirements. Tests now build documentation images. Can supply substitution matrix on command line. Fixed bug with unindexed dataframe which was very slow --- bio_pieces/aln_pca.py | 33 ++++++++----- docs/_static/jalview.png | Bin 0 -> 484984 bytes docs/_static/pca.png | Bin 0 -> 438034 bytes docs/scripts/aln_pca.rst | 42 ++++++++++++---- pca.ipynb | 101 +++++++++++++++++++++++++++++++++++---- requirements.txt | 1 + 6 files changed, 149 insertions(+), 28 deletions(-) create mode 100644 docs/_static/jalview.png create mode 100644 docs/_static/pca.png diff --git a/bio_pieces/aln_pca.py b/bio_pieces/aln_pca.py index 1aa57d3..15e93e1 100644 --- a/bio_pieces/aln_pca.py +++ b/bio_pieces/aln_pca.py @@ -26,11 +26,6 @@ https://zulko.wordpress.com/2012/09/29/animate-your-3d-plots-with-pythons-matplotlib/ TODO: - - Add argument to build identity matrix based on a given substitution matrix - Default would be to do straight identity matrix as it does now - Here is the Jalview SNM - http://www.jalview.org/help/html/calculations/scorematrices.html#simplenucleotide - - Jalview sn matrix missing - and W and others - Somehow detect different data sets(aka, each sample's data should be graphed as different color) - Remove axis tick marks @@ -43,12 +38,20 @@ def pairwise_identity(seq1, seq2, substitution_matrix=None): Compare two sequences by counting only bases that are identical between them + Substitution matrix rules: + - len of rows must equal len of cols + - must contain a key '~' for rows and columns that will be used in case + the substitution is not in the rest of the matrix. this is the 'all' key + - keys can be upper and/or lower case as well as the sequences as the + case is ignored + :param str seq1: string of chars :param str seq2: string of chars :param mapping substitution_matrix: 2D mapping that allows lookup of substitutions at each position that returns the identity score for that substitution(by default, uses matrix of 1's for any match and 0 for - non-matches) + non-matches). If None is given, the simplest lookup table is used of 0's + and 1. :return: sum of same base positions ''' missingallkey = ValueError('Substitution matrix is missing the ~ key that is ' \ @@ -106,7 +109,6 @@ def identity_matrix(aln, subst_matrix=None): of all sequences in the supplied fasta index n^2 loop over sequences to generate all identities. - Skips identies of sequences against themselves Only does top right calculations of matrix and copies values into bottom left as they are identical @@ -120,7 +122,8 @@ def identity_matrix(aln, subst_matrix=None): * Any mismatch pairs yeild 0 :param mapping aln: Aligned indexed fasta - :param matrix subst_matrix: Single Nucleotide Substitution matrix + :param matrix subst_matrix: Single Nucleotide Substitution matrix as a 2D lookup + table(dictionary like) or None to use the default. :return: pandas.DataFrame representing identity matrix ''' id_matrix = np.empty([len(aln),len(aln)]) @@ -154,12 +157,20 @@ def draw(self, renderer): def build_pca_from_fasta(fastapath, outputfile, substitution_matrix): ''' Prototype function to build pca graphics for aligned fasta file + + :param str fastapath: File path of fasta alignment + :param str outputfile: Path to write output file image + :param dict substitution_matrix: 2D dictionary like object that supports matrix + lookup for Nucleotides or None to use default lookup table ''' # First get identity matrix for fasta ifasta = index_fasta(open(fastapath)) - subs_matrix = pd.read_csv( - substitution_matrix, header=0, delimiter='\s+', index_col=0) - id_matrix = identity_matrix(ifasta, subs_matrix) + # Now parse substitution matrix if needed + if substitution_matrix is not None: + subs_matrix = pd.read_csv( + substitution_matrix, header=0, delimiter='\s+', index_col=0) + substitution_matrix = subs_matrix.to_dict() + id_matrix = identity_matrix(ifasta, substitution_matrix) # Build vector of means for all sequences in id_matrix mean_vector = id_matrix.mean().as_matrix() diff --git 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zI{9-~9z|62fUjU3;xFoF_>*SR?XxK?NQn&LFx#GU;+?kA{rDJbkj=e>lU(YG;ZMMLSwmr%}Owx!&{W*YHdv7HO)VI5WGnmrz}g)_r3c z=yV6Y_%++FogrOJhuAc}=ATeK!BH~UO7TJ)d`6t8QA5D53LeeGodsjmreu+0rG56q zK>4TBn2bSPj>))h{OOkYgAb(d6k)dd$;LLet*dN3 zHdd_jRuG*n{&no8kgSYt9Ug@#h>-m2ES`dh)4$H#v)I=Cb7H2Gt4O~Pq7NIPasBhP ziBm}+{^x6}r;s%B&)5F%kNxL50psO=FY-T+#s5B1|9&j~e|&-ZC#Nh5^yK2Rn9V)~ Oj=uI*t+Y-1eg6*&!Rx93 literal 0 HcmV?d00001 diff --git a/docs/scripts/aln_pca.rst b/docs/scripts/aln_pca.rst index f136ce0..4dabd34 100644 --- a/docs/scripts/aln_pca.rst +++ b/docs/scripts/aln_pca.rst @@ -13,6 +13,12 @@ sequence. Running aln_pca on test dataset ------------------------------- +Default substitution matrix ++++++++++++++++++++++++++++ + +Here we are running the simple pairwise identity matrix(default) to generate +our output file at docs/_static/pca.png + .. code-block:: bash $> aln_pca tests/testinput/aln1.fasta --outfile docs/_static/pca.png @@ -21,16 +27,24 @@ Produces: .. image:: /_static/pca.png +Providing substitution matrix file +++++++++++++++++++++++++++++++++++ + +Now we will provide the included jalview_snm.txt substitution matrix to generate +the output file at docs/_static/jal_view.png + .. code-block:: bash - $> aln_pca tests/testinput/aln1.fasta --substitution-matrix jalview-snm.txt --outfile docs/_static/jalview.png + $> aln_pca tests/testinput/aln1.fasta --substitution-matrix jalview_snm.txt --outfile docs/_static/jalview.png Produces: .. image:: /_static/jalview.png -Identity Matrix Generation --------------------------- +Substitution Matrix +------------------- + +Here we will use a very simple aligned fasta file Input fasta alignment:: @@ -57,6 +71,10 @@ This would produce the following identity matrix by default: |id4| 2| 2| 0| 4| +---+---+---+---+---+ + +By default aln_pca will use the simplest substitution matrix where for every +non-substitution a 1 is used and any substitution yields a 1 + If you specify a substitution matrix file on the command line you can change how the identity matrix is generated. @@ -75,18 +93,26 @@ We can use the SNS substitution matrix used by `Jalview`_:: Y -8 1 -8 0 1 -8 1 1 0 10 1 ~ 1 1 1 1 1 1 1 1 1 1 1 -*Note*: Any non listed base will be assigned a 1 +*Note*: Any non listed base will be assigned a 1 as it will be looked up using the +``~`` key This matrix is also included with the source code of this project as ``jalview_snm.txt`` Since this is just a space separated file we can just paste it into a file and -supply the file path using the ``--substitution-matrix`` option. +supply the file path using the ``--substitution-matrix`` option as you can see +above in the examples. Any tab delimited file will work as long as it has the Nucleotides for the X and Y -axis and has numerical values for each cell. - -This substitution matrix would yield the following identity matrix: +axis and has numerical values for each cell. If your matrix does not include a +lookup for every substitution possible it will error or you can include the 'all' +lookup ``~`` as the table above does. What this does is for any base that is not +listed in the table, it will instead lookup using the ``~`` listed value. For +example, if we use the above substitution table and tried looking up a substitution +of an ``A`` to a ``W`` it would yield the value ``1``. + +If we use the same input fasta sequence as above using the JalView substitution +matrix, it would yield the following identity matrix: +---+---+---+---+---+ | |id1|id2|id3|id4| diff --git a/pca.ipynb b/pca.ipynb index e7efae4..53d5ca0 100755 --- a/pca.ipynb +++ b/pca.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -177,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -210,9 +210,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -2424,7 +2424,7 @@ "[94 rows x 94 columns]" ] }, - "execution_count": 7, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -2951,6 +2951,89 @@ "rotanimate(ax, angles, 'movie.png', elevations=elevs, delay=100, width=10, heigh=10)" ] }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "D3GII_KDH0014A_consensus 1479\n", + "D3GII_KDH0014A_c002 1479\n", + "D3GII_KDH0014A_c004 1478\n", + "D3GII_KDH0014A_c008 1476\n", + "D3GII_KDH0014A_c011 1477\n", + "D3GII_KDH0014A_c025 1477\n", + "D3GII_KDH0014A_c033 1476\n", + "D3GII_KDH0014A_c034 1478\n", + "D3GII_KDH0014A_c035 1474\n", + "D3GII_KDH0014A_c036 1479\n", + "D3GII_KDH0014A_c037 1477\n", + "D3GII_KDH0014A_c038 1474\n", + "D3GII_KDH0014A_c039 1479\n", + "D3GII_KDH0014A_c040 1473\n", + "D3GII_KDH0014A_c041 1475\n", + "D3GII_KDH0014A_c042 1475\n", + "D3GII_KDH0014A_c043 1475\n", + "D3GII_KDH0014A_c044 1475\n", + "D3GII_KDH0014A_c045 1477\n", + "D3GII_KDH0014A_c046 1478\n", + "D3GII_KDH0014A_c047 1477\n", + "D3GII_KDH0014A_c048 1479\n", + "D3GII_KDH0014A_c049 1476\n", + "D3GII_KDH0014A_c050 1478\n", + "D3GII_KDH0014A_c051 1479\n", + "D3GII_KDH0014A_c053 1478\n", + "D3GII_KDH0014A_c054 1474\n", + "D3GII_KDH0014A_c055 1477\n", + "D3GII_KDH0014A_c056 1478\n", + "D3GII_KDH0014A_c057 1477\n", + " ... \n", + "D3GII_KDC0064A_c014 1476\n", + "D3GII_KDC0064A_c015 1477\n", + "D3GII_KDC0064A_c016 1478\n", + "D3GII_KDC0064A_c017 1477\n", + "D3GII_KDC0064A_c018 1478\n", + "D3GII_KDC0064A_c019 1477\n", + "D3GII_KDC0064A_c020 1479\n", + "D3GII_KDC0064A_c021 1478\n", + "D3GII_KDC0064A_c022 1476\n", + "D3GII_KDC0064A_c023 1477\n", + "D3GII_KDC0064A_c024 1478\n", + "D3GII_KDC0064A_c026 1479\n", + "D3GII_KDC0064A_c027 1477\n", + "D3GII_KDC0064A_c028 1478\n", + "D3GII_KDC0064A_c029 1479\n", + "D3GII_KDC0064A_c030 1479\n", + "D3GII_KDC0064A_c031 1478\n", + "D3GII_KDC0064A_c032 1478\n", + "D3GII_KDC0064A_c033 1477\n", + "D3GII_KDC0064A_c034 1478\n", + "D3GII_KDC0064A_c035 1477\n", + "D3GII_KDC0064A_c036 1479\n", + "D3GII_KDC0064A_c037 1479\n", + "D3GII_KDC0064A_c039 1478\n", + "D3GII_KDC0064A_c040 1479\n", + "D3GII_KDC0064A_c041 1478\n", + "D3GII_KDC0064A_c043 1479\n", + "D3GII_KDC0064A_c044 1478\n", + "D3GII_KDC0064A_c045 1478\n", + "D3GII_KDC0064A_c046 1478\n", + "Name: D3GII_KDC0064A_c001, dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "id_matrix['D3GII_KDC0064A_c001']" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/requirements.txt b/requirements.txt index 2a61618..b089e2c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,3 +6,4 @@ docopt schema pyvcf sh +matplotlib From a9db6fa4fd2804c5321a8755ab8015bee5edfe13 Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Mon, 3 Aug 2015 13:04:36 -0400 Subject: [PATCH 07/26] Removed x,y and z tick labels. Addex X,Y Z axis labels. Added mean legend key --- bio_pieces/aln_pca.py | 11 ++++++++--- docs/_static/jalview.png | Bin 484984 -> 374665 bytes docs/_static/pca.png | Bin 438034 -> 367850 bytes 3 files changed, 8 insertions(+), 3 deletions(-) diff --git a/bio_pieces/aln_pca.py b/bio_pieces/aln_pca.py index 15e93e1..1f3bcfd 100644 --- a/bio_pieces/aln_pca.py +++ b/bio_pieces/aln_pca.py @@ -28,7 +28,6 @@ TODO: - Somehow detect different data sets(aka, each sample's data should be graphed as different color) - - Remove axis tick marks - Make interactive? Seems like if we can launch gtk matplotlib then it should just work? ''' @@ -217,13 +216,12 @@ def build_pca_from_fasta(fastapath, outputfile, substitution_matrix): fig = plt.figure(figsize=(8,8)) ax = fig.add_subplot(111, projection='3d') plt.rcParams['legend.fontsize'] = 10 - # Plot the transformed matrix ax.plot(transformed[0,:], transformed[1,:], transformed[2,:], 'o', markersize=8, color='blue', alpha=0.5, label='Seqs') # Plot the mean location(single dot) ax.plot([mean_x], [mean_y], [mean_z], - 'o', markersize=10, color='red', alpha=0.5) + 'o', markersize=10, color='red', alpha=0.5, label='Mean') plt.title('Samples for class 1 and class 2') ax.legend(loc='upper right') @@ -258,6 +256,13 @@ def make_views(ax, angles, elevations=None, width=4, height = 3, files = [] ax.figure.set_size_inches(width,height) + ax1 = ax.figure.gca() + ax1.axes.set_xticklabels([]) + ax1.axes.set_yticklabels([]) + ax1.axes.set_zticklabels([]) + ax1.axes.set_xlabel('X Axis') + ax1.axes.set_ylabel('Y Axis') + ax1.axes.set_zlabel('Z Axis') i = 0 for elevation in elevations: 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zI{9-~9z|62fUjU3;xFoF_>*SR?XxK?NQn&LFx#GU;+?kA{rDJbkj=e>lU(YG;ZMMLSwmr%}Owx!&{W*YHdv7HO)VI5WGnmrz}g)_r3c z=yV6Y_%++FogrOJhuAc}=ATeK!BH~UO7TJ)d`6t8QA5D53LeeGodsjmreu+0rG56q zK>4TBn2bSPj>))h{OOkYgAb(d6k)dd$;LLet*dN3 zHdd_jRuG*n{&no8kgSYt9Ug@#h>-m2ES`dh)4$H#v)I=Cb7H2Gt4O~Pq7NIPasBhP ziBm}+{^x6}r;s%B&)5F%kNxL50psO=FY-T+#s5B1|9&j~e|&-ZC#Nh5^yK2Rn9V)~ Oj=uI*t+Y-1eg6*&!Rx93 From 0b81095a242e6ddb8abed8542efbe0ef2ca3c450 Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Tue, 11 Aug 2015 16:06:46 -0400 Subject: [PATCH 08/26] ipython notebook for messing around with --- pca.ipynb | 217 ++++++++++++++++++++++++++++++++---------------------- 1 file changed, 129 insertions(+), 88 deletions(-) diff --git a/pca.ipynb b/pca.ipynb index 53d5ca0..998fd87 100755 --- a/pca.ipynb +++ b/pca.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -11,8 +11,18 @@ "name": "stdout", "output_type": "stream", "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n", "Populating the interactive namespace from numpy and matplotlib\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: pylab import has clobbered these variables: ['split']\n", + "`%matplotlib` prevents importing * from pylab and numpy\n" + ] } ], "source": [ @@ -36,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -165,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -177,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -189,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -210,9 +220,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -221,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -2424,7 +2434,7 @@ "[94 rows x 94 columns]" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -2436,7 +2446,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -2470,7 +2480,7 @@ " 1476.37234043, 1476.37234043])" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -2483,7 +2493,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -2518,7 +2528,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": { "collapsed": false, "scrolled": true @@ -2600,7 +2610,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -2620,7 +2630,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -2735,7 +2745,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -2841,7 +2851,7 @@ " 152.56549158+0.j]])" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -2853,7 +2863,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -2879,17 +2889,35 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 17, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/media/VD_Research/Admin/PBS/Software/Python-2.7.9/lib/python2.7/site-packages/numpy/core/numeric.py:462: ComplexWarning: Casting complex values to real discards the imaginary part\n", + " return array(a, dtype, copy=False, order=order)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { - "image/png": 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9eruvjZlNy7J66Lq+WNf1X9IaHwghRGHHcRKZubymaet0Xf82NaM7fvyCW9ev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KGXFEyNbrDD3JpasksA7E1Eg4jIAvgagHzbt3kAviX/Pg7AE9xKOHWPHj0u+fnPf56vudxV5lQV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\nliHLQuuQPNvpMGnCrLeVxHE86XU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hh4C+YAXUYskPVjAtCxozBXsuUtfXwNjaaa1pNpsnt1qtt7iue6fneQ+mava11rpbDfJ0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\ntLtdvBURzEQ8x8nWRNtmyXY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D12H6wMNmg/Z37lhk1mM3ky38Bl1z7xRM13Gc2fLRnRf2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dY2wtQi3YzrMqVkoyiaF0XRVbZtP+u67tsAQEQzlVInSSk3oO4JO9UoYTdZlvXTNOTAOT/AOX8d\nwOtE5DaSjiGcNYyxne1y2Wk2misvmJ5Q8i6Ad03qdo6JPu+UUpYSpLMhTeqWjIctAJY0p+8URuj5\nXCylvMhE0VsTUXRMsk7c86mUOkspxTnnl9Jws3iCFoJ9COAXACZCC4dOA3AT9MVXHH3uzvlSBHpT\nO21E0QizFv/H9/0iHVtH0beEaRBCvwddt7eL1462X9LOPVeagcmN8ziztqRE0JZmaSGR4T0iolIU\nRVe7rvtN27a3wihhpZSTlFLvw/TuSSlnGzecVy3Lej3D8Q2CMeYnxmLFpLM0iqJl0K0eccQ2pkvP\nCK9pzNFc7YBJ3W4RQmwB8LxS6jhDnhcmouiYdEZMrZKe5HIfY+wjy7J+wNrkYZsGJoreD2AVEbmJ\nWvRVGDrncz0RRUqpCznnz3POAW0Wf7ERDu00wqFa4ukPA/it2QS0pd9iAPeY/8c9n5uQXpgyHmEO\nhw1zkQsABw4ccC3L6tUIuK6i3wkzAFBmjGVuK0GddLNgxCiRiGxjEze1mb8tSzkTM4GumK8bJex1\nACbatv0DQ5ZNPWGllKdJKW8RQvxACJFlVueIaCCduF64VEp5WaLVY40QYi1rYTYmZRjN1S5wzj/i\nnK+CIZ1EFH01gIHEhcCHcXSulJocRdEDjLG1Y01y6RYYY74Q4j0hxHs0vOdzGrT14CtCiLcZYx4A\nENFE1IVDZ5E2i9+tlNqK+gxFQH9PN5jtp9B9nvGklWXQRglx9NlK/XacMIdjSEp2YGDAtW3bG+Xx\nxwz6nTDDxL+ZWkPypmSbRYlSykme593LGNtXqVSeGCEKylpTjJRSHa1hGrL/rFFHfsg5PwLAJaLF\nTZSwlyqlLu6WG46JdF5DvdUjno0ZG6zHqds9jalbInKiKLqLco7magcaomiWSN3eLqWsGKOBnUqp\nyzjnqyzLKmT/arIWHUXRfqXUdYyx1wHMCsPwiwB2JoRD73LO3yXtHBWbxV9h1LpJ4VDy97LPbK8B\nKAFYCB19XgUdmcbRZzLlm8Q4YQ7HMMK0LGucMPsA8UzMXCO62pmSDcNwlu/7KyzLesN13VdGqbfl\n8aHNVPtshWgTZL+nUql8p1qt3gtgglLqNCnlfiLaBgyJ1OYYJWzHhDkjwbR6JA3W49mY95r744ht\nC4BSJ0ZztQOGdLaaOurPlFLTpJQXKqWuB0BKqYVRFEVjpW57iSiKLlJKXZpMcZs2olNG6fncbHo+\np5uezyVBEHziRz9apd5//0hw4IA6QORV58/nHz/44Kc3lstlD9qjdDW0cGg2dPR5I4Ap0IKhdebf\nOOU73oc5HEMI8/Dhw65lWbVRHn/MoN8JM44QMreV5OzhHJJW9X3/zDAMb3Qc52nHcdaMsTzPLM2O\nRJhRFJ3oed59lmX9xnXdl03bgZBSLlZKvcwYi0+EbhiGywGQbdsrGWM9r3+w4bMxTzCp22uklDP0\nQ9hGIcRzRSLLZiCi44nobCHEN43zUGO9MFYP97R31RwrpJRXKaXOamxzMW1E64QQ64jox2P0fL5V\nrVb5n//59y+PomUnTZ48ddqECZgtJeS6dR9X/9t/+/6i//yfb3y+XC4nHYe2m+0FAJOhI88zAdwC\nYBd05DkBxSDMwk4rOXLkiDNOmP2BwQgTGdtK2qGSNfW+q6SU55RKpSctyxpT2cdyOPagA4QZBMHi\nIAjusG37Gdd13wUAIpolhNgfhuFCAA8wxtYyxrYqpS5njG21LOuZIpKPIfo9nPM9UsrNUsoVjLG1\nAMpRFP0JgF2GcNYYIUthEEXRuUqpTwshvi6E2AEADfXCkw3p3CalnGBUt2uM6rarKWYiYlEU3UBE\n88yF04g15CY9nxWTTo97Pvf/6Eev76vVlikpp+/xTIKwUqFJ5fJxUxi7c96LL/76gVtuuXhzInWb\nvFAbgB5c/Cb0efEU6OhzPvRIqZOho89N6A1xWRgqdOolmhHmmPX/YwHjhGn+zRlhZnX6CU29bzkR\nTaxUKo+Yel8ryBxhtptoPc+7MIqiK1zX/YZt29uRUMIyxn5m2/aPiGiGlPITSqnboeuX+6SUZwoh\n1jHGinIiGIJmo7mIyDLWcEujKPoDAEEidbutVxcAJlK7XCn1CeOMNIzITep2mxBiG4Cfm97VJVLK\nC6SUdwDYnrAdPNDh4+VRFN1GRNNMm0uqGhjT80qH9Hxu2RJeMWfO5JMYC0StxvcfOcL3HznCP65W\n2aHVq78xaeXK750DLJ6ju1AOA1hHX/zihW996Utfeh1DzeIj6LTsemhjkc3Qv7XLAdxl/h87DnWr\nlFDYlGy1WnWKZlPZKfQ7YQZA+6LEtOktpVQZ+gcZVCqVr7J08zgz92EiW4Q5LJVrIuPPKKUWlMvl\nlUKIj9FECcv0tJHpRHSWEOI7nPNtUsolRHR6GIY3Qws7You7VmcldhRRFF2olBo2mosxFiXShCCi\nmVLKpVLKz0gpp7D6VI/13Uo1m0jteiJaYJS7LRm7m97VNwC8QUROInV7JYAjidTt9nambonIiqLo\nLgDCtu2v5e0JjXs+t2/3Tjx0yN7qulSeOFFNnzJFnnzCCdFpr7325MENG96aBvwr01a1MbbS3/3d\nX15QLv9D+U/+5E8U1ed8bkc9DSugbfjWAngVWhy4EPVpKwOoq26T80HbjcISZq1WcxhjhRgm0Gn0\nO2HGKdkA2VOyQJ28Wv7hh2F4su/79wBQ5XL5+2mb6bOmZJHDGi9pXKCUcjzPu4uIrHK5/Bjn3APg\nmub0RiXsRUqpy4QQ/yqE+BAALMv6LYDfmohtgYnYLgVQYz30hzXkk7SOGzHSMmnCnYZQf6GUmqyU\nWkJE55qpHtsTqduORGykB2rfQUSTjXI3k1qRMRYIId4XQrzf0Opxi7EdTBomZL4QICInDMN7mXYF\n+narF4nVapU/8cTzCzZujKaFoS1sO5QLFlgfP/TQdRsrlYoCANsOJQD4Pqv5vtgOiO1CQLz++jcu\nGU6WADCXAV/Gl798/2lf/OIX/5m049BZpudzH+k5nw6G1jBrAN41G0ddOHQrdOi6Hpo8N2DofNC8\nKCxhVqtVu7Ht7VhFvxNmXLPJE2ECJqXb6pWy7/tnh2F4g+M4PwyCYHlasjSIoGXyaZHH4k4AgJRy\nsud59zHGPqxUKj8yaciRPGFvIKL5JvIZptA0EVts5s2UUrOM2OY20x6R9IftqDuNIZ87Dfk8ljZV\nzDkfSEz1cBIXAp9CB8Q2hnzuYYyFtm3/ywjtR6nBmo/3WiKlPE9KeTvqFwKpJsYYA4XPMcZ2Wpb1\n41bfg2q1yr/0pe9dfPDgsrLjzBgkr1279k1avfqpE/7mb+5cValU1IIF1se7du2b5DgzBtPiUkIC\ni5uQZYy5TN+P+LMDEVUAnKKUmielnM05Px/AdCLaSkRJ8xAF7WO7DcDPoZW2iwGcA+A26BFmcfSZ\n19yiyIQpxmuY/YF2tJUALdZAqT7W6sxSqfRVIcSeIAh4lnQu8qVkMxsXGE/bey3Let113VcN2U83\nnrBbYU4MiZ5FYchnzKjEnKh3GLHKC0qpaYY8Y1PyTSyFyUAaUPPRXJlhIrakUXxSbBNfCKS2uEsc\n7wTT5rLLkE/Haqdcj/f6NYBfJy4E4okxNTY0ddv0OJRSk4yBwhrLsn6e5iLxiSeeX3Dw4LJSkiwB\nwHFmqIMHl5WeeOLZBV/4wu3rH3rouo2rVz91gnls4jgmjrGHiWjs+SSinVLK6xhjLwohthPRHAAX\nE5Fo6PlMfnYHAfzGbDa0YGgxgAegfz9xz+dmpFfeFpYwa7WaZdv2eITZB0imZPMS5qjvpUlhfpaI\nSkbcExtERyY6TaVQNH2RWUU/WaeOTPA873NJT1vSvp8nSCnXo+4JO9l4wu6wbTvzyZxz/nHC2abU\nYDKwN2EysDdjlA5zvKOO5sqLJmKbaQ0Wd1sSpDNmLch47j7AGHvXsqwX87z2tGhyITDLvJabpJST\nm9VwlVLHRVH0AOf8N5ZlvZp2nxs3RtOGEmAdjjNDbdwYTQOASqWi/uZv7lz1xBPPDkndjq3LOQzb\nth9O9Hz+AbR95FbO+S4AOxrM4k8BsAh1s/jdRLQZQ52DQtSjyx8DOBE6dXslgOXQatt1Zmul/leU\naSUMDS0utVrNchxnnDD7AEnRT1ZrvDFFQ1LKKSaFuaNSqTTWbWKVbVpJf6Z+yiwRJumRUGcAmOq6\n7krbtndgqCfsBzD1GjPq6l7O+RtCiFfbdTJn2pQ8nicpzMltaRRFn4NuaI/rnlvTEHTa0VztgLkQ\niI3iS1LKhUS0NIqiawEciJWqrIlRvFLqxCiK7uecv2JZ1hvdON6R0JAReLFJDXcHY2wnEZ3NOX/R\nsqy3suwnDO1Rv+fJ+yuVivrCF25fn7z/iSeevAHYSjr92ogtBKwjZno+GWMDURSdyhh7iTFGiZ7P\nTSYrsI5z/ltAZ1GEELFd3/VEFFB9zmejAGi32V6GJuNF0AR6HbSoKI4+P0Rz4VBRIsxhx1Gr1axy\nuTxOmH2AOK0QQas7s6RGgVHcfsIwnOP7/t2WZb3quu6qJgTSbfFOKqIlIu553o1SygUADhiyHMkT\ndrGU8o48o65agVFFbhBCbCCinxDRSSZ1e72Ucmqit3D9aJF7O0Zz5YW5EEgaxccjse6CnqQT13A3\nK6VmSynv5pz/xKwpFBpquHYURRcS0VUAIqXUJWEYTjdRdKr2m1jMk/X+hx5a/K0nnvjLFcCXMZQ0\ntxLwf9JDDy3+FgBIKWdJKe/jnD+TeH+H9HxGUXQD9Cza2K5vnUnhgjE206RuzyOiS03qdpeJPpP1\n8CqAt83GAcyBJs/bock0jjw3oN4rWhTCbBzthVqtJqZOnTpOmH2AOCUL1IU7WZq3m9Ywfd8/NwzD\n6xzH+Z7jOOubLRxp7VhgGc3X00SYSim3VqstB4BSqfRvnufdgyZKWACIouiTSqlPCSG+YcQiXYFR\nqu4yqbOX4ihHSnm+EahsS7SsDObmOjGaKy9YYrA0ET1HRDPMa7lCSnk3AM4YW2UGT/cU1WqVv/vW\nW1O3vfLKTLZvX4VmzKjOufzynWeef/6BSqWilFJziehSIcS3OOcblFIzzWuJ22/WJ1K3o6pJm4l5\nYgTBXrFggTWq8Ojhhx9eB/zZN5944v57tMCn3of50EOLv/Xwww+vk1LOkVKuEEI8LYQY4rLFhvZ8\nJi9qlgFwE/XojXELEhFNgjaLnw09bWWAiPY0MYtXALaY7XkAU6HJ83xoAt0BHXm6KChh+r5vVSqV\nQlouthv9TphJcownlqQmzMaUrBH3fFpKeVqpVHrcsqwRFXJZiQ/ZDQhaijDjNDLnfGupVHpGKTUR\ngGU8YZNK2LgHcJFRwna04X0sNEQ58RippWaix0HG2AcAJhDR4k6O5soLcyGwj3O+L4qiQCk1nXP+\nBhGdGIbhf0Qba7hp8e2/+qtzpm7YMGNpEIjLSqXQFYL8vXsnbvjtb2e/6jjSP/985/o/+qMzhBDf\nNHVbCCE+NC1Fvzhy5MjUp5/+1cW7d7MrhHBuJwoOnngi23LrrRevqlQqexv3d889l2/+yU++cvq+\nfedP4nwSYyxSEyaUajNmnDYwbdoPaw89dOfGsY754YcfXvfww/h/m90npZwvpbxLCPFdIcSG0Z4n\neVEDPf0mHrl2kZTys9B1z7gF5x3G2DukzeLnEtHsBrP47US0FUNrkwcAvGE2B1o4tATAcdDjyj6A\nJtDGdd3CMML0PM+aNGnSeB9mHyBs+Dur8GcwSlRKuZ7nLSMi24h7xmpNyEN8HRnTFYbhbGMAP5hG\nZoxNAFCp1WqLOOdHOOcWABZF0TIicowStlATC9jQMVLctAl8BsB0AFUp5YVEtIZzvrnVfsBuwvSw\nXqmUOsdcjHxsbo9ruEuiKLofACVquFs6qZitVqt86oYNM+60bQnbHnzPXCHo9AkTgqVTp570wkcf\nzY+i6AnHcYZNn6lWq/w//afvn37w4LLQcf5/9t47TI7qSht/z62qThMUZoTSCKCBEfwAACAASURB\nVGWNAlGAQCAyQiCERFRCEnmxjYG1sbH97doG2+yyYC/7wc+EHyBAIHIwwYAMmCQZDIggUEYB5TSj\n0DOdqu493x91S13T6gk93T0zLPM+zzySOt4add9zzznved/K5UJAlJSobhs21PbZtOmdK3/wg5Pq\nAoGAl7FtiMfj+M1v3hhTXv6vsVQqZtbXOyFmIaLR3SWWdb9z991XvOfNYbYGvjbCM9oCLieIDMu1\nLOIPfrH4dbp020PPfA4HMEYpVesr3foDTwrASv0zGMBrAHrDFUyoBLAWacWhthrryBowe/To0ebm\nCe2B73vA3J9N5jlaYgMwpZTdEonEDCHEt+FwuKU6qa0N1K0tySrA7U1mW18qlRqRSqUm+QXgmbkP\nMx9kmuajSqkqKeU4KeWFcMux2/UAeocKlllgKqXGAoiapvkQgC6673mKJnWsIaIVukTY7lJ9OnOf\nyMxV+jCyf0PM6OG+zq4oebWU8nQpZYW+lpXFuJavP/usa3UqZfiDpQdZUdFPlpf37btq1dKvP/ss\nOWbcuAOef++9Lw356KPQ0Pr6NyPMpiByVGmpVT9y5MTV27adSs88886+2bPHl+h+dLcFCz7dBlyY\nLCmp3BUKoYEKVCrVXzz99IIBmSSflkL7sJ7j193NB5Td53OolPLszDK0EGIx4I4z+YhDI5g5rrPP\nDcy8xffyJty5ztUA3ocrCu8Rh86CK+3nsXK3oXiKQwcEzFQqZR1xxBGdAfN7AP9/fF6OJVLKnrZt\nn2Ga5vvBYPDjHEpkbZ1hAuksc3/AZGYkk8kTHMc5NhQKPW6a5lZkMGGFEAnhul+s9cZG2BUnuA7u\nDNuKYqratBa+mUW/NddOIcROAAuZuURL9Y2ybXsSXA9PL2Nrc41MdqXjLmDmkGVZjzQ1w0oNRcnf\nV0qVaqaqdy0FlR3cuHBh7xNCoQPmRp0ePQZySUmltWnT54OFSH2ycGHvMePGNXi/mpoa88EHl52e\nSNwcFKLSd/uu4IcfPlU+duz0ZUuXxmCa5rtwlZPKli2rP6N79y59Q6HUkFSK6mIxUVNXJ3YlkxT3\nj5TkCsdxDlNKjdfSh9uaf0ZuoIbiDx6DeCgzH2rb9rlo6PO5QgixQpMO+zJzFYCjmTnom/nMdCup\nB/Cl/jHgKjMMhWuSHUSadbsWrWgzNYEDAqZSikaNGtXRD8wFQWfAbPj3Vo2WKKW6M3O/QCDwdCAQ\naLaf4kdb9zD9z/UG5plZxOPxSczcJxwOP2gYxj64TNihUkrKYMIOkVKer5mEniuJlaFqE9UZzops\noxFtCaVUhR7DWGIYxrvZ1kKuTJsn1ee/lnEAYtSGUn3sWp95Agrzcy0VCyHqhBCfAfhMX4snFH88\ngKTvWhoVGWgKtGtXJGgYDX4HTq9eQzkQKDc3bfqCHMcOGgZo165I5nNvumnu2GRyjuUPlu6aK+E4\nF5rLlr1W1a2btcp3LdEdO+yt0ai1mwiitFR1LSlRlX362EcwQ8bjokaIyNbGqiWNwXGco5RSJ5um\nOU8fmooO3VtfDGAxpwX8PZ9P5SvdrhdCePyALsw8UCl1KDMHiOhUAF7p1n+Qk3DnOtcB+BvcfudQ\nAMcAOB+uhZmXfeZ7ADwgYDIzMm/734rve8DMqySrRy7Gs2tj9XmuwVKjTVmyGvt1YZVSoXg8PpWI\nnHA4PFcIkULjTNijlVKn+Mkcei22YRgrDcNYyWlVm+G+0Qhvk27TXqFmPk4TQrytA2KzyHItfTOk\n+rxrWUt5qAHV1NSYN900d+z69VZPxwkZppmQQ4ao3f/1X1cMLSkp8azP8grO+lr8soO99bV4JUK/\ntVeL9GG5sjKW3LmzNGgYDCJyevcezoYRtDZv/gJSulquUhJXVsYyn7t+vdXTMLqzyhLahKhEXZ1d\nkjki4v2bGSoaFbXRqJslh8NcWlqqKvr0CQ61bftQXYZe1Zz7jTaqHqsJX+0i9E8NBfz9Pp9ee2D/\nzCcz71ZKDRJCPG0YhtSs29OYWXJDsXj/b7UWwD/1TwBu/3MogBPhjrd42eeGjOe1BAcETLhiBp0B\n83uABhlmLoFLj1xcBEAYhvExWv+7zIe8k09J1uu5zhRCrAmFQgv0Bu1pwu7Uw9deP208Mw/TguSN\nbjTkU7Vh5jf1aMRwvRlU6j7OSr2xFc3NI5s1V67IKKu97WNEjpVSXkitlOqrqakxJ09+4OL6+uvD\nltVHAYBhsPnNN1urZ8y4f89jj83+W2VlZTHUhjym6js+fVhv/Maz9lopsmj+eug3btzWNZ9/3ndk\nWZlj9+kzCsxsbdq0BMz7N95vEgmr37hxBxB+HCdkWJZpJxIJg+hAGWSlHJE5ItLYSEk8TnV799bG\n+/ePLjJNc5suQ4+0bXsigO06W1tJRLu8qoLjOCcqpY7U9mcdYgyCsvt8DtEzn2fBPXB+pRWgtgkh\n1mjiUE9m7g93ZGUsp8Xi18Gd8/SQArBc/xBc0pAnmNAd7qynN/d5wCEnCzIDJgHg3r17dzjSXDHQ\nGTDTaLFjiZSyuyb3rA2FQguSyeQxzNyqXgq13gi6VUo/Go7jOH1t2z7LNM0PQqGQpxhTIaU8WEq5\nEWlNWEv308K5CpL7RiMWAljo668dpvs4m3x9z4KRBhqz5soXGYzIcBapvhWZm3Q23HTT3LH19deH\nvGBpWSrQrZs6qK6u156ammtiv/jFn8c+9NDPPyjUuhu5lkx9WG/85mS4JfVVqVRq1aOPvhXyy8wd\nfDDvqQ4EaGjfvoeR4yTMbdtWejU5D6sCAXnC6NEH9LFNMyEjkb6JVOqbgFIDhT9oMidgml86l112\nU4MqTWP6sKnULtGlywvxyy47f60QQvnK0KZPBWo2XBWoVewKqvfWwbLDjkDomc8lUsqolHIgEb0D\noNw38+mNrKzVQRbMXAJ35rMXgEOYOeqb+dzhe3mGqyS0BcC7cAdSh8Jl654Ndz7Uyz4b6+tmBkyD\nfYel/+34XgfMsrIyjkajNgCrpSVZ27YHJpPJCy3LejcYDH4KuKUvpVQ+DNu2Lsmatm1PCgQCLwQC\ngdVAA03YNUhrwpY6jjODiHZZlvVcvuXUjP6af5M+FWlJuBVEtL01fU/OwZorXxBR3DTNJQCWcEOp\nvtlwPUC9bO0AVZv1662eltWHASAYVKEuXVSPfftETSIhYpbVB+vXWz2Lte5GriXT2qsqkUgMv+ee\n96ft23dmIBjsVmvbYteePWL3rl27KrbzJ4eF9u7dM2Dr1vVDQiEEDQNJKembRMJaFQjIPYMH78o2\n6jFggL198eIdZV27DtkXi20O2bZjAUQAsxC75ZgxoeWZz2tMH9a19jp/bebjdbnzG8MwvmHmvyql\nekopzwHQC4CSUp6llPIYxC3JqNocPgUq/6iLf+ZzjJTyfLiiHF7vcykRLdX93H7MXCWEOIGZhSYO\nbdYzn/5gVwfgc/1jAOgPN/ucCndv8UZW1vqelxkwhVKqTS342hPf64Cp4QWsZgNXMpk82rbtU4LB\n4POWZa3z3eU099wmkJfEHecg56eZsCcBKLEs6y86WDamCdtDa6x+YRjGe4Um7mRs0p56SrXjONP1\n/St1xtYibVjO05orH9CBUn1er/CsjF7hN0SUcpyQAQDhsCopK1Pd9+wRO1Ipsb887d3fHvBK6o8+\n+lbwyy8nyNLSimBZmaro2tU1YwbKsW/fzXuX9n/jo/BFPTZ9mqH0c4JW+sn22rfffsWHkyffVVVf\nf32opKR/AvqzZttbqKTkgcSf/nT1P7I9L5s+bEsvRyl1DABhWdZ/6+xzKDOP0KXbHSKt29um4g+N\nQUo5WEp5QTYFqkZmPodmmfncKIT4FmggFj8UwNFNiMVLuIFxLYA34M4qDwNwHIAL4PY7V8HNSvcf\nNOLxuCWE6AgKRG2CzoDplmIjRNToWIkm90xQSg0Kh8NzDcNo0MOjZsTXm0IeJVkgPR7S7AeWmY14\nPH4uMx8Et8fjMWGHZGHCDpJSXiiEWKCzqKKCGkrCLWDmg3Tfc7yUsltmwMlybQW15soHdKCpdGav\ncEO3bhwRQkbCYS7bvdvYZtsN7b1MM9Hu/SDPISSVQrymxthUVydq+vSxD08kxB7L6kZE3SYdMWbM\nztHHHbdKCLHy17/+dck1593xo0zpuWuuOeTJW2+9dQ0AVFRUOC+/fPWzN9305wZkpwED7O233371\nhxUVFQX7f9PjTlOYuav2Ck0SEYQrnO4Zl2eKP3i6vd+2JTnNg8dAzyTVZUOWmU/PNSZz5nONSIvF\nBw3D6M/MfQAMY+akjziUKRZfA+BD/ROESxwaBmAUXH3bwPvvv79rwIABmyzLatFICRHNBXAOgB3M\nfGjGfTcCuANAJTPXEtEpAF6CG8AB4HlmzqrU1JboDJjp8oKNLMZ5mkV6MQAOh8MPCSGyfTjyFT0I\nt/K53nhIkxuNUiocj8enEVE8Eok8HIvFZgIIKaVGSinrNVHAY8KOVkqd1lrlk3yhA84OIcQOuHOF\nDbRhiWiDnltbKYSoU0W25soXGb3CoJRy8OjRkbMXLtxWwtzLCYU4AiBu2+5BwLY3iQED7O3FXlcs\nFhOPPPJmljLn+LWRSET5HUDCYS7t3ds+tLbWWLdnj7ENAOrq9iUMw9imlKq+7777pt5//94uwHzR\n0Kj5W77//n+bCfzbE/6gWez+rK42eHOsj1MWv9GM0u1rPqaq506y1kdOK3rpVko5TEo5uTVazJTd\nNcY/87nNN/Pp+X0SuWLxB8MVix/LDcXi/ftcEsAy/WMDSNq2LW+99daJGzdutMrLy+uIaCaAN5i5\nKebxwwDuBjAvY/394JKQMveb95h5ci6/i2KjM2A2DJgNgp7jOBWJRGKmYRirQqHQm42VBvUXsq1Z\nskALZjEdx+meSCQuMQxjpb4GJiIw8yAp5VcZTNjTmHmkJkbUtHJNBYXI0IbVDMLhjuOcAbfX2oWI\nPsnVlLidYDPzkOuum7z3rbfu3p5IXF9WVtYz1LWr6gGA6up2xrp0uXfv7bdfUVTbrlgsJn7+8xeP\n27v3wrDflHnbtl1lS5c+f9Add5z/kTfOEYmoLr16OaN27TJX7duX1t01TVsahrF+z549m37zm9fG\nAPcJlzO3He7ZSwDoR8CtuP/+WTNuvTW7jmuhwa7ow8UAYFnWky2pNmRhqpb4CF1nI63bu4qIdhT6\ncyalrNaM7icLoTjUxMznLBw487kFcMXimXkgXOeUw5l5n1JqO7sm2f69wAKwybKsLxcsWPDO66+/\nftTvf//7Q+D2Pe8loq8AXM3MyzPXxcwfENGALEv+bwA3wc0o/ehwX+jOgOnzxPQTd1Kp1KBUKnWh\nZVlvB4PB5nz88irJqtYZQQPNBFvbtg9OJpNTLct6JxgMLtY3VwghYqlUajSAnppk841S6jRmLtP9\nvw5JhiCipGeF5TjOEKXUhQA2atbtSF/fc2NmptlcRlXstWu28UXMbHTt2nXeiy9erbzSZH19yIhE\nbGPsWEv88pdXBUtKSv7Vtu01vgynoCoqjzzy5iDNOm1QdgwEKtXevReGHnlkwaBBg8zd9fW7+vfq\nVT5sxw5zeV1dWvHI7xByww13jwOGETACDb8CNlyiZT8ChpLjOCcUu1fIzJYuzcdN03yhJb3vbCBX\nyOILAF9wQ93emUiXblcVYq5Yjz9N0vJ8W5p/Rm6g7DOfQ6WUJ0spL6aGPp9LAPfQQUT9iKgKwMns\nwiMOBeAj/YTD4ehBBx20ft26deeRS3s+GS4Lt6XrmwJgEzMvyfhcMICxOgDvAPBTZv4y/99IfugM\nmGmLrxSAgCbGjHEc56RgMPiMZVnNliX1KbZNWbIajWaYyWTyMNu2J2gm7BogzYQVQrxhWdZftKLN\nIUqpMwGkiOhjdm2JYh05W/NZcz1pGMYGdt0feum+59lSynJfP2pNPB6XzWVUxQyazBy2bXsGEe22\nLOslIlIVFRVorDTpG785xCfVVzDZQa8/me0+T27ullvOStx//7tDli8/ZamUlfvJIf5xDgBYtGjD\nYcBxdOBH2ALQA+50UimYuUuG2fcqUUCheHYVkmYS0W7TNF8qVGmeDtTtPUiXbr2As5bSggk5CaB7\nWramac4v5PhTY8jIpBdyw5nPMwHUCiFW6+/OepEhFs/Mo6SUg/X/mcHM6+rq6oKGYcQAgJkTABbk\nsJ4IgP8Dtxy7/2b952IAVcycIKIzAfwFrnNLu6IzYPpKssxsJRKJc5RS/cPh8EOGYbRIRoryEG6n\nPMZDKIu3JTMjkUicIqU8PBQKPWKa5k64TNiBUsoSjwmrvzw17OpWLjQMY61W52kVS7UtwK57x0l6\n+Hy/NRc19MR8VynVVbNUx0gpz1+wYPEOogvjkUjFTsdJWyL5M6rWCng3B6VUueM4s4joG9M032zJ\nRi4OlLfzpPpOhMuGXCmEWLl169ZdV175f8/avLm8p5RhYRhx1bfvvu0PPXTD61VVVY3qh/r7k9lQ\nVlY+wLKsfj/4wUmPPPLIgtKmxjkSiZ5N9N8tuEIydbAs6zVOm30Pk1KeIaXsTmkhi2Z9MRuDPpDM\nIqItpmm+Vqw+dkZ/3Qs4Q5l5mG3bZwHY5SvdNjka5TjOKKXU2cXSsm0JSM98wh2N2u/zqZS6QErZ\nYOaTiJY4jjNK/18thyuAMKK2trbEcZyampoaqqioyPX3PhjAAABf6t9VFYDFRDSGmffPjzLz34go\nRUS9mLldflceOgNmWh5PMHMVM3vknlxUaPLNEvN57v7Nj5nNeDw+hZm7RSKRB4UQ9UgzYYVSajnS\nTNgBUsqLhBBvanNcGIbxrWap9tTZ2gTNuFulg+eabASKtoBmPZ7DzH201VWjDu9CiD1CiH8C+Ccz\nh5YujU7o2rVr33DYHpRKUX0sJnYVQsC7OSilKh3HmSWE+Ng0zawjE82Bskv1Da+trT3vggse7r5n\nzy0OUR/bcdxe3cqVmwaefvp/XPX22z98sLGgmSk/50dlpTy4stI8yDTNhwKBwO4f/WhKMysMw00K\ntsLdQzOxnYHVrK/Ff7B5XylVlkFO8UTvV4kWytaxK6w/m4jWatJXS55WEFBDY2lDKdVfl26nu3c3\nKN3u76U6jnOIUmqCaZqPeeID7Q1q3OfzGD3zKeHq0L4iXEOC5Z999tnB991335RTTz31zlYESzDz\nVwD2zxwT0ToAR2mWbCUzewfio+C6s+zI/kpth86ACdiO41SmUqmJAJxwOPxkridUym+spCCEIaVU\nJB6PTyeiaCQSeUR/QYP6Q5/JhD1CKXWGYRjP6S+Ifz3+ss17eixiuDbIPV/3PFZoObg26XUyc0D3\n/4RlWQ9TltGSxkBEiZ07ne3RqLmXCFRSorqVlqqKvn3tI5QiJxajGqLIZs5hnrUlkFJWSSmn+w8k\n+YJ8Un2zZt1esnPnLcFQqI9lmgiFQsqQkmzH6eskk/9GV17527MXLLgjk0QBIC03xxyhzz//eEh9\nvShVyqRQSFrdukVp+vRtr4sWurRYVn3Ktq+wgLsN4IdoGDS3AriDr7nmkCezPVcIEc2SSQ/Tovdx\naigUf8D/jVKqzHGcOUS01DTNrML6bQVdul1rGMZaZn6DmXvo796JUsqLvF4hM5vMfJIOlu0eABqD\nN/PJzJ/Ytj0TrkTf7rfeeutfbr75ZmvMmDG17733nnnGGWfMmDt3bovKsET0JNweZwURbQTwG2Z+\nuJGHzyCif9F/TwGYyR1AUeh7HzATicRhjuNcbhjGR0qpw1qzaRYq6LXmuZoVWKnZvEtDodDf9TWU\nKaUGZ2jCwnGcU5n5UH9JsynosQgvWwtrG6zhmj3oWXqtKJaqDme35soJPgFvrqsTtXV1ohbA6nBY\nlZWWqsqqqtAoLeDtlaHXUR6znD5T4lbr2DaHzZvLewrRV6VSSKZSSBIRmSabhpGyLOvb8MaNpaP+\n8Ie3IvF4/da+fbHJT2667LLxaxcvfqz3ggWDjpVygilEOUyTzVRqL23a9Erqvvu+HDt16olLmyrr\nehg6NLV+yZLaEczXAZhruGeyANw9Lsa9em1dd+utd61p7nUyMulXfXOF50gpy6ihUHxKKdXVcZw5\nQojFpmkuyvf3WUjoQ6dnH7fI6xUqpcYA6Atgh1JqOABBRNs6Kl9Aj+dMJaKEaZrPE5E644wzqLa2\n9uSnn3567K5duzbOmzfviXnz5r0B4FUATzFzo/snM89o5v0G+v5+N9wRlA6F733AZOYuwWDwKSFE\nNB6PH9Wa16BmTJmbeW5eDFspZZ9UKnW+ZvN6jhyVWhN2A9KasKZvkLuBIXEO7xf3laC8jGC47q1F\nveBZqE1AtcCaqyVoXMBbRPfurYn177/vA9M0a3QmfYIWVvfm8FZRDqpBGYSknObpcoGUYeH/NzM4\nlbLtZPJvxHySCgbP51hsTGk4rMZu2bLX+eMf/7bjxhvPeDcSiWyIRCJqw4bl3ZmrYRj/VKZpBIRQ\n5DjheCg01UmlTglceeXNjWaofjz66I1/Pf30/+69b9/Pyph/qLQWN4i2y/LyP0bfeOPOZ3K9Njpw\nrtAz+z5KSnkeXPptDyL6qKMFy2zQlRgBoNwwjHsBlOhMeioAw1e6zeugVkjoFshFAJQXLAFg7dq1\nB911110jTjzxxIsWLVr0ChH1BTARwHHMnLWS8L8J3/uAGQ6HXwEwXilVgtb3IQHdi6TcHTha7WvJ\nzKVKqROCweBTlmWt17f1VUr1kFKuBhDVt0U03T5qWdajhfhSZumt9dPBc5p7N3mZZ6tIQ62x5moM\nOQh4fwjgQx+Zw8ukt/lYqllLlZqQdIJS6piWZu/5wDDiB/xObfsjM5U6xAJSwnFi6sUXP7dKS8Xm\nI48ctScSObP73//+2ZQJE44JEtHq2trKfuHwFBkOc5AZKh6nmGV5r12FzZvLW6RnW1VVlXr77Wsf\nvPLK287OlXzUUugqx8cAPpZS9pFSzgKwi5mPS6VS3jjRSiHE1mIRfvKB4zhHKqVOMU3zUW++2TCM\ndZovUKkz6XH+0q0OoI326YsJX7AUpmk+431/V69e3ePSSy+94Pjjj//hww8//Ip+7GYAD7THOtsD\n3/uAifQcZovdShqBx5TNKWC2hiXLzJRIJE5j5krDMN7XwfIAJiywP0ubSUTLTNP8ezE2FJ0RbNAj\nHn/jtLTdmVLKrrmShjTdflKhSpqtEPD2kzlMXyY9DmmW6gohxBZyRSDIcZwzmXmwFn0vmPNKY+jb\nd9/2lSs3DTSMKihVh2TyiWAqtSYADCEgycz1SCSuDSQS6P7OO5+VH3fcUcvee29b9JxzzFVKqWrD\nKBtRUqICzGDbpgQRiDktjZaZwTaFqqqqVEuy0XyhlOotpZwpXPPyr3wHtWop5flSyhClx4nWtRdB\nzQ9tVn2SDpaZkpqem88uAP/QLQ9vzGM83DEPT6GnTYzYdbC8AIBpmubTpOdM165dWzlnzpyLxo4d\ne/28efNeKPpCOig6A2Z6rMQBYOZB/mit60hOz9NM2POZuUxncQm4TNihWhPWz4TtL6W8uBBZWktB\nB0rbeeW0MS0hDRXLmqu1At7kDn77TZir9PVcIKUMaCJHdwCmZVlzqcAiA43hoYdueP2EE3561d69\ne7oDfQkYJdy5xxiAaUREKha7JxKJ/CjmOKPNFSu+qure3VolXB/IZYFA4oy6OkopBccwYAWDKqQU\nKceB7ThkZ8tg2xMeicowjFcNw1gBNDyoAXhTMzurfX6l6yk989nm2ZrjOMcopU7QFYdmSVS65fEV\ngK/8Yx4627N8mWde5uWNQR/8zmNXUvApL1hu2LCh++zZsy865phjbpw3b97ThX7f7xI6A2Y6w2Sk\nCTg5n0zJncVsra9li56nlCqJx+MziGh3JBKZl0gkxrPrWpBNE/YwpdQEwzCeNwxjbTMvXTT4y2mc\n9pAcrufWvFLnCiLa21bWXK0F+cyxAbwlpewlpbwIQAQAOY4ziYqkzpOJzz//vLy+PlgB/FEAI5Ge\nedwB4AEwX09KXYZk8ulgOHxlsq5OlVqWLTVZZnbfvrGaTZs2hw2jCrYNGyAYBpumCcswNpQce2wg\nYNv22TpbW9+asnqhoEegLm6u4qCZnV5Z3cvWqn3Z2krh+pW2yj4uF+iD3/E6s2wR49gPOnDMo0KX\nbo/3HQa8AJq3v6cOllOYudSyrCe8gLx58+auM2bMmDp69Ohfzp8///F83+e7js6AmWEirfuQrSnl\ntFa8wMts0dSX2HGcHpoJ+2UoFPIIMIKZBzuO8w6ATcD+XtrJSqkj9Ml2ZyvWVBRQQw9Jf6nzRLik\niJRhGC8QUYcLlpnQfc5ziWiDaZqvAvAYxJ46z2Zf33Nvc6+XK664Yu5VwGPkfoW9jx3BtX28GsDD\nhhD/KpVKGgDgOPVi5MiwchznciHEoj/96covTj/9P65KJv9PwDCqAABSkpNKbXKCwf9M/eEP171E\nRIOklKdJKSuoAAIDrYHPwePZzBGoppCRrRmqoX0c+Uq3ecvbZcJxnGOVUsfp719BPstCiBrfYSDk\nOwycAWC3DpwrNeEupwqZDpbnakLgfC9Ybt26tcv06dOnHXnkkb954oknHinEdXzX0RkwGwZMm12t\nxNbMF7ZKHk9/uD3FnqxlFp+u7YJgMOjZbVUahpFIpVIlUsqZRLSaiFZpuno3y7IebA0Ttq3glTqF\nEBts2+6ub9smpZwipRT5koaKCZ2lzfL1hQGgXpe9P9cM4sH6MHAygH1e8CwUg5h5sAUcTO6soweC\nm2X20n8CzCaY93A4/FdMm/azU4UQfzNNc0lVVRXefvuHD1555c1ZyTq9e/dOAdgM4AOfVJ8nMLDZ\ny9aKWQnQOqvntsTuqimQOyO5ThNtvBnJainlKYV2JnEcZ6yP+FXwgxLgzhabpvk1gK916bafLt1e\nCCCYUbpt8vCvR83OYeYKHSxtANixY0f59OnTpx966KF/ePLJJ///YlzHZO2kDwAAIABJREFUdxGd\nATOt9JOXxB3ys/hq1KYrmUweZdv2qX5dW48JC+DjQCDwtnLtfA5RSk2CS1z6Rko5JNeRiLaGymLN\npTe0vEhDRV5zTz3qstA0zayuIppBvMIwjBW+Da1ajxEIH2no29YfBjwnusxkQujbDAC7mWijCoXe\n5Ysu6l8aCoVeMAxjlffIlpJ1xIFSfYP19ZwEoI7SdmsFY6lqNZyzCt3LpoYzkgs57UziMaK3+7K1\nXbkcbhzHOUEpNVoHy6ITv4D9pdtvtRWf18cdJqU8Tkp5ARF96wugDdakg+VEZu6pPUNTAFBTU1M6\nbdq06SNHjvyvp59++s9tcR3fFXQGzAMzzHwUewomoq6ZsOOllNWhUGiuaZq1SDNhS/1MWACmUmo0\nEX1mGMZCnQ0M167yW4QQy/UG3SZf4pZAKdXLcZyZQoh/mKb5kXd7S0hDqVRq5fz5f0+tWpWKtKXz\niCZRTRVCvKZdU5qFf0PzMYirfVqqq32lzhwY1h6HReBAvhkBSEGIhBOJdJOjRn1d9uMfz3iyEL3s\njMOAnwTlsVS9zLPVM4V6DONU0zTnFVsNhxo6k3im0tWO48wBYPtKt01WOhzHGafSGsd59xRbC0+h\nB8BHunQ7WJduTwOw17seItoqpZzAzH38wbK2tjZy8cUXzxg+fPj/PPPMM//TXtfRUdEZMDN6mGj9\naEmrSD++Nezf8ZjZisfjFzBzWGvCxtGQCbsMaSasN6/4rmmanwKAEMIvLuCVBk+B2+tYoQNoUecE\nm4KUcrCU8gLDMP5qGMayph6bSRqKxWLD7rrrnbHx+BmVJSVd62IxsSsaFbv+8Y+aojqP+MqDzZKo\nmrES8w4DH2gt1Wql1BFKqckANvhKnQdsuv7XBdZK4FtyGbJb4ZZhvY/QFgBRFQ7/lmfNGmpef/30\nR7t3715wEYVMEpQmplTrmcILfYzoFpc6NVnmBP/MYluBGppK/5VdofhqXeno5rU9Mvu4juOcpJQ6\nrL2DZSZ06XYpgKW60rH/cAOgCwBbCPFGPB5HJBLBvn37wtOmTZs5ZMiQe5955pnb23n5HRLUhJLR\n9wLRaDQC17wU9fX1l1iW9XEgEFid6+vEYrFzDcPY3ALvzANQX19/bTAYfMY0zZ1SyrJEIjGDiHaE\nw+FXNCGhMU3YQ5RSZxuG8YJhGE3Kj+kvTH+l1AhmHg7XzssLnlsKVUprDj4lnGf0OECLEYvFxHXX\n/fmEpUsPPViIMopEONyzZ0l42LDRpUAgtXv3nl2HH/7O0ssuO/uTQrIg9SzdKaZpPtFUeTAWi4kH\nHnht8AsvfDs6kTgsYJoBWVISivfuPW6PlFHq0uX5RGMBXbOdByulhjPzULisTq/vuSMejzcwfd65\nc0nkww/vPgr4PQF9yBV0UgB2MnAHT5zYdf1dd/20sry8/LH2OBz5xB+qmXkQ3FKndxjIGgh1SfMo\nnVl2KOKXPtwM09fTH24fdxUzd2HmITrAt4vQQC7QZdgzmHmYEOKrRCIx8Jhjjhk4bNiwWF1dndO1\na9e577777k/ae50dFZ0BMxq1APwbAMRisammaX4dCASazHqyIR6Pn01EtaFQ6J+5Pre+vv6aYDD4\nMgCVSCRmmKa5OBgMfqA3/TKl1BAp5Q72acJKKU/Um8sTuZatmBlaq9MLnkEfyaYoIwTc0Jprfq6b\neCwWEz//+YvHLV589CApj92fyUtZi0Dgb86RR06KduliVvbr93q3q68+wWmKNFRTU2PedNPcsevX\nWz0dJ2SYZkIOGGBvv/32Kz6sqKjYX0b0rfkI3Utr1EHDW9/y5cf22bt3VJkQYfavr7r63M1SRun4\n4xdsaG4e1He4Gc7M1QDUyy//Y9ubbx5nO07lHk9gwA2avzsS6CmAIIAYiNbYL7zw0y+PPfbYITrw\nFIV4kgv8pU59PSlf6XYjAJZSnqKUOkQHng6TpWUDM1tSykFKqVPgum3UEtFy3SfMKhTfUWDb9qnM\nPNyyrEc8fsPatWsrb7755jlffPHF5i1btvSAS/Z6BcC93p7TCRff+5JsWVmZHY1GGbrxkw/pB3mY\nSDuOM9BxnBMsy3o9GAx+rW/PpglrOI4ziZl7mqb5YGtOtUQEwzC2aIf3t5VSlZpkc5rXV9PB5ptC\nkGw4B2uuxvDII28O2rv3wpAQ+yB9QwCG0R2p1JnmmjWLRFXV6Wvi8WjCNM21jZGGamtrefLkBy6u\nr78+bFl99gfSxYu3lE2efFfVyy9f/WxFRYWjqfZnM3M/PRfa5Jq99SWTewJesPSvb+vWhV2rqk7f\n3RIrMd339FidrzNzrzVrkqf26dOln2GkQvG4qKmvF7uEOKx28uTnFgFA9+6P1t9xxwWfOo4zgZkH\naBGFDsGSzih1vqaU6q1LgxOllGVwG7LBjlbSbAI2M/eFKx33J2b2/FcnSSlLfSSbNZSDs06x4TjO\nycw8wh8s4/F44Prrr5/Uo0ePB5YsWfKzyspKAWAsgElwT2Gd8OF7HzA1bAABzZJtVQ8zH4YtM0cc\nxxkXDAaftCxro76tr1LqoAxN2JBt29OIKKltrgrCGBVC7BJCLASwUDNuq6Xrg3ee7kMtby3jlvOw\n5vJj7VqnWyBQqYj2HJD9GkZ31NcnwgB2W5YthRCNkobuuuulvUpdbwSDveuV75Usqw/X118fuumm\nP4998MGf/cNxnAuYOaI3l2bJON76mPcdICnnX19z5s2Z0CSobVu2JNdFo9ZWy+JgWZmqLC+XfXr0\ncIYnErQnFhM1QHCz4ziT9XjAI205K5kLdN9zi2EYW5j5Xdu2p8A1Ed7tOM4PNavTU+fpcMHTV9Ic\nonWZYwDqtVD835VrXj5MSnm0For3+tIHsFTbEo7jnKiUOkR/NmIAkEgkrOnTp8+orKx8+eGHH/5Z\nRUUFM7MEsFD/dCIDnQHThQ2X7JNXlog0179F0EzYCQDKTNN8QwdLPxN2GbQ2rVKqm9aE/cYbwWjl\nOpuEEGKfEOITAJ9wQzuvnBm3XABrLg9eoCkpMROJRDzoz+Lc9zJFKrXTGDTIbKCqkkEaCn3+efKS\nsrKe3QMB2c22KZVMUiyRoJiU5FhWH/7220Av27ZnEVHMP8Td0vURqazXyGwKoGnz5qbgPc+2KVlb\na2yurTU2GwbM0lLZvaSEK/v1KxvCzCki+pCZSztqwPSgM/jJALpblnUvESWZOej1PfVAfoM+biH7\n0q1cMxzHGc/Mg3SwPOAAKVzzcu/z5vWl/SxVL3i2mVC87g0fbprmI17VIZVKmTNnzpxeXl7+xiOP\nPHJDawygv4/oDJguUnAdvfMNmC3+fSqlAolE4iI9f7lWZ14eExZKqaVwBQ08Hc1pQoj3TdP8pJXr\nyxl0oJ1Xixm3yhV9nyWE+DIfay4PXsDo06ff7n37VpfY9mDTHzSVirLnPNLE9ST27qW6WMyQREzB\nIIeCQY5UVKjeSpFMJhGvqKjoDeBL0zRfz2VD89bXWEAnclS2gN5SZLMokxJONGrUBAI7evfoQRuF\nEIvYFe6egzSpq1ED5vaCLtF7GfxjXqWEiJIZA/n9dbCZCYB9fc885ldbvWbocnd/y7LmtaTaQkRJ\nwzCWGYaxzC8w4NchzncEpzk4jnOc5jo87LUVHMcxZs2aNT0cDr/z2GOP/ajQwZKIDACfAtjEzOdm\n3HcZgDuglckA3M3Mcwv5/sVEZ8B04X1hU8wcac0LEJGtlGpRsJVSlicSiZlEtCUSibwaj8enAAhl\n04SVUo6UUp5jGMZfDMPImb1bKGQZxu+vg+dsuPNq+xm3SikvwBdM9N0fMIYPH7ppy5aN3errnRCz\nEMy1GDnyqw133HFtsyMlppnQZtLEiQTFEwnEAdSEQipSXq4qQiGHAVQ7jsO5iAt468sW0KWsoVDI\nSTYX0JtCNosyw4DZo8fOQyORt/adddYZj5mmKQGsZua/alKX11cr8fVxiyLc3VLoHvzFAIRfszQT\nGX1cv5iFN7/qSfWtzm1+tVVrhuM4ZzFzPx0sc87eswgMeNqwJ/hsvVYKIVYXim2rR3SO1cEyqm8T\ns2fPnmYYxqL58+dfXaTM8gYAywCUZbmPATzJzNcX4X2Ljs6A6cL2/dlq8YGWPNdxnN6JRGK6aZof\nB4PBRbpHRcw8xHGchXAZan5/xTGmaT4mhNjWynUVHJmkFI9xK6U8T0pZAtdZ4T3DML4s1HtmBoyq\nqgG1gOdp+WaiJcESAAYMsLcvXrylzLL67N8oLIsD5eWq++7d2/b27Lnzc9M0V/g2524tIUH51+cP\n6I4TNSKRvySnTBm45Kqrzl/T2hnRTIsyIBgeMKDksJ49sXHixNOf979uBqnrHaVUNx08j9fqL+so\nbY6dlxRcLmBmS/fgU6ZpPkst1HClA8UsvBGPw7RU3ybfyEpBWcE+NRxvwL8gpW7RUBvWMyUY5jjO\nmQBqvL4ntVIo3nGco5Ur/r5fdUgpJS6//PKpSqlPn3766cuLESyJqAquofStAH6a7SH65zuJ7/1Y\nCQBEo9FLAQxMJpNHSikPjkQiOXv7pVKpasdxRkcikUZdx1OpVHUqlZocCAReDQQCy/XNlVr+bjhc\n2bQVQogVUspDAPQxTfPJjqTQ0xT0ifYkIlqqWYQFZdw2IwjQokBUU1NjapZsyLL6cDCoQl26qB41\nNTtqDeOuWo8l6z3eI0EpV6O3ilyXiBWGYazMDDaFWF9LoPvZc4QQn5qmuSiX5/r60v75SK902+jY\nTL5g5oDuZ+81TfOlQpVUmTmgXBH/amYeBiDqK91uyacVoPusE5m5l2VZjxc7k9XvaejqzTA9gkMZ\npehmDxmO44xWSp3stxVTSokrr7zyomg0uuy5556bWlFRUZSSNhE9C+A/AJQD+FmWkuyl+v49ANYA\nuI6Zvy3GWoqBzoAJIBqNzgQwLJlMjpJSjohEIs/l+hqpVGqQbdvjSkpK5mXex8xIJpPHOY5zQjAY\nfMqyLC+L7KOZsGuYOcrMPaSUhzDzcQAMIvpaCLFUl9EK6qhQSOiNxbPmetwbOvcFmxEA+ubLuC0U\nvDnMnTtLhpaUdOm9b9+eDb16xdZnzmFmgl2psaHMPJyZByMdbFaIVlg4tQZKqYN0b/g90zQX5/Na\nej5yoG/eM+brexZMzEKzuy8hoh2mab5arH4q+wyl9fUEfMFmfS6laP2ZnsTMPTT5q+jBMssaoEvR\n1UqpYQB6ENEaXyn6gO+Q4zhHaFnB/YbVSim65pprLqypqfnmhRdeuKCIwXISgLOZ+VoiOgXAjVkC\nZjcAUWZ2iOhKAJcz87hirKcY6AyYAKLR6EUADkmlUsMcxzk6Eok8ketr2LbdL5VKjS8pKWnQwGZm\nkUgkzlZK9Q+FQvMNw9gL9/c+QDNhVyHNhPXEyNcJIT5iZi/Y9NQ9m+X6i9JhZrt0T+p8Zi63LOvJ\nxgKhn3GrM5t21bj1GVXPF0Jsz/X5WYJNvc48VxDR1mIwOj0TZSHE6y3Vsm0pdLDp67seTxd2hSal\ntOrAxswR27ZnE9G3pmm+0ZZMV0+qTylVDfc71CJXEk7bXXkOHh3i+8auUPwwZh7GzAORoZ6kPXDP\n8MsKKqXo2muvPX/Lli0bf/7zn0+eMmVK0Q7eRPQfAGbDbU+F4GaZzzPznCaeE2XmbL3ODonOgAkg\nGo1OAXCkbdsDU6nUSSUlJY/m+hqO4/RKJpNTSkpK7vduU0oF4/H4xQAQDoefFUIk4XpfDtFM2NVI\nM2H76M1wkWmaDdSC9BdluA6e/XRZcLkuC7ZbpqYzh+lEFDNN84WWnuD9jFtdRmszjVvdkzqNmUf6\ns+E8X9MTIR/OzCPgVge8zLMgjE4p5SAp5YXNmSgXCr5gMxzAQb7MZlVL+3hKqVLHceYQ0QqfDVq7\ngF2pPq8U7QWbA0rRnDZS7qpJSR0iWGbCd2DzStEEICiEeNUwjK/1Z45uuOGGKWvXrt3x+9//fuLp\np5/eZmQvIjoZ2UuyPZh5p/77uQBuYebRbbWufNEZMAFEo9GJAMbYtl2VSqXOKikpeTDX13AcpzKR\nSEwvLS39/wBAStklkUjMFEJsCIVCr+sPcEgpNTQLE9YT9n7ZMIyVTb2Pryw4Ikum1maD3jobnkV5\nzoVyQxm44chg3BayfKfHGSaxa2c0vxiEF11G66GUGq6DjZ801CrlFynlCM2Uzll/txDwZTZesPH8\nMFc0RrLRn485QogvTNP8oI2X3CQygk01gIRXupVSHg2gXAfLdrWSayls2x7FzBOJaBkz9z3vvPN6\nVlRU7AsGg7ENGzasuf32209ry2AJALok+1NmnkxEtwD4lJlfIaLb4JKCDAC7AVzDzAWtlhQTnQET\nQDQaPQPAOMdxDkomkxeVlJTck+trSCm7xOPxK0pLS++0bbtvMpmcbprmomAw+BGlNWEHSyl3ckNN\n2LFKqbGa3JOT758vUxuhT5k1OtAsLyaBQzVizZUvuIgat8xsasUh07KsZ9oqc2iCNLSKWiBdp62u\nTtOl43ZnSuvP3CBfdSDqI0FtJSKPlHSpEOKjQn4+igFdHeitr+cYuAzvr0UH8V9tDt5hSjPptwPA\nkiVL+jzwwAMXvvPOO+a2bdsIwD8BvAy3PLqlXRf8HUfnWIkLbw4zbz/MVCo1IpVKTQoEAi8HAgEv\nW6zUNlwbkdaEFVqr9GCtr5ozHZ4azkYayhW4HuE4zhVwe2rLDcNY3lpqejbkYs2VK6hIGre6dDyD\niPZaltXicYZCIEM5aT9pyLbtCWiGNOQ4zlg9R/eIaGOrq8agP3MrDcNY6SPZDHcc5yIAJhF9y8yD\niegdz26uI4OIWAixTSl1PIDNhmG8rlsmnv/qekqr83QoNxIpZbUOlo/7+/DPPvvsEStXrlx53333\nnXreeedZAMYDmAxgPVzvt060Ep0ZJoBoNHo8gDOllKXxePwHpaWlf8z1NZRSViwW+wWAWCgUetI0\nza1AQyYs0pqwQdu2LwJAegMvKAPP11MboXtq7Ctztlr1JR9rrnzRWsatUqrMcZzZRLSmmJKCuaIp\n0hCArVLK05h5hM4cOvxYka4ODNdei/UAwpqotiJ3c+y2gz64XgggYJrm0/4+vD7gDNGl6CFIz0e2\nu1SflHKolPI8wzDm6wMmAOCWW26ZsHDhQuO3v/3tiVOmTOmQv/PvMjoDJoBoNHo0gElKqUAsFrux\ntLT0P3N5PjOLeDw+SSl1ZCgUutM0zX1Ia8KWZDBhyzUTdqNpmq8Vah6tibWBmXtJKb3gGfYFzxaV\nOTlPa65Cg9OD3iN0T21rNsatUqpSj2B8bBjGP9pzg2sKGaSh4XA1iW3DMF7Vw+ttKgPXGkgp+0op\nZxiG8ZphGMuUUqW6RzicmQ8GsNHH6OwQBwDN8L4QgKmDZaOVB07PR3p9T+8QulJksZArJnxVnie0\n6DsA4NZbbx3/9ttvh2666aZxl1xySbuRAf83ozNgAohGo4cDOJ+Zqb6+/tclJSW/a+nmqpQKxePx\nqUTkKKUGlZSU3EZEyMaEVUr1dhxnhhDiQ8MwPmyPDVyzHz3GbXdyJdOW637NAcQAbmjNNb+jlaUa\nY9wCqFVKnS2EeFPr4XZ4MLOwbfs8ABVEtJpdI2nv/6jVpKFiQ1vQTTMM4yXDMFZl3s+uuMAQHWyG\nAtgj0qLqBWsX5AJOS/SRaZrP5FKm14fQnr6Rle5EtFqziIuaTfvY0k8ZhrHRu/32228//fXXXy+7\n4YYbTrjyyisLbutGTevDBgHMAzASwD4AM/k7JEaQCzoDJoBoNDoCwDQAqKur+3cd9JpllUkpu2km\n7JpQKLSgvr7+pkgkcj+AflmYsNVSysmGYbyiy27tDl3m9IJnbz2n5pU5k9zQmqvNiDKthce4lVIe\nC8AjpHxVDMZtoaFJSRcDgJaNc4D8SUPFhm8Df94wjGZ1cvX/0cG+UjTaOlPTwXIqAGWa5nP59rSV\nK9VXrUu3B6NIUn1SygFSyosNw3ja3xK58847T3nppZcqfvSjHx3/wx/+sChMeSL6KYCjAJQx8+SM\n+24E0I+Z/5WIzoMrRjClGOtob3QGTADRaHQIgFkAUFdX94tIJHKXEKLJkoZt21XJZHKaaZofhEKh\nj/VzbwyFQouYeYOfjeY4zrFKqRP0qbBDNt31nJpXQhsAV9O2O4CNlmW9+F0oCwLpPqsQ4ikiUsVg\n3BYauqc9g4j2mab5l8bWxo0rDRVV1q4xSCmHSSmnZG7gLUVGpjYcQNd8R3Ba8J6mDpaODpYF/Rzo\nbHqwbz5yr84897OIWwMpZX8p5VTDMJ41DGO9d/tdd9110nPPPdfrBz/4wdjrrruuoDq6HsjVh30E\nWh82S4b5NoCbmHkxEQkA2wEcxAUILkQkmLnDfFc7AyaAaDTaH8DlAFBXV/eTcDg8VyvyZEUymRxl\n2/bEQCDwl0Ag4DmI9IjFYhcopUqIaKkQYjkRbZZSnsnMA3U5sygf6EJDStlLSjkLQAyuWsc2n7BA\nh70Gx3GOV65Y/eOZfVaPcas35oJq3OYDdpVwZhHRplwsxbKQhmK+A0FeGqotgeM4o5RSZ+s+WkEO\ngVmy6W8pLW2XdyuAmU2f+PvzbcAfELo3Xa0PbZbvelqsnqQZ9tMNw3jOMIx13u333HPPuCeffLLq\n6quvHvuTn/ykaNKM1Lw+7EoAJzLzDv3vFQBOZuacFbT08wnAEAA7mXkPERnsGlu3OzrHSlz4T7KN\njpawqwl7kuM4R4VCoXmmaW7Xt/dVSvUwDOMJIURYuc4dk+BmaPVCiNeIqMO5x2eD/nLut+bSG/Mg\nPa5yIoC9vlnPdiX/eGBXnWU8Mw8xTXNuNlKJEGKXEGIhgIXexiylPEZKeV5LGbeFhiaAzSGipaZp\nvpNLkCMixzCM1YZhrGbmVz3SkJTyQimlSWlZu4Jn0zqLP8M/+1cIZIzgZJpJ13gjOES0K9cDgQ6W\nM8hVpWqTigm5rj4bDMPYwMxvMnOl/tydpC29mtSFBdJyiIZhvOAPlg888MDYJ554ov/ll19+fJGD\n5SQAO5j5c3LFCNoCb8E9rB9LRKOZeRMRUSEy1nzRmWECiEajlQB+DAD19fXXBIPBl72xEA/MbMTj\n8XOZ+aBQKPSkYRhRNM6ELdOmt7VEtFWzU7vpTWy5aGdPwsagh6AnNSa/5us/eYzbJBEtb6usJhs0\nKWkKM3drSsu2iee3iHFbaCjXYHu2EOKfpml+WKjX1WVOfzZdkZFN51Xm1LZRJ+pg2SYHJh9D1cum\nHV/fc2NzWTm7tmIziKiuqZJ3W4Jd9aShnFZP2ubre9YC++UyL8n0wn344YePfeCBB4Zdfvnlx//y\nl78s2IElG6gF+rC6JPsLZv7UV5Lt2ZpSKhEtgOvp+mMi+iOA5QDmM3NBbNXyRWfABBCNRrsA+AkA\n1NfXXx4IBN62LGt/T0YpFY7H49OIKBEOh5/XJbysmrBaBWeGHmVY5AURpVQXvYmNhCsEvVpvzHlv\nYoWAT4y8RYpDehSijy94evqpyzV5o+gfLL0RTiUij7yRV2m1McZtobNp/Rm5RAjx90IZbDfxXmW+\nMmc/Xeb0lHlyIg1pIYUxpmnOyya00BbQB4LeUkoveJZRQ3NsO+PxlrYV8/rDHW7D81VxvL5ngog2\nMXO1EOIl0zT3y2U+9thjR99zzz0jL7nkknG//e1v25QPQY3rw/pJP+fDJf1MzvoiTb9+Ndxphdv0\nv18CIAD0B/BvAF4FgPbMNDsDJoBoNBoG8AsAqK+vn2VZ1keBQOAbAHAcp3sikbjEMIyVoVDoTf2F\n8zRh65h5PdJMWG+YuEkVHE6LqY+E26vxs1Pb9CTFjVhz5fgang2Rx7gt9wXPVjtdNPOeEb0RepZR\nhSZvFEXj1jeC8aphGMubf0bhwOlB/OHsDuLv8CkNNUoa4vQc7uHaCaNDzFECgFKqq+9A0EeX11fo\n8RZHf0Z2m6b5ckcMlplgZpJSHqKUOhduWdK85ZZb9g0ZMuQbwzBi99xzz/BLLrlk3M0337yprddG\njevDBgE8BmAEXHGWmXpfzPX1DbgxySGiswDcBOAC/XMdgCuYuagHzGbX2BkwgWg0agL4dwCIxWLT\nTNNcEggEltu2fXAymZxqWdY7wWDQ8x70NGF3ZDBhj1FKnaQZgy3+MHPa9mqkZqduEEIs1zZRBRcH\nz3hv03Gc87gZa65coZTq5guePYjom0Jm08oV9p5NRMtN03y72KVgLpDGrZRyiJTy/JaOYBQTusw5\n0HcgyEoaYtfd5XR9oJrX0eZw/fCV1z0LOQDYpVsMHUJasDko1+90tmEYrxuGscxxnG633Xbb+A8+\n+GDIkiVLTCJ6O5VKPQ3gldaSajoaspF6iKg7gH3M7Oh//wnA18z8cHuscf+6OgOmi2g0+hsAIhaL\nXeD172zbnhAIBF4IBAJrAHi9oYOllN8CqNG3keM4Z2rCyRP5lKqYOaC/8CPZHRvw+mnLRYGdSLiV\n1ly5Qiu+eMGzKl+Cjd5QLhGu8Ps/m39G4dEaxq2PVfpULgeqtgA39MIcAVcTdiURrdCD+f0sy3q8\n2Ae4QoHdMZ1L4PbY93LakcTre27uiNmmUqqHdnhZYJrm197tf/nLXw77z//8z2NGjRp17ssvvzwS\nri7sBAD/wszPttuCCwAvWBJRGdxrYmZ+PuMxXQC8CeB2Zn6uPda5fy2dAdNFNBr9FYBgLBabBKBc\nKdVDa8LuANJMWCnlNwDq9G2W4zgXMnPQsqynC1lO1X2NwUqpkbqvscsXPPPqH6kCWXPlCl0SHMZp\na7JNPoJNs5mLLmdOFUK84d9Q2hOqBRq3juMcpZQ6WZe8d7TzkpuERxrSUorHwTWSXi6EWNZR+u1N\nQQfLWUS0TUtPsq/f7vU9w76+57qOQMDTJLBLhRBvmaa5xLv91VdfHfW73/1u7MUXX3zabbfdtl9F\niYgCAAxm/s5L4BFRCYAPADwL4IcAXgFwI1xTjF769gXMfEu7LVLL2SSUAAAgAElEQVSjM2BqRKPR\nnzFz1/r6+msAWJFI5AEhRD3c39EgKWUkgwlb6jjOTCLarntoRZsT4rQTyUhdPtvnC547c3ktVSRr\nrlyhCTZDdJlzKJo5EPiUktq9nNkYsjFu4X5eeuneX7sQZXKFZh6fx8xlpmm+ogkpeZOGig1dNZlF\nRJv1TGvWxymluvv6nj01h2BFU+MdxYRSqrsOlu+YpvmFd/vrr78+4je/+c24KVOmjL/zzjsL6gzU\nUaD7lrfBHV25g4gWA7jNy5yJ6GwAg5j5z+25Tg+dAVNjz549v0okEj9k5rBhGEvD4fC7cJmwQ6WU\nnMGEPUgHncWGYXzQluMU+rR8sA6e+0c7tI1Xk0oixbTmyge+A4HXI6zzgicR7ZBSjlZKnWoYxpMd\nVSkpE0opy3Gc8wEM1DfVFoNxW2iwFiRn5oCumti++1pFGmoL6GA5m1xTgzda+p1kV+FqmL6mgXAN\n2b0Z1pwJcLlCud6hlwkh3jNN8zPv9rfeemv4r371q5OmTJky4c477/yqUO9HRCG42ZwJoATAX5n5\nJxmPuQzAHQC81sHdzDy3gGs4E8AeAKvYFSaYCaASwHQAjzHzvUR0OIBqZn6mUO9bCHQGTABbt261\nAHxrGMYauBlBMBwOL2qECTtYSnmBEOL19i4L+kpNXvAkXT47wMarPa25cgGnPRa9cZUAACGEeFkf\nCjr8B1b3tScxc0/LsuYDSBaDcVtoaBLYNKRl45pz7/ArDcWzkYbaaN1hHSzX6xZDa1/HM8f2HEnq\nfH3Pgl+TUqqrDpYL/d6h77777rCf//znp06ePHni//zP/xScFUpEYWaOE5EJYCGAXzHzO777LwVw\nFDNfX4T3/jOAIwGsBFDP7rzlHAD/BTez/L/6cQvgClj8e6HXkA86A6bG7t27f2GaZjiRSBzLzL2C\nweAGKeX2DCbsUTrT6XBBR/eeekopveAZJqLlRLScmQ9m5iM6gjVXS8HMZNv2WQAGk+vcMRhuP80L\nNN8WepSkENAZ2vnMHLEs66nMnl+hGLdFWHfAN9yfkxJOBmloOICA75q+LXK7Imzb9hwiWmua5puF\nCmrc0HKtGg1l7dbne02aR3CZEOJD0zQ/9m7/4IMPhvz0pz89/Zxzzpl89913f5L3hTQBIooAeA/A\npcy8zHf7ZXAD5nUFfr/fAxgN4FwAYwBcCFfwQBHRdQAuBvAFgMMBfMXMPy7k+xcCnQFTIxqNzgEw\nKJlMjnMc52ghxLtCiCVEpLjhrOIT7V1+agmUUhVSylHMfCzcQLNMCLFED3d3CF3GxuALOqV63MXr\nG3vsVL9ykifU3e7EDU4LKThaq7TZNbWGcVtoeKxSItplmuYr+Wa8GddUUKUhP9idxZ1DRKuLPV7k\nu6ZqAJXkytp55tg5kf2UK4l4mRDiYz+P4MMPPxx4/fXXT5gwYcL59957b8HUnzJBrhrPZwAGA7iX\nmW/KuP9SuNqxewCsAXAd52nXpZmuswHMZeYYEf0MrhjBawD6wA2eQ+DKiXZl5qfyeb9ioTNgakSj\n0RnMfJqUslcqlSpTSg1G2pewGwClezrfCVYa+6y5DMNYwMyDtVBCD2qoMtRuwuPZoDfvaUSUaGrc\nxaecNAJAL72BLdfEjTZ3mtc9tJlEVKuH5HPOFFvCuC00fOVMr/dX0A2hMaUhIcSqfGY6mblEB8sV\nuerw5gs9KuX1PfsjbefVrJyicmUzLxNCLDZN8x/e7R9//HH/a6+9duKECRMuvPfeexcW/SKwP4gt\nAPBLZn7Xd3s3AFF2BQSuhKvcMy6P93Gpyuk/qwH8BsDvAGwB8EsAfQFcyR1EZL0xdAZMjRdffPGh\nE088sRu5yvtJAKivr+9jWdZUuA1yQwcaj17f7hlNY9CbySWawfuKf/PWX/YRelPuQxkemO24bG/d\nnnPHay3dvDltTTaCmfvrTXm5ZnIWfXZQr9vroS0oRNDJxrgVBda49QWd1aZpvlXsoMNpQfW8SEN6\n3ZcKIZYZhvFuWwbLLGvJtPPa4wVPyjDH1sz6S4UQX5qmuT8ofvbZZ/2uueaaSePHj59+//33v5Pt\nfYoFIvo1XMOJ25p4TJSZy1r5+j8GMADAPwG8z1psgYi6MPNe/feTAExj5mtb8x5tic6ACYCIrNGj\nR7+9Z8+e4Ycffvi2KVOmrCovL3duvPHGi+fNm/fP4cOH/42ZMwPNN76MpsPMpul5rllCiC8Mw3iv\nqc2kiUCzoq0zac0WnC2E+LK5dTcF36Y8Qvc9t/nGVQou6aZ7UXOEEEvyWXdT4CJo3Oqy4BwhxFfF\nWndTaIY0tLWxQ4cv6HxtmuZ7bbroZsBpcwLPzos80hAR7dKf76X+dS9ZsqTvVVddNfm0006b9cAD\nD7xZ7DUSUQWAFDNHiSgMN8P8L2b+q+8xPZh5p/77uQBuYebRrXivWwCcDuAZuH3Lx5n50SyPexqu\nlVeH61lmojNg+vDUU0+Vvfjii9M+++yz67Zs2XLoxIkTd5911lnvT5o0aalpmvszSh1o/Fqw64ho\nWXtnaZnWXLk8Vwcav6jAFl+gKaocmm829D3TNBc3/4yWgdPiDyN8gca7pryl0pRSlXoTbDPVIS6A\nxq1mZ14qhPjEXxZsL3BDYYERSJOGGhBsdDnTy9A+aOdlNwk+UF+5J4CdAN7bvXv3hp49e9YtW7as\n9+WXX37eySeffNlDDz30elusi4gOBTAPAMF1H3mCmX9HDbVhbwMwEYABYDeAa5h5aY7vMx7AHwCM\nZ+Z9RHQOgP8GcBwz79aP6QngbrgBfFaBLrGo6AyYGdA1+1u7d+8+68wzz+y7bt262Tt37jy0urq6\nZvLkyd9MmTLlq0AgkDmbVs1aC1Znact0ObDNsrTmrLlygS+jGcmuqMBOX6Ap6GyalHKglPKiYouR\n+wKNx05NaNJGs/Or2aCtl2YIId70K7O0JVrDuNUViDl6lKGoLMzWQhNsvL5npa7mfKuUOl73/ha1\n9xpbCo/FC1cjeueyZcsOnTx58sGHHXZYYvPmzU51dfWPFyxYcEDW9V2H7oMOZtfyKwDXHmwBgFm+\nsmw5gKuY+b/bcak5oTNg+kBEg+FayExh5v0yVG+88Ubo8ccfP3/t2rVztm3bNnrIkCG1kyZNWnPB\nBRd8FQ6H92eUvixtpO47bdJ9lqIKqTuOc6xS6oSWWnPlAl/pbKQunRXMQFrrq07UYzp5sfBygW8M\nwpv1FJSeX23WX1FKOUBKebFhGC8bhrGyqce2JZpj3GrBjdm6AvFFsy/YAaCUKpNSHsbMJ8P9f1rn\nyz47rBA8sJ8INoeI1vlHXj755JP+f/zjH6d++umnn+3du/cQAKsAvASXsfqdUINqDuRerMXMKd9t\nf4Obra4joqkAXmXm74Q+sYfOgJkBIjJZK+RnwyeffBL485//fO4333xz6ZYtW8YMGDBg76RJk9Zc\ndNFFS0pKSvbTyzUZYIgONEPgkjaWFbLEqcddxjPzsNZac+X4fl6Pxpv1jFNaZWhbLlmadnc5Uc+G\ntpvrgq905vWnS30lzgPm7aSUw6SUUwzDeNYwjPXts+rm4WPcDofLQNwGl038N8uyPmvm6R0Gukd8\nqXD9ZT/3KQ15lQ8vo+5QbiSa7T2HMpSH1q1bVzFz5sypxx133PXz5s17WmdfJwGYAuDfPSLM/ybo\na7ThjpDcBOAquAbT09t1Ya1AZ8DMA4sWLbLmzp179qpVqy7fsmXLcVVVVfUTJ05cM3Xq1C/Ly8v3\nn5x0L83TTR0Glx3oBc9WEVG4SNZcOby/l6V5wZMpLdLdaC+NXbuoU5n5ENM0H2sL+bFcoFxrMi94\nVpJvBEdKOUIpdaZhGE98VyT6AMBxnMFKqYvh9tB6oAiM22LA12v9KLNHzGk5Ra+X67mRrGjq89cW\n4LQA/FbN9gYAbNiwofv06dOnHn300T+bP3/+4+21vrYGEQl2xQkeBHA0XFGC2e29rtagM2AWCDU1\nNeYvf/nLM1auXHn5li1bTuzZs2f87LPPXjt9+vQvu3Xrtj+j1F/0Qb4SZ60veLaoHMNtZM3VUugs\nrZdPZSjoC54bvM2LXVHvc5i5l2VZ89ti5CMf6BlCr8R5MAAIId41DGMxtbHRd2vh6xG/YBjGmmIw\nbosBzZq+VAixqLleawZpyOvlenOReavy5AJ2FZNmUdrYHACwefPmrlOnTp0+evTo//PEE08UTJe1\nI4CITgWwkn2qaL77iHWQIaK5AA5h5jFtvcZCoTNgFgE1NTXGr3/965OXLVt2xebNm0+pqKiwzzrr\nrLXTpk1bctBBB+0vuegSZzYXkmWNlZhUO1lz5QLdSxups7Qycr0VVyqljgTgiXp3mFGcpsDMkFKe\npJT6f+2deXgUVbrG36+rgoQlCGExQoQoiwREAQFZBIRgIAIhkJVVYByd6zLjOjr3gjLiMBOugCJ3\nBhWByCIYFMYZRB2URWURQSAGiCwhnQDGNChhkaSqvvtHnQqVJiFbd6eTnN/z8Dzp7tPdVU3Sb51z\nvu997yKibwC0FfvTTttyoF/upem63kHX9TGl7RF7ouLWGxhX0zu22z1WK/D8koqGLFcer1Wxs+n0\nNIFM84oix6TTp083iY+PT7zzzjtfWr169WJPvieVz0z9BpiVseEAzgMYz1V07rG99nQAbwF4E8Ar\nzOy8zthmzOz3LmnXQwqml3G5XI5Zs2b1T0tLm5adnR3RpEkTPTIyMjMxMfG7kJCQouVIcZXc1rbE\neUkIZzoR/UREfhPNVREMw2iq6/odzNwfpvlDek0wfwCKhYOHiT1iKwfV2p/uLPanvVZFXFlE1fQD\n5Q2srkzFrTewieU2T7QYCaOOTmLf8xYiyvJG0ZAQyyQiOq+q6gZLLHNzc4Pi4uKSunTp8pc1a9Ys\n9NT72aGyzdSfBhDKzH8gojEwnXuiPfC+TWHmVn4H4H6YaU5zmDlLPG45+zwE0+5ublXfs7qRgulD\nXC6XY/bs2b0OHDgwPTs7O7JRo0YUERGRmZSUtD80NLRoRslXjZ/DmTkc5pX/KWbu4HA4PlJV1W+i\nucpC9M5NJKLjiqLssPWlhdBVO7sMf5txiuXjUcwcHBAQsKq0JVhbFbElNEVZpdaFjq/RNO0OwzDu\nFwVVZyrzGmVV3Hr4kK33tEKUv6hoH3F5EFXs9niyPE8UDTGzKsTyojCuZwBwuVyNYmNjx99+++3/\nu3btWq+3TlDpZuqbATzHzN+S6SP7I4CW7IEvfyLqwMw/iFns2wAuAUhm5mO2MU0AXGJmv7LhrAxS\nMKsJl8tFycnJ3ffu3Tvd6XSOqF+/fsDQoUNPJiUlHQgLC8u1xjEzLl26dF9AQEBfAL8C0Gz7gznV\n8YVcXmyuQ3sURfnKfqx81fyhM4BbiCiTrtrZVatfL18nE7KM51lZpVa7ivV/5bMlTk3TehiGMVgU\nVFUoXLw03Ctubf9XHvO4FSYQkx0Ox+e+aHnxVNEQMyuinuBXe8rL2bNnG8TGxk7o2LHj6++///7f\nvHkuVLaZ+hEA9zJzrrh9GMAgFv2QFXwvKk1oRTXs2zC/p54G8HsA3zKzT0wZfIEUTD/A5XLRvHnz\nuu7Zs2ea0+kcpShK4H333ZcZHx+flpKSMiw7O7vN8uXL3ySiPFtxTTgA1Sae2b74Qi4vuq63Fo39\n/ynrC5BN8wfLZSgMQI44J5/32omijUQiuiwKqipVMGJb4rxd/F/Vs4lnljeWOEU/bl9VVVMcXkrU\nKeH/qsoVt4ZhtBBiWS0mECUUDdWn4svRJf4OiAurBACFIp3GAIDz588Hjhs3bkJYWNg/1q1bN9tX\n50Glm6l7TDDF8wMABDGzy3ZfEDOfFz8vgNkmcx7AAGbOr+Qp+R1SMP0Ml8tFCxYs6LRjx47p+/bt\n+23jxo0bR0VFHUxISNjdtWvXHGucqExtIYprwgE0sInnyeoUT13X2+u6HqMoygZFUTLKfsZVRBVn\nBzFL6wDgR9v+oFd71Nh0ZbFM6//lyc9QLHFa7SpNiChDnNNxT+zlapo2wDCMHqqqLvf252ThiYpb\nm5nCp6qqHvTyIZcLwzCCbcvRJRYNiSX7eACsqur7lljm5+fXj42NnRAaGrr0ww8/nOnrY6cSzNTF\nkuwf2XTdsZZkWzFzpS7ayMzLjATwKDOfJaK5AD4GsEW0j/wZwAQAd3MtMWKwkILphxBRIwBrADgm\nTZr0x7y8vISsrKwYXdeb3nvvvc6EhIS0u+66ywmg6D9P/JGH276QLfH0aSixpmndRK/iGkVRSq2Y\nKw9s9q/eKsSzE656waZ7egYl9lonkZnc4bEg4lLeq4lNPFtRFYz8+Wpfa7iYWVbL1XxlKm4Nw2gl\nluw/UVU1rRoOu0zci4ZgWtwdMQyjIxGxqqprrRnoxYsXb4iLixsfEhKyasmSJX8KDg72+pcrlc9M\n3V70EwOz6Gd0Fd6zE0yv2XYAbgTQiJnHiceaA5gOYKk1o61NSMH0Q8QVWmsAj9g3ypOTk9tu3bp1\nqtPpHFdQUNC8X79+2bGxsel9+vTJRHHxtJrvw2EWbBwRIuPV8GhN0/oahnGPqCj1yP6Zha0Fx9of\nvGiJJxHlVkXgjKtJKXvtsUu+gJkb6rpuZWDa93IzqIw+VSGWkcwcFhAQkFLWeF9RnopbUfE9UVGU\njYqi1IgiNlE01MEwjAgAjQGc3rZtW06DBg0yunfv7oyLixvfokWLdUuXLn3GF2IJlNtM/QYA7wLo\nDCAfZltJZhXftxmAjwCEwFzedRJRADMXEpHCfp5rWVmkYPohYo9Au14V26uvvtp6y5YtU5xOZ/zl\ny5dv6t27d05sbGz6gAEDjqO4eAbZxLOlbSnQY20dov0igk2Lvne97R4j9pxCbeKpU3GXoXK/llgS\nnCjaGCrc8+dJ+NrEmFL3B8VnHsXMIQEBAStKq+L1B0qouM1m5lCHw/Fvf51ZloT4zGOYuaGqqmuY\nOXTu3LmD3n333TYOh4MB7MvNzX1U1/VvKrvcWVMgonkwBXgzgFAA/2Bmr4Un+AtSMGsBixcvbrlx\n48bJTqczMT8/P7RXr16nxo0bd2jgwIFHHQ5HSeHR4TDbOo4Kkfmhsq0CYi9ntK39wtcWffbZTGcA\nATbxvK6Ruq0waZO/fXGL/UFrObojTEcoq13lZ/GZNxWfebUGf1cETdM6GIYRCzM26kZvVNx6AyGW\n0WxaUa6yLjYLCgrUpKSkJCJK37JlywEAYwA0BbCQmedU60F7CSLqAjOWayiAIJjVsEEwi438ure6\nqkjBrGX84x//CP7kk08mOZ3OxJ9//jmse/fuZ8aOHXs4IiIiw+FwFC2TsAcyPZk5wK3woVr7rLh0\nI/Vr9nJ1Xb9V1/VxiqKsVxTlh2o87DJxW46+HUAAgEuKonwgqqOr+xDLhbhAGW8Vg3mj4tYbCLEc\nxczNhKVjIQBomqaMHz8+KSAgYOvKlSt/Yy3DElFHmEU1fp3ZWRWs9hJRRHQTgItcC43j3ZGCWYtJ\nSUlpsmHDhglZWVnjz50716Fbt24/RkdHZ0RFRR1yE89AkenZmc1Mz0y6mulZWsO+VVH6k7AB87sl\nKMMwmtnEs5lYjk4Xs7coUZiUVd3HWV7YbJCPg9n2cEqIJ2ztKn7VWmRH1/U2uq4nlXaB4omKW28g\nxPIBZm4hxLIAADRNc0yaNCmRmXe+9957U3y1Z+lPXK8ns7YiBbOOsHHjxkbLly9PzMzMnJiXl9e5\nS5cuP40ePfqHUaNGfa+qatEyCpcj09PmZ3tYVdXNNWGGY9vL7QUgGMAxRVH2ir1cv3IZKgk2rdes\nBvl1RGSIGXUrXdet5egGtuKaE/5yEaPreqiu64nlDTevTMWtNxBFVdY+8bvW74lhGI4pU6bEFxQU\n7FuzZs2E4OBgj33ORBQKYCXMZd16AJYwc7LbmMEw8zOPi7vWMbPP+j3rMlIw6yCbN28OfPvtt+Mz\nMzMn5ebm3tGpUyfX6NGjj0ZHRx+sV69e0bIqX5vpeYqInMzcvSb52VpomnaPYRj3KIqSysytxMwz\n1G052u+KZ9iMixpPROdUVf1naULoNqMOthV4Hauu5XJd12/RdT3BSkup6PO5uAGElYTjdY9bIZbD\nmbmNEMsrgCmW06dPj83Pzz+Umpoa50mxBAAiagWgBTOnifayvQDimHm/bcxgAE9VpTVEUjlqvGCS\nGRnzAIBcZr7D7bGnAcwF0Fw02N4OYCmA7gD+m5lftY29EabrfkeYV3bTmHmHKJ9eA6AVgNMAEpjZ\nLwy2PcGmTZvqr1ixIub48eOTz5w506N9+/ZnR44ceWzs2LEHAwMDi/YyxXLgPQAGwazCtQdi+81+\nU0nYehW7iCpee2JMfdtytJVCUmxGXZ3Ylr6tbMVy/cEaV6PJOgO4mYiO23o9fXJRoOt6W13X4xVF\nWacoyvGyn1E2ot+4szc9bsXvy/3M3E606/wq3psefvjhcXl5ecc+/PDDscHBwV5vnSCiVJizzI9t\n9w0G8DQzj/L2+0uKUxsE814AFwCk2AVTLG28BaATgJ5CMFsAaAuzku2cm2C+D+ADZl4tNrIbMfN5\nIloI4BgzLyCiPwAIY+bf++4Mfcc333xTb9GiRaOOHj065dSpU73btWv3y8iRI4/HxsbuX7t2bb8t\nW7b0e+edd1Y7HI5Mo+RMz3R/SeuwEHtQw5n5FtF+cfE6Y+vput5BiGd7AGfEOVVLEQozNywsLJxE\nRMdFlFtlX6fYHjXMi4JD4qKg1M+jKui63k7X9ThFUVIVRTnhjffwhsetEMsIZr5NiOVl8V702GOP\nxeTk5OQ8++yzI6Ojo30hlu1gmql3ZZu9HBENArAO5gV8LszZ5v6SXkPiWWq8YAJFv1gfuQnm+wBe\nhrnW35NtOWxE9CKAC5ZgkumWsZNNKzb31z4GoDczu4SLxU7xZVqr+eqrrwKWLl06PCMjY+qRI0eG\naJrW5KGHHjr48MMPbwoKCiqaeYn9pjDjaqbnL7aZZ6UTIDyBaHmJZuYbK9p+wabL0G02lyGXo4JB\n31VBOA9NJqJ0VVW/8NQ+cQkXBZb14GFPXezYKpBLzOH0Bp6quC0sLLyPmW8PCAhYblthoN///vfR\nx48f/+nll18eMXToUK+3Tojl2C9gZkyuL+ExjZl/JaL7ASwW5yzxMrVSMIkoGsBgZn6SiE6gbMG8\nB8A8ANkwQ1b3AvgvZr5AROeZOcj23GK3azNkfku/AOChgQMHzmbm+0+dOnVvq1atLo8YMeJ4YmLi\n/qZNmxaZowvxvMW4Tqanr2BmVdO0OABU1ZYXvppsYbV1XLDE0xvnJYqqpnjbeUhcFITZLgp+sfn2\nVqoyVdf123RdH1udFciVrbjVNG2QYRhdhFhaM2965plnRh46dOj8K6+8MsxHYhkA4F8ANjHz/HKM\nPwLTbadSUW6S8lPrBJPMTLgvAAwTS6onYJoA25313QWzH8ylj37M/A2ZbvtXmPmPdVwwfwvgUQAj\nmPkUALhcLmXGjBmD0tPTp+Xk5AwODg4uHD58+PGEhIQDLVu2tO8Numd6FojlsnQiOuNN8RRFMklE\nlG+PXPLQa7tHeBWKgqFDRHS6qudlmAHKkx0Oxw5VVXd55qjLxnaxY10UFFLxaLIyX8Nmuv9eVX2E\nPUV5K241TbvXMIxuAQEBy+zL1M8///wD33333a8LFiwY0r9/f68XTomL1OUAXMz8ZCljmjNznvi5\nJ8xVtFu4lrsL+QO1UTDvAPAfmEGmANAGQA7MZVUr3sZdMEMBbBf7O9a+6P8wc6RYku3DzHliD3RH\nXViSBQAiagggoLQiJ5fL5Zg1a1b/tLS0adnZ2RFNmjTRIyMjMxMTE78LCQkpeo6odGxtm3mCiKw9\nzwpZ2ZUFMzcoLCycSEQ5FSmSqeR7WefVWVwUEFWhJ9IwY64mORyOLaqq7vXSYZcJF3dPssfIWdFk\n15yXrusddF0foyjKakVRsqvhsMuktIpbAAozt1NVdanDFic3Y8aMqF27dmkzZ868Lzo62iduSkQ0\nAMA2AAdw1eLyTwBuEeewmIgeB/Bb8VgBgCeZeZsvjq+uU+sEs4THSlqSfQlAvlvRzx6YpsQZ4vEb\n2XT3txf9PAmz6OcJr55QDcTlcjlmz57d68CBA9Ozs7MjGzVqRBEREZlJSUn7Q0NDi2b3bPYOeiXT\n0zCMIJE4ckhV1c99vARcUk+kJTIny5rlCjPyCf4UcwUUi5Gz2lWCyDTzt6LJdF3XO+q6Hq0oyipF\nUXLKfFE/wTADzu+HGbxcmJmZeWLr1q1nY2Jivl60aNG927dvV5555plBEyZM8FvLPolvqfGCSUSr\nYbY6BMOsGJvJzEttjx+HuSR7lohuAvANTN9DA6Zzf7jYq7wTZlp4AwAnAUxg5nNubSVnAMSXNuOS\nmLhcLkpOTu6+d+/e6U6nc0T9+vUDhg4dejIpKelAWFhYUeQPF7eyCwcQ6CYy5f7ltC1l7lZV9Wuv\nnFgFsLU/dIbpmVpMZOxjhQtOoqIo/1YUxa8NrA3DuNHW1tES5t9cS4fDsVpV1RrjmgQAmqb1NszA\n7WUAeNu2bb3mzp3b8/vvvw8kol80TXvm8uXLH9q3cyR1mxovmBL/xuVy0bx587ru2bNnmtPpHKUo\nSuCQIUNOJiQkHOzUqdNp+1jjaqZnOIDGVIoPrDvG1VzFz1VV3ef1k6ogRvH8y5Zk9g4ecjgcRw3D\nuFn0Kvq9p607mqZ1NwwjEsBPMM/rRFXbOnyFpml3G4YxQFXVZfbq4OTk5CGffvppcEZGxvxLly5F\nwTQY/xZADNcBr1TJ9ZGCKfEZLpeLFixY0Gn37t3TsrOzo4mo8cCBA7MSEhIOdu3atdhSnnFtpufh\nkmZownYtoabkKorEGMtQIBSAg4i+VlX1q4q0vVQ3uq6H67oeJbJPz7i1ddwKIMfW1lEtodaloWla\nD8MwBgmxLGoRmj9//uD169c3f/TRR/v+7ne/ywcAUUQ4COuY7DcAABzxSURBVGbFqvyyrONIwZRU\nGy+//PJtO3bsmJaVlRWj63rTgQMHOuPj49PuuusuJ4pnejaxiWcLumqiDsMwRlfWd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CBA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\niaQ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2937,7 +2965,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -2953,85 +2981,98 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('PC axes in terms of the measurement axes scaled by the standard deviations:\\n', array([[ -1.08995305e-01, -1.08995305e-01, -1.08214224e-01, ...,\n", + " -1.06291058e-01, -1.08214224e-01, -1.08214224e-01],\n", + " [ -3.41356706e-03, -3.41356706e-03, -3.57543413e-03, ...,\n", + " -3.60022516e-03, -3.57543413e-03, -3.57543413e-03],\n", + " [ -1.53892514e-02, -1.53892514e-02, -1.68169873e-02, ...,\n", + " -2.49473786e-02, -1.68169873e-02, -1.68169873e-02],\n", + " ..., \n", + " [ 0.00000000e+00, -1.56557943e-01, -1.64849602e-05, ...,\n", + " -8.34835673e-17, -1.64849602e-05, -1.64849602e-05],\n", + " [ 0.00000000e+00, 6.00733014e-04, 1.60071582e-05, ...,\n", + " -1.24900090e-16, 1.60071582e-05, 1.60071582e-05],\n", + " [ 0.00000000e+00, -1.67030106e-01, -1.42958417e-05, ...,\n", + " 1.08420217e-17, -1.42958417e-05, -1.42958417e-05]]))\n" + ] + }, { "data": { + "image/png": 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9Xr/aGFMpl8u3ZLPZfZldRCSNDRJaoSGDIEm20uXz2cK4kfIoUt3tQpMpfNnu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o1+yjC7fYxWhJ9479pEcrPsngHmwMCAZRhGN2aKD6kY9YCJjBiuaI9hylzXvUwIcUqhUPge53yI\n+ahBN4sMM7Vjie6rXkNER8R6gi33pYSOI51mp7EHjp8ZhvGp53nzieh4IcTEGibsTCHEzYZhPMk5\nfz3JuaUJndnepv1KH4pK3YyxAc75agCra2Y+bwZgxVi3mw3D2KxLt4frmc+TAJwrpfwkVrqNk6/2\nQ2ndngDgfv3nHABfhAK4CDy3IN3NtV8AM48Ms5ORkmZm2VdDMacjAK31au0ZYJbLZbvNefERHaMZ\nMH0AYIylHiuJMsxmDFMppeO67o1EZGnx9Np6f5jBeaTNUkOt3HMDY+xgA3JPo2N33XGEKmbUn40e\nOIQQh2tgmgLgTVSYsKdLKa8wTfMnpmk2GpbvWkgpp9RktnV/Lz7zCeAxKWWzmc/XAICICqZpHk9E\n0wGcTESuJg5tI6L3USkBhqiU9h4BcARU3/MiKMm+zagAaKcKTXkwWPM4xqGQYTaLds2yNyE/lR+g\nDmAyxsYAs48jXpJN28MkVPp/w57wwjCc6nnebYZhbCwWi49pcKldIwu1oLQ9TOb7/nLdV32qw/Jl\n2pIsazHSUpv1HgRgM8aOZIy97/v+YgDnMMbWAphARCdyzr9rGEaWZci2QghxjBDiFsMwnuKcv9bJ\nvoZhNJv5PBjLPtcahvEeETHG2AxNHDqHiGwppUfKssxGtR3Ibr09B9XjnA0FoJdB3Zgj1m2crdso\n+iXDzIP0k9UxWpllfwJ1XY9EZ3O7SaK2h2lalpU7YDJ21u3A6X8IjLeBgz7w5j8RvXZft4436gET\n2ZRkh9apJZT4vj/b9/3rLct60nGcZma4Pe1h+r4/D8Bhpmk+VSwWn01ybCSfwwTUzbfRSEtRs4nL\nsax3iAlrWdYPiMiQUh4nhFgKdSPxhBALiGidYRib2s2U04YQ4iQhxDWmaf7MNM31adaqM/M5Q2ef\nn6+Z+dxoGMYOAJBSTiei5YyxAdM0b5BS7iWiXbp0Gze8LqMyMxixNucCWAbVN4syz42oP3bRL4B5\nqJVkO4m4WTaH0io+D2pu10SluhCZZWcZVYzcwcFBbllWrqQfBZZXfwP4euz6fePrjC1aQLTy97tx\nzNEMmFFJNgstWaAG8HT58PwwDD/nOM6PLcva1mznXvUw4+QeAB9zzrckOXBKlixQcSypHWmZ4rru\nF03TfC9mbTZMExaAI4RYyBj7mHN+FxFN0OBynhDihlhpc51hGO30ZDuOMAzPlVJeyDn/gWEYndib\ntQw987lDu6isrDfzyRjbQUSnMcZe55w/DcAyTXMmER0NYBERCV263aHHbeqxNp+AkuiLZy7vo5J9\nRrOreTFYu32MQ70k226EUFnlbgA/QH2z7PVQJdy0VZfoPRt638rlssk5zznDPP0Pq8ESAP5KAhde\nw9gidAM0RzNgRiXZ1GMl0XpRplqjiHO3tpRqGjozzUJer23QipU5jywWi3e7rnsDkoNemllKQAsQ\nxEuyQRDM9DzvZsuyVjmOE/XvjpJSThdCbIDW6oz1C9/jnD/BGCPG2CeGYbwI4MWa0uYiAPti4Pl+\nWuasFkS4nIjmcM7vzYMtWDvzqX08F0FVGU4Pw7AYIw5t0OXuI4loJtTIyueoIha/GdWG13sBvKI3\nC4o4NBfKKzKEAs8Suu+KMpZhdhbxllA9s+w5UIbZEfkrqVn2MPPocrnMHcfp2KkoXYxvcN9e5AM/\nOqcbRxzNgJlphhmtI4SYqMXT93RCmkEGjift6sECgJSypJV7Bkql0r36PBOXhRljMilLNjolxADX\n87zTgyC40rbtf7NteyMqmrATpZTvocKEPU4IsdwwjFWN+oU1pU0jJmd3nRCiwJQTydokpVstiHA9\nEY2zLOsexljuaidSyplEdJFpmg8ZhrFOP1TMEUIsFEIczhirN/M5DmrmMxKLP6BnPrejuv8VoCKK\nAKj+2FyosvdyVMTiuyH3NlrGSrI8Tr3Pb2SWvVb/+3CkM8uuC5gTJ07MGTAPNigzr7SBDa9044ij\nGTCjCy6gbsZGPTJOJ+uFYTgjDMNLOecvOY7z6wTi6Wm0YIE2AS8MwyNc173NNM01hUJhVZRhpSyr\npi7JkhIph+u6C4UQpxcKhfs55x9BjbrMFkIYUsp3UGHCniqlXGKa5r+ZprmxnYMwxqRpmttM09wG\n4Akp5WQp5bxY6XYbY2xtO6VbIirqsZF9lmV9P4XCUuKI6eL+S2R6zRj70DCMDwE8q2c+ZxPR3Doz\nn2/HxOKPJaJjDMM4n4gMPfO5U898xm+OkdXVLFTsyuZCyb19igq4foD05dS8WLIjhfTTKtpV+mlk\nln0B1LWOmLdbGqw3DDBd1+XFYjHnkuyb/wR84+uqDBvFNw1g1b+P9TCzj6gkCygTaYsxllhTkogK\nYRherjOijskeGqwjb8ekN4mWWarv+3N937/WsqxHHcdZU/PjXgKmJCKrXC7fSESTS6XS3YZhDEBp\nws4Nw9AlonVQmrAQQlwkpTxLM2F3Jz2oYRifxkq3TgQuunS7PwaeVaVbKeXkWBn4yR4IIkAIcbGU\n8jOc8/sMw9hT7/f0zOcbAN5oY+Zzq35gm6pnPucAOEfPfEbEoai9wKBUhNZCjfMYUAP3c6F6ZkVU\nE4eSkE7GSrKdRZI5zEZm2dHoUT2z7GGA6XkenzhxYle4AY2C6LX7GFu0ALjwGlWGXWl3EyyB0Q2Y\n8S9w5FjSMWASkeG67pUAJnLOH0sClrEI0wA3a2LxVUNC+hfLsnbU+bW04gNpepjked5NjLG9pVLp\nfv1axkspZ9dowpphGF5NREdyzu82DCOzp1rGmFfDSj1Wl26vFUKUInAhorKU8ibDMJ7mnL+a1fHb\nDd0zXUpEx3LO72n3PWhj5nNbDEBf18dyYsShedHMp5TSQXUGKaFurluhBu6jkYezAFwHpXEbAWg7\nZT9gjPST5Dhpgbkds+y9qAOYhx9+eK6ACQBEK3+fsUVQPcsNr3QTLIHRDZjxC55UPL1YLpeXAwgZ\nY5sMw0hrbxNliEkz3bpjJZrcczURTW9BQkrTR03sOBKG4TQA4xlj64vF4i8jJqxW6olrwhaCILiF\nMeZZltVJf7jj0KzU2tLtXCHEpVBP4R8AYFLKSYZh5OYWonumNxKRo9+DxFWRmplPR0o5S2efl6J6\n5nO9flBgjLHpQogzAEwzDOMiADupojgU79/GRx5sVJf9PFTAMy7zN+wUMZZhdhJZK/3UahYfBXUN\nz4YyPLj1xRdf3DV+/Pi1ruvyU045JVPAZIz9CYBvA5hGRA0fsroNkvEYzYA5lGEmIf7E+oDvFAqF\nJ8rl8nUZzHOmVupBzTXV5J5bGGODMTePupGmh5l03yAITvA870YAA7Ztv8SUJux0rQm7ERUm7OQw\nDL/AGNvAOX887xKoYRifSiklgHGGYdzPGBsnpZynwSUykV6bBeu2UcR6pnvjUntZBGPMM03zHdM0\n36kz8zmRMbaeMbYO6iHhVNM0HzAM42NSPp/HAjiDiPZLKXeRMsmOl4h9KLm+91C58UaCCdNQcepY\nj2qnjjHST+fH6dZDJEE9JH4AJcl3LoC3V61adf4PfvCDiwuFgrzpppv+j3K5/DMAzxNRqvNgjB0L\n4HKoisUhE6MZMOMX1KcOTKRjDh7xPmAmSj1ZAmYM1N8qFArtCI8nLskiQQ/T87zPBEFwmeM4D/m+\nvwSK3HOCEGKClPJd6IwlppzzDOe8K+y3ZqFLoIuJaJ4uge4FgBi4HKOJQ1HpNs66zWRgXEo5KQzD\nLzHG1nPOV3TzgaHRzKeU8iLo7JqIjiKi/YyxNxljIGUrdyxj7BgAl5CKOHEoLhYf3XifhhJJmAMF\noFdBzXlGrNsx0k9nYaE73p71juMCWPMXf/EXa/7kT/7EWLJkyR/u2bNnEMD/BDCLMfZNIvpOimN8\nB8CfA/h5BuebWYwBpv57O9khEbFIy9RxnB9alvV+9DPGWGrFoLQjLkxpyVoA4Pv+HN/3r7Ms6zHH\ncd5sc4k0GSZBmzS3upmTEqFfpEXo7+ecf+z7viQloL6vhgl7ipRyaRbKOUlCl0CvI6IJemykquzO\nqk2k46Xbc4QQ1wPYFjORTlS6lVIeEYbhFw3DeIFz/mIWr6uTYIztg2JTOqZp/n8AJunS7W8BELHS\n7dYasfiZAOYT0blEtEcThzajevxkAMoncjXUZ+84KPC8Uf/8GigA3Yzs1WqAsZJskqgi/di2LYUQ\nwZYtW/5q+vTpX2OMHQVgfNLFGWPXAthBRG+mmBjoSoxmwOyoJCultF3XvZ6IxheLxbvqKPNnMc+Z\nNsMURFR0XfdzYRie7zjOjyzL2t7J8ZGS6YoWNwdSog7XE9EEzYQdhNKENX3fP5Ux9rJpmhaUEPyF\nUspzOOff12MSuYYugd7KGDugx0Za3ow06/YlAC/V6QseiIHLznayRCHE8dpx5Vec84Z+pN0Kqogy\nzNaiDAcA7DJNcx0py7Ej9QNCvZnPV/UaRaiZz0gsfpCU4tB2IoorIgkoYNwMpTj0F1D96/MA3AA1\nLxhln3GZvzTRbyXZ3AETWiZx+vTpAgCIqOV3lTG2Aqo0Xxtfg7ruV9Ssf0jEaAbM2pJsQ7ATQkzW\nYgQ7S6VS3d5RFhkmUpZ1SUmfzRZCyHYVhuLBGMvET7MRsEgpx5XL5dsYY5+USqXvxZmwnPPHwzCc\nSETzgyD4PNQDDZmm+WAvwFJKeZguga6N1IM6XaNOXzASTFgWK92uMwxjY73SbSy7ftA0zS2ZvLAO\ngoiMMAyvJaLJmmBUm12DMbbLMIxdaD3z+a5hGO/qmc9jSJlkn0tEli7dvq97n9H7EDFkX9RbNC84\nF8DFUIzNaOZzO5KD3liG2XnUAqZJRB29/0R0eb3/Z4ydCqVK9IbOLo8B8Bpj7FwiSjw+llWMAWbl\n73V7mBEphXP+jOM4LzcpEYRQNOw0kTjDlFKWhBDnAOClUun/bUbuaRIC6bLkhiXdMAwPd133C6Zp\nvqGdUIAaJiznHET0dhAEtwBwGGO7hRDLhRCunodcaxjGjm4TfoQQRwshbjUM4znO+ctZrFlTun1S\nSnmYBs+zhRDXAdiuX986wzD2hWF4npTyAs759zQg5Rqk5PZuBgCdXbckcbQx8xk9IGwyDGObPs5k\nPfN5IoCzpJSf6uzzfVSDYHxekAGYDgWeV0KNsESKQxtQLfPXKvLoL/YD6ScetYBpEFEm30kieguq\nTw4AYIxtBnBWM5ZsnjFqAXPChAnywIEDIQBeLzvUc4vnhmF4seM4P7Esq5WnYuqSbNIepgaj2xhj\nHwFwE4IlkI1az7BZTN/3Z/m+f0O8n9qACXuYZsJu5pw/qhmzTEo5XZNqIpeOiFRTNzNLE0KIuUKI\na03TfNg0zbWt90gWhmHs1TJ1L9cp3Ua/8++MsdyfqnUp+guMsT2c84dZAgWsBjOfc2oUlaLydASy\ndjTzKaU8TUppaOWhWrF4ghKEfx/AU1D9sjkATgawFKqMG2WfrR428ijJ9mOGOVRt8Dyvm8fNlQ3f\nKkYtYOqIHEKqgErPLX6eiGYUi8V7TNNs2S9hjAVSytx7mDH7sMeh+n7z0xwf2fQwh8LzvLOCIFgY\nc2xhmtxTy4SdoZmwv+acvxTtrzOz903TfB/AKs3YnBfLzCJSzdq0LiRhGJ4lpbzUNM0HTNPcmWat\nTiIq3RqGsTYIgmsBHMEY2yylXCilvLpV6TbLkFJOrGHjZrKunvncA62o1GTmcwMRhVLKcw3DWGEY\nBqDE4hdo4tAHmjgULw8fBPC63kwAx0MB6C2o2FxFxKHaDCyvkmweGsPtSuNlcZyh79revXsdznlX\n2LlEdGI31k0aox0wfQBFxtjQWIkQYrzrussZYwPFYvGeDrK1TEg/aPOa6Ax4QRiGF0TkHu1pmfia\nMsaElDJVDxMaMDUT9nIhxLxCoXAv5/wTNNCEFUKcLIS42jTNn5umua7J+pFLR21mNk8bLO9jjK01\nTXMtY+yDdm/2mtiyiIjma2JLVoSStoOIbC3KEHDO7476wLHS7Vmx0m30gJCpYPxcC6kAACAASURB\nVIKUcloYhl8yDONlzvnzWa4djxYzn5MBmIyx50zTfJNpMXsiGo8Kceg0UmLxu6SU21BtVyWgyrMb\nATwKNecZOa3cCCWUEGWf+5GPr2dfk37279/vWJaVu+lAL2K0A2YQ+7MYBMHRnufdwjl/3XGcpzvp\nlekbXFq3kbYyTJ0BLyWiY3QGHGk8dmTvVSdSlWQ1acgkpQl7AxEVNRO2DMAhojlhGJaJaBMqmrDn\nSykXJPGQrLnxGlrKbl4YhjehopO61jCMzY2ISKSk9q4jokl6bKST/lcmIaUcr3Vpd3LOH4mXQGtK\nt3YsM7sElcxsbbus20ahM/zbDMN4gnO+OovX1U7EZz7DMNwjpbycMfYSgKODIPgqgA9ixKG3DMN4\nSxPLIrH4izRbN04cil/rj/X2PKql3i6FGmkhqFGWeMk36+jHkmwVYHLOxwBzFEQkwB4IIY70PO90\n27Z/Ydv2u612rLdWBizZlibSWo7vFsaYV5sBsw7svRpE6h6mlHK853nXM8Z2xxjFkSbsHiLaDgwx\nMCM91LvTllOZciHZaprmVgCP657ZPCHEhVondbPOPtczxgb0ORT02MigZVnfawSq3Qwp5VSd1b1u\nmuYzzbJixphvmua7pmm+G8vM5gkhrhFCjE/a2xVCzBJC3NBOht+t0CSn8znn9xuG8TGgiEdSyuOb\nzHxuoYpY/EyoTPLsGrH4+OeqVuptJoAvAVgCYBIqLh0bUF3yTRt9Tfo5ePCgwznP8v06ZGO0A6av\ny3FziWiGLh0mYiSmFR3Q0dREOgzDaZpp+m6hUKg36pAqy2Xp7L1ARIbv+zdqe7Nn9c1/qmbCboN6\n0gcROUEQ3AyALMu6l6XQQ20Uumf2PJRMV0mPO8zT4w4fMca2ENEpANb2QmoPqMrqnuScv97Jvqxa\njefJOqXbHTHWbUNDa22RdpVpmj/+/9l78zgpqyt/+Hvufaq6qptFQEBFFBBoEHeRiOKuoIjiwo5L\nnCSTbTLzJpklM+8vmayTvPPOxCwzSeZ1YlxBcE3iEre4L1FiIir7jqCg4FJ0V1XXc+95/3jO7bpd\n9Fa7kT6fT3/003Q9z326qu+555zvIrq5NQ3pMpxtrT1W2uHtbWYiymmt12ut1zPzAz1wPl+R6yW0\n1q5128zMWUmejvPp3mdGBAjKAfgfAAMQVZ7HAJiFSP7NcT7LBV7VSumnLhVmS0tLvC9hHgBhrY1l\nMplFAAYQ0dZSkyVQmYTZXUvWQ5o+2tDQ0GnLrAJt4ZJf39bWNg7AEK3104lE4hkAELTjcGPMBuSR\nsAOk/bgtCIKHSkFgFhtE1BoEwUoAK5lZG2NOstZegGgTaw7DEK5qqcV6gA5o3IooGPXQum2hvE1Z\nOy0nDMMp1tppQl2pBxqXwjCcwcxHysGppauf7YTz2WiMGedxPvd4rds1Sqk1LGLxQluZzMwNBa1b\nH/DzIYA/yleACDg0HsAi+XeXPDej+KRUq5ZsLUE/hQmzy/fu4xQHdMJMp9NfVErt1Vq/FIbhJ8q8\nXLssXTnXQAGXU8A9nwjDcJqHNO3u9WWbOBf7okwmMyUMwzMA7A6CYCu6QMJaaw8Nw3ChUuoFrfUL\nlUJgFhPW2tGChL1XiPTDpa15vjFmMBFtkNbtBgc4qXSEYXiitfbcaqFxu2jdjjfGzHKtW/msHipV\nXZcVaLVCWvKXciSKcHOxv2s5BHXG+bwSkXKUz/ncKfccwMyjESXDE621GWutBjAEHcXiQ0Rt2Q0A\nHgQwFFHynAZgDiJjZZdAezNK+FiDflpbW+P1AMrVIw7ohJlIJP5Da31ULpc7EpXhUJb7++xwDY68\nNmdaa48oAPd0tYaylHqKbckKEvZCa+2YZDJ5YyaTmcXMATOP7wQJ22yMuVRr/Vut9ZpS11hOhGF4\nkrX2HK31Umll+lXL09ba/tba8cx8bC6XuwTATmlrrq3EhiDtx7OstcfLrK5T0+dKRkHr9vfGmINE\n43Y4AArD8BIPdVuTxMmRPu8cADoWi93WG1GE7qInzify1KP1wvmEtbbJWnstEb2rtT6bma0IJjjO\np5/g3pGv5xAZYx+FvNvKh8ijbnegc8Ttx7olm06n40SUqsF96x4HdMJ0/EoBSPTaraSzqFRL1nE5\nBdwzj4hyAu7pzZyv3JZsrxOmaOvOYeZA1peRinFUGIabC5Cwn7DWnq61vl34lDUNZobQRo4JguBX\nSqlOVUOUUiml1B8B/FEAJ2MEdTsNQKunNlQ0ItUDOY2Qqq5ixtdFrCGw1k4HYGKx2A8BwHvGMxA9\no0ueVVFUEvrMQlEFupMqaFHmohecz83MPBbAhiAIHgbARDRMWrfHCufzXc77fPrtxjSA1+VLARiB\nKHlegkhAYQOi5LkRee5lLRIZobatX7/CjHWirf2xjAM6YSKvW1k3lZ6CCAEEAu5ZqLVem0gkem3l\nVO4Ms7evN8YMyGQyi4hoZ2Nj4/0y9+tHRLatre1kImpUSmki2mKMOY+ZR4stVs2Mll0IbeRSZh4S\ni8X+t7e0EQGcrNVar5W25mEFiFSXWDb2VCFxJDN3JTPHRJO1quIDXayhwUME3+4SldZ6jdZ6TcEz\nOkWlDd4zlg3M4khB6CoieisIggeqkZALo5DzaYwZZ62djagSPC4Mw0YBDm1QebH4RuQ5n8cw8z6Z\nfW7jjsLiFpGO7XYAjyNC2o4DcDyASxFZmK1DpIP7cdGrBfZPmLpvhnlgRDutpELzx0Bg7iVdQEA/\nAzOZzHWxWOyxhoaGYpGTZc8we3p9GIaHZjKZhYKEfc5HwmqtH6ZI/KDZGHM6IqWVjFLqiXpQNoQ2\nMp+IMjInK6n1J23NHTJv/L0gUpuNMVOMMZcT0VYPVNOhNcV5mbm9sVisKhVVT8HMTZKotgvQar9E\n1ckzDpS554nGmNmIULeO0lF0e9pa2z8Mw6spErN/vB7za2YeaK29UEU2ac9aawdYa8d5LXif87lK\nKbWK82LxIwGcKjxjHzjkf6Y+ALBCvmKIRMTHIZqBzkVkoL0O0Qy00p+DWgF+3L38lmwQi8U+EhUm\n0eTxwHHnA/3iwI6Dosbh0PeBfW3AyseYV5RFm+pLmGhvyZZbYTKiP4KS2i/SNhzDzIc1NDTcGovF\nSnEaL4uHKTPQLhNmW1tbc1tb26U+V1WQsMMcElakzFZZa08A8JqK/BHH53K58wHsloplTbXnd57E\nW7subaWuLYjUdgsvR1kJw/A8AO+7uSczZ4wxVxHRGkkSNaeuWGsHCc9zpdb6qd4mKlFUehnAy4K6\nHSNtTb91u04ptb2n57LWDg7D8Gql1IogCJ6rwGMVHcJ3vVop9bwT1FdKfVjQgu+O8+mLxY8CMBZ5\nsXjH+fQ7KDnkZ5ujEFWgQwGchSh5bkYEGloPoBLzv1rNL/dr/abT6SAej9c9YUbJctYngW+2AS8N\nATYdDxwLQG8GJmwGvnMN0XlPMD/+eKn3ONATZhvQ3k4ta4YpkWPmWLHVlIB7LrLWjgXwdonJEo4S\nIafiUugRnVaYnJfhO62hoWFJLBbbgY5I2DXII2EPESTsS1prV4G+KvOzUTIvuxZAm1Rlayo9L/PW\n8GK10bhElA2C4A0Ab3CkNuTQmgsB9EckZbcFtdEs7RDW2uFiPP10EAQrSr2OoG4LW7fjjTEze2rd\nemt4MgiCV8p/quLDRgbcVymlft+VilEvOJ+bJYGuV0r9CYjmsR7nczozt3He59MHAGlEXM41AJ4B\n0Igo4Y4HcAEib0+nd7sTnQOHeopaJcz97pNOp4NkMln3hBlVlt+UccfaMcDVsgfuOir61X99MzBt\nOtF5KDVpHugJ07UVQkQ6p1Tmxu1au70m8Qq4Zy4RmXg8/ptcLndeGfcH8tSSUhwm9pthesncIXU/\nQNeasOOMMZdprR/QWq8qvLbWeoPWegMzP2j3dyDp9Uywu/BUa/ZbQ7WDIrWhLQDIGHM8ET1CRNoY\nc6YxZg5FRHunNlRVCT4Ri5hX6d9DQevWieGPt9a61u0OJ5jAzP1EUP8hOVTUPMSqbVExa+iO8xmG\n4Qx05Hyul2eFcD5HAjiRmU+T1u3bglz3k0wrgJXypQCMRJQ8ZyNKpq7y3IjI1qw3US9rL6TTaX3Q\nQQd9BBJmP6/oCbyD//AQ2DUUwGbgnDRwx9GIKv6ioy9hAm7m6KrDcgAZRc1CwzAcIso96xKJxCPG\nmOEo/z0xzByUmHQ6VJjW2oZ0Oj0XAJLJ5I2C1G0QyH67Jqw8yynW2jN9ykZXQfs7kBTOBLdQXkS9\n12AC4Teep7W+Q3wnax6eco5v+vyct+k253K5i5BvT68loncrWQV7FJ67hGpRteimdXs2Ik/T1USU\nKqPrUXJ4h4ayJP8KOJ9+F+FKRM/oWreblOghM3N/AKOMMc3M3KSUOhPAW3Z/sXgLYKt8PQrgIETJ\n8yRECXQH8pzP7sYY9TKPRjabDRobG2sO6Ns/9nl7d+h1c3YFQFx+508kgQ0lHyAP9ITpJ0fnWFJy\nwiwGpdrW1jamra3tylgs9nhDQ4NrVZVsIO1FydfweZjGmIGZTGaRUmpbIpFwijxOE/Zd4ao5tZbp\nzDxWkLBFc/kKZoIJL7FMB/COl1je6SyxyPz3bGY+TmgjVec3dhZhGE61kZD8fso5BZuu356+GkDo\ngYa2lZNYnChCKWL25YZr3QJQxpjxSqnfMvNBxpiLjDEDiWi9Q6RWAnXbXXidhooeGlwXQQ5Dj1hr\nB0vr1ud8uqrzfWvtOKXUnVrrLDOPUB3F4t9k5m3o2Kp/H8BL8hVHBBwaD+A0dJyLFr6uLio/AJDJ\nZIL+/ft/BHiYKx8DvnMN8PUQaN4ELD8emARAb4xmmN8NgCce6Zthlh65gv8vWzy9NxVmJpM5JQzD\nsxoaGu6MxWJb3PcrSU0p8bUGgM7lciOy2eyCIAiea2hoeJG61oR1dIm4OH2UrYxDRJkgCF4D8BpH\nCi4usVyFfGJZK2ATK7SRS5h5qKyh5vB2OTRcwMzjCvVQO4uC9vQDzHyIVNjTjTEHUUe1oV4lFo74\nrtOstSfXShShs5CEfU4QBLdKSxOIuggDRBTihFwudymi1q1rw1dUJcYYM8EYc0ktOg1Kqb1KqRex\nP+fzHETV5yppv78pADgQ0VDhfE4AMEXE4h3n0088bQDWyhcAHIK8YMLBADYhX33WrcLMZDLB0KFD\nyzJPqEQwr1hHdN4TwLTpwDl7gKd3ApaBBZujyrK8ZAn0JUzf6aNSbiNdXkPmgRdaa0d3ZkxdTIXa\nVQg1pSRqiatsstnsong8/pt4PL5W1t0BCQu00wQWEtGuatElKFJw2ai13sjMDzKzm3teKBXLRmYe\nCuCDWCx2Uzmzz1KDO9qD3UhERYlQy7zsbaXU2wCe8tSGjvcSizskdFq9e1X+GEnYdTnth2F4mrV2\niiTsDuIQgkhdAWAFdxSFOB1AhjoKJpRTYR9rrZ1Rpwo7K/PijDFmnFLqIZnjugp7g8f5/COwn1j8\nRGZOe5zPQpGPt+XraQBNyAOHLkTequxQ+ZlqIbL3S5htbW2xE044oe4JEwCYH3+c6DxEc8oNN0Tf\nfeJoYMOqcpMl0Jcw/Te+rdyE2V3StdYmZB7IyWTyf7tQ7ik7YaJEaokgYU8HQM6QGl0jYYcLCvWP\nWmvnSlLVkMTylmyCT4rTx3xEG8OgMAzndsWFrFZwJAYwn4iylbIHK1AbinuJ5UxEKjXuGXcQEXOk\nIOQS9q8qUeUXG5xXUpooCbvbzZP2F4VwByE/sRRVYQNAGIYnW2vPCoLgZqXUOz2/ovLhAd989xdX\nYXfF+fTF4kcw8+HYXyx+CzqOi1oAvCpfGsAZiJxWrkQklOBQt5tQxpipk9gvYVpradKkSR8ZP0xJ\njH5yLDtRuuhLmB3/v1xqSacJT8A9C7XWGxKJxCNdnaArUWGihBkmM6t0Oj2LmQ8DkNVav4MICTvO\nGEMFSNixxpjLBXX4eplrLSls5IAyT2gjzwNocHPPMAzPB7BX6CpriWh3NRK6jUyfr6K860rFT/Sd\n0Dmc/+WlxphGikTUhwPYF4vFbq1Ewi42pLqdycwjJGEXhf7tBAA2oKDCdnq+6wqrVj/CMDxV5sf7\nVbe1Cg9stR/wrYDzGdjIBMBxPq0HHNqilHL4gIHcUSz+A85zPv3ulAGwFxFA6F4AgxEJJpwC4HJE\n5thu9llu+3u/hMnMKPzexzUO9IRZ8ZZs4TVyudzobDZ7ZSwWe6KhoeGPPbzeIKrqykEUFpV0pfKd\nR0RhMpm8sbW19e8AJAXcU4iEnWwjp4+6oVCNMWOMMVcqpR70aAJZSd6vc965YkIYhosQ6YSukU23\nLECNC5s3fX6lhhV2B/9LY8yhUmFrAEOkwl5X4wpbhWF4OTP3FyWlsoE8XbRux0vrNutV2G6GDWPM\nmTYStO+xuq1WGGOONsbM7E0rWGbYnXE+z+6E8/lnIMILaK2PYOYRAM5lZsMdxeJ90M9eAH+Qrzgi\nsfhxiKrQNPLV5zYUTz/bL2EiEjPoS5gHQHSoMCvRkoU3w8xms5NzudzZDQ0Nd/ngnm5eD0iFWAa9\npdczTGPMIEHCbkwkEg9LlWSttRNkhrID6ABqGS+bUl1O8GEYnmCtPb87s2PynCuY+SHZjCZ4gJr1\nkjw3lPI7NsYcboxZoJR6rCsSfLXDWjvAGHMFEb0eBMFjABKe2pCrsB2yeFc1EroAvpwJ+G3VqG67\naN2O92bYGwTZPljQ0XXhAsrcdHoB0KlX0QXncyxHnM/piN5L17rdpJTaKMCh4cx8JIDjmHmqMcbp\n1TYi4nm6aAOwWr4I0YzTCSYMRsT1dLzP3nQHChMmAeBDDz205pKP9Yi+hJmPsh1LIElXwD0zrLVH\nJRKJG4MgKCbBuAqxpIQp4Jse39dcLjcym83OC4LgmUQi8ZJ8ewgRtWYymU8QUX8VCai/bYy5nJmT\ngkKtubM6522xTpCW27u9eV3BZvSUa/cZY04Skv12ad2u601l4rXc7tVabyj3uUoJa+3BUt3+IQiC\nF+TbGa/CdjzB5jAM5wNQHqBmSyXAWTK7XURE7wdB8Ota8CsLWrdPivTh5YiQoyoMwys91G3NDnRy\niDtXqERlz02po9l5Z5xP3+dzFxBRaADMlYr0EmZOMfNu4Xz69CZGpCS0E8CTiNxVxiFC616EiB/q\nqk9fZN6PwoSpmbmm/Np6xgGdMPv378+pVCoHIFahlmzIzInW1tZFACDgnmKH4eVyMXt8fTabPSaX\ny10Uj8fvi8fj64E8EjYIgtuZuVGqsosRwdc/UEo9itqJO7eHtP1mMfMhwvMsuYooaPc5CkBzGIbn\nItKAXdNVVeZ5adbFogwABOi0UCn1qHA69wufJ8jMDzPzUJl7unbfRsqrDRV9+OG8kPu2Smv0FrEG\nZYw5F4CKxWI/QtQVca3b09BJ67Ya6xCQ0ZkCMqo4jacbzucU8TTdTkS7mPkErfU9Wut1Ms4ZycyH\nK6VOZ2YlwKEdHHE+/WS3D8Cf5EsDOBJR9TkPUW5wlJVN3usKE6ay1tb8M1CvOKATpoRro1aCAxkY\nY47XWr8mLc5S/lBz5SZMdOE4IkjYM8MwPDmRSNwSBMEuFCBhiShDRB8CMNba44noJQDvW2unWGtn\ny3xlrdZ6XbEAj2JDKpm5RGSFNlIxtB91tH3yq7IF0T9HOrdEtNVae6a11oki1AtQ4oj492mt1/fm\nNVJhvyOVz7PM3CTgqIm5XG4mgF0eZaXHDd9aO1AcR94IguCJWsxuC0NoPFcwc4NvPl3YuuXIxHyG\nx2t1ggkVQXOGYTjFWnuadDwqyiPtKgo5n2EYnsLMZwEwxpjzrbVHuEOCUmor0EEsfhyAybZrsXiD\nKDFuAvA7AEMQJc9TAVyBaN65DlFV2v53n06nY0qpmh+k6xV9CTNqfTYSUVm0klwuN8oYcxIR7Ugm\nkw+Veh2ZBZWTuDsF/TCzTqfTlzDzsGQyeYMYvjpN2EIkrAPWPCztISBS4UnKhjshl8tdCOBtV5VV\netMQnudiInozCIIHq9n266QqGyZV2XmIWn5tSqnHqA6iCECeW1gu2Ioi0+Y/A/izh9T0xfBdS3O/\nqszm3T5eDILgxXKfqZRg5iAMw3kAbCwWW9pZe9m1biFtR4/X6ugcO1XepqykqlD4ppPlAFUXSThr\n7VBmnqq1Xq6U2mDzgviFnM+NKi8W36C1PlLQ8OOZOesBh3yxeCCS4XtBvhoQAYfGI5LOyQKIP/30\n0++OGjXqzVgsVlFKCRF9CcCnEens/o6Z/6GS1y8nSCDBB2ykUqkvAhiayWROY+Z+yWTykWKvkc1m\nT87lcudorV8DEEsmk/eXup6WlpbPxOPxB8URpOhIp9Mziehdby7pBN7nE1E6mUzeI6fyBvkDa2Hm\nzcgjYU+y1p4rWqhduqbIhjvGWtvMzM0AWohojdZ6DRG9VU71YSN3iUVKqRVa62frVMnEwjCcw8xx\n4cgdJSCLN72qrOqbZRiGn5BK5nZVILdXqeBIqu1Q0T1tBjDQA0dtZObB8n48Xi+gEzPHc7ncQiJK\nBUFwXykHKEHdjpYEOh75Q0KvJQnDMDxDZuk31xGRe7gxZmFX3QaP8zleqsu3PeDQO0QEZiYAh3Kk\nODSUmROcF4vfAuFcdxIXA8jmcjkza9asqdu3b48NGDBg37Zt2z6LKLmV1YEhoosBfB7AZcwcEtEQ\nZq6LalVn0ZcwU6m/BnBYJpM5RaqvB3r7WgH3TDfGjE0kEkuMMUcYY0Y1NjbeV+p6WlparovH478v\n1eIrnU5PJ6J9iUTieQAIw3BwJpNZrLVem0gkHpWZk9OEfacACXsuMx8dBMGSYk7f0gY7XNC1EwAE\nlLfu2lLM5maMGe1Vt68V+/yVCGZulM15TxAEv6G8bVrczT1lw/1AksoaInq7komd82IARwv6smaV\njANHWWubEc21FBG9qrV+uh4VFUdG4IuJaHcQBPdXYm7qDgnW2mZr7XgAg6ijYEKm8OdFr3iSJMu6\nIHK9ZNkr4JnXSXCHhA6cT1elM3N/jjifwwEMZuYPrbW7ODLJ9veCyxB5eb4KAA899NDJ3/nOd47Z\nsmXLqwDOAfAagM8w8+pSno+I7gXwQ2Z+ppTXVzv6WrKeJ6a1ttetUJt38qDGxsb/VUpljDGHojJ6\ntBWZYeZyuSOy2ey8Ag5oZ5qwgcen+2Wxs0lpg23XWm9n5keZ+WABDZ1rjBlCkeh2j8otYRgeZ62d\n3lN1W82w1h4kggSrxfS5/d8oEhJYrbVeLXPPkdLSnAdAU17ntiw0qgCdLmbmQ0Rur6qz4sJw4Chj\nzAfGmMOI6GUAB4Vh+NcAUt5zvlVt0I8cXq4moi1BEDxcqUMJFShHddK6fcsJJhDRnjAMz2fmcTJL\nr0tr3hgz0hizoBiUNnXO+RxnjDnLGDOXOnI+VwLRfkBEI4nocABncRQOOBSHB/pJJpOpYcOGbdm8\nefNlRJRAZJBdDihuAoAZRPRTRJzRrzLz82Vcr6LRlzDzFl+9ppV4/MXNiUTid64CoQqIp5c7wyQi\nw8xBNps9LpfLzYjH4/fE4/GNQAdN2HaXd0E9LiCi9ysh7yYb0btKqWcBPOttRE50e5s399wna4Ax\n5gwbCYfXTdbMRsbTi5RSzwZB8FJ3Pytzz61a663M/Ah3RKMeXIBG7fWMRw4vTtD+5koCnYoJz6Zs\niXhf+p2EZmPM5caYhDf33EwV1vKVOfY1RLSq2iAj1VGSsL11K/PdGACjtf4NivC6rWR4yfIerfXG\nUq5BHWlWz3LnnM/18p5uUQVi8cw8yRhzlOx3mpk379u3r0Fr3QoAzJwB8HAv1vEoImxAYfzfiOaW\n/Zn5BCI6BcDdRHQkf0RaoX0JM39a6lWyy+Vyo7LZ7JwgCJ5KJBIv+/9GlaOmlPy+MHMoG9pxiUTi\npiAI3kHUeh9tjGmyHTVhDxZgzcpqbUgFG5GjckwQgv0eIlrLzIcgIp//bx1bXWOMMVfqEgyXC9Go\n1tp+ckg4JpfLzUIvBNSBdlTwQiLaF4vFlpRTpZYTouh0ZqFNmd9JAPCY0ByajTFTjTFXetXKunLf\nR6n0r1FK/TEIgufKfqgigiLBhHVKqfW5XM4COJKI1klVdrkHqCnqMFRqyKhnfjnJsrOgLjif1tor\njDEdOJ9EtDIMw0lyCFyNSABh4t69e5vCMNyzZ88eGjJkSK+SGjNf0M2a/hbAPfJzL8uBcTi65oXW\nNPoSpteS7SnZZbPZk3K53HnxePzueDy+qZMfqYgWbKnXkHnFJGbu39jY+AulVAvySFhlrV2NPBJ2\nlDFmTnecvkoHdaRyaGPMUdbamYicFz40xkxl5jUqcqyo2YnSQ6Eur0QrWCm1Tyn1CoBXpFpxfM8z\n0bGludMdUmxem3ZrHfmNziLsJEGAdot8FprDCwBe4AhB7dSGLgCwR+XVhorS8xVE7jVS6b/c8ysq\nHzLTnwVgqLTFswAel47JOO8w5ETUe0XNKTa8ZHm31rqzPaciQV1zPk8RzqdBpEP7W/lcrH7llVeO\n+MUvfjH7nHPOub63ybIX8QCAcwE8RUTjESkXVQXsVkr0Jcx8hdmGLipMZiYB94wX5Z5O/zAq2JIt\n+n2x1jam0+kFACB/wC3oGgnrJObukj+QmgczJ6215xDRRq31AwCGm8jHcJYxpkkqlTVyuq0Kz0sS\nxGnW2k9UqxUs1YovoH64zHevMMbEiWgtEe2w1p6plPqz1vrpOqGCIfKHYyVZFqVHS0TpAh/TI6Wl\nuRB5XutapdTW7ipnGznhXKUi6cGaHOQKQ5LlbGY+SLie7W1x6Zi4w1AhNSfntajL1i0WrMG8aifL\nzsJxPpn55VwutwgRkO+9xx577K+/+c1vxqZMmbL3qaeeCs4///yFN954Y49t2CLivwDcSETO2OGT\n/BFSEupDyaZSFwA4PQzDodlsdl5TU9N/+/9urW3IZDJzmFknk8k7lVJdJYD6NwAAIABJREFUzjDE\nlWRRv379flrqetLp9Awi+jCRSLzQ80+33/fgTCazSGv9BhHtsdaOamxsfNxae1QBEhZhGJ7DzMcK\nErZXEnOVDmvt0DAMF6su7MGstYMEvTgBwCFEtInyYgkVmSFx3kPyKBHMrjlFwFo7xBgzmZlPQSQS\nv47KUOEpNVw1xczDY7HY7ZW8t6BRh8n72YxIftHNdzf493JKRlrrB4tti1dwvU5QvjEWi93R27ms\nPOchHup2cFfP2ZvwkuVdWuvNJT1MmcGRSMQ8AGEQBHcTkc3lcrR8+fKzli1bNnXFihXb29raBiES\nOrgfwB0flVljtaKvwsyDfvZryXrgni3JZPKhnk6MlagwUWRL1nNDebyhoeFP2Wz2GACNJvLlK0TC\nulPzL+uI9HOt4Ec8UYQOoZR6z1M0afTEEi5C1AJzoKEu54HdhWwEDhV8Yy3mUF2soz8zH6e1vkcp\ntVWe8+hcLncx8rZWFReFKFiDU85JCuiroiAjme/ullnoMzLfHcfMk7yW5loA+wRk1Gslo0qH/C6u\nBBCIMEKvOxvUuRF44XM6LuS73XURPiLJUoVhOAeAdckSADZt2jTsJz/5ycQzzjhjznPPPfdbIhoB\nYCaAU5l5aT3WWsvoS5hewoSX7HK53JHZbHZuZ+CerqLUdmrhNXoL+slmsyfkcrnzfTcUImq01h6R\nzWZ3q0ixBQAaBQmbEuRlXaSsZFZ4YTEbgQATXgXwKuftnia4eaAkz17zIAVYs4CI0vXykAQAaT9f\n4v8uPBUeh9KcEIbhNACtlLco21mp+SYzx8QAOyeVZdVBRjLf/ROAP0lLc4wxZjKAsQA+tNYeCSAr\nn92aVStyoJwLgIMgWFbu76KL1q3zvww9cNRW/yAuB8q5H5FkqYIgWO7Wt379+qHXXnvtFaeddtrn\nf/WrX/1WfnYHgBvqsc56RF/CzIN+2mkl2Wz2xFwud75PyehNVLDCbOzuB2Smeq4xZpIgYd+FIGGJ\nKK21vsdae1QYhlch8rtLAFirtf51ncEkk2VWWNIQn/a3exopSWUeInK9E0vosAm5EJrCVRRx+uoC\nrAHyQu5deSc6lKaIafvG0ZcJlcNVnptLTficFwN4NwiC35Y7byslZO0awGFKqRuJyMpzzjTG9CdP\nbajSla8fzBzIISrrV1OVCtqfC3mIYAvON8a41u06AFlr7aXCQ95SyTX0NiRZXgEg8A8OmzZtOvia\na66ZM3Xq1L+95ZZb7qnH2j4K0TfDTKVOQCTDRC0tLd/QWr9gjGlOJBJLJRH1Otw1mpqavl3qZpzJ\nZKYw88HJZPLBLu4RpNPpy5m5fzKZvEMp1YoICTtONGHXQ5CwYRgeaa2dD2A7gIMQaea6pLK5FhWF\n/AFexMwjRd6t4ubGMj8aaq2dIHPPQVTge2nztlj1lNtzfNOTRL2naBkxR+WQeeAhFFE51sjcs1cC\nBx4id3MQBI/U8eBwnLX2AvlcdKANWGsHempDIxFZsbmDQsXmzVJlL6IyJPfKCdeittaeiOg5dyml\nVvamdVvpkFm2P78NAWDbtm2DFy5cOO/kk0/++9tvv/22mi3oIxh9FaZUmBwpWLC19jBR7ika+CAb\nj2vLlkTiJqLQWtvp+2KtbUqn0wuJ6L3GxkYnMtAVEvY4oUrc5RB2stlOMMacKby5Dd5mW/ETPDPH\nRY9VxWKxX1E3Kj/lBHXkQT4j86Nmk/e93AVgGBH9vidBgmqFbEYzmHlUOTZlBVQON99tlvnuLm++\n22kyFn7j1UqpV+uFyAU6WGPd0hk6WSn1gVLqZQAvc0crtnMAfEB5+66S1YY40qddTER7RQKx5gcH\npdQ+Zn4fwBCl1K1EpL3WrfGes9OuSaXCQwb3Ew5wCAA7duw4aOHChfNOOumkrx3oyRLoqzCRSqXG\nGWP+JpPJLGTmQclk8sfi5FFS7Nu3758aGxt/UkrCBYBsNnucMWZsY2Njh7ZHGIZDBQn7aiKReFI2\nuv6dIWFN3mx5SVdUCTnZNjPzBGY+goi2SvJcWwlAkFQxi4hoV71afkD73PRiRMTn4QDedXPPavDm\nOgsBk1zGzAMETFJxkJFPceBIQD3jdRN2EBELOvkqpdRz9To4AEAYhlOttVMkWRYFaBKC/eHec8ap\no9pQr1rUXkt6VxAED9SryvYEMzpwgD3U7XhB3Tp0sRNMqCSSmcIwvISZB8ssOwcAb7311sB58+Yt\nOP744/916dKl/1+l7veXHAd8wty9e/elxpglQRA8HYbhaclk8iatdUnoSwDYt2/fV5LJ5P9qrUtq\nG7W1tR0dhuExjY2Ny73vjWlra7syFos93NDQ4JClBwup2UfC6jAML2XmIbIx9yrxMXODQ6Iy81gA\nu5VSq2WzLRqh6RSEhFf4VB2rmMnW2rO01ku11juFHzjKRiLxzcgbDbcnlUqvQaqYeUQUBkFwVy1A\nRjL3PMxLKk0A3kSkWPNwLBarl+OIO8wdK8my7NaqtXaIR+VwLep1QkHq9PPPzEnRp90eBMFD9fp8\neslymdZ6W3c/66GLmzkSSd/PgaSUEKrZLGYeKsmyDQB27949YO7cuQsnTZr03WXLlv13T9c5UOKA\nT5jvvvvu8UT01Xg8vqmlpeWLDQ0Ny0VOrqTYt2/flxKJxJKuxA16ira2tnFhGJ7S2Ni4BMhbhzU0\nNNzpHEyYeYS1dqgxZiPymrBJQTy2BkFwL5Wo6ylJZbS1diKXYNslSXxeLRWECsPjmx4jwJr9kr4k\nlUNt3mElWQkwTcE9GmU+5lw26lllzwLwPiLrri1eK74m9CLOCyMcJejkit+X836tzcx8FIB3PLUh\nZ2vVmMvlriGijUEQPFrHZOkMwXtMloUh3YRRNu+aY6ijYEKvsAnynsxk5kPlPWkDgD179vSbM2fO\nogkTJvz78uXLf1TC431s44BPmKlUaiiALwJAS0vLX8fj8ftjsVjJavstLS2fa2houC8IgpK0D3O5\n3Oi2trYzGxsbb8lkMhcIAOn2IAj2Iq8J289auw55TdjB0v5cGwTBYxWkHfi2XRMRIVFdO3M/JZMw\nDCdZa2fWQ5nEW7PySPhLersxe2CaCQCGS/vLJZWiW6jW2oECrFlT6HpSyzDGNBtj2pGXnSSV3bLR\nVq1FLS0/tzFXVBihm3s6tSFXZVsi2szMYwC8HovF6vmeuGRZliE40N66He5V2UMoL/TRZetWkuWF\nzHy4JMssAOzdu7dxzpw5i5ubm3+8fPnyfy9nbR/H6EuYqdRBAP4vAGhpaflkPB5/0nEaS4mWlpZP\nx+Px38VisTdLeX0ulxuZzWZnKKVSzJxMJpPLZB7aKRJWXAzmK6WeDIJgRanr7ik4r9jikKgD5VS7\nhog2Wmun2EhibomK3BBqHhyZPs8FQEEQ3FkqkImZm4wx47321w4PTNOjH6Q3K3whCIIXS1lDJcKh\nUF1LuvDfvW6CSyptXpVdER6kHGBmM/NAOcDU3H1FWsGjrbVzEGmixqgb78tqhjFmrDHm8koky87C\n++yOl8+uOxD55tEQlatRIlaRAYAPP/wweeWVVy4ePXr0L+6+++7vVnptH4foQ8kKSlaiEm4jZXEx\nBa07DMC7jY2Nd0l7pSsk7DHW2osq7WLQWVBHxZanBfY/wRhzKoC5iMjYTxBRzQ2GgQ7tz3fKBRkR\nUUsQBI5c78TTJ4RheDaA911FRkS7CqsUExn8LuhOyagWEYbhFGvt6cJ77ZQeRURGa71Ba71B+IGH\niqCC40G6Nt/GUlr8MlN3VmW3l3KNSgQzD7TWzlJKPR8EwXM27ybjvC9roqrkJculWuuSDtQ9RcFn\n17Vuxwsn2xDROmZuAnCwnyxTqVRi7ty5i4488shf9iXLrqOvwkylYoh82NDa2jovCILX4/F4yTqW\nra2ti4IgWBGPx9cV+9owDIdnMpnFAHRTU9P/6yFhxxpjdhcgYZ1/5JJShQDKDano5jBzXCn1BjOP\n9Sqy1ZXmzHUV1tpB0v58IwiC31er1cZ502g39wTlFXi2iWrN5cUY/FZhjQ5Yc5wAa0o6wFhrD/L4\nniNk7ukoDj2iyDlSzpmPSIfUHfxqHkKjuVYp9YfOqn3Oq0eNlyq71TsoVMw1R6QqL6tmsuwuXOs2\nDMMLAYwAYF944YWdf/7zn/dOnz59xVe+8pWZhx122O2//OUv/6WCziMfuzjgK8z+/fvnUqkUAyAA\nbZWoMEu5Rltb27i2trbLgiB4KgzD02TT7woJO4uZh9fTP5Ij4+lFRPROLBZbLhviCq8imyicufek\nnbmaqkDEttYeGobhQqXU09VsSQP7mUY/7GZHxpjpxpghiGa8TyqlyrYIKyXY43qKRm7JwBql1PtK\nqT8A+AMzJ8S6a4JYd71bCKYpWEdcPhsf1kMMwIXM9p1NWKefDeqoHnW/QxeLa04/L3luKrWdXO9k\nCUQdImPMBABNsVjsRwAolUp94tlnnz3xP//zP08mop0rVqz44OCDDz4awCo+0CupLuKArzABIJVK\n/QuAeDqdvpiIdvdWO7azaG1tvVxrvamhoaHXCNFMJjMlDMMzGhoaliul3kun059rampaaq0dZozZ\ngDwSNiFIWCfhVZcWl438Cp3x9JNdJUGpyI70KrKcBxoqm8bhgSd+q7VeU861yokwDE+11p5GRH9m\n5hEADveQqF3SGyoZMiu8RChFS6o1l/PANI6aE/pzTwDxXC53FRG9XU9+o1CbrlFKPSEtylKucZCn\nNnQ4EW3zquxedU6MMeONMbO11ku01jtKWUclIgzDM6y1x8VisZvc5zGTycTmz5+/qH///g8+8sgj\nvxUk9SUAXmfmi+u11o9y9CVMAKlU6h8ANKXT6elEtC+RSDxf6rXS6fQspdTbDQ0NPVY7HGnCzrDW\nHpVIJJZord+z1iZaW1u/Go/HHwXwKoAs0N52XEREG+opZ+aBjB4vZiNiZsjp3adxuOS5pdiWnQBa\npgvhuyhYfqVCwBPnMfNEkbr7QL6f8HitDonqnrVoObxerCOQWWEg1X5NDlLc0dJqAoCBiDo1W4Mg\nuEcpVXOADwBYa4eJmtGjlZojc8RVHitAsLHIz7LXdUW3kmR5qVSW9UyWp1trTwyC4CbXkWprawsW\nLFiwsKmp6ZFbb731C64NS9GDHMzMFfeG/ThEX8IEkEql/g7AoHQ6fQ4R2UQi8VSp1+qtn6W1Ni4+\nm0EymVyulMoA0NbacZlMZrK1dgQiHtkaAO9Za2dK27EuDvQAYIw52hhzcSVARkI4d4jbgynSfl2j\nRPu1q9fJjO50a+0pokFalz/sAvrK7dSFjquHRHUVWZoq6Dwi7c8FHv+2XrPCAWEYfpKI3mVmjagi\n2+pVZBXXEO5iHYcIQvmhIAjeqMY9vFm2QxcHXut2CxGFQue5RCrLkmlq5YZ0P6b4puBhGOpFixYt\njMViT95+++2fqcXMkog0gBUA3mTmS6p9v2pFX8IEkEqlvgBgWCaTOZ2ZG5PJ5KOlXiudTp9LRGEi\nkXi6q58xxgzIZDKLiGhnMpl0hPYOSFj5oxxtjJkKYAyiE+2fu0JnVjMkSU211k4VkFFJHNOuQlCL\nLnmOlI12dWE705vRjRZBgppswoUhFd0cr6LrVSXFnvOIVNkNlFcaKrrK5kiswsm73V/H9ucgaX++\nHATB87I2vyIbB2Cvo+YQ0e5qfH49A+oHtNarK36DTkKq7IM9HuRwAO8AGKqUWh4EQV34yEA7Unqq\nJMsP5Xvq6quvXgDghaVLl36yVgAfIvoKgJMB9GfmS2txz2pEX8IEkEqlPgNgRE9OIb2JTCZzJjPH\nksnk4539exiGh2YymQVBELzU0NDwXA9I2NOttVO01ncAiIn6zkREJOzVgkStiqSbCy9JjZGKrqq0\nEQ9gMlHambvkkLDOWnsuMzeJk0K9TJ8TuVxuoQdoKbmi86rsZkTi8L4YfrdC9TayKruaiNaJWEWp\nyygrZFZ4tVLqma6ANd4s2x0U2EcXVwIUJKOCBVrrX2uti0aoVypkVDATwE4AhyHPg1xbDdBbN+uY\nbK2dJm3Y9wHAWquuvfbaeW1tba8sW7bsqiFDhtQEjEVEhwO4CcD3AHylr8L8C49UKnUtgNHZbPZE\nY8wRjY2Nvy71WplMZiozD0gmkw8X/ltbW1tzW1vbpfF4/P54PO5OwJ0hYVUYhhcz82FBECz1AQZy\noj3UGOPUd9wscLVUKRX7IxDayBXMnIjFYstqnaQ4Lyg+iZmPRQQaeklrvYp6aRhdybB5W6ytlfbT\n5Ihw7sTwjwTwpieW0AFg4lV0K4IgeK5Sayg2pP25WCn1WG9lELmjMk0zOrFiK3YdxpgjjTHzasFH\n7mEdE4wxs+Rg+RbntYtd69a5j1TsoNBZiN/qWZIs3wOiZPmpT31qTiqVWnXXXXfNq1WyBAAiuhPA\nvwEYAODv/5IT5gFPK5FwIIk2lGkATUT70UqYGdls9tQwDE9vaGhYEovFXBV5mCBh1yOPhG0QsW4j\nllhtBdcHEb2lIuPhJ6RKmWiMOVfMaNdL8iyJbO6tuVEqqb2xWKwuPDoiColoFzOfD+BlrfUqERCY\nL//uy/RV9eQnFIWrlFJ/0lo/U+lkTRHh/BUArzBz3BNLcNSctUqpNdJ5uEop9VQQBH+s6CKKCCfQ\nUGz7Uz6/u0QN6mlr7QAZRZwoVmzb5T3tFRLVEzC/S2u9uZxnKieMMRONMRe7ZAm0C0Ns1FpvZOYH\nHUBKaEiDiGg95dWGKmJ9F4bhCZIsb/aSJX32s5+94oMPPlh3zz331DpZzgKwm5n/RERn1+q+1Yq+\nChNAKpWaA+CYtra28WEYTnbC56VENps93hgzprGx8V4gqhYzmcxF1tojE4nE7VrrDxD93kd5mrAO\nCTtQ6BqbgyB4uNgTqGw+E6y1EwEcSpGm5Opi9VAlOSymKgsB9GIdQ6WCeUlr/bxbh1eluLnnAG8W\nuIkq7AgiXM9FKpIfrGmSKmhnTkLkPLJea/18LQ4KnYUxZpQxZq7W+j6t9fpKXVcOCmPlWcehZ1Ul\np5xTtIB5JcNLlrf1dr5vI89WJ794JCKxD1d9luSWJO3g8yVZ7pH70Be/+MXLd+7cuf0f/uEfLp09\ne3ZND75E9G8ArkYk5ZlAVGXezczX1HIdlYq+hAkglUrNBnCiEz5vamq6udRrZbPZScaYSY2Njcut\ntQ3pdHouACSTyTuVUlkAATOPNcbARpqwBgCMMYeJpNpzQRD8odxn4shceLzMAkchOrk79Z0uxQ6k\ncpgv/LVXyl1HqeG5nvQoMSd8OZc8Dyn1oNDFOlxyuL9WQJIu1jHGGHOlUupJAE3Szhwg6Ex3UKg6\nncQj4d+ptd5SrfvIQeEIb+5J3qFoq7V2nKBQ76iXGADQjhyfWUyyLAzOi32M58h9pMVD3fYKoyCO\nNNMLpBDp7/7u72Zv2rRp93e+852Z5513XtWt5boLIjoLfS3Zj0XkvP+W3ZIFEBhjBmYymUVKqW2J\nROIhqRYT8ofeQRNWZh+XaK1/o7VeW9aT5NfRGgTBnwH82Tu5TwzD8HxEdBUHGmo/zcpJeVY9pd0K\n1tEr1xNRpXkRwItyUGhm5mNyudwsRLNAd1AoClXrraOqyaGX67i4oJJ6Ug4KzcaYU40xl1NHsYRO\naS4VWkfVFWsoUlXaIg4rD3Mk/N9sjDnPGDMUgFJKPVUvWhHQIVneqsowHKBIbWiN1nqNj6Q2xlxq\njGmkjmpD+x2KxCVouqyjPVl+9atfvWTDhg3vfe9736t7svTiL7pC66swAaRSqfMBTAvDcFg2m53T\n1NT0s1KvlcvlRmez2fMBDAiC4LmGhoYXPSTsUcaYdwqQsI6usdTNPqoZAkQY4wkIfCizsYCZj6/V\nOrqKMAxPsdaeUYl1eLPAidLi2yMVymrVg5VVGIYnW2vPlplURWk0xUQYhidaa8/taR2ct+2awJGF\n1duunakqICgehuHx0u6r9+/jWGvtDCJaAeAwDyDl2pk1Ef+XJHWhVJZVc+ex1g6yebWhEYXcVq8d\n3CFpf+1rX7v41VdfTV9//fXnnX766XVRBPs4Rl/CBJBKpc4CcI4xZlA6nb6mX79+Py71Wul0epox\n5px4PL48Ho+7avFggb1vR0ck7EXMfIRwG2vu8iGn2SOMMRcickj5kIjeUBWSrityLQjD8FxmntSV\n6XOZ11eCWHQHhawHGmoXEJBDzJnW2hNkHRVX5ulthGE41UaWabf2lOD9EHTxGA+d2VIgllDsOibL\nIcavYGoeAmg5V9bxDtB+KHIHwHGIDoCOxtGj4XmJ66hJsiwMj3Ll1IZaAfRTSv1Ga/2Ge9avf/3r\nM//whz+E3/jGN86ZPXt2RcBEfRFFX8IEkEqlTgMw3RjTL51Of65fv37/Uew1BAl7ehiGUwFk+/Xr\n91P5vkPCbkRHJOwcABSLxe6sFEKuhDUHQhtpDILgDgCDjDGO69ng0VW2VgsCL+twOqhDRQe14u3E\ngvuR7SjT10BEa4hojcxBj5DNsF7C9u7w4CT3SnZ84Y4m4BMQqdK0zwJ7Qj+HYXiajVSVbqn0IaaY\nkIr/TFlHp4cHORS5Z3UKPK7yLFoYoot1HGOtnSHvS11cgmQd4621lwNYD+Dwq666qv/gwYP3JhKJ\nltdee23Pt771rWl9ybLy0ZcwAaRSqckAZllr462trV/t16/f94t5PTOrdDo9i5kPi8ViD7a1tc3u\n16/ffzHzaGNMUwESdoAgULcHQfBgNRNRD2tuFEm1Dzoj4FtrD/YQt4NkjuLoKhWbh3Ak7TaXiFhM\nn2vePrLWHiwHhamIkudqpdQbwgus6XpEKOIiZj48FovdVsnDA+dVaRxAaognltCB2iBJ+2xmPkaS\nVNVt2roKUaw5TdbRq4q/4FmbEckvbhQaR0lgsI9KsvRMB5ZorXcwM5555pnxy5Ytu/Dxxx9Pvvvu\nu1kAjwH4DYAHmLnX3Ym+6D76QD9R5IB2wE6MmdHbVo61NpFOp+cRUZhMJm9k5oRco1mQsKsgSFib\nt6J6QWv9Qh3pGs4/cpXQRvY7NSml3lVKPQvgWUdX8cAlDoW6rpzqmPMWYU7arS6HByL6kJlHEdFW\nrfUjNlJdmmyMuUyANKurBaTxQyrty5h5QCwWu7nSnQfhQPrvq6M2nJDL5S4FsM21M40xpzHzaOEC\nV91tpauQtvQUX7GmN1H4rCIMMd4DgxVF4/BQqPVOlmMkWd7hBN2JCC+++OLIVatWbfvBD35w+qc/\n/ekmADMBXIbooL6sXuv9uEVfhQkglUpNBDAfAPbt2/d/mpqaftCbKsoYM0iQsBsTicTDRMTW2oNa\nW1v/Rmv9glLqOXeSFTHmS+ttRSV6mwuE+F60f6SHQp0gdJVtSqk1Wus1xWyskrSvJqLXgiB4ol6H\nB6m0F3eWtDnvOjLRA9K4uWdJXLlu1hGEYTgXAKTSrimqkZkbnFgCMx+NSJXmBZmN7ed5WYsQS6oT\nhCpRsQqX86bRE4TGkfJat/vNeIXfeIFUuPVE5TqKUwfe6fXXX3/2r3/96yFf+MIXTvv85z9fF33l\nAyX6EiaAVCo1FsBVALBv375/amxs/IlSKt3da3K53OHZbHZ+EATPJBKJl+Tb/a21R2Wz2X7W2pFS\ntWwDkGHmUQLHr5tzgZe0K6K3ycxxL6GMRaT7urqnhCKc04WqDkIAfohQxNVepd3lz3pAGjcf+9Al\nz85I9cWEzLR9fdp6telVGIazmXmgUup5Zh7Lec9Ld1B4s9pgMAFenW2tnSTJsmqzZG/G6/iecS95\nbjbGTBJ08K11TpZO/q8DxeknP/nJmXfdddchn/vc56Z+6UtfqipwkIgSAJ5B1JlsQtTu/XI17/lR\ni76ECSCVSh0J4DoA2Ldv35eTyeSNosjTaWSz2Um5XG5mPB6/Lx6PO6WToUL63wbAqWwkwjC8EsBI\nRD6BOz3+Y01PgjIHOqNaSZvzuq8TvYSyWim12q9QPHWWinFOSwlREbpKKfV8sUIRnLd3cnq+1kso\n24tJKFLhXkVEbwZB8FA9lHtkHbrAgSUn3/e1iycAaCoQS6hoJcx5j9HxsVjsllq3g20kNel0bg8F\nQEqpJ7XWrxBRt4foaoUnLN9B/u9nP/vZtKVLlx7+mc98ZuqXv/zlmgCyiCjJzGkiCgA8C+CfmfmJ\nWtz7oxB9CRNAKpU6FMBnAWDfvn1/k0gk7giCYD/4vCBhzwzD8OREIrEkCIJd8v0R1tqhBUjYuGxA\nOhaLLQdgPE5gM4B3veRZtQ+7gEjOZ+ZmQX5WtJXYxT1dQnGI25CIVgMImXmytJS2V3sdXYXJm2A/\nHATBa+Vci/Mmyg5I089DoW7uLqEIAOwaiiQI69mWjuVyuflE1BYEwd3doUmFF+gMo52q0lqZ8ZaV\nUCRZzmDmUZIs65KggDzvlIj+AGAEM48G8JY396xJgpJD+MJCYfkbbrhh6s033zzmuuuuO+0f//Ef\na175ElEjgKcAXMvMq2p9/3pFX8IEkEqlDgbwNwDQ0tLy2YaGht8EQdCBNM/MOp1OX8LMwxKJxFKt\ndQrR768zJGz/MAwXEdFbnYFZOO9iMFFO7anOqrFyQ+ZilzFzf7HEqvkGxMyw1h5mjLkAwBGIDJRX\n1YKu0ll40m5VUTOShOKS53BBZjqZvqz3c0PEFusPQRB0azZezfDawR8EQfDrYt4PmWc7sQSXUBzf\ns6iDmYcOPkzQwXWxbwM68D1vcbxT3p/b2koVNALvLGR0sbhQs/dXv/rVJ2644Ybx11133Wlf+9rX\nasYDBQAiUgBeAXAUgJ8z8z/W8v71jr6ECSCVSg0E8GUAaGlpuS4ejz8ei8Xah+rW2mQ6nZ5PRJlk\nMnm3tKs61YS1keXRQhUJhj/XU/KTGcoRXjWWI6JVWuvV5RCvOTIXXkBEKZmL1UUay9sIjwiC4HZE\nRtkTha5ykFRjq6vR3isMAW9Ml7b0jmreC2i37HJ6vkdCnDiIaK/AU225AAAgAElEQVQx5nKl1O+D\nIPhTtdfRzfqS0g7eKRSnkjeDLoA0DgzWrRWbfEZmccTDvb3S6OBiwkuW7QLmhcEdjcCbEVnsretN\nV6G3IYj6xTK6aMcb3HrrrZN/9rOfHb148eJp//qv/1o3PAQRDQTwMICvMfOT9VpHraMvYQJIpVJJ\nAP8EAC0tLVfFYrEX4/H4BgAIw3BwJpNZrLVem0gkHpVNxWnC7mPmLchrwrrq5QGtddFtCqnGRnjJ\nUwsncFUxYAtBoC4morViLlyvuZgTRkhKhdthI7TWDvS4nod0VY1VIjzVnNvqoVbDoudrjDkZwBhE\nMn1/kk225jw5ofRcQ0QbgiB4tJLtYEkobsY7AYCijmIJPhKZBGh0kIhWFO2HWakQGcJzukuWnYW1\ndrA39zyEiDZT3gi8aCqStXZ4GIZXi+B/O6J+6dKlJ//4xz8+dvHixdO++c1v1k1w3gURfR1Ajpl/\nUO+11Cr6EiaAVCoVAPg/ANDa2jo/CIKV8Xh8dS6XOyKbzc6LxWJPNDQ0ODSn04TdzcztJzzRQD1T\n5nNlf5hlNjbMWnu0JJRG6oVRtIdAfToIgpfLXUepwcwJafWlgiC4t7u5mPy8o6tMZOYjiWibJM+1\n5QA/ZC7mZrhlqeaUGw7wpJS6VyhILqGkqaNMX1XX4WanSqnXtNZPVfN+8jke6rWpBxHRBqm0Nxlj\nLmbmRjlQ1U3zVJLl2d0pCfUmONL0dbZdYxAhx91hoUfRBWvtMEmWD/mH7jvvvPOE//iP/zhp0aJF\nZ3z729/eWur6ygkiGgKgjZlTRJREVGH+P8z8QD3WU4/oS5gSqVTqGwBUa2vrFW62lcvlZsTj8Xvi\n8fhGAE455AhjzFYIElZOyNOZeaxowlYFDCDovQnW2qMRbTqulbnRJSNjzHhjzOyPAAJ1gAgjbAyC\n4JFiK1xmbvBmY2OR5z+uVkVo7nJHyb3b6wwimWStvajQjspr7znEbeAlz4rPeKX7cI1S6qV6zE5F\nLKFZDoGjAGSUUk/Ke1sXKcIwDE+yedPlimkHy9zT6Rc3A8h4lfZ+Ws2C3L5GwGivu+/fd999x33/\n+98/Ze7cuWd9//vf79G9p1pBRMcCuAUR4j8BYAkzf7te66lH9CVMiVQq9c8AGlpbW2cBGGCtHZpI\nJJYGQbAb6ICE3QBgn3wvFobhlczcEIvFltUKqOC1Mo9GBCxZDyDLzM2+Akg9Qk7Ii5VSL1ZiQ/bA\nFhNlNvaB43p2B5CSdrCjSSyrc/VysmzIt3WnEtNFNeZmYxvLfQbZkK8W0Yq68V+FwjKPmUkp9ZpU\nY0chQo47IE1N2uaeRm1Fk2VhyMHoUC95OnrOWqXUJmYeEIbhtUqpx3z/1/vvv3/St7/97alz5849\n9wc/+EHZ3Om+KC/6EqZEKpX6e2Y+qKWl5bMAYo2NjTcopVoQ/Y7GGGMaC5Cw/QQJ6xRiaupk7kLW\ncRkiBCpTR9m6miINHblaKfW7cukanQXnTYUdujgnM97VfivTawc75Gdd3hsACMNwmrX25FLEy61I\nEkryHCGzMffeFlUtCxhtsVLq0Z4MuasZzBwIGC0rFBYr39cF1VibV2lXxTlHkuUZxWjUVio8ek4z\ngMMQzXlfU0o9rrVuAYCHHnpo4je+8Y1ps2fPvuD6668/YKgbH+XoS5gS77///j9nMpnPM3NSa/1G\nMpl8EhESdpwxhguQsMPCMFyklPqj1vqZOvLntNBGBsZisaVA1JaVOeBoRKjMVeXOAXsTYqZ7cSG5\nulrh6CoeQCpGkePIVmvtWUS0OQiCh+sIeHKz0/EyOy1LqILzfpfuvXUUjjU9tamFy7dAwGiry1lH\nOcER33MhEe3rTtGooBqbgCqgUMWybJpUlnVzYZEW+XXSJUr89Kc/Hf/ggw/aE0444Z1HH300Pnfu\n3POuv/76ih8++6K06EuYAN56660YgK1CDM4CaEgmk891gYQ9yhhzhVLqIX/OUOuQKmoBEbUIqCYs\n+PdC2bq3BW27ptLAF1ERmiYz3JqbC7tWpjHmRGaegkh5541a0VU6WY+jSQyvxuy0gMLRDOB9lZfp\n2+0f4Iwxo40xc6rFOy1izXHR7N0bBMFvijnIeChUn9u6ttQuykcoWR4UhuEnlVLPOl3nDz/8MH7z\nzTfPvOeeeya+8cYb71tr30fkOnIvMz9fr7X2RRR9CVPivffe+6cgCJKZTOYTzHxIQ0PDNmPMrgIk\n7MnW2nO01st98eNah/yhLSai9UIJ6PZN9OaAR8sccK8kk1XlbBiclzGbWCsVoa5CeGuLlFJPKKU2\nea3MQyhvYVVxukphSNV/uYf8rCpNwmtTu2rMuFYmMyestZfJ57UuyEpZY4PwPXcFQfBAmXzPJg+F\nOhqR64ibe/YICBM0++kfgWQ5UJLlC0EQOC1qPPPMM2O/8pWvnHfxxRdf+l//9V8rAJwEYDaA4cz8\n2Xqtty+i6EuYEqlU6hoAY7LZ7LQwDCcLcm8lEVnuKC+3pNbzDj9s3iLsuWI1UIH2DXaUJM8JAPZ5\nKkMdqpOeriP8ucGxWGxpKXyzSoVXRe3nBCMbrKOrHEFEWz26SkXXLC3HeUQUynyu1pWtr/t6PIAB\nANZqrf8orcyaz3I5L47gtHIree2YzTusOEBYl4L4XrIsyiqs0iEo8k8KUvlF9/0XXnhh9N/+7d/O\nmDFjxuU///nPq4pgJqKRAG4HMAhAHMAvmfnfq3nPj0P0JUyJVCq1kJnPNcYc0tbW1t9aexQig931\nzDwIgBW0Zd2oCZ4wQkUswjhPMJ/IkaVTpyCaTl4Xl8RggiC4q54IVG922mMV5dFVJgoq822Vd1cp\ny+lBWuSLvJZjXRxHgHa1mvO01r9xqFsAw6TSXl1oFl2t4EhY/moi2lRpcYRO7uUL4k8AAI/Csc0Y\nM9laO1Uqy3omy/6SLP8YBEF7i/Wll1468otf/OLMGTNmXPnzn//82Wqvg4iGAxjKzK8TUT9Ecndz\nmfnVat/7Lzn6EqbEvffe+8szzjhjEBGthSBhW1paDovFYvMQ2dloIlovbcwNta4epB18dqWEEQqj\nAERzNPIqQ6uV58DBkULMYop0ch+oc2KYLJSAomenBXQVNwd0z1sUpUF+J1cT0ZZ6Ao2A9ipqWiEB\n31rbz0Zm0a7S3kZ56bqKA8Lkd3ItEa3pyTqtCvd2oh+uLX8wAFZKPaK1XlmvA54g2q9VSr0aBEF7\nUnzllVdGfvazn511wQUXLPif//mfujh/ENFdiKrMh+px/7+U6EuYAIgodtJJJz3+/vvvTzj++OPf\nnj179roBAwaEX/3qV+fecsstf5gwYcIjzNzP5jVQD/NO6+urOaeSOeG5zDwpCILba9EO9jYc97xN\ngkB901p7llLq1WorxPS0PmPMWdba4wWBWtYsSqqTIz3xgCzlVZW6Vd6RWdQ1SqmV9fydAEAYhqd7\nFJYuqyiptMdyXhjiHQ9xW/bnS6qoa5VSK4MgeLrc65UTYRh+wlo7lYhe4UjP93Ai2iKHhXXVRo+7\ncAcIpdQbQRA85b6/cuXKEZ/+9KcvPffcc6+64YYbHq3FWgqDiEYhch45hpn7DKi7ib6E6cUdd9zR\n/957753/yiuvfGnnzp3Hzpw5870LL7zw6VmzZr0RBEF7RcmRjJsTDjhc+HGr5A+wYq0uAZDMZuZB\n9ZwTWmsHG2M+wcyTEYFKVkmlXS8E6kXMPFIOEBVVh5E2tU9XCbxKe5tfPVprDxYhgKI9NSu8ZoRh\neA4zHy3JstebnvAfR3utzBav8ixa/F8OENdKy/G5Yp+lkhGG4anW2inShv0AiFrnnorUUQB2V/Kw\n0FlIa/paIloTi8XaK8hVq1Ydet1111121llnffKXv/xlXSo7acc+AeB7zHxfPdbwlxR9CbMgiOhT\nAL43ePDgq6ZPnz5i8+bNV7/zzjvHNjc377n00ks3zJ49+7V4PN7e0pE/wGZmPpqZRwmoxHEfS553\nykxsPhFlgiC4p85zQmf6/GsieturPA+hSBfUtamrjQh1CNSmzsTcq3A/p7zjnneAzMVWM3PaWjv/\nIyAE4HtI3lrOoUoOC4d7yVN74gHbemq/C3r7WhVZlr3Y3c9WOzpLloVRcFhw0nW+pm/Zm6OAnpzI\n/ePuALJ27drh11xzzRXTpk37zE033fSbcu9TShBRDMD9AH7HzNfXYw1/adGXML0goqMQfYBmM3O7\nDNXvfve7xG233Xb5pk2brnn77bdPGjt27N5Zs2ZtvOKKK15LJpPtm7a0usZL8hwN4E0RDlhTzEYm\np/TFApao90zsBGvt+YUaqEA7AtW5jYykvBLN2lL4cd2FAI18k+Oa25VZaw+SudiJAIYB2KYiG7eq\ntuW7Co/vOUz4nhX7nRccFiYgsmJb53FbOxzgrLWDJVk+W0/Rf6DdmeYUQcP2inPsdRbcYSFBeb/L\nkhDGcui9hiIRjXbQ0/r164deffXVc04//fQv3HTTTXcXe91KBEWLuRnAHmb+cj3W8JcYfQmzIIgo\nYOYuN+OXX345/t///d+XbNiw4dqdO3dOGTVq1AezZs3aOGfOnJVNTU3tGxaLnZPQN8YiUmZxxsld\nthFFwmyRtPnqdkqXOeGZ1toThWPZrYODVNr+YWG7Ump1JUAl0tJaTERviwxh3T60TuBeKfVbAE2S\nTI7w5mIVp6t0FkLrcebgS6udsG2kX+xE0w+lvIXVOmZukjnuk0EQvFLNdfQUYRieJnPcm8sR6LCR\n2YETS3AI4zWCMO7xYMIR9/QaItoeBMHvXLLcvHnzkEWLFs079dRT//aWW25ZVur6yg0imgbgaQAr\nIaIsAP6ZmX9XrzX9JURfwiwjnnvuudiNN9540bp1667buXPnqYcffnjLzJkzN86bN+/VAQMGtG+a\ngsgca/MC4ru95Nn+R+21Pkvy06xUSOUyk5kPL2VO6B0WJjLzOOTpG6uL3cSkzXcVEb0RBMETdQbV\nOAPqJVrrdkELr7MwkSNLp7c8ukrF7cSkNT0XgAqCYHkd5sjOwsrNARWAN4IgeLwaz9vbqFSyLAzO\nc3knCHDoTU8sYb/7cF6o4S0x5gYAbNu2bfCCBQvmTZ48+e9vv/322yq1vr6oXfQlzArFnj17gq99\n7Wvnr1279rqdO3eeMXz48PRFF120acGCBa8OGjSoPeHI3MSp7jQjUt1ZxczEzFOFNrK9Xs/BkcuH\n78BS1pywE/rGXi95dguysHnnk+d8NZR6hMj/nS7V9jtd/Zw871He4eg973nLNormSBxhPkXi5feU\n0iqsVEg3ZDERrQTQ5D2vEw/o0k2m0iEI4ZOkDVs1pKccBp1YwjgUyBICiEuy3C3dEADAjh07Dpo3\nb96Ck0466V+WLFlyY7XW1xfVjb6EWYXYs2eP/vrXv37WqlWr/mrHjh1nDxkyJHfhhRdumj9//sph\nw4a1AxCYWRljRllrzwdwCCJ7o9ek+ix7cy02BKCwkIjer4bLB+dVhhwCtcVV2rS/BupIY8x8FTmf\n1FOz17WmHYWl16R3j67i3FWyMuNdXQoCVSqXRUT0Xr3FEcSofJEv6F5Az3FuMlV1HAHaHWFOkMqy\nZrQI3l+WkBFV27uCILhDKWUB4K233ho4b968Bccff/w3ly5d+j+1Wl9fVD76EmaVY8+ePepb3/rW\n6a+//vpfvfnmm+cPHDjQzJgxY8uCBQv+3L9//5Yvf/nLn/vUpz4VTpky5VaODKqPlmTSKslkVS1O\n6gI0uoqI1gVB8Fi154TcUWVoIiK6ymqptvtZa2drre8RQfy6BOfNwUdLZVkyhYX3N4p2CNT96Cpd\nvN5JzO0Qibl6znFHivvJr7XWnXo0cl6mzx0Wkl7y3FKpw1i9kmVhWGtjYRheC0ADwOOPPz5o2bJl\nLVOnTt1w2223HXHsscf+27Jly35ar/X1RWWiL2HWMPbs2aO++93vnrJy5cpPbd269cIwDA8ZMWIE\nf//7379l0qRJ7abPHrz/aM5L1q3SWq8iorcrnTy91ucL9QAaeZvr0cx8AoAmAG9orV/2VYZqvCYV\nhuElzDwkFostqQIC1QlDTEBEV3HJZFNhMhGFmKspEtt/rJ5zXOd5WuxhxkaOIw5RfbDQkVaXQ0cK\nw/AMqfzrmiw58vhcSHnnIF6zZs1hy5cvP+vRRx8du3bt2py19mEA9wG4n5m7bOn3xUc7+hJmHYIi\n4eMHBw4cuGrKlCl7t23bNiORSMTOO++8rQsXLlw5evTo3e5nOZKsG+FJ1sFVYtLmKmstxphRxpi5\nSqkHgyB4o7wnKy8EtDFFKfUggENlc+3nVWKba9GGFFDNlcwclzluVTmwNjITdslkqJ9MmDkpCNRX\ntdZP1zlZOpH7sjxPRabPIVCdIL5DGPcKUR2G4ZnW2uNkZllR8Ypigpm12OxlJFlaANi7d2/jnDlz\nFo8fP/4nd9111w0AZgK4DMDJAMYyc91mz31RevQlzBoHETUBeAPATwH8kJl5z5499MMf/vCYFStW\n/NX27dsv0VonzznnnC0LFix4vbm5+S33WqlMDpFK7GjkVWhWKaXeLLYSC8NwkrV2ptb6Tq31loo+\naBEh5PsLOG+23I489CqTowEM9riAG6uBDhW+5wIiStcDVOMlk4kARgJQFOmxPliOEEa54SG4l1XS\n2o7zgvhOpm+Xp7zTqeShJMtjpbKsa7IMw3A+gJxwgy0AfPjhh8krr7xy8ejRo39x9913f9d/DREp\nZq7ooY+IbgRwMYDdzHxsJa/dFx2jL2HWIYhoLDN3aua7Z88e+tGPftT80ksv/dWbb755GRE1nXnm\nmdvnz5//2jHHHOO3bR2x/GhJJo1e8tzaU/IUjc3TRLh8V4Ufsdchrc9LvdZnl0nBWjvAS57O57Ji\ner4yJ1xMkW9jXfme1tqhrg0LIFkLukpXYYxpNsZcqrVeWg3hfxcegtwp7+yjvEzf20SEMAzPstYe\n8xFIlioMw3kAOAiCO12yTKVSiTlz5iweOXLkr+69995v1GItRHQGgH3A/9/emYdHVZ5t/H7mnAmE\nJYBhixIggoRNRGRRdlkKhJAIJCEB2e0natX6qXxQL7CKSEurokgVLYYlIFKKUCpqkRalGlnKXsKe\nkEmCRAYVAsFkznm+P857kkOYQJaZOSF5f9fF1TBzMueZls497/s+z31jpRRM/yIFs4ozb968Nqmp\nqdMyMzNHa5rWqF+/fq5x48Yd7tq1qwvFA8fmoHVHsTJpYBHPDOs2Jhdne7YTjSyVirWqDMzs9Hg8\ncSieJyzz1qc5Gyfeb8vKugzphmG4eU7o1yiqMtQSJs6UP1dV9RDgNfvxghBOn4yrlIaIT4sqOXvq\nbyxNYWYHKsEQhXqqqi6rAmIZB0AR/241ALh8+XKt+Pj48WFhYWuWLVv2m9DQ0IB9uJJhoL5ZCqZ/\nkYJ5C7Fw4cJWX3755VSXyzW2oKCgce/evbPi4uKO9OrVKwPXimcj0VBibmMeE922ZzRNi2bmhsId\nxrYtPi7Oj/xBjLBUeJuKi12GTOOALPFl4VhZPlh1XW8kTNT3WmOX7MDSgVpq5mmJ8Zz2APIt4yo+\nawrzeDx367r+C2FeUa74NF8ituxHmqNIMM61rTZ9ATNuEGI5BkAtVVXXmmKZn58fFB8fP75JkyZ/\nTU5Ofi6QYglIwQwUUjBvUV577bU7tm/fPtnlciXk5+c379mzZ3ZcXNyRvn37nsa14hkixLMTgDsA\n5Dkcjs9FskrA/VhFTfXFCMtpVVX/4cutT7ESu8viMnTOYhxw3WpadAg/7HA4vlJVdY+v6qgIlqaa\nMnegWsZVzPEcB3nJMS0vHo/nHl3XB4tdiNyb/4Z/EGI5kJk7Op3OFUR0WTc8fc3dheZEdJqK47p8\n6mFcohaymP9/aP7/5+rVq87ExMSkBg0a/H3FihVPB1osASmYgUIKZjVg6dKlTbds2TLJ5XIlXrp0\nKbxHjx45Y8eOTevfv/9Jh8OhHz16tOnp06fHDRkyxOVwOLLFyjOMipNGTvi7E9RE1/VQIVB7FEX5\n2p9bn15chq5x3dE07Q5N05LsNkcAij1qFUVZpyjKmYq8hjjXbmbpuK0ndhfMDuMyNTB5PJ5uuq4P\nKBlCHWi4OLasvdPpXOmtg5aNqD3Tps8MPDCbhnw2aiLEMpaZQ8RZuwcACgoK1KSkpKQ6depsXbVq\n1WN2iCUgBTNQSMGsZrz77ruhn3/++USXy5X4448/RnTs2PHHffv23TVq1Kj0l19+eZUpUBygTE8r\nwh0myeFw/FNV1X3+uEdpWFxoOoptTA+Aug6HY6uiKLvtPLMU3cojfH1OaNmabw9jXOWEEJJSZx89\nHk8PYQG48mbWhf6Ei4PTI8XK8qaG9mJ3oa3lnNdtEc/zlaiFxEzubSIVphAAPB6PMn78+CSn0/nl\n6tWrH7FLLAEpmIFCCmY1Jjw8fNDZs2c/7tat248XLlyo3aVLl3OxsbHHo6Ki0hwOR9Fqgw0z7Uhx\nBtiajOSNIxVtoPGGpml3apo2VlGUvymKcswXr1lRPB5PB13XY4joJDOHo9hlKM0Xs63lrKWrZevT\nb93KYlzFXHmaX5DSxBekfFHLA3pxhmSZLQB9TUXE0strmOe8ZtNQgfjfuFxZl0IsRzJzEyGWBQDg\n8XgcEydOTGTmb9euXTvZZrH8EMAAAKEAcgHMZeZku+qpzkjBrKYQ0UgAywFMYeZPtmzZUm/FihWJ\nGRkZD58/f75Dp06dvo+JiTkxatSo/6qqWnSWyT7K9LRimfes8Hajr7AI1GqHw/FdCQu3jgCcFvG8\nqWVdJWvpaVnNBWzr00uTVDYRFTBzM1VVkwM5suKlNng8nsHMfJfYhq10VJo45w2zNEnVsmxVX9NF\n7qWWKGYOE+HcBQCg67pj8uTJCQUFBfs++uijCaGhobZ5+koCixTMagoRRQP4npl3lnxu27ZtwX/+\n858TMjIyJubm5t4dGRnpjomJORkbG3soKCio6CyTr8/0zLGcAZaprV9s8fUTAmXbvKeo5X5d1+8X\n5gheBUrXdTM0uQOA+maHsS/9T0UtfXUjXWOlnas5XdedmqbFiAYphrGNWaY0GV8jBGoIM7f1lVh6\nQ4xgmavtULFVbZphFFhqGc7MLYRY/ix+1zF9+vS4S5cupa1fvz5eimXNQgqmgIieBfAHAI2Z2baz\nm0Dz2Wef1U5JSRl9+vTpSd999123tm3bXoiOjj41ZsyYQ8HBwUVnmVyc6dlRfLh6zfS0XA9N0wYK\nR5aU0lxbAoGleaSTEMsyzZ5azgBN/9Pj4j1X2GXIst3YXtRipwequZpr53Q6VwK4WmIb84roPvXp\nuMoNahnCzG2EWAZk5EnX9foWm75wcRxxVNf1MAAtRC1XxbX06KOPjj1//vypjz/+eExoaKi0t6th\nSMFEkbfr+wAiAdxXkwTTyu7du4OWLFky6uTJk5NzcnJ6tm7d+qfo6OjTcXFxB+rWrVt0lsmlZHqK\nPz+yJYDa6XSmlNUf1B+IWoYzc8vK1CI+WE3xDCOiU+Kct8wuQ6KWYczcSqxa/LKCKmMtMJNYvNXC\nxQEA5jYmWc4AfWqIz8XWiHcGUiy91FFb07S7dF0fAOA2AFmHDh3KIKKTXbt2df3qV78anZ2dnf38\n889Hx8bGSrGsgUjBBEBEfwEwD8Am1GDBtPL11187k5OThx8/fnxqdnb2Ay1atLgcFRV1KiEh4UBI\nSEjRh6toroiwdJ9ehJEJWCAEyi8dt2VBDJnHCqOGNb6qxewwFmeALcWqxHQZ8vphb+m0NJtH/DYv\neDNELSOY+Q4hljesxTKuYn5hqEvFhviV2qouIdy2iaVJYWHhg2L1n8LMYX/605/6LF68uGXDhg21\nK1eunMnLy4vLy8vbz/KDs0ZS4wWTiGIBDGTmZ4goHVIwr8PtdquzZs0acuzYsak5OTn9mjVrlj9i\nxIjTiYmJBxo1alR0lnnhwoW6derUmeBwOGoDcCLAmZ5WmFn1eDzxAEh4ffplztRclYgmKdNlyFyJ\n5YlrHB6PZwwz13E6nWvLuiL1U73k8XiiLcJd7i8R+vVRXeYZ4Mly2huaYtlaCLetYil8ajuZBgni\nYXr22Wejjx8/HrRz584vdF1/CIAOIIWZX7SxXIkN1AjBJKKtAJp7eeoFAL8B8AtmvigEszsz2zas\nXdVxu93KnDlzBhw5cmRadnb2wNDQ0MLhw4ef7tOnj+vXv/71+BkzZmQmJSWtBgD92kzPArEK80um\npxVmriXyCS9ZI5f8jWUO0HQZyiWiY8zchog04Ttqi7uSqI9KrLgrLdyWM8BSx1VKqQWW7emVdq64\ngaJszS5Op3O5ddt+1qxZI/fv33910aJFg/r06VNIxj/cLgDaMfNf7KtYYgc1QjBLg4g6A9gGwNxi\nbAEgG0BPZrbNDuxWwe12O1566aU+qampT6WlpY3u3bt3YY8ePXYmJSXtDwsLK+r85OJMz45s2LeB\niMwzzxxfiicz1yksLHyYiLJFJJYt/8CZWdE0rZ2u6yMA1MG1TVIB/0ImVrmjLatcn6+4xTyvOa5i\njiSlCU/fS5brTLFsWZYtYX/j8Xj6iI7lZGv395w5c6J27tzpmTt37oOxsbF+P1ogouEwGg8VACuY\n+ff+vqekfNRowSyJ3JItP0TUBcAWh8Px+6eeemrXwYMHp2dlZQ2rV68eDRkyJCMpKelAeHh4kUCw\njzM9rei6HiISR9JUVf2nne49YpU7gYjciqJsZuZWFr/XfNEwlEZE5/xdJ4tAbABOVVU/CsQq18tq\n+7zD4UgTHag9mTm8iojl/cKsIdkq6i+99NKwHTt2KM8999yACRMm+H2rmIhqATgKoC+AcwBSAfwP\nMwfUEUtyY6RgWiCi0zC2ZKVglgGxPZUKYBEzrzUfd7vdtHDhwnv37t073eVyjahdu7Zz8ODBZ5KS\nkg5GREQUrdyFeDa1JKsEW0wDzpRHPHVdv83j8UxyOBy7VG1Nj1AAACAASURBVFX9xqdvtJxYVrku\nVVU/s76PEt2nHQCw5QtDmR1oylGLUiK3MeDdnaKr2kxX6QIARLRLUZRDgfjCUBrCOOIBVVWXW0eN\n5s+fP3Tbtm21Z86c2TcQYgkARNQfwExmjhZ/fw5AbWZ+5ca/Wal7ktm8ZP1ZUjpSMAMAEb0CYBSM\nrZYLMNx3TttblW8goiBmLvUszO120+uvv955z54901wu1yhFUYIHDRp0Zty4cYciIyPPWq/VizM9\nO8IwDTjqLdOzJLquNxOG7gH3qPVSSz2PxzOJiI6pqrrtRmJQYrXdAYYDTYW+MJTy+mphYeE4IipQ\nVfWvgTrLLaUWmJ25iqL8S9f1NpYvDGbHbaV2GMqDx+Pprut6XyGWRccHCxcuHPTpp582ePrpp3tP\nnz49YONQRDQeQD9mfkz8PRFGM+IMP91PYWbN/E9/3KM6IgUzABBRPWbOEz8/CWMVO9nmsgKO2+2m\nRYsWRe7atWtaVlZWLBHV79+/f+a4ceMOde7cOdt6rZdMT/ND9bR1lSTyI8cpirJFUZQjAX9TFnRd\nbyBWuftVVd1Rgd9vrBeHgIdY3nOZk0ZMmNkpGp/yVFXdWAXE0rSYKxo1snxhMGc964j3fNTXzkpW\nLGksy62GGm+88cbAjRs3Nn7iiSceeOyxxwJqKEFESQD6B0IwLWIZBOBdAB8y81Zf36c6IgUzwBDR\nbAANmHmW3bXYzbx589qkpqZOy8zMHK1pWqP+/fu7EhISDnft2tWFazM9G1jEswkJxx3RTBRTnvxI\nf2HZEk5VVfU6O8IKvF4jMbrREcUuQ6Z92w0bdpg5yBLO/Te7Gp9ELV7F0htiXMWc9Qwtz3suK8JL\n+EFhMF909PLWW2/1X79+ffPJkyf3njlzZsCtComoH4D/s2zJPg8giJnn++l+DgDbAfyTmX9b8jlm\nlpZ/XpCCGSCIaD6AiTA6cu9nZtv8Q6siCxcubPXVV19NyczMjPv555+b9OnTxxUXF3ekV69eGbhW\nPOsLIekBoAmA04qi/CeQmZ4l0YtDqLerqrrXD69vvucOAG4nw2UoTbgMXSNAotnoYSI6p6rqJzaL\npen41Ly8JhYl3vMdZIREp1UmJNrj8XTRdX2IEMuiRrR33nmnz+rVq1tOmjTpgdmzZ9vSv0BEtWE0\n/fSBkTjyDYBHmdmn/57Ms0rRkftLZh5LREMBDAfQEUC03KItHSmYPuIGs56/YebNlutmAYhk5qkB\nK+4W47XXXrtj+/btk10uV0J+fn7znj17ZsfFxR3p27dvOgB90aJFscOGDburXbt265k51DIDaP1Q\nDYjDkMj4HB+oEGo2XIbMKLZWRHRGdNweAwAhllmqqn5qc5ewGYvVtKIGCZbXKm1cpcgc4mZ4PJ67\ndV3/hTC7/958/P33339g+fLld06bNq33zJkzv7/Ra/gbIhoBY6zEAWAVMy/w4Wtfc1ZJRLfBcDYL\nBfA5gH0AYgBsZ+a3fXXf6oYUzABDRC0B/EOc2UhuwtKlS5tu2bJlksvlSrx06VJ4RESEeuTIkUbv\nvfdeSq9evYoap7g407OjEBKfZ3qWRNO0luL81JaMTy6OYuvAzG3Ew9mqqm4oq5D4qS6rWKaQD52N\nuDhBp70YV/leCGdaaQb/Il5uuDC7L+rSXr58ea/33nuv3dSpU3vPmjXL1iQdf2IVSyJ6DUAaDAvL\nT2Dsdm0Tz30I4FNmXmlbsVUcKZgBgIgimDld/PwkjMP9eJvLuqUgIgoODn5D1/XEnj175ubk5DTr\n1q3bd6NHjz46ZMiQ4yUCsX2e6VkSSyD2XxVFsbXjmZnrFhYWTgbwPRFpFiExO24Dtv3PxdZ7ja2B\ny366lyJ8jDuwEQKQZ648zXEVTdM6aJo2UohlkSimpKR0X7JkSacJEyb0efHFF3P8VWNVgog+hyGW\nZwFMADCGmU8SUT0AHwM4zcyP2lljVUcKZgAgog0A2sDwV00H8Agzn73xb0lMRIPCnwB0AzCCmd0r\nV65ssGnTpgkul2u82+1u16VLl3MPPfTQsaioqLQS4hlk8XptAyPT80h5tvNKomlapKZpMYqifKQo\nSqZv3mXF0HW9vmg2OqSq6lfANUJipsn8ZBHP8/6qJZBi6e3euq6HW+ZbdSI6x8ytFEVZpShK0f/f\n1q5d223RokVdEhIS+s2fP98VqBrthIjuBxDPzM8S0TYYK8k/ElELGN64Scz8mrhWjpqUghTMagQR\nvQ7j8B4ATgOYzNXEF5eIHgHwETNf1+6/ZcuWeitWrEjMyMh4+Pz58x06der0fUxMzIlRo0b9V1XV\nIlcbNtxn2pQ109MbHo+ns67rwxVFWaMoiq0rE+FsNNnhcOxVVfVrb9ewkSbT0pImc1Wc8/o045KL\n01hu85VPbSVqgaZpPXVdHwIgj5mdc+fOvXTvvfceJqL8119//d6EhIT+r776aoZdNfoba6crGf8j\ndwKwDIAGYBML2z3Rtb/c/AIvxfLGSMGsRhDRgwC+ZGadiH4HoBYzP2N3XYFk27ZtwcuWLUtIT0+f\nmJube3dkZKQ7JibmZGxs7OGgoKCiD3G+PtPTbRFPr1uYHo/nXjGSkGI9C7MDXdcbCrHcqarqt2X5\nHbEKu0Oswjqi2GUozeFwZFe0o7YqiSUAaJrWRtO0MeJLTfaVK1eaLFiw4Bc7duyIOHHihIOIPr56\n9eoqGL0EtmWSBgIi+jWAIwD+CeCPAO4BMIqZ84hoNQAHMyfZWeOthBTMagoRjQIwkZkT7K7FLj77\n7LPaKSkpo9PT0yd999133dq2bfvDyJEjT44ZM+ZQcHBwUdcmX5/p+ZMlEPsCAHg8nl7CRm2ldX7P\nDiwzn1+rqrq7Iq9RwjSgI651Gcosq9GBEMsYLk5AsWW0x8RytrxWUZSi7da///3vnV5++eXeLVu2\nTNq+fXsXAKMBdAcwg5k/tK1gH+OlG3Y+gHYAloiHHgQwBcBeADozjxXXydnLMiAFs5pCRJsBrGXm\n1XbXUhXYvXt30JIlS0adPHlySk5OTo+IiIiLUVFRp+Lj4w/UrVu3qIu2xBZmBwCXxZ9QYdD9U6k3\nCQC6rjcWYunTmU/hMmSaBjQgomPiC0OpLkNcHBfWoIqIZWtN0+JLni1/+umnHebOnds3NjZ26Btv\nvFHkBkVEoTA+A/12rktE8QB+C6A9gB6+nqu8wX27M/Me8fNMAPcC+DMzbyMjMMHDzEfE83IbtoxI\nwbzFKMu8JxG9AKCb+e1Rci1ff/21Mzk5efjx48enZmdnP9CiRYvLUVFRpxISEg6EhIQUbdF5PB4q\nKCgYrapqWwAeAD+LUZUjZINpuMUgYZuqqgf8eJ+GFvFsQl4CoqugWLbSNC1BUZS/KIqSYT7+xRdf\ntJ89e3b/2NjYYW+88cahQNdFRO1hNNUsBfCsvwSTDC/aAmZeT4aR+9MA1jHzR+L5uQCmAvg1jIaf\nAvG4FMtyIAWzmkFEkwE8CmAQM9sanXQr4Ha71VmzZg05duzY1JycnH7NmjXLHzFixOm4uLgDc+bM\nefi2226rO3/+/HcA5Ou6frslEJvJT5me3tB1vbnH45ngcDg+D4RBguW+JV2GThNRmq7r7QDUdTqd\nH1YBsQzXNC2x5IjP9u3b2z3//PMPRkdHj3zrrbcCsrIrDSL6F/wrmEkwVrLPMvPfieiXAHoB2GZu\nORPRHgDrmfl3/qihJiAFsxoh7K5eAzDAn9tM1RW3263MmTNnwOHDh6enpaWNDg0NrRUfH//N+PHj\n9zRt2rRoK1ac/4VZzv9UIZ5+Sdww3YQURflEUZQ0X752eWDhMqTr+oMA6gE4JeZbj/lqvrW8aJrW\nQtO0pJJ+wjt27Gj7zDPPDImOjh61ePHiCp3z+hJ/C6a4RwyAVwG8wMybiGg6gIEADsFw9AnhYnN3\nGedVAaRgViOI6ASAIBgRYgCQysyP21jSLQcROQGkAAidMGHC73NycsZnZWUNadCggTZs2LCMxMTE\n/WFhYUVdtFyc6WnGktWm4nzLzMqKpxCEROEmdLySb69SiG3Y0cxcV1XVv+q6fqeYb70TxnyraVcX\nkKQP8UVigqIoGxVFOWE+npqaGvHUU08NGzFixJglS5b4PRu1jMckPhdMb9upRBQLYD6AF5n5r0Q0\nEsAkAARj1lJGelUCKZgSiQUiWgBjZi3B3NJ2u92OV155pcfBgwenZ2VlDatbty4NHTo0Iykp6UB4\nePg1c66W5plyZXp6w3Iu97GiKCd99iYrADM7PB7PQ8xsbsN6m2/twMztEACXIV3XwzwezwRFUTZb\nbQl37drV6oknnogaOnRo3NKlS8sdseYvfC2YJeYsHwZQAOAQM6cRUTSMleYCy3asQ4ybqczsKf2V\nJTdCCqakXNjV9RcoiKgBgCvM7PVczu1208KFC+/dt2/f9MzMzBG1a9d2Dh48+ExSUtLBiIiIa2Yz\nRUSXmW/ZqCydpyaapkVomhanKMp6RVHSffcOy48Qy9HMHOx0OtdaxdLLtVa7uvYALlrmW31yTCAC\nwyeW3KLeu3dv+IwZM6IHDRqU9P777//TF/fyFUIwn2Pm//j4defBSDj5HMBzAIYx814iGgZgOYAn\nmXm9uFaOjlQSKZiSchGorr9bAbfbTW+++Wanb7/9dnpWVtYoRVGCBw0adGbcuHGHIiMjr7E+LC3T\nU2Q9XiNAmqa11TRtdFWw3iuPWHr7XTGiY9rV/Sxcho5U1GVIdApPVBTlU2tg+MGDB+945JFHYgYO\nHDhx2bJl/yj3C/sJIhoN4C0AjQH8BGAfM4+oxOsVnT2SkW7yDIARAH4PYBCMiK5BzPwNEfUCcJCZ\n8yv5NiQCKZiSChGIJoZbCbfbTW+//Xa71NTUaS6X6yEiqt+/f//McePGHercuXMOvGd6dgQQZhnb\nOKHreoTwqV2rKEqWfe+oSCzHMHMtp9P5UXnE0strWV2GOsD47E8rT6OUrutNxAzqNZ3CR44cCZs6\ndepD/fr1m5qcnLylojXeShDRXTAEuBDGuMhAZo4hondgdMl3Y+b94lp5ZukjpGBKKoQUzBszb968\nNqmpqdMyMzNH67reqG/fvq74+PjD3bp1c8EinsxcV9M0UzzDATiI6EtVVXdRgDI9vSHEciyAIFVV\nKyWWXl4bzNxM0zTTHKK2OOtNczgcZ7yd9eq6HiqsAL9QVfWg+fixY8eaTZo0aUzfvn1/uXz58r/5\nqsaqDBF1B/AMM08Qf58HIIeZ3yGixwF0ATCbmb3GnUkqjhRMyXXY1fVXXVm4cGGrr776akpmZmZc\nQUFB4969e2fFxcUd6dWrVwaEeG7durVf//79ezocjj0A7mDmlmQJhyY/ZXp6wyKWTiGWfl2dlOIy\nlOZwOE4TkSasAKc4HI5/qqq63/y9EydONJk4cWLcAw888MTKlSvX+7NGOyk5AkJGes92GL7Rc4Rf\n7D0wRn1awDjHvCgbfHyPFExJhZCCWTEWL158+9atW6dkZmYm5OfnN+/Zs2d2kyZN6q9evbrthg0b\nVrZv3z4DAJi5tiUcOgKAKxAzj0Is4wCogRDLkgiXIXPF3QTAGQDhRLTd6XQWzVOmp6eHjh8/PqFX\nr15Pr1q1am0ga7QLMsLnPcycQ0SdADwJ4EUA+TDmLdvCSPTJlg0+/kEKpqRC+KvrryaxdOnSpgsW\nLFiSm5v70D333JMXERGRMWbMmKMDBgw44XA4ij7suJRMTxHRddlX9VjEUlFVdV2gxbIkYs7yYRhe\nvvVXrFhx4erVq1n9+vU7/Pjjj4+87777nluzZs0qO2sMBGR0R7WHMSqSC+DfMAKf3wWw0eyCtVwv\nV5Z+QgqmpFz4uuuvJkNEvwLwPIDBy5cvv7Bp06aJmZmZST/++GNEt27dvhs9evTRIUOGHC8RiF0y\n0/OcZWyjwoYBzKwIsXRUBbHUdb2B2IZNVVV1FzMHJycnD9y8eXPn3bt311FV9VBeXt6bAP7GzN/b\nWWugIKKOMI5K3gLwAYxxkq4ABjNzho2l1RikYEokNkBE9QD8DcB0Zr5mznLlypUNNm3aNMHlco13\nu93tunTpcu6hhx46FhUVlVZCPFVLpmc7lCHT0xsWsSRVVf9SBcQyRIjlLmvW53fffRcSHx+f1LZt\n299t3rz5HIAxAIbB8EedblvBfqbkipGIwmBswfYBMBbA3dIKMzBIwZRUKYQf7h8AKABWsEiGr6ls\n2bKl3ooVKxIzMjIePn/+fIdOnTp9HxMTc2LUqFH/VVXV6raj6Lre2pLp+aMQzqJMT28IsYwHgCoi\nlvWFWP5HVdUiW7vc3NyQ+Pj4pM6dO7+6du3axebjRBQMoDUz+81jl4heBzBc/PU0gMnM7L7Br/jq\nvm0ApFvPIkueTRJRU2bOlWeWgUEKpqTKQES1ABwF0BfAOQCpAP6HmffZWlgVYdu2bcHLli1LSE9P\nfzg3N7dLZGSkOyYm5mRsbOzhoKCgAvM6YRjQyjLzeNmy8vzecp0plqyq6voqIJb1xOjIQVVVi2zt\n3G53vbi4uPHt27f/47p1614PdF1E9CCMjlSdiH4HoBYzP+Pne7YCMBPA/zFznpdOWcX0hQXAUiwD\ngxRMSZWBjBy/mcwcLf7+HIDazPyKvZVVPT777LPaKSkpo9PT0yedPXu2W9u2bX+Ijo4+OWbMmEPB\nwcFF85vCMCDcEohdIJJVjmqaNpCIdLGytPUDl5nrFhYWTnY4HP9VVfVL8/ELFy7UiY+Pn9CuXbvF\n69atsz2WiohGAZjIzAl+vk8IgC0ANjDzdV8SpBmBPUjBlFQZyAjB7cfFEUSJMBxMZthbWdVm9+7d\nQUuWLBl18uTJKWfPnu3eunXrS1FRUafi4+MP1K1bt2h+U4jn7bqud2Lm7jAyPXcHKtOzNJi5TmFh\n4WQiOup0Ov9lPn7x4sXgsWPHTmjduvXSDRs2zLOluBIQ0WYAa5l5tZ9ePwyAyswuIroXxujIywDO\nWCzxzNVlRwBRzPxHf9QiuR4pmJIqAxkhuP2lYFacr7/+2pmcnDz8+PHjU7Ozsx9o0aLF5aioqFMJ\nCQkHQkJCrly8eDFo2bJlj8yYMeN8UFDQv8W2bUcAChUHYmeXxarOFzBzsBDLE6qqbjNF+9KlS7Xj\n4uLGt2jRYsXGjRvn+LuOMpp1vADDcm6sn2poBOAlAJ0BLAFwCsATAP7MzDvFeIlDiGUbAKsBTGJm\nW2PfahJSMCVVBiLqB+PMxtySfR5AEDPPt7eyWxO3263Onj17yLFjx6ZkZ2f3b9y48VVmvr1+/fqF\nycnJb9apU8cDFGd6Cqs6n2d6lgYz1y4sLJxERBmqqv7DFMvLly/Xio+Pn9C8efM1H3zwwezQ0FDb\nP6SIaDIMj9ZBLGLf/HSf+gB6A/gfAPtgJJDsBxBvjs8QUQSMzNapUiwDixRMSZWBiGrDaPrpA2NA\n+xsAj0o3ocozYMCAOrt37/5Xw4YNW4SEhHDDhg0Lhw0blp6YmHigadOmP1mv9ZLpaYqnV5/XisDM\ntYRYulRV/cwUy/z8/KCEhITxoaGhG5YvX/5sFRHL4QBeAzAgUOMbRNQURhj8EwDuAvAqG7FdoQD+\nBSMM+r+BqEVSjBRMSZVCRBb9AYADwCpmXmBzSbc84ovIxwAuAphw/vx5/aWXXupz+PDhadnZ2YND\nQkL0YcOGZSQmJu4PCwu7Zn7TkunZEUBDKkemZ2kIsXyYiM6qqrrFFMurV686ExMTk0JCQj5ZuXLl\nU1VBLAGAiE7AEC9zPCeVmR8P4P1fAdCQmX8ltm2DmTknUPeXFCMFU1IjIaIPAIwEkMvMd9tdjz8R\nq5VnAbxQ0jLN7XY7FixY0H3//v3TXS7X8Lp169LQoUPPJCUlHQgPD79mNeUl09M0Sb8u07M0mDlI\niGWuqqqfmNu9BQUFalJSUlJwcPAXKSkpM6qKWNqJOUpCRBMBJAIYw8y2JdhIpGBKaijivDQPwMrq\nLphlxe1208KFC+/dt2/fdJfLNaJWrVrOwYMHn0lKSjoYERGRa71WZHqaCSNmpucRh8NxkogKvb0+\nMzsLCwsnENEFVVU3m2Lp8XiU8ePHJ6mq+tWaNWumS7EsRjT6xAI4ysxH7a6npiMFU1JjIaLWADZL\nwbwet9tNb775Zqdvv/12elZW1ihFUYIHDRp0Zty4cYciIyPPWq/lazM97yCi0yKW7DgRFYhrnIWF\nheOJ6CdVVTdZxNIxadKkRF3Xd65du3aSFEtJVUYKpqTGIgWzbLjdbnr77bfbpaamTnO5XA8BqD9g\nwIDMcePGHercuXMOrg3EDtY0LVIkq7QionQiOqbrehciuqSq6semWOq67pg8eXLCzz//vH/dunXj\nQ0NDpVuNpEojBVNSY5GCWTEWLFhw544dO6a7XK7RmqY16tu3rys+Pv5wt27dXLhWPGtrmhap6/pQ\nAMEATu/Zs8cVFhb231atWv0wffr0uEuXLqWtX78+Xoql5FZACqakxiIFs/IsXLiw1ZdffjnF5XLF\nFRQUNO7du3dWXFzckV69emXk5eWpc+fOfez555/Pbdas2UZd19u8+OKLA9asWdMkPDy8MC8vLy0v\nL2+42+0+e/M7SST2IwVTclOEEbQLxr+XauNfKQXTtyxevPj2rVu3TsnMzEy4cuVK8/r16zesV6+e\nnpKSsqhOnToFAKDrOj355JNjMzIysGvXroMiS/UggBRmft/edyCR3BgpmJKbQkTvAviJmf9PeF2e\nZ2avnZC3CkT0IYABAEJhmCTMZeZke6uqHhCRGhQUtKFOnTp33XXXXfk//PDDHd27dz87duzYtI0b\nN3Y4derU+VdeeWX44MGDPWJGdAiMiK63/VzXKwBGwYiOuwBgCjOf9uc9JdULKZiSmyLMBB4E8AWA\n/4UxuP2S5flroockNRciUgGsAtAAwGhm/nnFihW3bdq0aWJaWtq0y5cvO5OTk7sMHjy4THObPq6t\nHjPniZ+fBNCdmScHug7JrYsUTMlNIaJ6MLIpcwAsg7GNmS+eM5MT7gNwiJkLLAPXNV5IiSgchkl2\nIxhuMcuYeaG9VfkPIZjPAFjsT8/VykJEswE0YOZZdtciuXWQgim5IUTUEsBYGF6afxDbsiXDbB0A\nkgF8AmC9CNqtZXUlEdc4AGg1SUSJqBmAJsx8WHzx2AvDSPuAzaXVSIhoPoCJAK4AuJ+Zf7zJr0gk\nRTjsLkBSdSGirjBSETwwBPOceEqxXOMQae/fAOgixPJ2ACuJaBARhRBRKDPrzOwpIbRtA/du7IGZ\nzzHzYfFzHowGl9vtrar6QkRbieiQlz+jAICZX2DmlgCWA3jD1mIltxyq3QVIqjQ/A/iQmd8RIriB\niJYz8wXLNWbqcG8A5qrpKQCFAL4E0APAUiK6AMNM/QOgSCy/JKIOzHyxJmzfiq7cHgCm2ltJ9YWZ\nh5bx0jUA/uHPWiTVD7nClJQKM6cx8zvir5dhNP00LnGNOWZyDsBRInocxnndH8RzpwF0hZEc31Oc\n6QHAQAA7mfmieB3rytMU4WqD2I79C4CnmfmS3fXURESOpEksgEN21SK5NZFnmJJSsWy3Xvc4xEym\npcEnCUACgKYAHmfmA0Q0BsBkAHfCWG2OhXF+928i+huAtQA2AegHYAeAK9VxlUlETgB/B/AZM8tt\nQJsgog0A2gBwAkgH8AgzS9MESZmRK0xJqVjFkohaENED5uOWlaW5GoyE8a39YyGW9wEYD2Mb9m4Y\nK80gIZbhMET0ExizkL8E0EII70Aius1aBxkot+LKU9S8DMARKZb2wsxjmPke4XM7UoqlpLxIwZSU\nlZ8BPEpEO4nobSJ6EDDEU6xEfwugM4D3xPXZAPLFH4jnvhE/RwE4ycw/AWgP4AQzHxPPzYMx8wnR\nMNSGDa7prhWr3FuBPgAeBvAgEe0Tf4bbXZREIik/sulHUiaY+XsAU4hIAdAFwAwiimbmZyEMt5n5\niOVXzgE4AeBVkT05BUC0eO4XAD4mooYAWgL4D1CUUZkD4D+iKehxAPcRUTCAD5j5XUs9uvgdpSrb\n9THzvyG/mEok1QJ5himpNDfrcBVbsI8w84tE1AKGQHYB0BDAmwAeY+Z0InoZQAGAjQCeA9CSmQcR\n0f0wzkefA1APwCAAOcy8y69v7BZD2MztgPFFuC6AT5j5GXurkkiqD3KFKak03sRSnN0pYvbSBeBF\n8dhlAL9h5nNEVAvGTGIDIgoBkARDFMNgfOBfJKJdAK7C+Ld6L4DBAHoCaEpEhQBeYeZ/+f9dVn2Y\n+SoR9WfmfOG4828ielD+9yOR+AYpmBK/IETUAxSdN7J47AcAy8RjuQBWwBgg/xmADmAfgDsARDBz\nd/H7w2A0Fe2HsSJNYeZ3iagzDAGWfrYC07IQhg2fgmKzCYlEUknklqwkoNxgVKUFgFYwnHAaAHgL\nwJvM/GWJ64YASATwFTOvDEDJtxTii8heGOMT7zDzTJtLkkiqDVIwJbZh3bb18tzDAB4F0ATABzAM\nzH9k5stEFAngbQDrWGYoeoWIGgD4HMAsZt5uczkSSbVAdu9JbEOMi5jbtlTiuRRm7gejo/ZzAD8C\n+ICIPoAx+6nCaBqqls5AlUWM7HwC4H67a/EHRPQsEeklZ3YlEn8iBVNSJShpjUdEqjiXzGTmA8x8\nGUZs1D4AiwFsBvCnkr9bkyGiUCKqL34OBjAU1dD+TXRdDwVwxu5aJDULuSUrqdKU1swjm3yuh4ju\nBrASxgq8NoA1zPyyvVX5HiL6CwyDi00A7isRBiCR+A3ZJSup0ngxZXcA0KVYXg8zH4IxelNtIaJY\nAFnMfFDuxEsCjRRMyS2DEMkq6+pTExHOT3tgiNgoH73mVgDNvTz1AoDZMM61iy73xT0lkrIgt2Ql\nEkmFIaL/BXAfgPrMHOPne3UGsA3AFfFQCxiexT2ZOdef95ZIANn0I5FIKoiYnY0C8GcEYKXHzIeZ\nuRkzRzBzBIAsAN2kWEoChRRMiURSUd4A8DwMhyY70mf9lQAAAKRJREFUkNtjkoAiBVMikZQbIooG\nkMvM+2DTOSIz3yk7ZCWBRAqmRCKpCL0BxBBROoAPAQwiImlVKKnWyKYfiURSKYhoAIDnfNUlK5FU\nVeQKUyKR+AL5zVtS7ZErTIlEIpFIyoBcYUokEolEUgakYEokEolEUgakYEokEolEUgakYEokEolE\nUgakYEokEolEUgakYEokEolEUgakYEokEolEUgb+H0mJvlw4PsybAAAAAElFTkSuQmCC\n", "text/plain": [ - "D3GII_KDH0014A_consensus 1479\n", - "D3GII_KDH0014A_c002 1479\n", - "D3GII_KDH0014A_c004 1478\n", - "D3GII_KDH0014A_c008 1476\n", - "D3GII_KDH0014A_c011 1477\n", - "D3GII_KDH0014A_c025 1477\n", - "D3GII_KDH0014A_c033 1476\n", - "D3GII_KDH0014A_c034 1478\n", - "D3GII_KDH0014A_c035 1474\n", - "D3GII_KDH0014A_c036 1479\n", - "D3GII_KDH0014A_c037 1477\n", - "D3GII_KDH0014A_c038 1474\n", - "D3GII_KDH0014A_c039 1479\n", - "D3GII_KDH0014A_c040 1473\n", - "D3GII_KDH0014A_c041 1475\n", - "D3GII_KDH0014A_c042 1475\n", - "D3GII_KDH0014A_c043 1475\n", - "D3GII_KDH0014A_c044 1475\n", - "D3GII_KDH0014A_c045 1477\n", - "D3GII_KDH0014A_c046 1478\n", - "D3GII_KDH0014A_c047 1477\n", - "D3GII_KDH0014A_c048 1479\n", - "D3GII_KDH0014A_c049 1476\n", - "D3GII_KDH0014A_c050 1478\n", - "D3GII_KDH0014A_c051 1479\n", - "D3GII_KDH0014A_c053 1478\n", - "D3GII_KDH0014A_c054 1474\n", - "D3GII_KDH0014A_c055 1477\n", - "D3GII_KDH0014A_c056 1478\n", - "D3GII_KDH0014A_c057 1477\n", - " ... \n", - "D3GII_KDC0064A_c014 1476\n", - "D3GII_KDC0064A_c015 1477\n", - "D3GII_KDC0064A_c016 1478\n", - "D3GII_KDC0064A_c017 1477\n", - "D3GII_KDC0064A_c018 1478\n", - "D3GII_KDC0064A_c019 1477\n", - "D3GII_KDC0064A_c020 1479\n", - "D3GII_KDC0064A_c021 1478\n", - "D3GII_KDC0064A_c022 1476\n", - "D3GII_KDC0064A_c023 1477\n", - "D3GII_KDC0064A_c024 1478\n", - "D3GII_KDC0064A_c026 1479\n", - "D3GII_KDC0064A_c027 1477\n", - "D3GII_KDC0064A_c028 1478\n", - "D3GII_KDC0064A_c029 1479\n", - "D3GII_KDC0064A_c030 1479\n", - "D3GII_KDC0064A_c031 1478\n", - "D3GII_KDC0064A_c032 1478\n", - "D3GII_KDC0064A_c033 1477\n", - "D3GII_KDC0064A_c034 1478\n", - "D3GII_KDC0064A_c035 1477\n", - "D3GII_KDC0064A_c036 1479\n", - "D3GII_KDC0064A_c037 1479\n", - "D3GII_KDC0064A_c039 1478\n", - "D3GII_KDC0064A_c040 1479\n", - "D3GII_KDC0064A_c041 1478\n", - "D3GII_KDC0064A_c043 1479\n", - "D3GII_KDC0064A_c044 1478\n", - "D3GII_KDC0064A_c045 1478\n", - "D3GII_KDC0064A_c046 1478\n", - "Name: D3GII_KDC0064A_c001, dtype: float64" + "" ] }, - "execution_count": 13, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "id_matrix['D3GII_KDC0064A_c001']" + "from matplotlib.mlab import PCA as mlabPCA\n", + "\n", + "mlab_pca = mlabPCA(m.T)\n", + "fig = plt.figure(figsize=(8,8))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "print('PC axes in terms of the measurement axes scaled by the standard deviations:\\n', mlab_pca.Wt)\n", + "\n", + "ax.plot(mlab_pca.Y[:,0],mlab_pca.Y[:,1],mlab_pca.Y[:,2],\n", + " 'o', markersize=7, color='blue', alpha=0.5, label='class1')\n", + "\n", + "plt.xlabel('x_values')\n", + "plt.ylabel('y_values')\n", + "plt.xlim([-4,4])\n", + "plt.ylim([-4,4])\n", + "plt.legend()\n", + "plt.title('Transformed samples with class labels from matplotlib.mlab.PCA()')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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o/sCngO+hMn7tBBoM7iM5LEQ4wnToC77vl1A32dloB4sJ0E4itVrtrCiKTsjn\n81/K5/NPdRkiIl2CzSCSfjoR5qgk/QzD+huWhdmp2XcCgyoLPQd8365pFUqgr0aTgHyaFugmJosl\ntI6z0/6toI21DwCuSl6vVCpPogT6JEqg9XQfy2GhwRGmw4zh+/5hYRj+eaPROK1UKt2KvZhFUbS8\nVqtdCdTL5fINmUxmqrT+mPQxzLRJP7B3luxsY5Ss2PlAmO0w6A3cVtRSFLSB9ho0a/tSlBhbLdBW\n16uH3szF9n1JglEGJeJr7RymUqk8jhLoU8BmR6CjD0eYDj3D1laeBfw8sE8cxznshaxerx9dr9cv\nzmaz3ykUCvf0IG+XhvDASuP1uW+3OswEwyKChY75SJjtMGgC2rPAd+1YY2gN6MnA5WiC0ThKol6X\nuWLgJbslaxpD64wNEFcqlcfQJKKEQMM+1+wwT+EI06En+L6/DHgncApaW2kAzxiTrdVq50dRtK5Q\nKPx9Lpd7ppfxUsYgYXak8Vpfmy0icGUl/c3TL2G2I0bP32eAu9Fz6BDUAj0VTQS6Bo1bjqMu3E6W\nYzuBesBq4Gj0mERtBLrFEejChyNMh2nh+/4r0b6V+9CUt4uMMfmJiYnrRWSbdcHOJCkibVlJKmm8\nFvH1dvIaFXm8hVxW0o40FuZ0iNHM7s3At4HfBu5E3a+nozHM52laoJvpTKARzXpS0HP7MOAYmgT6\nKCrllxBoY1Y+kcOswRGmQ1f4vp9FkyYuQ91Wz4DK2zUajVcCK7PZ7Ffy+fx9fSj2pC0rGVTST/vC\nZ9sCdDHMmWNY2bigRLcZ1af9FnqNXI1aoK8HDkbjo+N224wqEbUjollPmoy7Bu3uYgCvUqnsAP4F\nJeJnHIHOfzjCdOgI3/dXAu8GjmRybWWxVqu9JY7jVcBLhULhvimGmQqDiGGmrsPs0B9slDJlR8Ul\nO5sWZjuSpJ8EDZrkCCocvxqNgZ4FHIRm1Y6jxLfF7tOOdgJdj1qvy9Fj2KhUKo+gFmhCoP30enWY\nRTjCdJgEW1t5InA9+kNulbdbHQTBlZ7nPV4oFG4LguBt/c4jInNdVtLNahkVC9O5ZGdnrhD9TSS/\nixzqel0DnIPWhD5Lk2S30LnJeQbNzn3aPs6iHVmOR49p2EagzzoCnXs4wnTYA9/3i8DVqPxYa22l\nBEHwukajcVo+n/9qPp9/NIqi5aQnvL5jmDZpaDayZEfJZTrbGEXCbLcwp0OI1mU+aR/nUQJdizbC\nPgANZYyhtzqdAAAgAElEQVRjiY9m/L7dkn2BZquzLOrdOQE9xvVKpfIwSqDjKIEO65g4WDjCdADA\n9/3VaGLPwegPMqmtXFKr1S4HsqVS6UbP8xJllLmso0y7f7c6zOQ1R5i9YZDZq/NhHkhPznU0w/YJ\n+7iAauGuQft4rkBDHFXUOu02XwPY3vI4h0oBnkiTQB+iSaAVR6CzD0eYixzWBXsm8Avoj3hT8lq9\nXj+iXq9f6nnevcVi8a5WeTvrUk1rIabSkk2x/1SlI6Pkkh2lGOYw5xnkXAHan/Mx+7iIEugp6M3p\n+1ACTYQUttKZQEP2JtBjgJPsemuWQO9PxnEEOng4wlzE8H1/KUqUp6JuowDAGOPVarU3RlH0qkKh\n8I+5XG68w+5py0JSdytJ20A6DMPD6vX6a9ESgiQuNUpJP7ONUXPJztQd2w9qwM/QEq2Xgf+k2Qv0\nMmAZetM6TpNAOx3jEC13SZBDM3BPoUmgD6IEuhF4bmxszIlxpIQjzEWKHTt2nCAiv+55XkyTKIii\naL9arXaViOyytZUdm+7OcdJOqv2NMXEcx2sajcYGz/OeiKJoO6o7+hb0wnMWelHrVrSeBqMUIx01\nwhxmrDSLul2rwE/tBkqkh6Mx0BPRptibaFqg2+iNQPPoOb0B7e5CpVL5CvCAHWubI9CZwxHmIoOt\nrTzfGPNr9Xr9qHK5/KnktSAIXhWG4QXZbPauQqHw/WlqK1Mn7cxFHWYcx+U4jo/DxmTjOD4miqLv\nobqjGeB3UEs7KVp/Di00T0oGFkqm4qi5ZEfFwpxurt3AI3YDJcw1dtsAlGhan+MogXZCveW1Q4B9\n0QSi09DvbHelUnkAeBA9t593BDo9HGEuIvi+vz9aLnI0sM0Y80oAY0yuWq1eEMfxYcVi8bPZbHZr\nD8PFgBhjpAfd2G77pyXMGVlqYRgeGgTBVSKyQ0Q2e573chzHyTjGjtkAfoCKbueAQ4F1NDMeN9Mk\n0G7usqngLMz+5hk1wkwszOmwC3jIbgBLUfJci5Jfgcm9QLe3D2DnaiVQ7H4noTeGALsqlcr9NAl0\nuyPQveEIc5HA9/3j0SbPGfQHsRrwGo3GKksiz5TL5RszmUxPLkhrfSZxyH4USoYmjWeMIQiC1zYa\njdfl8/kvx3F8oDGm2OXtrUQcouSYtCgroherdcAVqPtsnCaBvsDiwjCTcUbNJdsvOfsoqT1oHy+n\naYGeYccdb9leQK/z7WpEAeo9SVBAxehfZx+/bAn0Iey57QjUEebIw/f9AnAl2pn+OZrNdCNjzLJa\nrfYLuVzu3wuFwgN9DB8ZYzJ9yOKlzpLtdX+rTHSZMWZJqVS6yfO8nbVabSVNpZ/2jNmpLMAaKpn2\nqH28FL3TX4fKpoFeXBIC9TuMMcyLzii5ZIcxz7BdsoOIj+9EE3vut4/3Rc/JNWj2u6DkuA0Vlt+x\n9xDA3gRaRJMBk/N6Z6VS+QnwMHpuv7gYCdQR5gjD9/2D0drK1WjiQAQQx3GpXq+/CSgXi8W/yWaz\nL04xzFRIE8ecdWm8MAwPDoLgas/zflYqlb5gE5Xa527/0c8kS9ZHkyiSm4390YvVUegNym6aBDrO\n5L6Ls41RKV2B0bQws3RuZJ0WL6EdUhLJyhVoMtu+wC+iny9x326k2e+zHTU05JCgCLwWeIN9vMMS\n6CN2nB2LgUAdYY4gbG3l64Dr0DvHPbWVYRgeFgTBlZlM5iljzPIUZAlqYfZLmKnLSuhCbNYFu6HR\naLzBKhP9tP0tTCaU9ibS/ZJNotTyIzvGQUzuu7idyZJqC73d06gR5nxI+hk0XkStyi1os+vkpu4I\n4Fz0HBynSaIvdxqEvQm0hLqAz0bPgxdaLNBx4KVRJFBHmCMG3/eXoA2eT0dluGqwR97uzEajcXI+\nn/+y53nbqtXqu1JO1zfpDagf5l7EFsdxoVarXWKMWVEqlT7peV6nG4JWUmwnyEEl5RhUlLuCNi5O\n+iWuta//Hvr9JO7bZxg8KYySS3bUCLPXpJ9Bz9V6UwdacrIGeCVwHnqDnZDnOJ3DCqDlMNWWxyXU\nfXstKsjwjUqlch9qgY6PjY29tPcQCw+OMEcIvu+vB34Fdb+01lYuq9VqVwDGytv5URQtIf33n6YW\nc+B1mI1GY1WtVrvG87yNpVLpkyLS7YI01dyzJY0XoZb+JtSt9b9o1ttdhH5nT9NMMupWLtArRskl\nO6ws2YWQ9NMPpiLn5+32Q/Q4r0TPyWOAC1C38ThNEt3daRCaBLoCdd8atJ753He9610bjjzyyPd8\n/OMf/076jzK3cIQ5AvB930PvDq9BYxibk9fq9fqR9Xr9kmw2+/1CoXB3UgKSVtrOjhGncMmmLUvZ\nE2s0xlCv108Mw/CcXC739UKh8OBUO4qIMcYkhNJOkMMo+zDoBexxuwGUaWbgnkKzXCCxQLsla8wl\nnIW5MObq1f1v0Bu1bcD30e93FXpeHof2xt3FZAu0PQ6bzDWRvPbSSy+9oVQqzUa8duhwhLnA4fv+\nfsAvo7JYW7A/DCtv96Yoio4qFAq35XK5za37WesrFWGSziULTUuvnwtHDGTiOM7XarWLjDFjxWLx\nU9lstlMd2l77thCmsDdhzoU03gSTC9aX08zAPRsl2NYM3G53+sPEqGXJzoXSz3yey6Bxy62osEdr\nXP4E4BI0aWgcPSc30YGca7VaduXKld1iowsKjjAXMHzfPw54L/o97ulb2Wg09k8K9Mvl8icymUyn\n7MzUFibpkn4gBWGKSBzH8ZJqtXq9iGwpl8s3iUivSTStpNgpS3YYFuZ0c+xEO1H8xD5OXGWvQl24\nL9Mk0E1YHeAWOKWfmWNULcxBkXN7XD4DjKEWaJLYFqBW6CuDIHi6UChU6/V67oQTTpgxYYrILei5\nvs0Yc5x97gOogZDIAP6BMebraT7UTOAIcwHC9/18GIa/nslkXut53kb0BE1ck8eHYfjmXC53Zz6f\n/9EUNZIxkEnhEoV0MUywpSH91HHGcXxgHMevyOVyXysUCj+Zfo9JGEbSz6CRxJp+QPNClai9XIm6\n0RIC3TKkNTnC7B8LwcKcDjGarPYM8B30e7oIjWNuuO666659/vnnG6VSKX7HO95x1tatW//DGNOt\njKUTPgX8NfCZlucM8BFjzEcG8xFmBkeYCwy+7x8EvLfRaFwrIuOe5+0CaHFNHlwsFj+dzWanTBoZ\ngFIPpO+JOWPCNcZkrYzfmkwm81AfZAl712HORQwzDVovVHejv+NDUQI9F7VGBXgNqghTGcCcnTDM\nZJxhkMtiTPoZJGI08edJ4O6bbropf+edd776Yx/72Nnbtm37VeBTIvII8HfGmL+abjBjzLdFZE2H\nl+bshta1MVog8H1ffN9/LfCnwIFock8GoNFojE1MTLwHaJTL5RunI8sWNFK6VFO7ZGeyf6PR2H9i\nYuKXgbznefeISL9CAFOR4rAaSA9yjiS++Q3gZuAjaEy0jLaMeh+a7r8B1cMdFEYtS3ZUXbLDrPnd\nM9eSJUvqb3nLW34URZG/ZcuWc9Bz7/doNtfuF78qIj8Vkc+JyIqUY80IzsJcAPB9fx/g59A6pwp6\nF9cwxmRrtdprG43GGdY1+fAMh57znpb0eNMWBMGxYRhemLiagyA4LW0/zJY1LASX7EwQoBetu1E3\n7hLU+lyL1ucmesKJC7ffhIxRc8n2m4DWD0bBJdsJ7eQsgBkbG4uMMRHwrZTj/x/gg/b/DwAfR+vO\nhwJHmPMcvu+vReXt9qelthKQKIpOEJGq1UjtpzA4lYU4gNKUaQnTZvueF0XREcVi8XPZbLbS677d\n0EE0YdhZssMm5V1MFuzeD82+PQJ4EypukWTfbmRyQfpUGLUsWQ/nkk2LdsL0jDEDO6bGmD1Z8CJy\nA3DnoMbuBY4w5yl838+g8ai3oRbAnrKQMAzXRlF0sohsL5fLt1gC6AcR6c6BtOIDUxJ2FEX71mq1\na0Rkp+2ksscFm7KfZithtRPXKFiYCbqRzA7gXrsJ6uJfR7NUYAdNAt1Ed3feqFmYo0pic0qYcRwP\n7BwRkQONMUnI6UpUim9ocIQ5D+H7fiKUfAKa8VgHMMZkarXaWVEUnZDJZB4UkSgFWSIicxrDnEoe\nr16vv9IKLny7UCh8r0MmbRrC3DOvXcNcJP3M9hy9jm/QLhXPAfegx+UQlEDPQMUwKkyW8EtIZdQI\ncxSTfoR0iX0zxSTCrFar2Uwm09fcInIrqop1gIhsBv4YOFtEXg3k0Zu5X0q/5N7hCHOewff9Y1AX\nbJFmH0aiKFpeq9WuBOrlcvmGMAyPjuP4oJTTzbsYpr0pODeKomMKhcKtuVyuW4lEmuScSYQlKv0z\niHFHATHqzdiMxptywGEogZ6PhgYSCb9EAm22MYoW5rDmGiZZQhth7ty5s5DL5fpKzjPGvK3D07f0\nu7BBwBHmPIHv+zngUrQVz3ZamhHX6/Wj6/X6Rdls9ruFQuEeWzfZMMak1oJNa2EywLISq3l7tYhU\ny+XyDZlMZqpYWppYY6s03nwVLpgvCNEygSft4xJNCb+jUQm/5OZuI9odY9AYZvnKqLlkc0Oap3W+\nSYSZzWbbRTUWLBxhzgP4vr8KeA96EXoa+6O1WbDnRVG03lpbz7TsNihpu77PgZRxRGgpK6nX60fU\n6/XLstnsPYVC4bs9iCmkiZ9OV4c5CuVWs+UurQI/tds21H27ET1330Cz32JCoLsGMOcwLcxRc8kO\nM34JbYTp+37B87xek8jmPRxhziFs38pTUKmnCNVkBKDRaKy08nbbrLU16S7NZqgOotvInLpkjTFe\ntVo9J4qi4wuFwudzudzTve5LCguT2emHOZP5RwGCxtfvtxtorV3S7eJClDAT8hynvybaw8ySHVZc\ncVjW7JwS5q5du/K5XM4RpkM6+L5fAt6KCmsntZXtnTduz+fz93WRjmuQ/vtLnfRDCsI0xkgYhhcA\nu+1NQc+C4mn6aVrrtRspDstdulBcslOhkxW73W5Ju6iDUOuztYl2QqBP09vFfJhJP8Mgl1HNxoU2\nwty9e3fB87yR6FQCjjDnBC+99NKRwG97npdH77pjgDiOi7Va7S3GmP2n67xhM1xTfX8DqKPse/8w\nDNcCYyLyUKlU+pc+9GzTJOfMtTTeMDAfxNdbxbq/Q7OJ9jq0V+IqJjfRfpbOxDhqST/DJsxhqfzA\n3oSZd4Tp0BdsbeXZxpjfCILg1H322edvktfCMFwdBMGVnuc9XiqV/nmK5scJBhLDTEO6IhLNNIZp\njJEgCM5sNBoni8jWbDb7cJ/i74NyybbPPYws2cVKyq1NtO9ESwMORwn0YrSJ9iaaBJrU242a0s+w\n6yKHNZfQ9tkmJibynue90H2XhQVHmEOC7/vLgeuAk9CaN2APgZzeaDRem8/nv5rP5x/tccj5EMOM\n0Yteb2+O432q1eoVgFcqlW4MguBi0mW6DiLpB0bTwhwG0lqxdSY30d6HZgbuqei5tREl0lKKeXrF\nsJJ+RtUlm1ize86JarWa9zzPH9L8sw5HmEOA7/tHAb+C/ug3AvsZY7JRFC2p1WqXA9lSqXSj53k9\na3paCzR1DJMhuWTDMDzMWtD3F4vFb9oYZJr2YLOZ9DMq0nhz7ZKdKXajyi2Jesu+aALR4cCbUS3l\n1gzcQbv6RjFzdS5VfpiYmMhlMplBZErPCzjCnEXY2sqL0GSHF1CVlITsitVq9T2e591bLBbv6kOx\nZ0HEMNss6C/l8/nWTgUz6lbSijRJP0ztkh0VC3NYiUuzScovAfehTbO/C/gogb4arVd+iclNtOsp\n5xu1WCnMPWF62WzWEabD1PB9fyXwbuBIVDWlASomXq/XXweUCoXCZ3K53Hg/4w+A7GCWY5hxHJdq\ntdrlxphSFwt6ULWUM0Ib2c5VP8xRIeVhStZts9v37XMH0+zAchUa6mhtoj1TUnJJP+mwF2FWq1Uv\nl8s5wnToDFtbeRJwPc0ibgCiKNqvVqtdhbqSGv2SJQzMJTuQOspOL9gkpqs8z3ukVCrd3sWCTkuY\nqaXxbMlO6zijJI230Fyy3dDJ8otRUtwCfBv9LRyGEuib0XrQzTQJdGsPax1Fl+wwk346EWY2l8v1\nXC423+EIc4Dwfb+INuo9B/2B7omxBEHwqjAML8hms3fl8/kfTkxMvN8YQ5cay14wL2OYxhiCIDit\n0Wi8Pp/Pf2WaJKY0hL2QXbLDaro8jDnmSwPpBkqMTwF3oHJ9a1ACvQJNKBqnSaCdMjedSzYdOhJm\nuVx2ST8Ok+H7/qFoYs8qWmorjTG5arV6QRzHhxWLxc9ms9mtdhdDih+OtTBTuWStS3VghGnrSC81\nxiwvlUo3e563Y5r5+5bWs6Uos5UlOwxpvFGwYudzt5Ia8KjdAJbSbKJ9Brr2JHnoKTQ+OoqC6HNK\nmLVaLbvffvs5l6yDwtZWngm8A1Xr2SPt1mg0Vll5u2dsP8fWpISGMSZrY5H9IEKbs0qfdYzJGD2X\nhbTDrj0D0Gg0xmq12tWe5z1RKpW+2OPnmpMYJnuLr7uykv4wzBhmWmL2gQfsBrACLV85EjgP9Qbl\nUG3cLfTeRLsfZFkkFmatVssuWbKk5+z/+Q5HmCng+/5S4J3ABjQDNoA9bslTGo3GWblc7t8LhcID\nHXZPXKp9KflbV25i4fX7g0jdQNoY4wVBcHIYhmfncrmvFQqFmTR0nZOykrakn7loID2sfpijHMNM\nixft9iP0c6xCe38eAbwWddm2SvgNMnFm2C7ZYXUL6UiYS5cudS7ZxQ7f949E+1YuQX9UBvZkhl5i\njFleLBY/mc1mu7U7GkR7rsRK7bdBayotWWOMGGMObjQay4vF4i3ZbHamih4xKWKYKYQLWglrLhpI\njwqGJYo+27FFg+Yc7Ab+A5XoS5pon4nq4bY30U6znmFbfcNKutmLMIMgyK5cuXLnkOafdTjCnCF8\n388CF6Bp7C9iaythT3H+FZ7n/bQHt2RojMmlXE7qpJ1+CbPRaBxohdNNuVy+uU/STmslDqSBdNv/\nThqvdyxkC3OqeSLUqnwa+CYatkiaaF8I7GdfS+Kf25jZcVg0ST9BEGQ3bNjgXLKLEb7v7x9F0e8H\nQXBtuVz+LM3ayj36qPl8/sv5fP7xaYYaWFlISiu1ryzVIAhOCMPwTZ7n/SiO4zUpLNy0VuJsuHNH\nhcxgdFyyw4qVdiOyOvCE3QDKNCX8TkYzcjfSJNApk91YREk/cRzL+vXrXQPpxQRbW3k82uR5WRzH\ny7AnYRRFy2q12hWAscX5vfrrB+aSTbH/jGKYNuP3QmPM6mKx+LfGmEK9Xl+fcv5+k46cNN7UGKWy\nkvkmvj4BPGI3gOU0M3DPQq8NG1u29izRRZP0g54jw+yWMqtwhDkNfN8voO7X81Alkd3oiUG9Xj+y\nXq9fks1mv18oFO6eYbZqagszrZU6E7WgRqNxQBAE14hIpVQq3ZTJZOqNRmOs1/27YC6VflyWbHoM\nkzCH1UC6H2LeCfzEbqCiCetoNtH2mdxEe5SVfiY1CLfJiY4wFwN83z8Era08GFtbKSIFIFutVs+P\nouioQqFwWy6X29zH8IOIYaato+wp6ScIguPCMDw/l8vdkc/nf9witjCIbieDyHSdKQyQseL359rv\n4WfoRQ1GQ7hgGPOMmoU5KCJLmmj/AD1GYyiBbkBFFGooya6lRTZzljCXSj8ZY4wZGxsbxnc3FDjC\n7ADrgn098AtoSvam5DXrji0YY5aVy+VPZDKZWpdhpsQAu43MmoVpjMnWarXzoyha2ya6kGDG/TDb\n92fupPEy1Wr13dls9qkoijYZY5aj7rSD0YtZDDzJzBM6eoVzyfaOYSf9DBIGzbp9Frgb/b0mvT/f\nCByIJg62NtEe5DGdS5dsJo7jkSFLcIS5F3zfX4KKELwWPXn3EGIQBMeHYfhmwBSLxS9mMpk0J8O8\njmFGUbSiVqtdLSIvWtGFvQL31srr28K0ST9DlcYzxlCv108E8vl8/gu5XC6qVqt1Y8x9aEbkucAy\n9IJ2DVCgKbn2JOpec1CMGmEOw1XaQGOazwPfQc+vpIn2Jei519pE+/mU880ZYcZx7BljHGGOKnzf\nPwKtrVzO5NrKfK1Wu8gYc3CxWPx0rVb7JfTkSJP9NecxTLq4VOv1+tH1ev3ibDb7zUKh8MMp9G4H\nId4+NGk8m7R0iTHmAKCRz+efMMasbXtbAy1a/5Z9vBxYD7wCFfXeRZM8+20pNSpx0lHLku016Sct\nWpN+AuAxu4Fq3q5FCfS19r2tPUBnWtM4Z4RZq9WymUxmZOKX4AgTAN/3PeB84Gq0x96W5DUr+XZV\nJpMZL5fLN4pIiJ4UqRQ0RCQcgIWZirDa9WiNMV6tVntTFEWvLBQKf5fL5Z6dZv85i2HOdN9Go7Ei\nCIJrReTZUqn06YmJid9teXmqLNmdwI/t1hqPSlpKJQXtTzJ4d1oaOKWfmaPfpJ9+5ulGzLuBh+wG\nWvO5FlUgehPq8UoIdJzpm2jPWXuvHTt2FHO53MiUlIAjTHzfXwH8Etqkdgv2C7e1lac1Go0zOki+\nNQYkOpB6jEHVYUZRtNy6YHeVy+UbeozNpolBTpq/D/RMmPV6/ZX1ev2SXC73jXw+f6/dr7UfZium\nsv7a41E51J22nqY7bSNKnlPV442ShblQtGR7wXxs77XDbskN24EogZ6AnnM7aBLo0+zt8ZizpJ+X\nX365kM1mHWGOCnzffzXwXvSHsqdvZRzH5VqtdpkxplwqlW7yPO+l1v2sdTgIwpzzpB9jTLalPOY7\nhULhnhm0HEsVwyRdlqwBvbHpVs5jjJFarXZ2FEXHFwqFv8/lcs/Y56erw+z1AIRMLmhfglqf69EE\nopAmeW6kLeV+BDBqFuZ8j5UatLTtOeB76HoPodmB5WDU45EQ6DPMoUt2165dhVwuN5si9kPHoiRM\n3/fzaHr3hWgW5J7C4jAM1wZBcLnnefeXSqU7uzQ+Tk2YVsd1EDHMNFqwBijX6/WL+imPSeuSTVka\nAs1M2b0u2nEcl6vV6pWAWIt5j+uqhWz3PNVhzH6wi8kdMQ5EyfNE4DI0geNJ9Jilas3WA0bJJTsM\nSzaxYodlyQ6CxGK0LGUzcBdKWEkT7fOB/e1zJwGPo0Q7m5+vnTDznuc5wlzI8H1/DLUqD0OTNiIA\nY0ymVqudFUXRCfl8/kv5fP6pKYZJYphpEKKSWmnQtzReFEXLgiC4CvDaCWUmw6C1Vv02wk7r0k3i\njZMupmEYHhwEwTWe5z1ULBa/0eWmp1vS0CDdpdvsdg96kUz0SPcBfhmNQSXxz+0DmnOYGAZhDlPg\nfZhiArMxV+LReNI+LgG/h4YKrkIl/Vol/Lo1hugXe1mYnuf1c12Zt1g0hOn7vjQajYtE5O2e571I\nS22ljd9dCdQteUyn7j9vYpj08R3W6/X19Xr9cs/zfhRF0QF9kmVCkomV2I8FkKasJNk/00rWQRCc\nGIbhOfl8/qv5fP6nU+ybEGMnpZ/ZkMaLaF6sjgb+GS1dSbIhk4bGiQt3IVxohmXFjlLCTzLXMMg5\nQL+ff7WPl6Ln21q0C4uhGS7YSPqSqUmEOTExkfc8b1idUoaCRUGYvu/vA7w9iqLr4ziWUqn01eQ1\nW0JxUTab/a6N3017AbCZsqldsnEcDzWGaWN6Z0VR9JpCofDFbDa7Zffu3a9LuYYkjtkXYZLeJZsB\nFVlo0bntpdVYsu9c9MMEvZg9bDdQ99k6NPnsYjSZIyHQp+nPhTcKLtn5HlfsB8OKK7Yn/PjA/XaD\n5jl3FOrC3c1kCb+ZxtzbCTPneV67ju6CxsgTpm3H9UfoybHVGHMI7FGxOS+KovWFQuHWJCGkR8yL\npB8bBy308l4rA3cl2o7rhkwms9sYI0A2hUsVrDyfvYmYEQYUw8xEUbRvrVa7RkReLJVKN2cymV5q\nI40xRjIZ5dvW55mbDNYX7PZDmskc69DkoVVoBndiffYSixrGZxiGu3RUem62Yr5k47aec4L2/Uw6\nsFyOhglaM3CnGiv5He85hhMTE4VMJuMIcyFh6dKlDd/3twNVtKYp12g0VgZBcJWIbLPkMdPU59Qx\nTEswg6jDnHaMMAzX2D6dPy4Wi99KrGj7t2MccIZr6NetmrqOMwzDdWEYnp/NZu8uFArfmwHxd3PJ\nzod+mK3JHN9C1WDWoAlEV9FsJ5UQ6Fz1G3QWZv9zDcPCnIkla9AM2wqqQOQBq2l2YFmFllMlBPos\nk7+XvTqVVKvVrLMwFyZ8NNEiNMYcUKvVrsvlcrfn8/n7+rGsrGU3iBrKWbVSbS3pGY1GY4NNZHqy\nw9uSTNu+CTOFnmzfFmZiHYdheH6hUPhCLpfbNO1OnedeCN1KAlQc/mf2caI+dASqPrSbJnmO06zF\ncy7Zmc2z0JN+Os3TLzFHaJ7HJppNtA9HCTTRwt1Ek0AnaCPMiYmJbC6XczHMBYh6HMeFRqNxmjFm\nRbFYvCmbzabJShxIDJMBuGS7xUFtWcXlQH6aPp19u1STqejTSuzXJRvHcbFWq10OZAuFwmemUyTq\ngm7EOAzCTDtHu/rQQSiBvha4ErUScqgq0R6Jx1mAS/rpf65hEeagVH7qaGnK4/ZxmWYP0A2o18MD\nTgzDcGMul9tRrVa9XC43YwtTRG4BLgK2GWOOs8+tAG5DLd0KcK0x5qXuo8wOFgVh1uv1w+r1+nsz\nmUzFGLMtJVnCAAiTwQgXdHRphmF4aBAEV3me9+AUZRV7xkirFpQi03XGZSWNRmNVrVa7xvO8JwA/\nk8n0W+fVrYZzGA2kB4lWV1qr+tC1aCLHUppWwJN0Vx/qB6NkYS6GpJ9BYoLJSWvrgEuBNbfccst5\nn/zkJ7NHHHFEffPmzceIyIHGmG0zGPtTwF8Dn2l57k+AfzXGfExEftM+/o30H2NmWBSE2Wg0zs7n\n8/+eyWReCoLgsrTjWaWfcsoxBi6+bowhCILTG43G6fl8/sv5fP6xKXZPkFZ8IK28Xc/7tvTl/Hqh\nUEF3EuMAACAASURBVHhw165dR6RwBxu7r5HJfvmFYGFOhUR9qIFeeDya6kNvsK8n5JlWfWjU6jBH\n0cIclspPgIa+/un666/n2GOPPfLmm28+b+vWrScBj4nI08DtwO8ZY6b87MaYb4vImranL0QtWYDP\noUpHQyfMhXQn3TfK5fJf5fP5R9EYZn4AQw7COhxopm0cx8VqtfrWKIqOKZVKN/VIltBjE+kp0Lf4\ngG3vNe2+xhivWq1eEIbhWcVi8TOFQuHBZP9+52ZuXbLDQEJmifrQPwMfBv4BzX48EfgtVEDhbNQq\nnel54CzM/ueab0k/abEn6SeTyXDGGWc8Zox57pprrvlD4ADgeuCx6chyCqw0xrwAYIzZjqpoDR2L\nwsLEfpEiUie9KxURCeM4nvMYJpbsrLLN1Z7n/axUKn3BWn29rmMQLbpmTUA9iqKlVhS+Wi6Xb2oT\nhU+T0dqa9NP+/DAszLlCoj70PfR7PxS1Pt+Mll49TTOBaLpejKNEmC7pJx06ZsmWy+VdxpgG8H27\nLWgsNsIcROwxGW8+EGZkjNkvCIK396Bs03WMlOuYtbKSMAwPD4Lgqmw2+4NCoXB3B1GJQViYc5Ul\nOx+s2AjNqh0H7kCl1NbSTCDK0CTPp9Bs3FaMEmG6pJ902IswgyDILlu2bFAlT8+LyAHGmO0ishK9\n6Rs6Fgth1mFwhDmgcVIRZhzHhTAM3wAsKZVKf+N5Xr/JHGmSdiAFYXZzqdpY7GmNRuOMfD7/z13K\nYexbU8UwE9IahjTeXGCmZFYFHrEbwAqUPI9BY0g7aRLoJkYvS3YYJLZXgf8sYs5ae4ES5mGHHTYo\nwvwa8PPAx+zfrw1o3BlhsRBmYmEmQuveTNyWHTCITiN9k26SKWqzfnekIEto1mH2i4HWYcZxnK/V\napcYY1aUSqWb21urTbd/H3O3d6hY6Ek/CQYx/ot2S9SHDqaZPLQKPYbHoBmTs9UJw7X26h9z6pIN\ngiC7YcOGGROmiNyKnmMHiMhmVKntj4HbROQXga3ANemXPHMsFsJslUoLjTG5NIQ5IAszBu2SMk3Z\nxx4YY6jX6yeGYXhOLpf7uud5z9ZqtbelXEcqC9OufSBlJY1GY/8gCN4qIpvL5fIt1m09FdL205xL\nl+xCQ4zK822hqT70i2g93lWoO7dVPH5QlsWoNY8eVsIPzDFhGmNkbGysF5nKSTDGdLumvamfhQ0S\ni4UwW7/IJDs1TTr9IGKYYC1Vm4w0JazldZExZqxYLH4qm81uj6JoX9KXpsxZDLOVbK0I/sW5XO6O\nQqHw4x6HSGthdiLG+SCNN8h5ZgsB+hv6HpootBwtXzkCvbBN0CTQcSbftM4Eo5b0M6yEn2SuOSNM\ne43r93ufl1jMhNk3Bpg8lMQxpzyprPbtNSKypVwu39SiyjNr4gcz2T9tlmy1Wj03iqJXFQqFv5uh\nak8acktilZ2EC0bBwhxW4lJy/HYC99mtVX3oNFR9aCtN67Ndh3QqjFrSz7BdssNM+umkyT0swh4K\nFgth7iEka82lqsW0WrKDOHbhdOMEQXB8GIZvzuVy/1koFH7Svg4GVJqSYv++6zDjOC4BEsfxWLlc\nvrGPvpypkn6wCSVtesKjEsMcBrol/XRSHzoMJdCLUWt0nGaz46li8KMWWxy21TfTxhJp5mqVwcvE\ncWzGxsaGlXk8FCwWwhyohclgpPFgCgH2lv6OhxWLxU9ns9m90qgHUEMJA+gY0s/+YRgeEgTBNYAp\nlUq3ZjKZGV9EUgoXJKIJEaObJTvb6DVLNqRJjgBLUPftOjS5o0HT+tyIZuu2zjFKLtnFkvTjGWPm\nst54VrBYCHOvpJ80gw2wPKWjhWiTX64WkedLpdKNU/R3bDCAfpad1tArZkraNnHp5DAMz87n81+u\n1+tXSf+LH1QdZqfnZxPDuJDMZ9m6RH3oAft4JWp9vgbVI91Ok2CzjJ5LduSTfuI4zhhjRsq6hMVD\nmHu+yAG5ZAdpYU76DoIgODYMwwtzudw38vn8vVNxic30TCy8vu5aRSR1HWav+1ur+WKbuPTJbDb7\nYr1ej22mcD9zO+GCucWgSPl5u7WqD61D1YcORN2Kp6EEOp36UL8Ypkt25C3M3bt35z3PG1b8dGhY\ndITJYCzMGZeETLGurB3Lq9Vq50VRdESxWPxcNput9DhGI2Vdaeqkn172j6Jo31qtdq2IbC+Xyze3\nJC71HQOl6Vbta98u8w4jS3ZUMBtWbKv60DeAVwOnolboqei51lq+Mqh+i6MWK4U5VPrZuXNnIZvN\npqlEmJdYLIQ5ySXLgOTxbD1nmqB6wxiTi6JoP6uX+lK5XL4hk8nMZMzEpdpv+nZa4YJprbx6vX5E\nvV6/LJvNfrtQKHy/zZpMq0WbJkt2rizMYQkXjEID6QaagfsV+3gFan22qg8lBLqJ/i2qUU36mRML\n8+WXXy7kcjlHmAsUrS7ZQST9QNNS7ZswRaQRRdHh9Xr98mw2e1cHMukFaTN2Z83CNMZIEARnNhqN\nkwqFwudzudzTHd6W1q066DpMl/TTO+ZCSzZRH/oRk9WHzkRLWZ6haX1uncH6XNJPOkwiTN/3887C\nXLhodUukjmG2jNk38RpjMnEcHwAcWigUbs3lclv6HCpVaYmNYfZ9POz+e80fx3GxVqtdYYwplEql\nGz3P69Z5fRDydv1gTz9MRtPCHAbmWku2k/rQ4SiBXklTfSixQKdSH/IYTpH9oiDMXbt2FTzP67e5\n+7zFoiDMpUuXxr7vN4DsoCzMNLWYURQtr9VqVwG5bDb7zRRkmaxjTsTTW/YvtD7RaDQOqtVq19h2\nY/85TZw3tfBBn/vOZZbssDAKLtmZxBYD4DG7QVN9aB1wLlquklif40z2Do2iS3Yuk34K2Wx2pnXV\n8x6LgjAtkgSbEL3zTD1eP8Rbr9dfUa/XL81ms/fEcbzvANaRVtpuoDHMFqGFfysUCg9Nt3OaWspB\n7dseU2V0ykqGMcd8LV2BzupD69DkoStQl21ifbqkn3SYRJgTExO5KbxKCxaLiTDrQElE6nEcD90l\na4zJ1Gq1s6MoenUSz6tWq+cxGKWetC7Z1BZqS5bv+mKx+LfZbLbX9P9BiA/0A1dWkh7zzcKcCq3q\nQ99hb/WhA9D6zwZKoi8OYM5OWBRJP7t37y54nrd1SHMPDYuJMMOWv4NM+pkWURQtrdVqVwLRvfc+\n9oUvfemJsTDMHTw2llt57rmHm1NPPS7NOtLK43WMQfYKEYmiKCpOTExcJyK7rMTdTBKhZkNAvRfM\nNWGOAhYSYbajXX3ocvS3tBpNIIpoWp/t6kNpMMoxzD1zVavVnIg4C3MBI+mJOasqPXtNGoZrgyC4\nIpvN/vCeex56+MYbtxyfy/1CDJDLNbzPfe5rh9x//+a17373hRv7XMqcxjDjON7PGHN0Npv9ZqFQ\n+E4fWb5pLNy0WbKd9h1GlqwrK+kdw3KVGmAzkOg1J+pDJzBZfegp+75+SW8UCTOZZ8+5UK1Ws9ls\n1h/C3EPFYiLMJANu0GUlHdFSUnFyoVD4p1wut/HLX37qlIQs9T3E+fwF2dtvf3Q9fI1+SDNtey5L\n/DMmLGMMQRCcHkXRSSKyuVgsfqfPJcxlluyoJ/3MNoah8zosLdl2ImtXH1qNEuibUPft0zQJdC+d\n5ykwikk/e7X2mpiYyGaz2UGJSswbLCbCTCzMWS8rieN4n2q1egXglUqlG5LgdxjmJhGTMcQiZIrF\n4xoPP3z/StT1M1MMvQ7T9ua8zBizPJvN3hHH8doU888VYSbuXFdW0j9GycKcap4IFUXYhKoPlYC1\nNBOIsjTJ8ykmd+1ox7C0ZGWIc+XpQJi5XM4R5gLGoF2yHS3MMAwPD4LgSs/zflIsFr/ZWlKRy4WT\nXDFKmCZTqz2YPfbYcr8amUONYTYajQOCILg2k8lsKpVK/xiG4SviOJ7Tfpp97muATL1ePyIMw9OA\nVcATaFNkR2bzZ440WbIzwUxcpVXgEbsB7Idan0cDF6D1nkl89Gkmk0mWdM3re8UwRd73sjCr1aqX\ny+VcDHMBY9Au2UlEZV2wpzcajdfm8/kv5fP5J9p3uOSSdU/ddNPnj89mr7FatMRR9B+Zc8+tP5ki\nhpkqBjmTbiP1ev2Yer1+UVtvzkG0B+u7NMS6VWcMY4xpNBrHGGPGMpnMTy3pXwTsixLBiegFb2c/\n4083PY6Ue8UwLcx+Y4s7UOWhVvWhdUxWH0oSiIYVw5yzDFmAWq2WXb58uYthLmAM1CXbamHGcVyq\n1WqXG2NKVtWmo6LI2Wef/MLjj39t4+23P7i+WDyusXv3o7zlLYXq5Zef2y9ZDqKZ9bQxTFsSc24U\nRUd3EIaPUpR2pO1paeiDrOM4Lhhj1gCNcrn8uTAMV8Vx/BBwOxqreivqcjsXFfd+Ar3YjTNiHeRT\nYpQIc1DtvVrVh+5CrzVrUAv0CvSGbBt6A/8Us3NDBnPbC5NqtZpdtWqVszAXMOow0NZcIVAOw3B1\nEARXeZ73SKlUun267iVqSX6Nhx++f+Upp+z7zHnnnX54ynWklsZjCtKx8dirUXK5MZPJTEqvt593\nTizMfva1vUbfCtSz2ez3MpnMRFs/zt3od/uPKCGMAUeg1sLVaIbkkyiJ9utGH1Zj3VFwlwoLW+O1\nzmT1oatRhaFW9aHE+hwnhTZ1G+aUMIMgyBaLxamkCBckFhNhDjSGaYwJ4zheHQTBCfl8/sv5fP5n\nve5r3a8bwzBcW6/X16dcSlqlnq5ZtvZm4GrP8+4rFovfsv03O+2/IGKYVmXpslwud0cURYdYnpwq\nS9YAz9rtLqCIWp7r0WQPoUmeTzGz2JRzyfaGDMNRqxmWJRujyX0PosdvFXo+bUAt0OdoJhA9k2JN\nc0qYtVotu2LFitmynucMi44w0ZMok6aXZRzHxTiOX2OMWVYqlW7yPO+lPteUNmGnq/j5DLAXYdmS\nkVMajcYb7M3AY912Zg5jmL3uaz/P6xuNximFQuEfcrnc5mq1OtYivt4+ZjcyqwE/tRtoecF64DVo\nrd42lDyfQEl2WJbkXGHUXLLD1pI1qDzfVlR9KIuKx6+jGU8fp5lANBP1oTmTxQMlzNWrV7sY5gJG\n4pKFFL0sG43GmO1d+aKIvJCCLBNrN7U0Hmr59LuGSYRnjMlVq9WLjTGrSqXSJz3P29HD/mkK/WeV\nMG0JzKXGmOX25ib5Ebdakq1jzCQhZ7vdvo9+j4eh7ttLgSWolZDEP1svHi7pp3cMK0t2PrT3atAk\nx/8E9qEpHv969HxvLV+ZSn1oTpN+wjDMnnTSSY4wFzBav9AZ97I0xlCv108Ow/DsXC73NRGJGo3G\nCSnX1CC9ezitlbrHpWsbWV8r8v/Ye9MoOaorXfQ7cU5EZKbmETSAQCMgQGAwYDNJDGYWCCEJPLTb\n7b49vO72a7/7+vbr7ndv93p9n9fy9evJ7dvXxkwGm/aAh8Y2ZjCzGW3MIARoniUEEkhVUmVM5+z3\n45yojMrKqsqMiIqSMutbK5aGqjgRmRkZX+y9v/1ttq9SqdxpCH0oZK1hpo5Qh1LJmtdzK2NsT6VS\nuceYNMRI9mEmkZbMYg/SLQAeBTAeOvpcAOAq6FaDmDyLcPkpAu0WYR5tkewR6NTtWvPvadDkuQTA\nDQAOoFb/rHcfGtGULADMnDmziHFphaJjCRMtEJWJUm4gommlUukuIcSBIAjmZW1PyUHhCsZYlKUP\nMnYKCoJgYRAEy4UQT7uu++tmLe6ymrcb0ss607IfgiCYGwTBzWYw98sNXk9sgdeIMPOwxutC30kZ\ns6Cjz2XQbQclAFOgSfRADscbCbQbYR7t471i96GX0Nd96ApoMt2BGoGOOGEO8H/HNDqJMHufdhhj\nQbNDk6Momu553mrLsrZXKpU74iilWS/ZoZbPYY1M1nhEpAA4QRBcZ+p7rc7mPKpqmKZeeUEURRe6\nrvuAbdvbBtg3GUkOt9MPodZq8BSAz0DXOI8DcCH0exiLh7YiP6XkcGOkB0jniaMhJdsK6t2HkoK0\nj0K7EfkAzsTQ7kNZ0Y8wTeZnlDCPYTRKyQ4K3/fPCsPwStu2H3Fd940G62WNMPOqYaZaw/SPrgRg\nmZaRNFZWR00Nk4hEtVq9gYiml8vlOzjng6n04n1HwhpPQqfQYjHVdNRudCugRSBx+nYvWielIois\nqOO0W0p2uCK/ekHaxwAsBnAK+roPbYEm2TzJzEZfQraISM2YMaPtRG+dRJjJfPqgZGeEL9cR0ayB\nZjvm0Z5iotQ81mj5czTipdWc87eklPMYY6mmo+fQh5klQu0lTCnleFOvPFCpVO5qov6aHO9Vv2bR\ngpz3zPYC9PUwBzp9uwJABTUhyGYMb6TQKkZFP62jqNRvAN2i8lPo1zYD+qHsYuhe0D2oXVPvItt7\nXB9hcpO5ajt0EmH2fqAmJduQqIxX6mrG2N5KpXL7QDfegbxkW4SEfhpjA/Q4NrVGqzXEOHJ2HOfn\njuO8dfjw4fOR/oYx4inZMAxP9H1/lRDiBdd1n2+y/tobSdYZFxRlvj4QQtRaUwBgAjR5LoKOFD5E\nLX2bZcxUXhiNMFs/TtG1UgXd07kbfd2H5kL3fo5BTbCWxg6yD2EqpSwiarvoEuhQwoROyfarYfq+\nf0YYhlfbtv244zi/HezGm0c61awfR4ipUiStRJhExD3Pu0YpNadUKt0thNhvfiSJSBgBUKvHz+pl\nm0X0o4hosu/7qx3H+bHjOJuH3qW2LwZOyQ73PEygeVI+BOAVs1noO2ZqCnR6LSbYZAtQEbXFIjAq\n+sn/OPXuQ+OhyXMegMuh07tx9LkNQ9fU+xBmd3e3yzlvO4Us0FmEOWBKloiE53lXSylPLpVK9woh\n9jWxXh4tIYAZz9VkC8dA5zHk5yilnOB53mrG2KFyufxNy7KS70cW0staw5RI4e1LRDyKonOIaLIZ\nodZKUzcYY0mFbdERZlooaCXkDgBPQqdr56Jm3RdHp1sKOJcixTijop/W0Qoxd0EPzn4NNfehuejr\nPhRHn43ch/oQ5qFDh1zbtouYyFI4OokwkynZ3nSqlHJybERghC9NKRTjGiYRockU4IDnZc5lsCbk\nwc5jSGu8MAxP9n3/5kFSllHa1hCTSmYZ0sotp2SllGM9z1tjjr+jVbJMHJdjZAZI53WMHgBvmg3Q\nN7r50LZ9FoDPoiYeejeH4yVRpLConVKyRUaYadTWSfeh51Ez5JgH4FroUWbbUBMQHUD/CNMRQowS\n5jGOZAQXQLdSnBYEwXVCiKda6T0EesUu8bSMLE+MmedZDrS/abG4KIqi813X/eEgLRaZ/WCRfv5e\nS4QZhuEs3/dXCyFeYYztiaLoghTHBPr2YSY/+JEQ/eSFfWZ7EcBfQYuI5kGLPFzUyHMzNNlmQVGE\nWUSEGb+Wo23uZhbY0MYHWZE05AAauw/Z0KWCfQB6urq6SqOEeYxj3Lhx1N3dHadiIynlKVEUjXFd\n9zu2be8ZbN8nn/zNlAcf3DI3DG1u26FcvnzulmXLzj0AHR2mqv3FyGpeMND+SinX87ybiGissYQb\ncHJAXn60dU46zaJpwkyIlR50HGd9EARzm923AYrswxzs2MOBeO1knSoecrwY2qf0AGrioV1onZSK\nJMzhPk5R0WV8rKMtJdsK6t2HpgL4HQDz9u7de+FnPvMZ64wzzugCsJsx5hJR6p5ixtg26HSxhL7X\nnpft1LOjYwjTIJRSTpNSngVAViqVb1iWNeiT0JNP/mbK7bfvWmLbv9P7hfrmN7+/ZOPGh7Z+8pOX\nRK1a7DVAHvMs++wfRdE0z/PWcM63lMvlB5og9DwizLRDoIdU+Zp5nFdJKecnxUomyk9LPEnRTycg\nOeQ4domZD628jU2+4wi0GX/kdoowiyKxmJiLeN+KSv3uN8d5cOLEid1f+MIXzn766afPW79+/YkA\n3meMPQ/ti3sfEb3X4toEYCkRpSm5DAs6ijDNeKfbLMvaDqBnKLIEgAcf3DI3SZYAIMRq9ctfrp03\nY8YbdO2152cV/mTq56yvYfq+vzgMw2tt237Udd3Xm1wmdQ3TQGUZ0TWYSlYpValWq6sYY1GlUvlm\n3WeWRdGa7MOsJ9143eG6UY+0sCjpEvM4dJptHjSBXgZdT08OzW4kSCuyP3K4CbPdBD/ACFjjlcvl\ncPny5S8fPnyYdu3a1fXss8/+b9BWkFdCX2NpcFSVRzqGMPfu3Wszxi5yXfd7SqnJUsq5zewXhnZD\nIiiVzojWr38Q11yTuRcza4QpAQgThV0ppVxUKpXuE0K0IvLIq4aZBgOmZKMoOt7zvFs552tLpdIT\nDURFWXo4ByOtkSa0rGg1+jsC4A2zMQDHQ5PnhQBugU7ZxunbOEpotwizKGFRUSQ2YuO9enp6HM75\nYSL6EMCPzJYGBOAxxpgAcDsRfS37qWZDxxDmjBkzwu7u7n8CMDMIgnFoMqqz7bDhE6HnrRULF47x\n8jBPR4bPId6/p6fns4wx3yh9Wy24Z/KjRfa2lH77+r5/ehiG19i2/ZDruusG2DcvW71615/hJsyj\nOQ1M0HZ8ewE8Cy0Wij1Kb4P+rDZDt7a0i0q2yLpiURHmiI33qlarTmKMXhZcQETvMcamAXiYMfYO\nEf0yh3VTo4gG7aMJce9h0y49y5fP3RJF3+/zPkn5ALviio2bL7/8rB7kMJ4rC+lGUTQLALMsa2u5\nXP73FGQJpHALSsLUIfPyg2XVavWKMAwvL5VK9w5ClnENM23ttJ4Ui1bKHisRrA/gHQA/B/AvAL4F\nTaanQxt8/z6ApdA10eG4nxSVkm0ncwSguJSsBX0t976uarUqOOeZLRzjmicRvQ/gAWiv5RFFpxFm\nCGhrPDTZLL9s2bkHli4VWz1vrQB0ZHnppda2P/iDa7eiBeId4pxaJkwigud55/u+vwaALJVKz6W1\n18vq1oMMMzGTpKeUKvX09HxKKTWzUqnc3oSBRKYIM56l2eB967SUbCs4AOBlAD+GTuU+Dv3QeAOA\nv4BuYTkb2j0mDxSlkj2Wlasjeax+k0qOHDnChRCZWloYYxXGWMX8fQyAqwEM+PBcFDomJWvQG2Gi\nhchQk+NDWLfu9WmLF1feN2Q5Ygbsxhz+BiKaVi6X76xWq3+Qg1tQphpmFtEPAMsoe2/lnG8olUqP\nGSJtZt+0xJYUDBU9seRYJ2SgRspbzfYYgHHQqdvYuu8wauKh7Uh3Ax8V/aTDiBFmtVoVQoisEeZx\nAH5iHmYrAL5LRA9mXDMzOo0w4wizZaIzJLm1fr0cIsyWUrJRFE32fX+NMYe/0xBuZuFQDsKj1DVM\npdR4z/N+t0VlLzDIAOlm9kWNtIZriHQ7o1EU242+FmszocnzUugb4A7UxEP70RxGRT/pUJTopxFh\nctd1MxEmEW0FsCTLGsOBTiXMAaeVtIhCh0gHQbAoCILltm0/4TjOKwlnoswRYg77t0wwRMSiKDoD\nwDTXde8aykCiHllqmOifzm23CLMI8/XBjkHoOyEjHnA8H3pWI6Hv0OyBau/t1IfZjqKfhhHmpEmT\n8hD9HHXoNMIMgN4Is2XD73rkMeLLrDHo50BEzPO8ZVLKJa7r3m/b9u66NTJFiHnUMFtNyRonohVE\nNAnAnlbJMl4G+bSVtJM9HlDMubdaJ60fcDwVmjzPAXATtK1aPHUlOTS7CJXsqOgnPfoRpud5olQq\nHU1zW3NDpxFm6pTsIOtlTslC5+gbwjTurwTATMtIo2J61kg3k3FBq4QbRdEU3/dvtSxrmxDihTAM\nr0h56DwJc6CfDQfaqYaZFvvN9iL0tRsPzb4JwFjUPG+LSJeOin7Sox9h+r4vxo4dO6AV57GMjiRM\nGILJOLg5ryHSA5JdGIYzfd9fzTl/0zTuD3TjyMP8oJCUrnFbusm27cdd1/1tGIazkF9atWk0SOce\nKyO+msVIp2RbQYQaQQJaYTsfwALz909Be+Jugq6D5k1uo6Kf9GgYYY6mZNsDcUqWYAQ7psUkLQaN\nDpsBYyxSSvX7HHzf/0gYhpc7jvMzx3HebrRv3XlkJbyshDsocSUmp5znuu53bdveCWTupcyqkh0o\nJTvcop92GO48nKnSLgC/Ndt/BvBLADOghxtPQ9+h2al9Rp955rUpDz20fW65PPb4adOccaefPm7K\nJZecdSDz2Q+MokQ/cStOEWnmhhHmnDlzRiPMNkBY93cbfQdLp1kv1wiTiES1Wr2WiGaXSqW7hBDN\nfIEz1zCH00vWtMHcREQTzOSU5NNn1rRqluh0pFKyKGD94UaR1ni7AKwH8BS0WUI8NPsi6Ie1mDy3\nosnv8zPPvDbl7rv3LbHtz6oJE8hlTFn33POjJZs3P7b1c5+7sl4NnxeKEv2MmMsPAIRhKC644IJR\nwmwDJL9MuQh2lFKZ14AhXSnlBM/z1jDGPiiXy3dYltXUlz+rvR70l6ucYf8BU7JSyome591q2mDu\naTACbFh8aJtAPdm2W0p2uDFSA6Sr0A3scRP7dGjyPA/AzdCCoeTQ7Ibn+NBD2+fa9mcVADBGDAAJ\nsUo99dTaecBjGCbSbMdaaT/CBIAJEyYU5WNbKDqNMHs/xJxaS3KLMIMgmBcEwQohxK9c132xlWHW\nOEprmGEYnuz7/kohxDOu6748wGsadFrJYMjYVkKx0w+KV8kWMQ/zWKphDoahFKzvme156O/iSdC9\nnyuhW1m2oEagvYK5KKoNVWAMFpF+La57RvTWW69NQ/+e6zxQFJGNKGESEer/r13QsYQJHWFmai3J\nIbIDEUVKqalBENzouu4PbNvenmKZEa1h1nvJmnrlBVEUXeS67gO2bW8bZN88eynz2nc0whwaRwth\nJhEC2Gg2QM/5nAfgVADXQs8E3QRgk22HyTUZkT6G768Vp51Wej+PE2+ATokwWYHHLxSdRph9UrLI\nHh1mSusqpUpRFF0KYEy5XP5aBof/zISnlMrFS9bUYG8gounlcvkOzvlQw4izpmSHS/RzLEeYil1y\n1QAAIABJREFURaDIeZhpj3MQwCtms1Abmv2J3/u9j0y5775fHA6Cqz7gHAIARdEDbOlS2jyMNcyi\nRD9Fj/ZK3lc5ADVjxoyjeSJPanQaYSZTskOS3V/8xVfPevDB/edJWbY4r6rly6e+/JWvfOG15BpI\nSbpRFE33PG+NZVl7iCjTOBzG2FGRkpVSjo9rsJVK5a5mvG2zplUBsDTtQclpJSZVXKRKtgh0Skq2\nWSjolpQdAJ5YsOCEytln77rgpZfWL5o4ccGUanUzrVo18eA115y7G9rUJIsYcCC0q+gn2RtuKaXa\nkiyBDiZMAMFgKdm/+IuvnnX//VhmWf/Q++Hff///WLZ27V/PevjhL/0cSE+Yvu+fEYbh1bZtP8w5\nf9f3/dWtrlGHPEQ/mQhTKTW5Wq3+JyHEi67rPtdCDTZLWwnQf5ZlmuO2m3HB0ej0k+U4w9Ee0bNi\nxceeOHjwsa3vv//OR88/f7x71VXn7oa27VsJbekXW/cNNTWnWXAMDxHXY8RSslEUcSIqqte0cHQa\nYTadkn3wwf3nJckSACzrv9Drrz+z6Jxz/mj8mDHzQ8bK5eOPFxNd990Lt20bMyOKXC6EL1evPvG3\nf/qnq7fUr0lE3PO8T0gp55dKpXuFEPuklJOyDqFGxgjROPWkPgciOk4pdbLjON93HGdTi7tniTCT\n+7d6U+2TkmWMMSNWiNc81lOmw422EBaZ9OtM6H7q58zmQIuH5gNYA32fiMlzC4CelIcTGfZt9Tgj\nQpjd3d2OEKKIh4IRQacRZtMpWSnLDW/iRIvZli3HnTRnzn/byznEpk177W3b7rm4UjmrZ+zYhT3V\n6qbSl7/80vXf+c7fvvulL93w+LJl5x7Q68lxnuetYoxVK5XKNxODnjMLh0YqJWseAK5RSs2yLOv1\nFGSZl4+t1aKqGEiQYhRFxxNRBO0mQygmwhxuHPNkhuI8XuudfgLoa2GD+fdkaPHQGQCuh54JGvd+\n7m7hHNte9NPV1eUKIdIMsT8m0FGEOW7cuLC7uzu+GQYYJMLkvNrwS+D7Tzql0kd9ACCCOnDgA8uy\n/gZHjjxX8byflUulP/eBq7Fu3cpFN9543ynAA6QfKteG7733i+dc1/1Vst5m0rp5TDzJ4jjUsnGB\nlHKs53mrGWNHOOcvIX0fZ14RZqsgIrKq1ep1UspTACwCcCN0BFFCRgenJjCakh0aRQmLhvKr/cBs\nvza/ewJ09HkttBJ3K2qtK4eGOE47in56j3Xo0CHXtu1RwmwjxJNKBp1Ysnz51Jfvv/9/LLOs/1LL\n06n/j40d+9aRKVPu7AIA3btl6UIazeBSLiAAOHTotnHAmRbwd0DvzevvnenTV1/S1fXgs8njpBkg\n3QCZapDmHJrePwzDWb7vrxZC/NZ13Wd83z+PiMamPLxCSuFOcv9WdzL166lEdKRUKj3m+/42k5Kd\nD+0ksxraHHwTdJvCbhRz8z5W0E4RZiu1RQlgm9l+CW0UHw/Nvhz66Tgmz23oS5DtKvrpJczDhw+7\nnPNRwmwjhAAck5IdMIr4yle+8NratX896/XXn1kkxCUqip6xlizZub6nZ065qwtjAU2YsR860UYI\nMd58GcbEZJnAf2XAhXz8+OV/09X14P+b+EEEgBMRUqQVAWQf74UW2lJ83z8rDMMrHcd50HGc9Ynj\npyJs85rjKDHNzaRlRWsURVODILgRQFQul/9dKXUKNAEcgvYvPRv6ZsigCfQGAOOgb4IboW+IWWpR\n7dBW0k6EmcV8/TCA183GoD1v5wG4GMAqaFu/OH3b9inZI0eOuLZtF1GnHRF0ImEGAMagiT7Mhx/+\n0s+vvvqvsWXLz2fNnevtfvjhL/38a1/7/tyvf/1flwrxZwoApk2bjO7uL8G2Hb9U+s/mIh2Ihy9j\nwPf63NwNYcSElfYiz1TDbKaOSESWESwtKJVK9wghks3dqd164v2R/qbV0rGNo9LNnPOXlFKLTVTb\nSCVL0Cbf26DJczz09Iy4CT4Zfe5psMZIoi0EOSg2wszjOAR9LewB8CwAF7Wh2edBR6Nlc6wtGHho\ndlaMGGEePnzY4ZyPEmYbIZ6JGSilhnT6iVtIYvzpn67e8sYb/3zcs8++cJrrfkyWSjvUvHkbdxw4\ncN0433+sbFmnOUDPABHEEwRsbPTFDIlINPBZbRZZhUODEqaZybmKMRbVCZaa2r8JpBXuAE3WMI37\n0PnGfeh7jDHP9/3TE78ylDVeF2pN8BzAidA3whuhH8Di6HMzho4+RyPM5o9xtEeYg8EH8I7ZAOB3\nod2GzoK+bt5DLX2bZ8p/xAizp6fHsSzrw4KOXTg6ljCRwenn9tv//IU/+IN/xttvPzH7mmumB3/5\nl//80z/+46+d8eabhz5aqRwWL7+8NwD+3tFp2Bj/nYAnZF06NkZkFLupnjhbrUE22n+glGoURcd7\nnncr53ytmcnZ6EudmTAxjPZ4RMTjCTDlcvlOzvnBKIqmDrLfUIQmoYUeWwE8BmACNHkuBnAddPQZ\nW7TtxdEVfeaF0QizdSho0/it0PfeE6HTt3HKfwtq7StZ5kmOmOinp6fHEUIcLujYhaMTCTOeiZnJ\nGu/22//8BQA4fPjw/66UGvdP//T78wF88N3vPvvo4sWrx919971XAhdynYZ9YjCyBHKIEIejhun7\n/ulhGF5j2/ZDruuua7AfgFxaQ7KMFxs0JWui49WMMa9cLt+ZmAAzmPl6qxHgIfSNPudAE+gK6BRc\nMvqspli/VbRTSrYolWxRtcX4OBE0QW6BfugaB02e8wFcCU2YMXnuQGsRow0d3RaBfoTJGGvL4dFA\nZxJmb0o2h2klAEC+79/GOX+1VCo9+fnPX00A8C//csvL48cv/xtds9yoBiHLzH2UWU3g6wmPiJjn\neZdLKRfHBgtDLDHkAOkhMCxDpKMomuZ53m2c83X10XHdfnkOkJao3QgfhW47mA/dw3cDdBoubmsq\nyi1nOFBEuvRYEP20gsGIuRvAa2Zj0GYK8wEsgx5htgM18dBQM3JHLCVbrVaFEOLIIL9/TKMTCTOO\nMAZtKxkKRIQgCM4BMEEI8XipVHq+/ncGI8k65GFtl0sNUylVqlartwCwTL2ymQL+oAOkm9kfOQ+R\nDoJgQRAEN9m2/Yjrum8Mtl+D2mmeEeBBAL8xW5yGuxK6jnUWasKhzRg+EchwYDQl2zqaJTKCrmnu\nBvA0dF9wPDT74+bnyaHZ9dFkkWPEJBLXQU9PDx8lzPZCHGGmTsmaiRzXEdFMAHs553uynlPGaDer\nNV4EgJuI7FbO+YZSqfQYi3tmht5/RFOySBCmEfd8LIqij7uu+++2be8aYL96UixiHmachtsB3Qi/\nAfomuATAcmjP0rj2+W7GY7VLSrZTIszB4AF4y2wAMA06fXsudNr/XdTEQ3tRHGH2G+1VrVa54zij\nNcw2Qi9hpiEpKeVEM5Fjf6VSuaOnp2dNDl6wI5qShSFcz/N+17btR13XfT3N/mkPnnUmZlzDNOKe\n64lohhktNpjrSr35epHjvWJ8CO0e82voz28OdOvKKujsRxx9ttqC0C5OP0WpZIuKMPNy+nnfbC+i\ndt3ENfOKOUYP9HUznOTViDDFKGG2F2LRT4AWU7JBEMwPguAmIcSzruu+xBjLLB4y55I5JZuWcImI\n+b5/KQDmuu79tm3vTrHMiNUw432VUmOMuKenXC7flRD3DIT6eZgD/Ww40Gj9CDpC2AzgYWj/0vnQ\nJgo3QkcRcfSZ1/SMLChCkFNkSrZo0U9eSF43j0Artj8JXQP9E2hBWpy+3Znz8RsS5uTJk0dFP22E\nlttKDKlcEkXROa7rft+27R3J9XIQD2UV7aRqK1FKuZ7nrTCOR5EQ4r2Ux+8dIJ0SmQhTKTXZ9/2V\nnPM3SqXSU81Y7CXnYcb/lfj70TAP8wMAL5tNQE/PWAA9PUOgb/RZlCIyiXZSyR7tKdlWcAg6unwG\n2nhjFvSD1xUAppr/i9O3H2Q8Vj/C9H1fVCqVrozrHrXoWMKMI8OhLOmUUiXP824mIrdcLt/OOa9P\nN2SOMJGRdNOM54qiaIrv+7dalrWtXC7/4MiRI39BRLyZoc8NMGI1TCIqhWF4rW3bP3Nd980Wdq0n\n6SJTsq2uH6EWJfwCwBTom+A5AG6CrlvF0Weswh2tYTaPo030k9dxFHRUuRPAk9AtTrHv7SXQ966Y\nPLei9VmdDSPMMWPGjEaYbYQ4JUuoRXYNL+Ioio7zPG8N53x9uVxuKILJYbQWULBKNqEgfcJ13VcS\na6QlvSyiHSBFhGnEPRcCmCyEeKRFsgQGJ62j3YnngNlegr5pnQQdfd4G/T5uh74eXAxf9NlOhNlO\nESYw8D2tCuBNswHAcdDkeT6Am6Et/ZJDs4f6fBtGmJMmTRolzDZC8gMOichpZEnn+/6ZYRheZdv2\nL4a4GedSwyxC9GNI5qIois5zXfe7tm3vTPw4tfmBiXALq2EalfINRDQNwC7LstKklgbrwxzuAdJ5\nEnKIWnQJ6OjzDGjP2/8D+iYY//z9RgukRDsRZhERJkNxxNys088+sz2P2oPXfAC3QLeyxOQ5kN1j\nQ8I85ZRTBhPbHdPoRMJMph36pULNUOSrpJTzGpiM90NatW0d8lC5WoONyCIiu1qt3khEk8rl8jc5\n5/VPgVnSqllrmE1HqGYO5xrGWFelUrm7p6dnNVKQtXmfRiolO5w4AN38fhaAf0Mt+vwU9GuKyTNN\nCi6JdlPJDjeRFRVdAulSv/UPXrHhxmnQdo8foFYW2AX9ufQjzCiK+Jlnnjnah9lG6P2A68lOSjne\n87xVjLHDlUrldsuymklnhdBTCLKeU5YIE6gRXr8vimmFuZUx9m6lUrm7UUSdcURXIV6ysa+tEOJV\n13WfNirl1AOkMbIq2SIQQPd6bjD/ngpNnnEKbjdq48pajT7bKcIsIvIrkjDzmIeZNNywoIdmzwNw\nNbSCu5FhAogIEyZMKMrHtnB0NGECCMwgYYRheJLv+yuFEC+6rvtcC5MzskaHcUq2lGUNmNaSejIM\nw/Bk87p6W2EG2h8ZapgZ9m2K9IIgODUIgusdx/m54zhvJX6UNn06lOhnuFWyIxHB7jfbC9AtVSdD\nE+gF0K85GX0OddNrJ5VsESnZIu3q8j6Wgq6LbwfwBPR0nrnQ1810AH965513HqxUKjsdx7GQLXMB\nxtjVAL4C/bl8i4i+nGW9PNGJhNkvJet53sejKPqY4zg/dhxnSyuLMcZCpdRIp2SBul5MU6+8wIyz\nesC27W1D7H9U1jDN67g4iqJzS6XSt4UQe+t/JeWxe6NIE6kyIur3s2MYQxFNAGC92QDtHrMAwMcA\nrIROu8XR5/4G+7dThDmakm0NRwCshZ4RuxXAm11dXUt/8pOffGzDhg3uzJkzH4buJX4EwJuU+GIN\nBcaYC+B/AbgIur76AmPsUSJ6NfdXkQKdSJi9T85EFIVheBkA0YQzzGDrjajox6A3QjSimOuJ6Hjz\nug42sf9RV8M0r+NGIppsXkcj9V3a4dVkjtHoZ8eS6KcR0qwdu8c8j9rg4wXQ3qUStehzG/Q1306E\nWVRKtogIkxV4rLiG+e4Xv/jF737xi1/kF1100e9v2bLlXwFcBeA/ANwL4O9aWPN8AOuIaDcAMMa+\nB11DHSXMEUIIAGYe4mwAOyuVyr0mSmoZeTj9wAyQzriGJCJh6rBrGGMfViqVO1voq8zSGhKLjgbt\naR0E/SJMKeU4U3f9YKC660D7NgNznnF0Wk+Q7RBhZkH94OPp0OR5IbSCcie0VV87iX6KSMkW1bpS\n5KSSpMCHGy3EfwD4D6a/ZK3eG2dDX18xdgFYmuksc0QnEmYQBMFpQRBcxxjbJ4RYm5YsDfKKDjNH\nqVLK2WEYXpGiDptpCLU5Thxlpnkv+5BeFEUzjLjnN67rPjvE68g66YQltvr/Hy4UQch5ktl7ZnsO\nOvqcC526PR7AF9A3+szzZt1uEWYRhJmH4KeVY/U+kEdR1OfzMqnYVuuZR/W4u44jzCNHjkwHcFmp\nVPp2GIbnIDtRHQ1esiAiJwzDqxzH+ZHjOJtSLNGyW1CD/dPeeHpTuvHDjOM4P3Mc5+0m983iQ9so\ntXg0WONlwXCSsQ/gbeiBx3sB/BY6+rwY2jR+B2q1z6zWa+3Uh1m0y08R6EOYXV1dJdu2sxpl7IJW\n5MY4AX0jzhFFxxHm8ccfv72rq+trjDGEYZi5hzKnlGwW83Tued41AMbYtv1gSrIEcnDrSWutxxiT\nSinL87xLoyg6u1Qq3SeEaGq81WADpJsAEZFlUkdFR5jHOuIHjbj5/VeozW2MCTRAjTy3ofUbeZEq\n2XaJMEeMMA8ePOgIIbIS5q8BnM4YmwWd1VgN4A8zrpkbOo4wAYAx5kOnllqeWNIAeUSYqfowTRP/\nasbYEQC7GWPNDHsecDlkFO6k3Z+IQEQfARAZcU8r44EopegHqBFjfXRRRMr0WK+RNorMk3MbGbT1\n2gJo39JV0G0JMYF+2MQxiogw49cx3MRcVG2xWZefPNCHMLu7u0tCiExD0InIY4z9MbTC1gJwHxH9\nNttp5oeOJEzoD9k1xgWZ+h9zVLi2RLphGM70fX+NEOK3rus+U61Wb0N2P9rCDdSllOOVUqcyxg5V\nKpVvDSLuGQiZR4Ohfw2zCJXscOJoMF8n6JFk7wJ4Fjr6nAdNoJdCk2tMntvRmEyKIMwijdfbOsI8\nfPiwI4TI8tAOACCiX0APGTjq0KmEGReiQ+haTGqMRA3T9/0lYRh+wnGcBx3HifvoMhGeUbflUcNs\nGmEYzvJ9fw1j7H3LsjanIEsgH9EPUGxKtv54xyJaTZd6ANaZjUELhhZAKyCnQ6dsYwKN26CKUMm2\nm/H6iIl+uru7XSFEtaBjjwg6lTDjEV9BDqYDhfVhEpHled4npJQLGvjc5kF4mWuYzf6y7/unh2F4\njeM4D0opZzHGskaJaRATY9HWeO2ALFEsQQuG9kLPbYzHTi0AsAza6Hsj9PeqiNpiO472KgJ9CLOn\np8fhnGeOMI9mdCphJiPMTDVMExUNOVdzCAwZYSqlKtVqdRWAqFKpfNOyrPpaQR4G7pki1Gb2JyLm\ned5SKeWZpVLpXiHEPs/zZmSoQ2ZJnyoisizLqt9/uFWyRRgXjHRKthUkx04xADOgyfM0aJ/miagN\nzM57EkZRkV/bi356enocIUQjV6i2QacSZp8h0lkWMirNuCUj1YU61HkY0/E1nPM3S6XSE40mkuRQ\nSx120Y9SyvE8bwURjalUKndYlhU3PceTD9IgC7klI8xR44LWMFykTNAjyfZAX1NjoU3i50NHn0dQ\nS93uQHYSKjIl29ain56eHifxnW5LdDRhosF4r5RoaHzeLAarYfq+vzgMw2tt237Idd11g50DskWI\nUcb3Qg4WJUopJ3iedxtjbG+lUnmgzixCQquWWwZjLK01HtC3D7No0c+x3OcJFGeNF0D7lq41x5wJ\nHX1eDj19ZStq0WdXimOMin7So54wbcZY2w6PBjqXMANA1zCRva0EqBFvWkl1BEAk07omdXm5lHJx\nnLocYo08jAfKGfYf0E82DMPZRtH7vOu6LzRIXWdVuqZ93UniarcI81hKyQ6EepUsQUebuwE8BaAC\nHXnGBNqNvtFnM0Q4KvrJdqxewqxWq0IIMRphtiFyS8km1ku9jkmx9lrLKaVK1Wp1JQBu6pVDFtJz\ncAsalpSs7/tnGgeinziOs7HBfkA+rSFpQETUqA+viBrmcKIIsi9CwcowOMn0AHjDbAzALGjyvBLA\nFABbUIs+B4p8RkU/6cBQ97DR09PDbdtupYf6mEPHE2YeKdmc1gmJyJZSTvY871bO+cZSqfSoqZE2\ng0wzNbMMkDbos38iQj6tgaI3z2PnRbadMA8zTxQVYTZbjyNoW7VdAJ6Entk432xXQKdrY/LciRpJ\njop+0qFPdAkAPT09YpQw2xNB4s/caphZ1wiC4JQoiq60bftR13Vfb3H/rBFilIUwkzMxjbhnJRG5\nRtwzVIScRx2yZZjIngGgOiHVqDXe0DjaB0gfAfC62Szo6HM+9NipSahFn4dRHGFmGqzcJIoS/fQj\nTM/zhOM4o4TZhkimZHOpYSID8Zq0oIii6DLXdb9j2/aeFMvkkZLNsr8CwKWUE424Z1elUvl+k5Ng\nsvZSHosq2dG2kqGRl9OPgo4qd0JHn2NRiz4XQL+Wy6Gjz105HbMeRYp+svq5NoNGhMnHjRs3Kvpp\nQ8SinxDZeyiBDGpbpZTred4KANxxnAdSkiUYY5FSKvXn2Wwf5SCQUsrpQRBcK4T4leu6L7XwnmYZ\nQD0c9c/hVsm2A44lwqzHYQCvme1k6JonAbgGuudzM3T0GUegeaBI0U8Rwpt+hFmtVkWpVBolzDZE\nHGEq6C9Kpos5rXgoiqLJvu/fZlnWdgD7LcvKkrLJ7AWbZX8iGq+UWuA4zvcdx9mc4tipSI8xppRS\nmSJM3/dPkVLOBjAB+ibZDvMwhxvHMmHWH6MK4AmzjUMt8rwK2iQ+rn3uQvrX3G6in36E6fu+GDt2\n7ChhtiGSH3RARA5jLIsHYss1zCAI5gdBcJNt20+6rvvKkSNHPp9FOGQixEzm62lqmEbccyURTeec\n/yoFWcYPLoWrZIlIBUFwIRHNYoy9Q0TxTdKHVlXOgDYPP9ZqjkWlZItQyRZhvp58WO4G8KrZLOh5\njPMBXAdgPHTtM25daSWSa3vRj+d5YurUqXk7MR1V6FTCTEZycTo1C2E2HWESEXzfvyiKovNc1/2e\nbdvxcNSsNchM+6chXJNOXklEwrKsty3LSvseFk6YSikHwGQiQrlc/onv+1xKucWs9QkAcwDcDD1l\nYyOADdA3yzyEG6MRZnMoKsIciMgU9CSV7QAehybM+QAWQadvD6AWfe7G4O9HkU4/IxZhLlq0KI15\nxDGDTiXM5AedyxDpZtYgIrtard5IRJPM3MfeiysHa7tCrfGklJM8z7vNsqzt5XL5F57nXZVBZZul\nraRl8pFSjvc875MApG3bj5hU+BjzYwV9I+QAfg6tqFwI4KMAVkCn5TaYrZmZju2Ko10l2yxa6cPs\nAvBbs3HUos8boFO5m1GLPuuV4UWKfkZEJRtFET/11FNHzdfbEL0ftHH7GfaJJUY9eitj7N1KpXJ3\nAxu9VEOkY5j1CqlhhmE4x/f9VUKIp0ul0q9b3b8BCoswoyia4XnebUKIF6MoWsQYY6Z/9TTG2Bgi\n2oa+op8PAbxkNgfAXGgCvQg6dRuTZ7POMkAxKd5RlWzzx0hDZBJ6JNk2AL9ELfo8FcC1APajFn3u\nQfs5/fQjTACYOHFiUT62I4JOJcz6lGzmiSWDRXdhGJ7s+/5KIcSzg6hHM3u5IntKdkjC833/I2EY\nXuY4zo8cx9lSd/zUwp0i9g2CYFEQBMsdx/mZ4zhvHzlyZCGA46Mo8izL2s4YmwJgkZRyIhEpxthM\nItqLGjEEAN4xWzzTcSG0ynIydMp2A/RNcqgn7eFuKxluFBH9HUsDpOujzxOhCfRG6OwFQUekezD0\ntZEFI5aSNfe1UcJsQ+SakjXrja3/T1OvPD+Kootd1/2hbdtbB1kjaw0ycw10MNJPzOKcXyqV7hZC\nHKj7laytIcMWnZrP4YIoij6e6HO1GGNOGIanMcaetSxrq2VZMoqic4jocsuyXrcs61wiconofSLa\nQ0TbUetxS850fBq13r64vrUftejz3fpTSvlajya0S4Q5HJGfhDaF3wrgMWj19WcBnATgfADvoxZ9\nJh/I8sBIESYjIqCYKHrE0KmE2Rth5uQn228NIhLVavV6Ijre1CsPDrBvfB4jWsMcLMI03ra3AIBx\n7ulnMm/s7dIeP3V0iiEI0xD9NUqpE8vl8p2c80MAHCJawDl/SUo5QUq5VEp5C3TPXYlzfj/nfJfZ\nfwIRnQQtAvoIER1SSu0z5Jl8aEj29nHz+wsArIK+NpLCIWD4o8B2SMkWoZItwnz9EPRghocBvAcd\nfS6AromXUat9bkY28SEwcoRpERHNmDGjHR4GB0SnEma/tpIsizHGQqVUL2EaUckaxtiHlUrlTkPK\nQyGPCDP3GmaiV3TzEN62mUZ0IQNhGqek/j9QyjVDt6lcLt9lWZYPYIxSaoGU8gBjbKcQAkT0fBiG\ntwCYyhjbLaX8tJTyfcuyNlqWtYEx9jpjDERkM8ZOZIzNBLCUiBQRvUdEu4loJ2o3XglNjFsAPAJt\nBL4QOrq4GTp9dxi6SX7QB6mUKMp8vV0izCLHeyWjz0ehr4H5AM6AFg+9B02eG5GupWmkRD+ciIp4\nH0cUo4SZ0dbOoJfswjA8wQhiXnJd97kW3G6ynkfuNcy49hr3ijZx/JEQ/TS0xjPzNz9lWdb2Uqn0\nC0PKk5VSJ0VRtBM6LQYiGhOG4a2MsQ+FEP8rNoJXSp2olFoYRdFqAJwxttGyrA0mdbvZuENNJ6IT\nAZxOROcT0X4ietcIh5I9egcAvGA2F8DV0N6mvw9dz4rrnklT8KMd7aKSHenxXgcB/MZsArXocyV0\nS1Ocut2M5sYHFin66a3FBkFQlKhpRNGRhDlu3DjZ3d0toW+EubSVALB93z8nDMNlZpTVphbXiLJE\nunnUMJEgPN/3zw3DcKnrug/Ytr2tif2zkF5qsm0UnYZhOCsxf/NFEx0er5Q6Xkq5GTpFBqXU1CiK\nPsUYe10I8VT8cMMYk5zzrZzzrUT0CBFNUUotlFJ+TEq5kjG2nTG2wUSgvwEAIqoAOJmIjocm0MOm\n9rmDiJI1TB/APvPnI9ADkRdCGybEtmwboG+UWdNzw4l2ijCLIsyhiCxC38zEJOjocwmA5dDXTTL6\nbIQRSckeOnTIFUIU4WE7ouhIwjQIUZsgkIkwiUgqpWYQ0eRSqXSXEOKDFMtE0ANxUyFrSjY2LjA1\nv6uVUieXy+W7OOdNvRbGmFRKpY4wM04r6d03CILTgiC4znGcBx3HWQ8tRpgjpZyglFq3ybl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gP4fI5rp0bHEqbruk8DuJ1z3h0EQR5kl1eE2dJnYiz7buOcv2ai09QF0Cw1zLT7hmF4su/7KwEc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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#yum install blas blas-devel lapack lapack-devel\n", + "from sklearn.decomposition import PCA as sklearnPCA\n", + "sklearn_pca = sklearnPCA(n_components=3)\n", + "sklearn_transf = sklearn_pca.fit_transform(m.T)\n", + "fig = plt.figure(figsize=(8,8))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.plot(sklearn_transf[:,0],sklearn_transf[:,1], sklearn_transf[:,2],\n", + " 'o', markersize=7, color='blue', alpha=0.5, label='class1')\n", + "\n", + "plt.xlabel('x_values')\n", + "plt.ylabel('y_values')\n", + "plt.xlim([-4,4])\n", + "plt.ylim([-4,4])\n", + "plt.legend()\n", + "plt.title('Transformed samples using sklearn.decomposition.PCA()')\n", + "plt.show()" ] }, { From 9eb6fd0cc979e0cbb62b0c52c176c1489303781c Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Wed, 12 Aug 2015 08:34:05 -0400 Subject: [PATCH 09/26] adding nologcapture. Removing specific emails for build notifications as I was not getting them. By default they go to the commit author --- .travis.yml | 7 +------ 1 file changed, 1 insertion(+), 6 deletions(-) diff --git a/.travis.yml b/.travis.yml index 4c59efc..125af20 100644 --- a/.travis.yml +++ b/.travis.yml @@ -10,12 +10,7 @@ install: - pip install -r tests/requirements.txt - python setup.py develop script: - - nosetests tests --with-coverage --cover-erase --cover-package=bio_pieces + - nosetests tests --with-coverage --cover-erase --cover-package=bio_pieces --nologcapture - pybot tests/*.robot after_success: - coveralls - -notifications: - email: - recipients: - - michael.panciera.work@gmail.com From 159ec02f97cfe57f47b5af2316a330efbb7a9833 Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Wed, 12 Aug 2015 08:51:08 -0400 Subject: [PATCH 10/26] py26 ordereddict import check --- bio_pieces/aln_pca.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/bio_pieces/aln_pca.py b/bio_pieces/aln_pca.py index 1f3bcfd..0e89f5f 100644 --- a/bio_pieces/aln_pca.py +++ b/bio_pieces/aln_pca.py @@ -3,7 +3,11 @@ import itertools import os import sys -from collections import OrderedDict + +try: + from collections import OrderedDict +except ImportError: + from ordereddict import OrderedDict import argparse from Bio import SeqIO From 21b1a2aae5625ee81090bae48f88036006fc1c35 Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Wed, 12 Aug 2015 09:08:48 -0400 Subject: [PATCH 11/26] Trying to fix matplotlib tkagg issue --- .travis.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.travis.yml b/.travis.yml index 125af20..c9d937d 100644 --- a/.travis.yml +++ b/.travis.yml @@ -3,6 +3,9 @@ python: - "2.6" - "2.7" - "3.4" +before_install: + - "export DISPLAY=:99.0" # Should fix matplotlib errors + - "sh -e /etc/init.d/xvfb start" install: - if [[ $TRAVIS_PYTHON_VERSION == '2.6' ]]; then pip install unittest2 ordereddict counter; fi - if [[ $TRAVIS_PYTHON_VERSION == '3.4' ]]; then pip install robotframework-python3; else pip install robotframework; fi From d5b0e748633765873054eba1b092eade160af661 Mon Sep 17 00:00:00 2001 From: Tyghe Vallard Date: Wed, 12 Aug 2015 10:00:42 -0400 Subject: [PATCH 12/26] StringIO,BytesIO compatibility fixed for py26/27 py3 --- bio_pieces/sns_matrix.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/bio_pieces/sns_matrix.py b/bio_pieces/sns_matrix.py index 1230c86..ed2879c 100644 --- a/bio_pieces/sns_matrix.py +++ b/bio_pieces/sns_matrix.py @@ -1,12 +1,15 @@ import pandas as pd import numpy as np -from StringIO import StringIO +try: + from io import StringIO as BytesIO +except ImportError: + from io import BytesIO # Simple Nucleotide Substitution matrix # Copy/pasted table from # http://www.jalview.org/help/html/calculations/scorematrices.html#simplenucleotide -sns = StringIO(''' +sns = BytesIO(u''' ,A,C,G,I,N,R,T,U,X,Y A,10,-8,-8,1,1,1,-8,-8,1,-8 C,-8,10,-8,1,1,-8,-8,-8,1,1 From 963beb26f5fa7c2f9f658fa92e8e8e4659250591 Mon Sep 17 00:00:00 2001 From: Panciera Date: Wed, 12 Aug 2015 14:47:13 -0400 Subject: [PATCH 13/26] initial commit of make_pca --- bio_pieces/make_pca.py | 78 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 78 insertions(+) create mode 100755 bio_pieces/make_pca.py diff --git a/bio_pieces/make_pca.py b/bio_pieces/make_pca.py new file mode 100755 index 0000000..a2b451a --- /dev/null +++ b/bio_pieces/make_pca.py @@ -0,0 +1,78 @@ +''' +Usage: make_pca.py [--map ] [--outdir

] [--coord ] + +Options: + --outdir=,-o= Directory to put html file in. [Default: emperor] + --map=,-m= TSV file which maps FASTA IDs to metadata. If not supplied one is generated using the FASTA IDs only. + --coord=,-c= Coordinate file including distance matrix, defined by Qiime pipeline +''' +#options in docopt are special, and need = if using them +''' also create static png files. +allow "color-by" parameters. ''' +from skbio import Alignment +from skbio.stats.ordination import PCoA +from itertools import groupby +from docopt import docopt +from schema import Schema, Use, Optional +import os +import sh +import re +import emperor #!not used, but emperor must be installed! + +run_emperor = sh.Command('make_emperor.py') + +def make_coordinates(fasta_filename): + alignment = Alignment.read(fasta_filename) + distance_matrix = alignment.distances() + pcoa = PCoA(distance_matrix) + scores = pcoa.scores() + return scores + +def write_coordiates(fasta_filename): + outname = '%s.coord' % fasta_filename + assert not os.path.exists(outname), "Coordinate file %s exists! Please remove or run again with --coord parameter." % outname + make_coordinates(fasta_filename).write(outname) + return outname + +def make_emperor(fasta_fn, outdir, mapfile, coordfile): + # do try/except for sh call to make_emperor + mapfile = mapfile or make_simple_mapping(fasta_fn) + coordinate_file = coordfile or write_coordiates(fasta_fn) + return run_emperor(i=coordinate_file, m=mapfile, o=outdir) + +def make_simple_mapping(fasta_fn): + ids = map(lambda x: x[1:], filter(lambda x: x.starswith('>'), open(fasta_fn))) + header = '#SampleID\n' + mapfile_fn = '%s.map' % fasta_fn + assert not os.path.exists(mapfile_fn), "Mapping file %s exists! Please remove, or run again with --map parameter." % mapfile_fn + with open(mapfile_fn, 'w') as mapfile: + mapfile.write(header) + mapfile.writelines(ids) + return mapfile_fn + +#NOTE: Currently unused +''' +def make_undescore_metadata_mapping(fasta): + reg = re.compile(r'^[^_]+_([^_]+)_') + with open('%s.map' % fasta, 'w') as mapfile: + ids = map(X[1:], filter(X[0] == '>', open(fasta))) + #groups = groupby(ids, lambda x: x[:x.find('_')]) + groups = groupby(ids, lambda x: reg.match(x).groups()[0]) + header = '#Group\tSampleID\n' + mapfile.write(header) + for k, group in groups: + mapfile.writelines(map(('%s\t' % k + '{0}').format, group)) + return mapfile.name +''' +def main(): + scheme = Schema( + { '' : os.path.isfile, + Optional('--map') : Use(lambda x: x or None), + Optional('--coord') : Use(lambda x: x or None), + '--outdir' : str + }) + raw_args = docopt(__doc__, version='Version 1.0') + args = scheme.validate(raw_args) + make_emperor( args[''], args['--outdir'], args['--map'], args['--coord']) + +if __name__ == '__main__': main() From 02c28dede0362fdd52e8323de8d42400d8d7d5f4 Mon Sep 17 00:00:00 2001 From: Panciera Date: Wed, 12 Aug 2015 14:54:28 -0400 Subject: [PATCH 14/26] added make_pca requirements: emperor,skbio --- requirements.txt | 2 ++ 1 file changed, 2 insertions(+) diff --git a/requirements.txt b/requirements.txt index b089e2c..4389da4 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,3 +7,5 @@ schema pyvcf sh matplotlib +emperor +skbio From 5117d65957b96b1dd3a612992980cec146ec22df Mon Sep 17 00:00:00 2001 From: Panciera Date: Wed, 12 Aug 2015 15:00:46 -0400 Subject: [PATCH 15/26] fixed syntax bug in make_pca, added shorter test file for faster runtime --- bio_pieces/make_pca.py | 2 +- tests/testinput/short.aln1.fasta | 26 ++++++++++++++++++++++++++ 2 files changed, 27 insertions(+), 1 deletion(-) create mode 100644 tests/testinput/short.aln1.fasta diff --git a/bio_pieces/make_pca.py b/bio_pieces/make_pca.py index a2b451a..cda875c 100755 --- a/bio_pieces/make_pca.py +++ b/bio_pieces/make_pca.py @@ -41,7 +41,7 @@ def make_emperor(fasta_fn, outdir, mapfile, coordfile): return run_emperor(i=coordinate_file, m=mapfile, o=outdir) def make_simple_mapping(fasta_fn): - ids = map(lambda x: x[1:], filter(lambda x: x.starswith('>'), open(fasta_fn))) + ids = map(lambda x: x[1:], filter(lambda x: x.startswith('>'), open(fasta_fn))) header = '#SampleID\n' mapfile_fn = '%s.map' % fasta_fn assert not os.path.exists(mapfile_fn), "Mapping file %s exists! Please remove, or run again with --map parameter." % mapfile_fn diff --git a/tests/testinput/short.aln1.fasta b/tests/testinput/short.aln1.fasta new file mode 100644 index 0000000..d4c21ad --- /dev/null +++ b/tests/testinput/short.aln1.fasta @@ -0,0 +1,26 @@ +>D3GII_KDH0014A_consensus +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c002 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c004 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACCCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c008 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGGAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c011 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDH0014A_c025 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTRTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGATGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c039 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAGCAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c040 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c041 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGGCAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c043 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c044 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c045 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAATGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT +>D3GII_KDC0064A_c046 +ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAGTAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT From 51f9020b5a16f0fc793a03eafc6c6b357173d79a Mon Sep 17 00:00:00 2001 From: Panciera Date: Wed, 12 Aug 2015 15:01:15 -0400 Subject: [PATCH 16/26] aliased `python make_pca.py` as make_pca in setup.py --- setup.py | 1 + 1 file changed, 1 insertion(+) diff --git a/setup.py b/setup.py index 11e436b..49c877e 100644 --- a/setup.py +++ b/setup.py @@ -23,6 +23,7 @@ 'beast_est_time = bio_pieces.beast_wrapper:beast_est_time', 'version = bio_pieces.version:main', 'aln_pca = bio_pieces.aln_pca:main', + 'make_pca = bio_pieces.make_pca:main' #'sequence_concat = bio_pieces.sequence_concat:main', #'sequence_files_concat = bio_pieces.sequence_files_concat:main', #'sequence_split = bio_pieces_old.sequence_split:main', From ab4c39bcf1727724336ea18c0d1261290b4135a5 Mon Sep 17 00:00:00 2001 From: Panciera Date: Wed, 12 Aug 2015 15:01:46 -0400 Subject: [PATCH 17/26] added make_pca robot test --- tests/make_pca.robot | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) create mode 100644 tests/make_pca.robot diff --git a/tests/make_pca.robot b/tests/make_pca.robot new file mode 100644 index 0000000..45579a6 --- /dev/null +++ b/tests/make_pca.robot @@ -0,0 +1,17 @@ +*** Settings *** +Library Process +Library OperatingSystem +Library Collections +Suite Teardown Terminate All Processes + +*** Variables *** +${fasta} = tests/testinput/short.aln1.fasta + +*** Test Cases *** +TestMakePCAReturnCodeIsZero + ${process_result} = Run Process make_pca ${fasta} + Log To Console ${process_result.stdout} + Log To Console ${process_result.stderr} + Should Be Equal As Integers ${process_result.rc} 0 + # Check output + Should Not Contain ${process_result.stdout} Error From 60e124f12733aa8213b59208a2283cb24f63c6a7 Mon Sep 17 00:00:00 2001 From: Panciera Date: Wed, 12 Aug 2015 15:08:22 -0400 Subject: [PATCH 18/26] fixed scikit-bio package name --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 4389da4..09f9f4b 100644 --- a/requirements.txt +++ b/requirements.txt @@ -8,4 +8,4 @@ pyvcf sh matplotlib emperor -skbio +scikit-bio From a5da1702ab448403245781dcd77edf1cb29fbfd1 Mon Sep 17 00:00:00 2001 From: Panciera Date: Wed, 12 Aug 2015 15:15:21 -0400 Subject: [PATCH 19/26] added blas to .travis.yml --- .travis.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.travis.yml b/.travis.yml index c9d937d..6181ac5 100644 --- a/.travis.yml +++ b/.travis.yml @@ -7,6 +7,7 @@ before_install: - "export DISPLAY=:99.0" # Should fix matplotlib errors - "sh -e /etc/init.d/xvfb start" install: + - sudo apt-get install gfortran libopenblas-dev liblapack-dev #needed for sci-* - if [[ $TRAVIS_PYTHON_VERSION == '2.6' ]]; then pip install unittest2 ordereddict counter; fi - if [[ $TRAVIS_PYTHON_VERSION == '3.4' ]]; then pip install robotframework-python3; else pip install robotframework; fi - pip install -r requirements.txt From 333ea58df92b0550fa85ff9f5a7d49511afa2bc3 Mon Sep 17 00:00:00 2001 From: Panciera Date: Fri, 14 Aug 2015 12:34:12 -0400 Subject: [PATCH 20/26] make_pcoa is now optional and documented --- bio_pieces/{make_pca.py => make_pcoa.py} | 32 +++++++--- docs/scripts/make_pcoa.rst | 58 +++++++++++++++++++ pcoa-requirements.txt | 2 + ..._pca.robot => make_pcoa.robot.dontrun.txt} | 0 4 files changed, 83 insertions(+), 9 deletions(-) rename bio_pieces/{make_pca.py => make_pcoa.py} (74%) create mode 100644 docs/scripts/make_pcoa.rst create mode 100644 pcoa-requirements.txt rename tests/{make_pca.robot => make_pcoa.robot.dontrun.txt} (100%) diff --git a/bio_pieces/make_pca.py b/bio_pieces/make_pcoa.py similarity index 74% rename from bio_pieces/make_pca.py rename to bio_pieces/make_pcoa.py index cda875c..140c3be 100755 --- a/bio_pieces/make_pca.py +++ b/bio_pieces/make_pcoa.py @@ -1,25 +1,36 @@ ''' -Usage: make_pca.py [--map ] [--outdir ] [--coord ] +Usage: make_pcoa.py [--map ] [--outdir ] [--coord ] Options: - --outdir=,-o= Directory to put html file in. [Default: emperor] + --outdir=,-o= Directory to put html file in. [Default: pcoa] --map=,-m= TSV file which maps FASTA IDs to metadata. If not supplied one is generated using the FASTA IDs only. - --coord=,-c= Coordinate file including distance matrix, defined by Qiime pipeline + --coord=,-c= Coordinate file including distance matrix, defined by Qiime pipeline. Will over-ride the information in + +Help: + After running, open the resulting index.html file in your browser. i.e.: + $ make_pcoa aln.fasta --outdir pcoa + $ firefox pcoa/index.html ''' + +from __future__ import print_function + #options in docopt are special, and need = if using them ''' also create static png files. allow "color-by" parameters. ''' -from skbio import Alignment -from skbio.stats.ordination import PCoA -from itertools import groupby from docopt import docopt from schema import Schema, Use, Optional import os import sh -import re -import emperor #!not used, but emperor must be installed! +try: + from skbio import Alignment + from skbio.stats.ordination import PCoA + import emperor #!not used, but emperor must be installed to run `make_emperor.py` + run_emperor = sh.Command('make_emperor.py') +except ImportError: + print("make_pcoa requires emperor and scikit-bio!\nExecute `pip install emperor` to use.") + + -run_emperor = sh.Command('make_emperor.py') def make_coordinates(fasta_filename): alignment = Alignment.read(fasta_filename) @@ -31,6 +42,7 @@ def make_coordinates(fasta_filename): def write_coordiates(fasta_filename): outname = '%s.coord' % fasta_filename assert not os.path.exists(outname), "Coordinate file %s exists! Please remove or run again with --coord parameter." % outname + print("Generating Coordinate file %s from fasta file %s" % (outname, fasta_filename)) make_coordinates(fasta_filename).write(outname) return outname @@ -45,6 +57,7 @@ def make_simple_mapping(fasta_fn): header = '#SampleID\n' mapfile_fn = '%s.map' % fasta_fn assert not os.path.exists(mapfile_fn), "Mapping file %s exists! Please remove, or run again with --map parameter." % mapfile_fn + print("Auto-generating map file %s from fasta file %s" % (mapfile_fn, fasta_fn)) with open(mapfile_fn, 'w') as mapfile: mapfile.write(header) mapfile.writelines(ids) @@ -53,6 +66,7 @@ def make_simple_mapping(fasta_fn): #NOTE: Currently unused ''' def make_undescore_metadata_mapping(fasta): + import re reg = re.compile(r'^[^_]+_([^_]+)_') with open('%s.map' % fasta, 'w') as mapfile: ids = map(X[1:], filter(X[0] == '>', open(fasta))) diff --git a/docs/scripts/make_pcoa.rst b/docs/scripts/make_pcoa.rst new file mode 100644 index 0000000..f464ab8 --- /dev/null +++ b/docs/scripts/make_pcoa.rst @@ -0,0 +1,58 @@ +make_pcoa +======= + +make_pcoa is used to build an interactive 3D plot for a given fasta alignment file built from +a Principal Coordinate Analysis (PCoA). The file produced can be opened in a browser for interactive viewing. + +makce_pcoa uses the scikit-bio package to compute the PCoA and the emperor program to create the plot. + +Usage ++++++++++++++++++++++++++++ + + +Usage: + make_pcoa.py [--map ] [--outdir ] [--coord ] + +Options: + --outdir=,-o= Directory to put html file in. [Default: emperor] + --map=,-m= TSV file which maps FASTA IDs to metadata. If not supplied one is generated using the FASTA IDs only. + --coord=,-c= Coordinate file including distance matrix, defined by Qiime pipeline + +Examples: + +.. code-block:: bash + + $> make_pcoa tests/testinput/aln1.fasta --map mymap.map --outdir results + + $> make_pcoa tests/testinput/aln1.fasta --outdir results + + $> make_pcoa tests/testinput/aln1.fasta --map mymap.map --coord mycoord.coord + + +Produces a folder results (named "pcoa" if --outdir is not provided) condaining an index.html file. The plot can be viewed by opening it in the browser: + +.. code-block:: bash + + $> firefox pcoa/index.html + + + +Mapping File ++++++++++++++ + +Mapping files are used to customize the plot (e.g., color grouping) by defining categories for the provided sequences. Mapping files are simple TSV-seperated files which +map FASTA IDs (from the input file e.g. aln1.fasta) to arbitrary categories; i.e. geographic region of sequence, sequencing platform, etc. + +Information about mapping files can be found here: `http://qiime.org/documentation/file_formats.html#metadata-mapping-files`_ +An example is located here: `http://qiime.org/_static/Examples/File_Formats/Example_Mapping_File.txt`_ + +In general, a mapping file is suggested to assist in interpreting the data, but if one is not provided, make_pcoa will create one automatically. This auto-generated mapping file will have no categories besides FASTA ID. + + +Coordinate File ++++++++++++++++ + +Coordinate files include the data generated by PCoA. In general, make_pcoa should create this file automatically; but the --coord argument can be +supplied to avoid re-creating a new coordinate file each time (if, for example, a new mapping file is provided with the same alignment). + +NOTE: If a coordinate file is provided, the fasta file is ignored: the coordinate file provides the information to create the plot (unless it is used to auto-generate the mapping file, which will effect metadata only). diff --git a/pcoa-requirements.txt b/pcoa-requirements.txt new file mode 100644 index 0000000..3d16ce7 --- /dev/null +++ b/pcoa-requirements.txt @@ -0,0 +1,2 @@ +emperor +scikit-bio diff --git a/tests/make_pca.robot b/tests/make_pcoa.robot.dontrun.txt similarity index 100% rename from tests/make_pca.robot rename to tests/make_pcoa.robot.dontrun.txt From febe749bb426f3790e7ab53fdb08eab90aff2bcb Mon Sep 17 00:00:00 2001 From: Panciera Date: Fri, 14 Aug 2015 12:37:54 -0400 Subject: [PATCH 21/26] degen files belong in different branch --- bio_pieces/degen.py | 51 --------------------------------------------- setup.py | 2 +- tests/test_degen.py | 44 -------------------------------------- 3 files changed, 1 insertion(+), 96 deletions(-) delete mode 100644 bio_pieces/degen.py delete mode 100644 tests/test_degen.py diff --git a/bio_pieces/degen.py b/bio_pieces/degen.py deleted file mode 100644 index deb4dec..0000000 --- a/bio_pieces/degen.py +++ /dev/null @@ -1,51 +0,0 @@ -from __future__ import print_function -from Bio import Entrez, SeqIO -from functools import partial -from collections import namedtuple -from itertools import starmap, product, imap as map -import operator -import re -Entrez.email = "micheal.panciera.work@gmail.com" - -def compose2(f, g): - def inner(*args, **kwargs): - return f(g(*args, **kwargs)) - return inner -def compose(*funcs): return reduce(compose2, funcs) - -DEGENS = ['S', 'R', 'D', 'W', 'V', 'Y', 'H', 'K', 'B', 'M'] -Gene = namedtuple('Gene', ['name', 'start', 'stop']) - -def gene_from_line(s): return Gene(get_name(s), *get_interval(s) ) -def fetch_record_by_id(_id): return Entrez.efetch(db="nucleotide", id=_id, rettype='gb', retmode='text').read() - -gene_lines = re.compile(r'(mat_peptide[^\n]+\n[^\n]+)').findall -raw_nums = lambda x: re.compile(r'([0-9]+)\.\.([0-9]+)\n').search(x).groups() -get_interval = compose(partial(map, int), raw_nums) -get_name = lambda x: re.compile(r'/product="([^"]+)').search(x).groups()[0] -degen_positions = lambda seq: (m.start() for m in re.finditer('|'.join(DEGENS), seq)) - -genes_form_text = compose(partial(map, gene_from_line), gene_lines) -fetch_genes_by_id = compose(genes_form_text, fetch_record_by_id) - -rowformat='{0}\t{1}\t{2}' - -def get_gene_pos_seq(genes, seq): - ''' :return list of tuples of form: (gene name, position, nt)... ''' - _degen_positions = degen_positions(str(seq)) - perms = product(genes, _degen_positions) - result = ((gene.name, pos, seq[pos]) for gene, pos in perms if gene.start <= pos <= gene.stop) - return result - -def get_result_info(infasta, ref_id=None, gene_file=None): - assert operator.xor(bool(ref_id), bool(gene_file)), "Must specify reference id or gene annotation file, but not both. \ - You specified reference id %s and gene file %s" % (ref_id, gene_file) - if ref_id: - genes = fetch_genes_by_id(ref_id) - else: - raise NotImplementedError('Currently only works with GenBank reference ids.') - fasta = SeqIO.parse(infasta, format='fasta') - return map(partial(get_gene_pos_seq, genes), fasta) - -pretty_table = compose('\n'.join, partial(starmap, rowformat.format)) -get_result_table = compose(partial(map, pretty_table), get_result_info) diff --git a/setup.py b/setup.py index 49c877e..fafaa91 100644 --- a/setup.py +++ b/setup.py @@ -23,7 +23,7 @@ 'beast_est_time = bio_pieces.beast_wrapper:beast_est_time', 'version = bio_pieces.version:main', 'aln_pca = bio_pieces.aln_pca:main', - 'make_pca = bio_pieces.make_pca:main' + 'make_pcoa = bio_pieces.make_pcoa:main' #'sequence_concat = bio_pieces.sequence_concat:main', #'sequence_files_concat = bio_pieces.sequence_files_concat:main', #'sequence_split = bio_pieces_old.sequence_split:main', diff --git a/tests/test_degen.py b/tests/test_degen.py deleted file mode 100644 index 621df2f..0000000 --- a/tests/test_degen.py +++ /dev/null @@ -1,44 +0,0 @@ -import unittest -import mock -from bio_pieces.degen import Gene, get_gene_pos_seq, get_result_table -from itertools import starmap - - -class DegenTest(unittest.TestCase): - def setUp(self): - self.seq = 'G'*83 + 'GGRAAY' + 420*'A' + 'RAGT'+'C'*8000 + 'YYY' + 'A' * 2000 - self.positions = [85, 88, 509, 8513, 8514, 8515] - self.genestrs = ["anchored capsid protein"] * 2 + ["membrane glycoprotein precursor"] + ["nonstructural protein NS5"]*3 - self.nts = [self.seq[i] for i in self.positions] - self.genbank_id = 'KJ189367.1' - self.expected_str ='' - for p, g, nt in zip(self.positions, self.genestrs, self.nts): - self.expected_str += '\t'.join( map(str, [g, p, nt]) ) + '\n' - self.expected_str = self.expected_str[:-1] - self.geneinfo = [ ["anchored capsid protein", 84, 426], - ["membrane glycoprotein precursor", 426,923, ], - ["envelope protein", 924,2408, ], - ["nonstructural protein NS1", 2409,3464, ], - ["nonstructural protein NS2A", 3465,4118, ], - ["nonstructural protein NS2B", 4119,4508, ], - ["nonstructural protein NS3", 4509,6365, ], - ["nonstructural protein NS4A", 6366,6746, ], - ["2K peptide", 6747,6815, ], - ["nonstructural protein NS4B", 6816,7562, ], - ["nonstructural protein NS5", 7563,10259,]] - self.genes = starmap(Gene, self.geneinfo) - - - @mock.patch('Bio.SeqIO.parse') - def test_functional(self, mparse): - '''Note: requires internet access to genbank.''' - mparse.return_value = [self.seq] - actual = next(get_result_table('_', ref_id=self.genbank_id)) - self.assertMultiLineEqual(actual, self.expected_str) - - def test_get_gene_pos_seq(self): - expected = sorted(zip(self.genestrs, self.positions, self.nts)) - actual = sorted(get_gene_pos_seq(self.genes, self.seq)) - self.assertListEqual(actual, expected) - - From 38e0e6a783cb88e68a3054c67ffd82671c5b95f0 Mon Sep 17 00:00:00 2001 From: Panciera Date: Fri, 14 Aug 2015 12:43:06 -0400 Subject: [PATCH 22/26] added make_pcoa to index --- docs/scripts/index.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/scripts/index.rst b/docs/scripts/index.rst index a53f902..8c62fa0 100644 --- a/docs/scripts/index.rst +++ b/docs/scripts/index.rst @@ -9,3 +9,4 @@ Scripts beast_wrapper group_references aln_pca + make_pcoa From a1a144d1dc3cc0f8ec047942cf323b64ca0dacbd Mon Sep 17 00:00:00 2001 From: Panciera Date: Fri, 14 Aug 2015 13:03:38 -0400 Subject: [PATCH 23/26] removed old PCA stuff --- bio_pieces/aln_pca.py | 377 ----- docs/_static/jalview.png | Bin 374665 -> 0 bytes docs/_static/pca.png | Bin 367850 -> 0 bytes docs/scripts/aln_pca.rst | 150 -- jalview_snm.txt | 12 - pca.ipynb | 3109 ------------------------------------ tests/test_aln_pca.py | 124 -- tests/test_sns_matrix.py | 12 - tests/testinput/aln1.fasta | 188 --- 9 files changed, 3972 deletions(-) delete mode 100644 bio_pieces/aln_pca.py delete mode 100644 docs/_static/jalview.png delete mode 100644 docs/_static/pca.png delete mode 100644 docs/scripts/aln_pca.rst delete mode 100644 jalview_snm.txt delete mode 100755 pca.ipynb delete mode 100644 tests/test_aln_pca.py delete mode 100644 tests/test_sns_matrix.py delete mode 100644 tests/testinput/aln1.fasta diff --git a/bio_pieces/aln_pca.py b/bio_pieces/aln_pca.py deleted file mode 100644 index 0e89f5f..0000000 --- a/bio_pieces/aln_pca.py +++ /dev/null @@ -1,377 +0,0 @@ -from __future__ import print_function - -import itertools -import os -import sys - -try: - from collections import OrderedDict -except ImportError: - from ordereddict import OrderedDict - -import argparse -from Bio import SeqIO -import pandas as pd -import numpy as np - -import matplotlib.pyplot as plt -from matplotlib import cm -from mpl_toolkits.mplot3d import axes3d -from mpl_toolkits.mplot3d import proj3d -from matplotlib.patches import FancyArrowPatch - -''' -Builds pca 3d plots based on an identity matrix for a given fasta alignment file - -Heavily based on this: -http://sebastianraschka.com/Articles/2014_pca_step_by_step.html#introduction - -Also using code from this: -https://zulko.wordpress.com/2012/09/29/animate-your-3d-plots-with-pythons-matplotlib/ - -TODO: - - Somehow detect different data sets(aka, each sample's data should be graphed - as different color) - - Make interactive? Seems like if we can launch gtk matplotlib then it should - just work? -''' - -def pairwise_identity(seq1, seq2, substitution_matrix=None): - ''' - Compare two sequences by counting only bases that - are identical between them - - Substitution matrix rules: - - len of rows must equal len of cols - - must contain a key '~' for rows and columns that will be used in case - the substitution is not in the rest of the matrix. this is the 'all' key - - keys can be upper and/or lower case as well as the sequences as the - case is ignored - - :param str seq1: string of chars - :param str seq2: string of chars - :param mapping substitution_matrix: 2D mapping that allows lookup of - substitutions at each position that returns the identity score for that - substitution(by default, uses matrix of 1's for any match and 0 for - non-matches). If None is given, the simplest lookup table is used of 0's - and 1. - :return: sum of same base positions - ''' - missingallkey = ValueError('Substitution matrix is missing the ~ key that is ' \ - 'used to fetch values not contained in the substitution matrix') - # Lazy alias - sm = substitution_matrix - if len(seq1) != len(seq2): - raise ValueError('Sequence lengths did not match') - - ident = 0 - for x,y in itertools.izip(seq1,seq2): - if substitution_matrix is None: - if x.lower() == y.lower(): - ident += 1 - else: - # Ignore case complexity - x_id = sm.get( - x.upper(), - sm.get( - x.lower(), - sm.get('~', None) - ) - ) - if x_id is None: - raise missingallkey - sub_score = x_id.get( - y.upper(), - x_id.get( - y.lower(), - x_id.get('~', None) - ) - ) - if sub_score is None: - raise missingallkey - ident += sub_score - return ident - -def index_fasta(aln_fh): - ''' - Return a pandas.Series for the fasta sequence alignment in order - of the sequences in the file - - :param file aln_fh: fasta file like iterator - :return: pandas.Series indexed by Bio.SeqRecord.id - ''' - # Build list of tuples (id,seq) and convert to series later - seq_index = OrderedDict() - for record in SeqIO.parse(aln_fh, 'fasta'): - seq_index[record.id] = str(record.seq) - return pd.Series(seq_index) - -def identity_matrix(aln, subst_matrix=None): - ''' - Build an identity matrix from all the pairwise identities - of all sequences in the supplied fasta index - - n^2 loop over sequences to generate all identities. - Only does top right calculations of matrix and copies values - into bottom left as they are identical - - If subst_matrix is provided then it iwll be used as the lookup - to build the pairwise identity such that each nucleotide pair will be looked - up in the matrix to get the value that will represent that identity and all - of the identities will be sumed at the end. - - By default the matrix that is used is a simple pairwise as follows: - * Any matching pairs yield 1 - * Any mismatch pairs yeild 0 - - :param mapping aln: Aligned indexed fasta - :param matrix subst_matrix: Single Nucleotide Substitution matrix as a 2D lookup - table(dictionary like) or None to use the default. - :return: pandas.DataFrame representing identity matrix - ''' - id_matrix = np.empty([len(aln),len(aln)]) - for i in range(len(aln)): - for j in range(len(aln)): - #print(i,j) - # Only compute top right of matrix - if i > j: - #print("Copying {0}{1} from {1}{0}".format(j,i)) - id_matrix[i][j] = id_matrix[j][i] - else: - _id = pairwise_identity(aln[i], aln[j], subst_matrix) - #print("Pident of {0} and {1} is {2}".format(aln[i],aln[j],_id)) - id_matrix[i][j] = _id - return pd.DataFrame(id_matrix, index=aln.keys(), columns=aln.keys()) - -class Arrow3D(FancyArrowPatch): - ''' - This is an arrow class for matplotlib to draw 3d arrow..i think - ''' - def __init__(self, xs, ys, zs, *args, **kwargs): - FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs) - self._verts3d = xs, ys, zs - - def draw(self, renderer): - xs3d, ys3d, zs3d = self._verts3d - xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M) - self.set_positions((xs[0],ys[0]),(xs[1],ys[1])) - FancyArrowPatch.draw(self, renderer) - -def build_pca_from_fasta(fastapath, outputfile, substitution_matrix): - ''' - Prototype function to build pca graphics for aligned fasta file - - :param str fastapath: File path of fasta alignment - :param str outputfile: Path to write output file image - :param dict substitution_matrix: 2D dictionary like object that supports matrix - lookup for Nucleotides or None to use default lookup table - ''' - # First get identity matrix for fasta - ifasta = index_fasta(open(fastapath)) - # Now parse substitution matrix if needed - if substitution_matrix is not None: - subs_matrix = pd.read_csv( - substitution_matrix, header=0, delimiter='\s+', index_col=0) - substitution_matrix = subs_matrix.to_dict() - id_matrix = identity_matrix(ifasta, substitution_matrix) - - # Build vector of means for all sequences in id_matrix - mean_vector = id_matrix.mean().as_matrix() - # Get ndarray matrix instead of dataframe - m = id_matrix.as_matrix() - - # builds scatter matrix(unsure what that is) - scatter_matrix = np.zeros(m.shape) - for i in range(m.shape[1]): - scatter_matrix += (m[:,i].reshape(m.shape[0],1) - mean_vector).dot( - (m[:,i].reshape(m.shape[0],1) - mean_vector).T) - - # Get eigen values and vectors(unsure what they are) - eig_val_sc, eig_vec_sc = np.linalg.eig(scatter_matrix) - - # Get tuple of eigen val,vec so we can sort together - eig_pairs = [] - for i in range(len(eig_val_sc)): - a = np.abs(eig_val_sc[i]) - b = eig_vec_sc[:,i] - eig_pairs.append((a,b)) - - # Sort the (eigenvalue, eigenvector) tuples from high to low - eig_pairs.sort(key=lambda x: x[0]) - eig_pairs.reverse() - - # Don't know what np.hstack does, but I think we are using only the - # top 3 dimensions to build a matrix for transformation later - matrix_w = np.hstack(( - eig_pairs[0][1].reshape(m.shape[0],1), - eig_pairs[1][1].reshape(m.shape[0],1), - eig_pairs[2][1].reshape(m.shape[0],1) - )) - - # Now get transformed matrix from original against our matrix_w - transformed = matrix_w.T.dot(m) - - # Get means for x,y and z of transformed - mean_x = transformed[0,:].mean() - mean_y = transformed[1,:].mean() - mean_z = transformed[2,:].mean() - - # Start the 3D plot - fig = plt.figure(figsize=(8,8)) - ax = fig.add_subplot(111, projection='3d') - plt.rcParams['legend.fontsize'] = 10 - # Plot the transformed matrix - ax.plot(transformed[0,:], transformed[1,:], transformed[2,:], - 'o', markersize=8, color='blue', alpha=0.5, label='Seqs') - # Plot the mean location(single dot) - ax.plot([mean_x], [mean_y], [mean_z], - 'o', markersize=10, color='red', alpha=0.5, label='Mean') - - plt.title('Samples for class 1 and class 2') - ax.legend(loc='upper right') - - # Now we will write a png file that contains the 6 rotated images - # TODO: Make it interactive? - angles = np.linspace(0,360,21)[:-1] # A list of 20 angles between 0 and 360 - angles = np.array([0,45,90]) - elevs = np.array([0,45,90]) - - # create an animated gif (20ms between frames) - rotanimate(ax, angles, outputfile, elevations=elevs, delay=100, width=10, heigh=10) - -# I snipped this from the following site and made a few modififications to allow -# you to also rotate over x and y axis(elevation and angle -#https://zulko.wordpress.com/2012/09/29/animate-your-3d-plots-with-pythons-matplotlib/ -##### TO CREATE A SERIES OF PICTURES - -def make_views(ax, angles, elevations=None, width=4, height = 3, - prefix='tmprot_',**kwargs): - """ - Makes jpeg pictures of the given 3d ax, with different angles. - Args: - ax (3D axis): te ax - angles (list): the list of angles (in degree) under which to - take the picture. - width,height (float): size, in inches, of the output images. - prefix (str): prefix for the files created. - - Returns: the list of files created (for later removal) - """ - - files = [] - ax.figure.set_size_inches(width,height) - ax1 = ax.figure.gca() - ax1.axes.set_xticklabels([]) - ax1.axes.set_yticklabels([]) - ax1.axes.set_zticklabels([]) - ax1.axes.set_xlabel('X Axis') - ax1.axes.set_ylabel('Y Axis') - ax1.axes.set_zlabel('Z Axis') - - i = 0 - for elevation in elevations: - for angle in angles: - ax.view_init(elev=elevation, azim=angle) - fname = '%s%03d.png'%(prefix,i) - ax.figure.savefig(fname) - files.append(fname) - i += 1 - - return files - -##### TO TRANSFORM THE SERIES OF PICTURE INTO AN ANIMATION -def make_movie(files,output, fps=10,bitrate=1800,**kwargs): - """ - Uses mencoder, produces a .mp4/.ogv/... movie from a list of - picture files. - """ - - output_name, output_ext = os.path.splitext(output) - command = { '.mp4' : 'mencoder "mf://%s" -mf fps=%d -o %s.mp4 -ovc lavc\ - -lavcopts vcodec=msmpeg4v2:vbitrate=%d' - %(",".join(files),fps,output_name,bitrate)} - - command['.ogv'] = command['.mp4'] + '; ffmpeg -i %s.mp4 -r %d %s'%(output_name,fps,output) - - print(command[output_ext]) - output_ext = os.path.splitext(output)[1] - os.system(command[output_ext]) - -def make_gif(files,output,delay=100, repeat=True,**kwargs): - """ - Uses imageMagick to produce an animated .gif from a list of - picture files. - """ - - loop = -1 if repeat else 0 - os.system('convert -delay %d -loop %d %s %s' - %(delay,loop," ".join(files),output)) - -def make_strip(files,output,**kwargs): - """ - Uses imageMagick to produce a .jpeg strip from a list of - picture files. - """ - - os.system('montage -tile 1x -geometry +0+0 %s %s'%(" ".join(files),output)) - -##### MAIN FUNCTION -def rotanimate(ax, angles, output, **kwargs): - """ - Produces an animation (.mp4,.ogv,.gif,.jpeg,.png) from a 3D plot on - a 3D ax - - Args: - ax (3D axis): the ax containing the plot of interest - angles (list): the list of angles (in degree) under which to - show the plot. - output : name of the output file. The extension determines the - kind of animation used. - **kwargs: - - width : in inches - - heigth: in inches - - framerate : frames per second - - delay : delay between frames in milliseconds - - repeat : True or False (.gif only) - """ - - output_ext = os.path.splitext(output)[1] - - files = make_views(ax,angles, **kwargs) - - D = { '.mp4' : make_movie, - '.ogv' : make_movie, - '.gif': make_gif , - '.jpeg': make_strip, - '.png':make_strip} - - D[output_ext](files,output,**kwargs) - - for f in files: - os.remove(f) - -def parse_args(): - parser = argparse.ArgumentParser() - parser.add_argument( - 'fasta', - help='Aligned fasta file to build pca graphics from' - ) - parser.add_argument( - '--substitution-matrix', - '-s', - default=None, - help='Substitution matrix file to use' - ) - parser.add_argument( - '--outfile', - default='pca.png', - help='Output path[Default: %(default)s]' - ) - return parser.parse_args() - -def main(): - args = parse_args() - build_pca_from_fasta(args.fasta, 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D3GII_KDH0014A_consensusD3GII_KDH0014A_c002D3GII_KDH0014A_c004D3GII_KDH0014A_c008D3GII_KDH0014A_c011D3GII_KDH0014A_c025D3GII_KDH0014A_c033D3GII_KDH0014A_c034D3GII_KDH0014A_c035D3GII_KDH0014A_c036...D3GII_KDC0064A_c035D3GII_KDC0064A_c036D3GII_KDC0064A_c037D3GII_KDC0064A_c039D3GII_KDC0064A_c040D3GII_KDC0064A_c041D3GII_KDC0064A_c043D3GII_KDC0064A_c044D3GII_KDC0064A_c045D3GII_KDC0064A_c046
D3GII_KDH0014A_consensus1479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDH0014A_c0021479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDH0014A_c0041478147814791475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDH0014A_c0081476147614751479147814741475147514711476...1474147614761475147614751476147514751475
D3GII_KDH0014A_c0111477147714761478147914751476147614721477...1475147714771476147714761477147614761476
D3GII_KDH0014A_c0251477147714761474147514791474147614721477...1475147714771476147714761477147614761476
D3GII_KDH0014A_c0331476147614751475147614741479147514711476...1474147614761475147614751476147514751475
D3GII_KDH0014A_c0341478147814771475147614761475147914731478...1476147814781477147814771478147714771477
D3GII_KDH0014A_c0351474147414731471147214721471147314791474...1472147414741473147414731474147314731473
D3GII_KDH0014A_c0361479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDH0014A_c0371477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDH0014A_c0381474147414731471147214721471147314691474...1472147414741473147414751474147314731473
D3GII_KDH0014A_c0391479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDH0014A_c0401473147314721472147314711472147214681473...1471147314731472147314721473147214721472
D3GII_KDH0014A_c0411475147514741474147514731472147414701475...1473147514751474147514741475147414741474
D3GII_KDH0014A_c0421475147514741472147314731472147414701475...1473147514751474147514741475147414741474
D3GII_KDH0014A_c0431475147514741474147514731472147414701475...1473147514751474147514741475147414741474
D3GII_KDH0014A_c0441475147514741474147514731472147414701475...1473147514751474147514741475147414741474
D3GII_KDH0014A_c0451477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDH0014A_c0461478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDH0014A_c0471477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDH0014A_c0481479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDH0014A_c0491476147614751475147614741475147514711476...1474147614761475147614751476147514751475
D3GII_KDH0014A_c0501478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDH0014A_c0511479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDH0014A_c0531478147814771477147814761477147714731478...1476147814781477147814771478147714771477
D3GII_KDH0014A_c0541474147414731471147214721471147314691474...1472147414741473147414731474147314731473
D3GII_KDH0014A_c0551477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDH0014A_c0561478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDH0014A_c0571477147714761474147514751474147614721477...1475147714771476147714761477147614761476
..................................................................
D3GII_KDC0064A_c0141476147614751473147414741473147514711476...1474147614761475147614751476147514751475
D3GII_KDC0064A_c0151477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDC0064A_c0161478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDC0064A_c0171477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDC0064A_c0181478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDC0064A_c0191477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDC0064A_c0201479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDC0064A_c0211478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDC0064A_c0221476147614751473147414741473147514711476...1474147614761475147614751476147514751475
D3GII_KDC0064A_c0231477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDC0064A_c0241478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDC0064A_c0261479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDC0064A_c0271477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDC0064A_c0281478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDC0064A_c0291479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDC0064A_c0301479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDC0064A_c0311478147814771475147614761475147714731478...1476147814781477147814771478147714771477
D3GII_KDC0064A_c0321478147814771475147614761475147714731478...1476147814781477147814771478147914771477
D3GII_KDC0064A_c0331477147714761474147514751474147614721477...1475147714771476147714761477147614761476
D3GII_KDC0064A_c0341478147814771475147614761475147714731478...1476147814781477147814771478147914771477
D3GII_KDC0064A_c0351477147714761474147514751474147614721477...1479147714771476147714761477147614761476
D3GII_KDC0064A_c0361479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDC0064A_c0371479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDC0064A_c0391478147814771475147614761475147714731478...1476147814781479147814771478147714771477
D3GII_KDC0064A_c0401479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDC0064A_c0411478147814771475147614761475147714731478...1476147814781477147814791478147714771477
D3GII_KDC0064A_c0431479147914781476147714771476147814741479...1477147914791478147914781479147814781478
D3GII_KDC0064A_c0441478147814771475147614761475147714731478...1476147814781477147814771478147914771477
D3GII_KDC0064A_c0451478147814771475147614761475147714731478...1476147814781477147814771478147714791477
D3GII_KDC0064A_c0461478147814771475147614761475147714731478...1476147814781477147814771478147714771479
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94 rows × 94 columns

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" - ], - "text/plain": [ - " D3GII_KDH0014A_consensus D3GII_KDH0014A_c002 \\\n", - "D3GII_KDH0014A_consensus 1479 1479 \n", - "D3GII_KDH0014A_c002 1479 1479 \n", - "D3GII_KDH0014A_c004 1478 1478 \n", - "D3GII_KDH0014A_c008 1476 1476 \n", - "D3GII_KDH0014A_c011 1477 1477 \n", - "D3GII_KDH0014A_c025 1477 1477 \n", - "D3GII_KDH0014A_c033 1476 1476 \n", - "D3GII_KDH0014A_c034 1478 1478 \n", - "D3GII_KDH0014A_c035 1474 1474 \n", - "D3GII_KDH0014A_c036 1479 1479 \n", - "D3GII_KDH0014A_c037 1477 1477 \n", - "D3GII_KDH0014A_c038 1474 1474 \n", - "D3GII_KDH0014A_c039 1479 1479 \n", - "D3GII_KDH0014A_c040 1473 1473 \n", - "D3GII_KDH0014A_c041 1475 1475 \n", - "D3GII_KDH0014A_c042 1475 1475 \n", - "D3GII_KDH0014A_c043 1475 1475 \n", - "D3GII_KDH0014A_c044 1475 1475 \n", - "D3GII_KDH0014A_c045 1477 1477 \n", - "D3GII_KDH0014A_c046 1478 1478 \n", - "D3GII_KDH0014A_c047 1477 1477 \n", - "D3GII_KDH0014A_c048 1479 1479 \n", - "D3GII_KDH0014A_c049 1476 1476 \n", - "D3GII_KDH0014A_c050 1478 1478 \n", - "D3GII_KDH0014A_c051 1479 1479 \n", - "D3GII_KDH0014A_c053 1478 1478 \n", - "D3GII_KDH0014A_c054 1474 1474 \n", - "D3GII_KDH0014A_c055 1477 1477 \n", - "D3GII_KDH0014A_c056 1478 1478 \n", - "D3GII_KDH0014A_c057 1477 1477 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1476 1476 \n", - "D3GII_KDC0064A_c015 1477 1477 \n", - "D3GII_KDC0064A_c016 1478 1478 \n", - "D3GII_KDC0064A_c017 1477 1477 \n", - "D3GII_KDC0064A_c018 1478 1478 \n", - "D3GII_KDC0064A_c019 1477 1477 \n", - "D3GII_KDC0064A_c020 1479 1479 \n", - "D3GII_KDC0064A_c021 1478 1478 \n", - "D3GII_KDC0064A_c022 1476 1476 \n", - "D3GII_KDC0064A_c023 1477 1477 \n", - "D3GII_KDC0064A_c024 1478 1478 \n", - "D3GII_KDC0064A_c026 1479 1479 \n", - "D3GII_KDC0064A_c027 1477 1477 \n", - "D3GII_KDC0064A_c028 1478 1478 \n", - "D3GII_KDC0064A_c029 1479 1479 \n", - "D3GII_KDC0064A_c030 1479 1479 \n", - "D3GII_KDC0064A_c031 1478 1478 \n", - "D3GII_KDC0064A_c032 1478 1478 \n", - "D3GII_KDC0064A_c033 1477 1477 \n", - "D3GII_KDC0064A_c034 1478 1478 \n", - "D3GII_KDC0064A_c035 1477 1477 \n", - "D3GII_KDC0064A_c036 1479 1479 \n", - "D3GII_KDC0064A_c037 1479 1479 \n", - "D3GII_KDC0064A_c039 1478 1478 \n", - "D3GII_KDC0064A_c040 1479 1479 \n", - "D3GII_KDC0064A_c041 1478 1478 \n", - "D3GII_KDC0064A_c043 1479 1479 \n", - "D3GII_KDC0064A_c044 1478 1478 \n", - "D3GII_KDC0064A_c045 1478 1478 \n", - "D3GII_KDC0064A_c046 1478 1478 \n", - "\n", - " D3GII_KDH0014A_c004 D3GII_KDH0014A_c008 \\\n", - "D3GII_KDH0014A_consensus 1478 1476 \n", - "D3GII_KDH0014A_c002 1478 1476 \n", - "D3GII_KDH0014A_c004 1479 1475 \n", - "D3GII_KDH0014A_c008 1475 1479 \n", - "D3GII_KDH0014A_c011 1476 1478 \n", - "D3GII_KDH0014A_c025 1476 1474 \n", - "D3GII_KDH0014A_c033 1475 1475 \n", - "D3GII_KDH0014A_c034 1477 1475 \n", - "D3GII_KDH0014A_c035 1473 1471 \n", - "D3GII_KDH0014A_c036 1478 1476 \n", - "D3GII_KDH0014A_c037 1476 1474 \n", - "D3GII_KDH0014A_c038 1473 1471 \n", - "D3GII_KDH0014A_c039 1478 1476 \n", - "D3GII_KDH0014A_c040 1472 1472 \n", - "D3GII_KDH0014A_c041 1474 1474 \n", - "D3GII_KDH0014A_c042 1474 1472 \n", - "D3GII_KDH0014A_c043 1474 1474 \n", - "D3GII_KDH0014A_c044 1474 1474 \n", - "D3GII_KDH0014A_c045 1476 1474 \n", - "D3GII_KDH0014A_c046 1477 1475 \n", - "D3GII_KDH0014A_c047 1476 1474 \n", - "D3GII_KDH0014A_c048 1478 1476 \n", - "D3GII_KDH0014A_c049 1475 1475 \n", - "D3GII_KDH0014A_c050 1477 1475 \n", - "D3GII_KDH0014A_c051 1478 1476 \n", - "D3GII_KDH0014A_c053 1477 1477 \n", - "D3GII_KDH0014A_c054 1473 1471 \n", - "D3GII_KDH0014A_c055 1476 1474 \n", - "D3GII_KDH0014A_c056 1477 1475 \n", - "D3GII_KDH0014A_c057 1476 1474 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1475 1473 \n", - "D3GII_KDC0064A_c015 1476 1474 \n", - "D3GII_KDC0064A_c016 1477 1475 \n", - "D3GII_KDC0064A_c017 1476 1474 \n", - "D3GII_KDC0064A_c018 1477 1475 \n", - "D3GII_KDC0064A_c019 1476 1474 \n", - "D3GII_KDC0064A_c020 1478 1476 \n", - "D3GII_KDC0064A_c021 1477 1475 \n", - "D3GII_KDC0064A_c022 1475 1473 \n", - "D3GII_KDC0064A_c023 1476 1474 \n", - "D3GII_KDC0064A_c024 1477 1475 \n", - "D3GII_KDC0064A_c026 1478 1476 \n", - "D3GII_KDC0064A_c027 1476 1474 \n", - "D3GII_KDC0064A_c028 1477 1475 \n", - "D3GII_KDC0064A_c029 1478 1476 \n", - "D3GII_KDC0064A_c030 1478 1476 \n", - "D3GII_KDC0064A_c031 1477 1475 \n", - "D3GII_KDC0064A_c032 1477 1475 \n", - "D3GII_KDC0064A_c033 1476 1474 \n", - "D3GII_KDC0064A_c034 1477 1475 \n", - "D3GII_KDC0064A_c035 1476 1474 \n", - "D3GII_KDC0064A_c036 1478 1476 \n", - "D3GII_KDC0064A_c037 1478 1476 \n", - "D3GII_KDC0064A_c039 1477 1475 \n", - "D3GII_KDC0064A_c040 1478 1476 \n", - "D3GII_KDC0064A_c041 1477 1475 \n", - "D3GII_KDC0064A_c043 1478 1476 \n", - "D3GII_KDC0064A_c044 1477 1475 \n", - "D3GII_KDC0064A_c045 1477 1475 \n", - "D3GII_KDC0064A_c046 1477 1475 \n", - "\n", - " D3GII_KDH0014A_c011 D3GII_KDH0014A_c025 \\\n", - "D3GII_KDH0014A_consensus 1477 1477 \n", - "D3GII_KDH0014A_c002 1477 1477 \n", - "D3GII_KDH0014A_c004 1476 1476 \n", - "D3GII_KDH0014A_c008 1478 1474 \n", - "D3GII_KDH0014A_c011 1479 1475 \n", - "D3GII_KDH0014A_c025 1475 1479 \n", - "D3GII_KDH0014A_c033 1476 1474 \n", - "D3GII_KDH0014A_c034 1476 1476 \n", - "D3GII_KDH0014A_c035 1472 1472 \n", - "D3GII_KDH0014A_c036 1477 1477 \n", - "D3GII_KDH0014A_c037 1475 1475 \n", - "D3GII_KDH0014A_c038 1472 1472 \n", - "D3GII_KDH0014A_c039 1477 1477 \n", - "D3GII_KDH0014A_c040 1473 1471 \n", - "D3GII_KDH0014A_c041 1475 1473 \n", - "D3GII_KDH0014A_c042 1473 1473 \n", - "D3GII_KDH0014A_c043 1475 1473 \n", - "D3GII_KDH0014A_c044 1475 1473 \n", - "D3GII_KDH0014A_c045 1475 1475 \n", - "D3GII_KDH0014A_c046 1476 1476 \n", - "D3GII_KDH0014A_c047 1475 1475 \n", - "D3GII_KDH0014A_c048 1477 1477 \n", - "D3GII_KDH0014A_c049 1476 1474 \n", - "D3GII_KDH0014A_c050 1476 1476 \n", - "D3GII_KDH0014A_c051 1477 1477 \n", - "D3GII_KDH0014A_c053 1478 1476 \n", - "D3GII_KDH0014A_c054 1472 1472 \n", - "D3GII_KDH0014A_c055 1475 1475 \n", - "D3GII_KDH0014A_c056 1476 1476 \n", - "D3GII_KDH0014A_c057 1475 1475 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1474 1474 \n", - "D3GII_KDC0064A_c015 1475 1475 \n", - "D3GII_KDC0064A_c016 1476 1476 \n", - "D3GII_KDC0064A_c017 1475 1475 \n", - "D3GII_KDC0064A_c018 1476 1476 \n", - "D3GII_KDC0064A_c019 1475 1475 \n", - "D3GII_KDC0064A_c020 1477 1477 \n", - "D3GII_KDC0064A_c021 1476 1476 \n", - "D3GII_KDC0064A_c022 1474 1474 \n", - "D3GII_KDC0064A_c023 1475 1475 \n", - "D3GII_KDC0064A_c024 1476 1476 \n", - "D3GII_KDC0064A_c026 1477 1477 \n", - "D3GII_KDC0064A_c027 1475 1475 \n", - "D3GII_KDC0064A_c028 1476 1476 \n", - "D3GII_KDC0064A_c029 1477 1477 \n", - "D3GII_KDC0064A_c030 1477 1477 \n", - "D3GII_KDC0064A_c031 1476 1476 \n", - "D3GII_KDC0064A_c032 1476 1476 \n", - "D3GII_KDC0064A_c033 1475 1475 \n", - "D3GII_KDC0064A_c034 1476 1476 \n", - "D3GII_KDC0064A_c035 1475 1475 \n", - "D3GII_KDC0064A_c036 1477 1477 \n", - "D3GII_KDC0064A_c037 1477 1477 \n", - "D3GII_KDC0064A_c039 1476 1476 \n", - "D3GII_KDC0064A_c040 1477 1477 \n", - "D3GII_KDC0064A_c041 1476 1476 \n", - "D3GII_KDC0064A_c043 1477 1477 \n", - "D3GII_KDC0064A_c044 1476 1476 \n", - "D3GII_KDC0064A_c045 1476 1476 \n", - "D3GII_KDC0064A_c046 1476 1476 \n", - "\n", - " D3GII_KDH0014A_c033 D3GII_KDH0014A_c034 \\\n", - "D3GII_KDH0014A_consensus 1476 1478 \n", - "D3GII_KDH0014A_c002 1476 1478 \n", - "D3GII_KDH0014A_c004 1475 1477 \n", - "D3GII_KDH0014A_c008 1475 1475 \n", - "D3GII_KDH0014A_c011 1476 1476 \n", - "D3GII_KDH0014A_c025 1474 1476 \n", - "D3GII_KDH0014A_c033 1479 1475 \n", - "D3GII_KDH0014A_c034 1475 1479 \n", - "D3GII_KDH0014A_c035 1471 1473 \n", - "D3GII_KDH0014A_c036 1476 1478 \n", - "D3GII_KDH0014A_c037 1474 1476 \n", - "D3GII_KDH0014A_c038 1471 1473 \n", - "D3GII_KDH0014A_c039 1476 1478 \n", - "D3GII_KDH0014A_c040 1472 1472 \n", - "D3GII_KDH0014A_c041 1472 1474 \n", - "D3GII_KDH0014A_c042 1472 1474 \n", - "D3GII_KDH0014A_c043 1472 1474 \n", - "D3GII_KDH0014A_c044 1472 1474 \n", - "D3GII_KDH0014A_c045 1474 1476 \n", - "D3GII_KDH0014A_c046 1475 1477 \n", - "D3GII_KDH0014A_c047 1474 1476 \n", - "D3GII_KDH0014A_c048 1476 1478 \n", - "D3GII_KDH0014A_c049 1475 1475 \n", - "D3GII_KDH0014A_c050 1475 1477 \n", - "D3GII_KDH0014A_c051 1476 1478 \n", - "D3GII_KDH0014A_c053 1477 1477 \n", - "D3GII_KDH0014A_c054 1471 1473 \n", - "D3GII_KDH0014A_c055 1474 1476 \n", - "D3GII_KDH0014A_c056 1475 1477 \n", - "D3GII_KDH0014A_c057 1474 1476 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1473 1475 \n", - "D3GII_KDC0064A_c015 1474 1476 \n", - "D3GII_KDC0064A_c016 1475 1477 \n", - "D3GII_KDC0064A_c017 1474 1476 \n", - "D3GII_KDC0064A_c018 1475 1477 \n", - "D3GII_KDC0064A_c019 1474 1476 \n", - "D3GII_KDC0064A_c020 1476 1478 \n", - "D3GII_KDC0064A_c021 1475 1477 \n", - "D3GII_KDC0064A_c022 1473 1475 \n", - "D3GII_KDC0064A_c023 1474 1476 \n", - "D3GII_KDC0064A_c024 1475 1477 \n", - "D3GII_KDC0064A_c026 1476 1478 \n", - "D3GII_KDC0064A_c027 1474 1476 \n", - "D3GII_KDC0064A_c028 1475 1477 \n", - "D3GII_KDC0064A_c029 1476 1478 \n", - "D3GII_KDC0064A_c030 1476 1478 \n", - "D3GII_KDC0064A_c031 1475 1477 \n", - "D3GII_KDC0064A_c032 1475 1477 \n", - "D3GII_KDC0064A_c033 1474 1476 \n", - "D3GII_KDC0064A_c034 1475 1477 \n", - "D3GII_KDC0064A_c035 1474 1476 \n", - "D3GII_KDC0064A_c036 1476 1478 \n", - "D3GII_KDC0064A_c037 1476 1478 \n", - "D3GII_KDC0064A_c039 1475 1477 \n", - "D3GII_KDC0064A_c040 1476 1478 \n", - "D3GII_KDC0064A_c041 1475 1477 \n", - "D3GII_KDC0064A_c043 1476 1478 \n", - "D3GII_KDC0064A_c044 1475 1477 \n", - "D3GII_KDC0064A_c045 1475 1477 \n", - "D3GII_KDC0064A_c046 1475 1477 \n", - "\n", - " D3GII_KDH0014A_c035 D3GII_KDH0014A_c036 \\\n", - "D3GII_KDH0014A_consensus 1474 1479 \n", - "D3GII_KDH0014A_c002 1474 1479 \n", - "D3GII_KDH0014A_c004 1473 1478 \n", - "D3GII_KDH0014A_c008 1471 1476 \n", - "D3GII_KDH0014A_c011 1472 1477 \n", - "D3GII_KDH0014A_c025 1472 1477 \n", - "D3GII_KDH0014A_c033 1471 1476 \n", - "D3GII_KDH0014A_c034 1473 1478 \n", - "D3GII_KDH0014A_c035 1479 1474 \n", - "D3GII_KDH0014A_c036 1474 1479 \n", - "D3GII_KDH0014A_c037 1472 1477 \n", - "D3GII_KDH0014A_c038 1469 1474 \n", - "D3GII_KDH0014A_c039 1474 1479 \n", - "D3GII_KDH0014A_c040 1468 1473 \n", - "D3GII_KDH0014A_c041 1470 1475 \n", - "D3GII_KDH0014A_c042 1470 1475 \n", - "D3GII_KDH0014A_c043 1470 1475 \n", - "D3GII_KDH0014A_c044 1470 1475 \n", - "D3GII_KDH0014A_c045 1472 1477 \n", - "D3GII_KDH0014A_c046 1473 1478 \n", - "D3GII_KDH0014A_c047 1472 1477 \n", - "D3GII_KDH0014A_c048 1474 1479 \n", - "D3GII_KDH0014A_c049 1471 1476 \n", - "D3GII_KDH0014A_c050 1473 1478 \n", - "D3GII_KDH0014A_c051 1474 1479 \n", - "D3GII_KDH0014A_c053 1473 1478 \n", - "D3GII_KDH0014A_c054 1469 1474 \n", - "D3GII_KDH0014A_c055 1472 1477 \n", - "D3GII_KDH0014A_c056 1473 1478 \n", - "D3GII_KDH0014A_c057 1472 1477 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1471 1476 \n", - "D3GII_KDC0064A_c015 1472 1477 \n", - "D3GII_KDC0064A_c016 1473 1478 \n", - "D3GII_KDC0064A_c017 1472 1477 \n", - "D3GII_KDC0064A_c018 1473 1478 \n", - "D3GII_KDC0064A_c019 1472 1477 \n", - "D3GII_KDC0064A_c020 1474 1479 \n", - "D3GII_KDC0064A_c021 1473 1478 \n", - "D3GII_KDC0064A_c022 1471 1476 \n", - "D3GII_KDC0064A_c023 1472 1477 \n", - "D3GII_KDC0064A_c024 1473 1478 \n", - "D3GII_KDC0064A_c026 1474 1479 \n", - "D3GII_KDC0064A_c027 1472 1477 \n", - "D3GII_KDC0064A_c028 1473 1478 \n", - "D3GII_KDC0064A_c029 1474 1479 \n", - "D3GII_KDC0064A_c030 1474 1479 \n", - "D3GII_KDC0064A_c031 1473 1478 \n", - "D3GII_KDC0064A_c032 1473 1478 \n", - "D3GII_KDC0064A_c033 1472 1477 \n", - "D3GII_KDC0064A_c034 1473 1478 \n", - "D3GII_KDC0064A_c035 1472 1477 \n", - "D3GII_KDC0064A_c036 1474 1479 \n", - "D3GII_KDC0064A_c037 1474 1479 \n", - "D3GII_KDC0064A_c039 1473 1478 \n", - "D3GII_KDC0064A_c040 1474 1479 \n", - "D3GII_KDC0064A_c041 1473 1478 \n", - "D3GII_KDC0064A_c043 1474 1479 \n", - "D3GII_KDC0064A_c044 1473 1478 \n", - "D3GII_KDC0064A_c045 1473 1478 \n", - "D3GII_KDC0064A_c046 1473 1478 \n", - "\n", - " ... D3GII_KDC0064A_c035 \\\n", - "D3GII_KDH0014A_consensus ... 1477 \n", - "D3GII_KDH0014A_c002 ... 1477 \n", - "D3GII_KDH0014A_c004 ... 1476 \n", - "D3GII_KDH0014A_c008 ... 1474 \n", - "D3GII_KDH0014A_c011 ... 1475 \n", - "D3GII_KDH0014A_c025 ... 1475 \n", - "D3GII_KDH0014A_c033 ... 1474 \n", - "D3GII_KDH0014A_c034 ... 1476 \n", - "D3GII_KDH0014A_c035 ... 1472 \n", - "D3GII_KDH0014A_c036 ... 1477 \n", - "D3GII_KDH0014A_c037 ... 1475 \n", - "D3GII_KDH0014A_c038 ... 1472 \n", - "D3GII_KDH0014A_c039 ... 1477 \n", - "D3GII_KDH0014A_c040 ... 1471 \n", - "D3GII_KDH0014A_c041 ... 1473 \n", - "D3GII_KDH0014A_c042 ... 1473 \n", - "D3GII_KDH0014A_c043 ... 1473 \n", - "D3GII_KDH0014A_c044 ... 1473 \n", - "D3GII_KDH0014A_c045 ... 1475 \n", - "D3GII_KDH0014A_c046 ... 1476 \n", - "D3GII_KDH0014A_c047 ... 1475 \n", - "D3GII_KDH0014A_c048 ... 1477 \n", - "D3GII_KDH0014A_c049 ... 1474 \n", - "D3GII_KDH0014A_c050 ... 1476 \n", - "D3GII_KDH0014A_c051 ... 1477 \n", - "D3GII_KDH0014A_c053 ... 1476 \n", - "D3GII_KDH0014A_c054 ... 1472 \n", - "D3GII_KDH0014A_c055 ... 1475 \n", - "D3GII_KDH0014A_c056 ... 1476 \n", - "D3GII_KDH0014A_c057 ... 1475 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 ... 1474 \n", - "D3GII_KDC0064A_c015 ... 1475 \n", - "D3GII_KDC0064A_c016 ... 1476 \n", - "D3GII_KDC0064A_c017 ... 1475 \n", - "D3GII_KDC0064A_c018 ... 1476 \n", - "D3GII_KDC0064A_c019 ... 1475 \n", - "D3GII_KDC0064A_c020 ... 1477 \n", - "D3GII_KDC0064A_c021 ... 1476 \n", - "D3GII_KDC0064A_c022 ... 1474 \n", - "D3GII_KDC0064A_c023 ... 1475 \n", - "D3GII_KDC0064A_c024 ... 1476 \n", - "D3GII_KDC0064A_c026 ... 1477 \n", - "D3GII_KDC0064A_c027 ... 1475 \n", - "D3GII_KDC0064A_c028 ... 1476 \n", - "D3GII_KDC0064A_c029 ... 1477 \n", - "D3GII_KDC0064A_c030 ... 1477 \n", - "D3GII_KDC0064A_c031 ... 1476 \n", - "D3GII_KDC0064A_c032 ... 1476 \n", - "D3GII_KDC0064A_c033 ... 1475 \n", - "D3GII_KDC0064A_c034 ... 1476 \n", - "D3GII_KDC0064A_c035 ... 1479 \n", - "D3GII_KDC0064A_c036 ... 1477 \n", - "D3GII_KDC0064A_c037 ... 1477 \n", - "D3GII_KDC0064A_c039 ... 1476 \n", - "D3GII_KDC0064A_c040 ... 1477 \n", - "D3GII_KDC0064A_c041 ... 1476 \n", - "D3GII_KDC0064A_c043 ... 1477 \n", - "D3GII_KDC0064A_c044 ... 1476 \n", - "D3GII_KDC0064A_c045 ... 1476 \n", - "D3GII_KDC0064A_c046 ... 1476 \n", - "\n", - " D3GII_KDC0064A_c036 D3GII_KDC0064A_c037 \\\n", - "D3GII_KDH0014A_consensus 1479 1479 \n", - "D3GII_KDH0014A_c002 1479 1479 \n", - "D3GII_KDH0014A_c004 1478 1478 \n", - "D3GII_KDH0014A_c008 1476 1476 \n", - "D3GII_KDH0014A_c011 1477 1477 \n", - "D3GII_KDH0014A_c025 1477 1477 \n", - "D3GII_KDH0014A_c033 1476 1476 \n", - "D3GII_KDH0014A_c034 1478 1478 \n", - "D3GII_KDH0014A_c035 1474 1474 \n", - "D3GII_KDH0014A_c036 1479 1479 \n", - "D3GII_KDH0014A_c037 1477 1477 \n", - "D3GII_KDH0014A_c038 1474 1474 \n", - "D3GII_KDH0014A_c039 1479 1479 \n", - "D3GII_KDH0014A_c040 1473 1473 \n", - "D3GII_KDH0014A_c041 1475 1475 \n", - "D3GII_KDH0014A_c042 1475 1475 \n", - "D3GII_KDH0014A_c043 1475 1475 \n", - "D3GII_KDH0014A_c044 1475 1475 \n", - "D3GII_KDH0014A_c045 1477 1477 \n", - "D3GII_KDH0014A_c046 1478 1478 \n", - "D3GII_KDH0014A_c047 1477 1477 \n", - "D3GII_KDH0014A_c048 1479 1479 \n", - "D3GII_KDH0014A_c049 1476 1476 \n", - "D3GII_KDH0014A_c050 1478 1478 \n", - "D3GII_KDH0014A_c051 1479 1479 \n", - "D3GII_KDH0014A_c053 1478 1478 \n", - "D3GII_KDH0014A_c054 1474 1474 \n", - "D3GII_KDH0014A_c055 1477 1477 \n", - "D3GII_KDH0014A_c056 1478 1478 \n", - "D3GII_KDH0014A_c057 1477 1477 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1476 1476 \n", - "D3GII_KDC0064A_c015 1477 1477 \n", - "D3GII_KDC0064A_c016 1478 1478 \n", - "D3GII_KDC0064A_c017 1477 1477 \n", - "D3GII_KDC0064A_c018 1478 1478 \n", - "D3GII_KDC0064A_c019 1477 1477 \n", - "D3GII_KDC0064A_c020 1479 1479 \n", - "D3GII_KDC0064A_c021 1478 1478 \n", - "D3GII_KDC0064A_c022 1476 1476 \n", - "D3GII_KDC0064A_c023 1477 1477 \n", - "D3GII_KDC0064A_c024 1478 1478 \n", - "D3GII_KDC0064A_c026 1479 1479 \n", - "D3GII_KDC0064A_c027 1477 1477 \n", - "D3GII_KDC0064A_c028 1478 1478 \n", - "D3GII_KDC0064A_c029 1479 1479 \n", - "D3GII_KDC0064A_c030 1479 1479 \n", - "D3GII_KDC0064A_c031 1478 1478 \n", - "D3GII_KDC0064A_c032 1478 1478 \n", - "D3GII_KDC0064A_c033 1477 1477 \n", - "D3GII_KDC0064A_c034 1478 1478 \n", - "D3GII_KDC0064A_c035 1477 1477 \n", - "D3GII_KDC0064A_c036 1479 1479 \n", - "D3GII_KDC0064A_c037 1479 1479 \n", - "D3GII_KDC0064A_c039 1478 1478 \n", - "D3GII_KDC0064A_c040 1479 1479 \n", - "D3GII_KDC0064A_c041 1478 1478 \n", - "D3GII_KDC0064A_c043 1479 1479 \n", - "D3GII_KDC0064A_c044 1478 1478 \n", - "D3GII_KDC0064A_c045 1478 1478 \n", - "D3GII_KDC0064A_c046 1478 1478 \n", - "\n", - " D3GII_KDC0064A_c039 D3GII_KDC0064A_c040 \\\n", - "D3GII_KDH0014A_consensus 1478 1479 \n", - "D3GII_KDH0014A_c002 1478 1479 \n", - "D3GII_KDH0014A_c004 1477 1478 \n", - "D3GII_KDH0014A_c008 1475 1476 \n", - "D3GII_KDH0014A_c011 1476 1477 \n", - "D3GII_KDH0014A_c025 1476 1477 \n", - "D3GII_KDH0014A_c033 1475 1476 \n", - "D3GII_KDH0014A_c034 1477 1478 \n", - "D3GII_KDH0014A_c035 1473 1474 \n", - "D3GII_KDH0014A_c036 1478 1479 \n", - "D3GII_KDH0014A_c037 1476 1477 \n", - "D3GII_KDH0014A_c038 1473 1474 \n", - "D3GII_KDH0014A_c039 1478 1479 \n", - "D3GII_KDH0014A_c040 1472 1473 \n", - "D3GII_KDH0014A_c041 1474 1475 \n", - "D3GII_KDH0014A_c042 1474 1475 \n", - "D3GII_KDH0014A_c043 1474 1475 \n", - "D3GII_KDH0014A_c044 1474 1475 \n", - "D3GII_KDH0014A_c045 1476 1477 \n", - "D3GII_KDH0014A_c046 1477 1478 \n", - "D3GII_KDH0014A_c047 1476 1477 \n", - "D3GII_KDH0014A_c048 1478 1479 \n", - "D3GII_KDH0014A_c049 1475 1476 \n", - "D3GII_KDH0014A_c050 1477 1478 \n", - "D3GII_KDH0014A_c051 1478 1479 \n", - "D3GII_KDH0014A_c053 1477 1478 \n", - "D3GII_KDH0014A_c054 1473 1474 \n", - "D3GII_KDH0014A_c055 1476 1477 \n", - "D3GII_KDH0014A_c056 1477 1478 \n", - "D3GII_KDH0014A_c057 1476 1477 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1475 1476 \n", - "D3GII_KDC0064A_c015 1476 1477 \n", - "D3GII_KDC0064A_c016 1477 1478 \n", - "D3GII_KDC0064A_c017 1476 1477 \n", - "D3GII_KDC0064A_c018 1477 1478 \n", - "D3GII_KDC0064A_c019 1476 1477 \n", - "D3GII_KDC0064A_c020 1478 1479 \n", - "D3GII_KDC0064A_c021 1477 1478 \n", - "D3GII_KDC0064A_c022 1475 1476 \n", - "D3GII_KDC0064A_c023 1476 1477 \n", - "D3GII_KDC0064A_c024 1477 1478 \n", - "D3GII_KDC0064A_c026 1478 1479 \n", - "D3GII_KDC0064A_c027 1476 1477 \n", - "D3GII_KDC0064A_c028 1477 1478 \n", - "D3GII_KDC0064A_c029 1478 1479 \n", - "D3GII_KDC0064A_c030 1478 1479 \n", - "D3GII_KDC0064A_c031 1477 1478 \n", - "D3GII_KDC0064A_c032 1477 1478 \n", - "D3GII_KDC0064A_c033 1476 1477 \n", - "D3GII_KDC0064A_c034 1477 1478 \n", - "D3GII_KDC0064A_c035 1476 1477 \n", - "D3GII_KDC0064A_c036 1478 1479 \n", - "D3GII_KDC0064A_c037 1478 1479 \n", - "D3GII_KDC0064A_c039 1479 1478 \n", - "D3GII_KDC0064A_c040 1478 1479 \n", - "D3GII_KDC0064A_c041 1477 1478 \n", - "D3GII_KDC0064A_c043 1478 1479 \n", - "D3GII_KDC0064A_c044 1477 1478 \n", - "D3GII_KDC0064A_c045 1477 1478 \n", - "D3GII_KDC0064A_c046 1477 1478 \n", - "\n", - " D3GII_KDC0064A_c041 D3GII_KDC0064A_c043 \\\n", - "D3GII_KDH0014A_consensus 1478 1479 \n", - "D3GII_KDH0014A_c002 1478 1479 \n", - "D3GII_KDH0014A_c004 1477 1478 \n", - "D3GII_KDH0014A_c008 1475 1476 \n", - "D3GII_KDH0014A_c011 1476 1477 \n", - "D3GII_KDH0014A_c025 1476 1477 \n", - "D3GII_KDH0014A_c033 1475 1476 \n", - "D3GII_KDH0014A_c034 1477 1478 \n", - "D3GII_KDH0014A_c035 1473 1474 \n", - "D3GII_KDH0014A_c036 1478 1479 \n", - "D3GII_KDH0014A_c037 1476 1477 \n", - "D3GII_KDH0014A_c038 1475 1474 \n", - "D3GII_KDH0014A_c039 1478 1479 \n", - "D3GII_KDH0014A_c040 1472 1473 \n", - "D3GII_KDH0014A_c041 1474 1475 \n", - "D3GII_KDH0014A_c042 1474 1475 \n", - "D3GII_KDH0014A_c043 1474 1475 \n", - "D3GII_KDH0014A_c044 1474 1475 \n", - "D3GII_KDH0014A_c045 1476 1477 \n", - "D3GII_KDH0014A_c046 1477 1478 \n", - "D3GII_KDH0014A_c047 1476 1477 \n", - "D3GII_KDH0014A_c048 1478 1479 \n", - "D3GII_KDH0014A_c049 1475 1476 \n", - "D3GII_KDH0014A_c050 1477 1478 \n", - "D3GII_KDH0014A_c051 1478 1479 \n", - "D3GII_KDH0014A_c053 1477 1478 \n", - "D3GII_KDH0014A_c054 1473 1474 \n", - "D3GII_KDH0014A_c055 1476 1477 \n", - "D3GII_KDH0014A_c056 1477 1478 \n", - "D3GII_KDH0014A_c057 1476 1477 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1475 1476 \n", - "D3GII_KDC0064A_c015 1476 1477 \n", - "D3GII_KDC0064A_c016 1477 1478 \n", - "D3GII_KDC0064A_c017 1476 1477 \n", - "D3GII_KDC0064A_c018 1477 1478 \n", - "D3GII_KDC0064A_c019 1476 1477 \n", - "D3GII_KDC0064A_c020 1478 1479 \n", - "D3GII_KDC0064A_c021 1477 1478 \n", - "D3GII_KDC0064A_c022 1475 1476 \n", - "D3GII_KDC0064A_c023 1476 1477 \n", - "D3GII_KDC0064A_c024 1477 1478 \n", - "D3GII_KDC0064A_c026 1478 1479 \n", - "D3GII_KDC0064A_c027 1476 1477 \n", - "D3GII_KDC0064A_c028 1477 1478 \n", - "D3GII_KDC0064A_c029 1478 1479 \n", - "D3GII_KDC0064A_c030 1478 1479 \n", - "D3GII_KDC0064A_c031 1477 1478 \n", - "D3GII_KDC0064A_c032 1477 1478 \n", - "D3GII_KDC0064A_c033 1476 1477 \n", - "D3GII_KDC0064A_c034 1477 1478 \n", - "D3GII_KDC0064A_c035 1476 1477 \n", - "D3GII_KDC0064A_c036 1478 1479 \n", - "D3GII_KDC0064A_c037 1478 1479 \n", - "D3GII_KDC0064A_c039 1477 1478 \n", - "D3GII_KDC0064A_c040 1478 1479 \n", - "D3GII_KDC0064A_c041 1479 1478 \n", - "D3GII_KDC0064A_c043 1478 1479 \n", - "D3GII_KDC0064A_c044 1477 1478 \n", - "D3GII_KDC0064A_c045 1477 1478 \n", - "D3GII_KDC0064A_c046 1477 1478 \n", - "\n", - " D3GII_KDC0064A_c044 D3GII_KDC0064A_c045 \\\n", - "D3GII_KDH0014A_consensus 1478 1478 \n", - "D3GII_KDH0014A_c002 1478 1478 \n", - "D3GII_KDH0014A_c004 1477 1477 \n", - "D3GII_KDH0014A_c008 1475 1475 \n", - "D3GII_KDH0014A_c011 1476 1476 \n", - "D3GII_KDH0014A_c025 1476 1476 \n", - "D3GII_KDH0014A_c033 1475 1475 \n", - "D3GII_KDH0014A_c034 1477 1477 \n", - "D3GII_KDH0014A_c035 1473 1473 \n", - "D3GII_KDH0014A_c036 1478 1478 \n", - "D3GII_KDH0014A_c037 1476 1476 \n", - "D3GII_KDH0014A_c038 1473 1473 \n", - "D3GII_KDH0014A_c039 1478 1478 \n", - "D3GII_KDH0014A_c040 1472 1472 \n", - "D3GII_KDH0014A_c041 1474 1474 \n", - "D3GII_KDH0014A_c042 1474 1474 \n", - "D3GII_KDH0014A_c043 1474 1474 \n", - "D3GII_KDH0014A_c044 1474 1474 \n", - "D3GII_KDH0014A_c045 1476 1476 \n", - "D3GII_KDH0014A_c046 1477 1477 \n", - "D3GII_KDH0014A_c047 1476 1476 \n", - "D3GII_KDH0014A_c048 1478 1478 \n", - "D3GII_KDH0014A_c049 1475 1475 \n", - "D3GII_KDH0014A_c050 1477 1477 \n", - "D3GII_KDH0014A_c051 1478 1478 \n", - "D3GII_KDH0014A_c053 1477 1477 \n", - "D3GII_KDH0014A_c054 1473 1473 \n", - "D3GII_KDH0014A_c055 1476 1476 \n", - "D3GII_KDH0014A_c056 1477 1477 \n", - "D3GII_KDH0014A_c057 1476 1476 \n", - "... ... ... \n", - "D3GII_KDC0064A_c014 1475 1475 \n", - "D3GII_KDC0064A_c015 1476 1476 \n", - "D3GII_KDC0064A_c016 1477 1477 \n", - "D3GII_KDC0064A_c017 1476 1476 \n", - "D3GII_KDC0064A_c018 1477 1477 \n", - "D3GII_KDC0064A_c019 1476 1476 \n", - "D3GII_KDC0064A_c020 1478 1478 \n", - "D3GII_KDC0064A_c021 1477 1477 \n", - "D3GII_KDC0064A_c022 1475 1475 \n", - "D3GII_KDC0064A_c023 1476 1476 \n", - "D3GII_KDC0064A_c024 1477 1477 \n", - "D3GII_KDC0064A_c026 1478 1478 \n", - "D3GII_KDC0064A_c027 1476 1476 \n", - "D3GII_KDC0064A_c028 1477 1477 \n", - "D3GII_KDC0064A_c029 1478 1478 \n", - "D3GII_KDC0064A_c030 1478 1478 \n", - "D3GII_KDC0064A_c031 1477 1477 \n", - "D3GII_KDC0064A_c032 1479 1477 \n", - "D3GII_KDC0064A_c033 1476 1476 \n", - "D3GII_KDC0064A_c034 1479 1477 \n", - "D3GII_KDC0064A_c035 1476 1476 \n", - "D3GII_KDC0064A_c036 1478 1478 \n", - "D3GII_KDC0064A_c037 1478 1478 \n", - "D3GII_KDC0064A_c039 1477 1477 \n", - "D3GII_KDC0064A_c040 1478 1478 \n", - "D3GII_KDC0064A_c041 1477 1477 \n", - "D3GII_KDC0064A_c043 1478 1478 \n", - "D3GII_KDC0064A_c044 1479 1477 \n", - "D3GII_KDC0064A_c045 1477 1479 \n", - "D3GII_KDC0064A_c046 1477 1477 \n", - "\n", - " D3GII_KDC0064A_c046 \n", - "D3GII_KDH0014A_consensus 1478 \n", - "D3GII_KDH0014A_c002 1478 \n", - "D3GII_KDH0014A_c004 1477 \n", - "D3GII_KDH0014A_c008 1475 \n", - "D3GII_KDH0014A_c011 1476 \n", - "D3GII_KDH0014A_c025 1476 \n", - "D3GII_KDH0014A_c033 1475 \n", - "D3GII_KDH0014A_c034 1477 \n", - "D3GII_KDH0014A_c035 1473 \n", - "D3GII_KDH0014A_c036 1478 \n", - "D3GII_KDH0014A_c037 1476 \n", - "D3GII_KDH0014A_c038 1473 \n", - "D3GII_KDH0014A_c039 1478 \n", - "D3GII_KDH0014A_c040 1472 \n", - "D3GII_KDH0014A_c041 1474 \n", - "D3GII_KDH0014A_c042 1474 \n", - "D3GII_KDH0014A_c043 1474 \n", - "D3GII_KDH0014A_c044 1474 \n", - "D3GII_KDH0014A_c045 1476 \n", - "D3GII_KDH0014A_c046 1477 \n", - "D3GII_KDH0014A_c047 1476 \n", - "D3GII_KDH0014A_c048 1478 \n", - "D3GII_KDH0014A_c049 1475 \n", - "D3GII_KDH0014A_c050 1477 \n", - "D3GII_KDH0014A_c051 1478 \n", - "D3GII_KDH0014A_c053 1477 \n", - "D3GII_KDH0014A_c054 1473 \n", - "D3GII_KDH0014A_c055 1476 \n", - "D3GII_KDH0014A_c056 1477 \n", - "D3GII_KDH0014A_c057 1476 \n", - "... ... \n", - "D3GII_KDC0064A_c014 1475 \n", - "D3GII_KDC0064A_c015 1476 \n", - "D3GII_KDC0064A_c016 1477 \n", - "D3GII_KDC0064A_c017 1476 \n", - "D3GII_KDC0064A_c018 1477 \n", - "D3GII_KDC0064A_c019 1476 \n", - "D3GII_KDC0064A_c020 1478 \n", - "D3GII_KDC0064A_c021 1477 \n", - "D3GII_KDC0064A_c022 1475 \n", - "D3GII_KDC0064A_c023 1476 \n", - "D3GII_KDC0064A_c024 1477 \n", - "D3GII_KDC0064A_c026 1478 \n", - "D3GII_KDC0064A_c027 1476 \n", - "D3GII_KDC0064A_c028 1477 \n", - "D3GII_KDC0064A_c029 1478 \n", - "D3GII_KDC0064A_c030 1478 \n", - "D3GII_KDC0064A_c031 1477 \n", - "D3GII_KDC0064A_c032 1477 \n", - "D3GII_KDC0064A_c033 1476 \n", - "D3GII_KDC0064A_c034 1477 \n", - "D3GII_KDC0064A_c035 1476 \n", - "D3GII_KDC0064A_c036 1478 \n", - "D3GII_KDC0064A_c037 1478 \n", - "D3GII_KDC0064A_c039 1477 \n", - "D3GII_KDC0064A_c040 1478 \n", - "D3GII_KDC0064A_c041 1477 \n", - "D3GII_KDC0064A_c043 1478 \n", - "D3GII_KDC0064A_c044 1477 \n", - "D3GII_KDC0064A_c045 1477 \n", - "D3GII_KDC0064A_c046 1479 \n", - "\n", - "[94 rows x 94 columns]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "id_matrix = aln_pca.identity_matrix(ifasta)\n", - "id_matrix" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 1477.35106383, 1477.35106383, 1476.37234043, 1474.62765957,\n", - " 1475.60638298, 1475.39361702, 1474.54255319, 1476.37234043,\n", - " 1472.4787234 , 1477.35106383, 1475.39361702, 1472.5 ,\n", - " 1477.35106383, 1471.62765957, 1473.67021277, 1473.43617021,\n", - " 1473.67021277, 1473.67021277, 1475.41489362, 1476.37234043,\n", - " 1475.43617021, 1477.35106383, 1474.54255319, 1476.37234043,\n", - " 1477.35106383, 1476.5 , 1472.67021277, 1475.39361702,\n", - " 1476.37234043, 1475.43617021, 1477.35106383, 1473.5212766 ,\n", - " 1477.35106383, 1476.37234043, 1477.35106383, 1467.56382979,\n", - " 1473.5212766 , 1473.43617021, 1477.35106383, 1474.54255319,\n", - " 1477.35106383, 1476.37234043, 1472.67021277, 1475.39361702,\n", - " 1472.67021277, 1477.35106383, 1476.37234043, 1476.37234043,\n", - " 1475.39361702, 1476.37234043, 1477.35106383, 1477.35106383,\n", - " 1476.37234043, 1476.39361702, 1476.41489362, 1476.43617021,\n", - " 1475.45744681, 1476.37234043, 1475.39361702, 1477.35106383,\n", - " 1476.37234043, 1477.35106383, 1476.39361702, 1476.39361702,\n", - " 1474.43617021, 1475.39361702, 1476.37234043, 1475.41489362,\n", - " 1476.37234043, 1475.39361702, 1477.35106383, 1476.37234043,\n", - " 1474.41489362, 1475.41489362, 1476.37234043, 1477.35106383,\n", - " 1475.41489362, 1476.37234043, 1477.35106383, 1477.35106383,\n", - " 1476.37234043, 1476.43617021, 1475.39361702, 1476.43617021,\n", - " 1475.39361702, 1477.35106383, 1477.35106383, 1476.37234043,\n", - " 1477.35106383, 1476.41489362, 1477.35106383, 1476.43617021,\n", - " 1476.37234043, 1476.37234043])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "m = id_matrix.as_matrix()\n", - "mean_vector = id_matrix.mean().as_matrix()\n", - "mean_vector" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('Scatter Matrix:\\n', array([[ 71695.72340425, 71695.72340425, 58166.4893617 , ...,\n", - " 59234.78723404, 58166.4893617 , 58166.4893617 ],\n", - " [ 71695.72340425, 71695.72340425, 58166.4893617 , ...,\n", - " 59234.78723404, 58166.4893617 , 58166.4893617 ],\n", - " [ 58166.4893617 , 58166.4893617 , 53473.25531915, ...,\n", - " 53601.55319149, 53097.25531915, 53097.25531915],\n", - " ..., \n", - " [ 59234.78723404, 59234.78723404, 53601.55319149, ...,\n", - " 55609.85106383, 53601.55319149, 53601.55319149],\n", - " [ 58166.4893617 , 58166.4893617 , 53097.25531915, ...,\n", - " 53601.55319149, 53473.25531915, 53097.25531915],\n", - " [ 58166.4893617 , 58166.4893617 , 53097.25531915, ...,\n", - " 53601.55319149, 53097.25531915, 53473.25531915]]))\n" - ] - } - ], - "source": [ - "scatter_matrix = np.zeros(m.shape)\n", - "for i in range(m.shape[1]):\n", - " scatter_matrix += (m[:,i].reshape(m.shape[0],1) - mean_vector).dot(\n", - " (m[:,i].reshape(m.shape[0],1) - mean_vector).T)\n", - "print('Scatter Matrix:\\n', scatter_matrix)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 4.49271104e+06 +0.00000000e+00j 2.24277078e+06 +0.00000000e+00j\n", - " 7.75614972e+04 +0.00000000e+00j 5.44597132e+04 +0.00000000e+00j\n", - " 3.19608526e+04 +0.00000000e+00j 2.61493465e+04 +0.00000000e+00j\n", - " 1.65939221e+04 +0.00000000e+00j 1.10037991e+04 +0.00000000e+00j\n", - " 8.47660890e+03 +0.00000000e+00j 7.12831186e+03 +0.00000000e+00j\n", - " 6.57093853e+03 +0.00000000e+00j 5.86303946e+03 +0.00000000e+00j\n", - " 5.09299531e+03 +0.00000000e+00j 6.01600000e+03 +0.00000000e+00j\n", - " 3.75190221e+03 +0.00000000e+00j 3.36354399e+03 +0.00000000e+00j\n", - " 2.20686633e+03 +0.00000000e+00j 1.64769383e+03 +0.00000000e+00j\n", - " 1.47020195e+03 +0.00000000e+00j 1.08590191e+03 +0.00000000e+00j\n", - " 7.56520726e+02 +0.00000000e+00j 7.14768652e+02 +0.00000000e+00j\n", - " 4.55121491e+02 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", - " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", - " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", - " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", - " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", - " 1.50400000e+03 +0.00000000e+00j 1.50400000e+03 +0.00000000e+00j\n", - " 2.11758386e+02 +0.00000000e+00j 1.82726694e+02 +0.00000000e+00j\n", - " 1.66298779e+02 +0.00000000e+00j 6.53901709e+01 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +8.18658713e-12j\n", - " 3.76000000e+02 -8.18658713e-12j 3.76000000e+02 +0.00000000e+00j\n", - " 3.76000000e+02 +2.33508171e-13j 3.76000000e+02 -2.33508171e-13j\n", - " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 1.28812081e+01 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 3.76000000e+02 +0.00000000e+00j\n", - " 3.76000000e+02 +0.00000000e+00j 2.82688716e-11 +2.59048103e-11j\n", - " 2.82688716e-11 -2.59048103e-11j -9.76853552e-13 +0.00000000e+00j\n", - " -5.41334271e-13 +5.74386961e-13j -5.41334271e-13 -5.74386961e-13j\n", - " -5.07016268e-13 +0.00000000e+00j 5.24328221e-13 +0.00000000e+00j\n", - " -3.22342472e-13 +2.60324642e-13j -3.22342472e-13 -2.60324642e-13j\n", - " 2.61131647e-13 +1.66872571e-13j 2.61131647e-13 -1.66872571e-13j\n", - " 3.13631141e-13 +0.00000000e+00j -2.43757849e-13 +0.00000000e+00j\n", - " -6.91133922e-14 +2.12592374e-13j -6.91133922e-14 -2.12592374e-13j\n", - " 1.15249306e-13 +2.78958647e-14j 1.15249306e-13 -2.78958647e-14j\n", - " -9.29476426e-14 +2.76021647e-14j -9.29476426e-14 -2.76021647e-14j\n", - " 8.72488373e-14 +0.00000000e+00j 5.30933442e-14 +0.00000000e+00j\n", - " -4.02766412e-14 +1.79072394e-14j -4.02766412e-14 -1.79072394e-14j\n", - " 3.48508624e-15 +2.23792400e-14j 3.48508624e-15 -2.23792400e-14j\n", - " 1.14968448e-14 +0.00000000e+00j -1.38411492e-14 +0.00000000e+00j\n", - " -7.92856809e-15 +0.00000000e+00j -6.40341388e-16 +0.00000000e+00j\n", - " -1.91946149e-27 +0.00000000e+00j -2.96660309e-32 +0.00000000e+00j\n", - " 4.71901989e-31 +0.00000000e+00j 2.57132491e-31 +0.00000000e+00j]\n", - "[[ 1.09213757e-01+0.j -8.96537646e-02+0.j 1.12669316e-02+0.j ...,\n", - " -6.63480787e-14+0.j -1.40901604e-12+0.j -1.78249822e-12+0.j]\n", - " [ 1.09213757e-01+0.j -8.96537646e-02+0.j 1.12669316e-02+0.j ...,\n", - " -2.09595632e-13+0.j -4.45146230e-12+0.j -5.63138084e-12+0.j]\n", - " [ 1.06794508e-01+0.j -2.85670703e-02+0.j 2.50820548e-03+0.j ...,\n", - " -1.53045587e-18+0.j 1.26721267e-18+0.j -1.73801262e-18+0.j]\n", - " ..., \n", - " [ 1.07416506e-01+0.j -3.27076578e-02+0.j 2.71099714e-03+0.j ...,\n", - " 9.78069983e-06+0.j 2.07715438e-04+0.j 2.62773435e-04+0.j]\n", - " [ 1.06794508e-01+0.j -2.85670703e-02+0.j 2.50820548e-03+0.j ...,\n", - " 1.78784225e-18+0.j -1.08232128e-19+0.j 1.06132027e-18+0.j]\n", - " [ 1.06794508e-01+0.j -2.85670703e-02+0.j 2.50820548e-03+0.j ...,\n", - " 1.66142824e-19+0.j -1.58157732e-18+0.j -8.27675284e-19+0.j]]\n" - ] - } - ], - "source": [ - "eig_val_sc, eig_vec_sc = np.linalg.eig(scatter_matrix)\n", - "\n", - "print eig_val_sc\n", - "print eig_vec_sc" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Make a list of (eigenvalue, eigenvector) tuples\n", - "eig_pairs = []\n", - "for i in range(len(eig_val_sc)):\n", - " a = np.abs(eig_val_sc[i])\n", - " b = eig_vec_sc[:,i]\n", - " eig_pairs.append((a,b))\n", - " \n", - "# Sort the (eigenvalue, eigenvector) tuples from high to low\n", - "eig_pairs.sort(key=lambda x: x[0])\n", - "eig_pairs.reverse()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('Matrix W:\\n', array([[ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 9.47696583e-02+0.j, 8.08644253e-02+0.j, -1.11325229e-01+0.j],\n", - " [ 9.79035755e-02+0.j, 1.97145167e-02+0.j, -9.50117803e-02+0.j],\n", - " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", - " [ 9.71361887e-02+0.j, 8.57313733e-02+0.j, -5.46902051e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 8.95347656e-02+0.j, 2.13944721e-01+0.j, -4.28296595e-02+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", - " [ 8.99085823e-02+0.j, 2.12586955e-01+0.j, -4.28773824e-02+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 8.16305836e-02+0.j, 2.67544192e-01+0.j, -1.06595556e-01+0.j],\n", - " [ 8.85766317e-02+0.j, 1.41160586e-01+0.j, -2.09238842e-01+0.j],\n", - " [ 9.47797444e-02+0.j, 1.54275687e-01+0.j, -2.90776197e-02+0.j],\n", - " [ 8.85766317e-02+0.j, 1.41160586e-01+0.j, -2.09238842e-01+0.j],\n", - " [ 8.85766317e-02+0.j, 1.41160586e-01+0.j, -2.09238842e-01+0.j],\n", - " [ 1.01970204e-01+0.j, 3.11278367e-02+0.j, -1.42968290e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.03468734e-01+0.j, 2.96369677e-02+0.j, -7.55526600e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 9.71361887e-02+0.j, 8.57313733e-02+0.j, -5.46902051e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.03464097e-01+0.j, -3.64231041e-02+0.j, -3.01687559e-02+0.j],\n", - " [ 7.72305038e-02+0.j, 2.05876527e-01+0.j, 5.07764401e-01+0.j],\n", - " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.03468734e-01+0.j, 2.96369677e-02+0.j, -7.55526600e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 9.14723138e-02+0.j, 1.49236198e-01+0.j, -4.23533535e-02+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 4.89804498e-02+0.j, 5.23662935e-01+0.j, -1.92118835e-01+0.j],\n", - " [ 9.14723138e-02+0.j, 1.49236198e-01+0.j, -4.23533535e-02+0.j],\n", - " [ 9.47797444e-02+0.j, 1.54275687e-01+0.j, -2.90776197e-02+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 9.71361887e-02+0.j, 8.57313733e-02+0.j, -5.46902051e-02+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 7.72305038e-02+0.j, 2.05876527e-01+0.j, 5.07764401e-01+0.j],\n", - " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", - " [ 7.72305038e-02+0.j, 2.05876527e-01+0.j, 5.07764401e-01+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", 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2.50820548e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.07115859e-01+0.j, -2.99264976e-02+0.j, 2.70217789e-03+0.j],\n", - " [ 1.05526563e-01+0.j, -2.99847132e-02+0.j, 4.06072506e-04+0.j],\n", - " [ 9.95219637e-02+0.j, 9.19606849e-02+0.j, -1.76904581e-02+0.j],\n", - " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.03120550e-01+0.j, 3.10046932e-02+0.j, -7.73937019e-03+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 9.95801122e-02+0.j, 9.33363610e-02+0.j, -1.73034867e-02+0.j],\n", - " [ 1.03517740e-01+0.j, 3.10192802e-02+0.j, -7.18603815e-03+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.03517740e-01+0.j, 3.10192802e-02+0.j, -7.18603815e-03+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.07416506e-01+0.j, -3.27076578e-02+0.j, 2.71099714e-03+0.j],\n", - " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", - " [ 1.07416506e-01+0.j, -3.27076578e-02+0.j, 2.71099714e-03+0.j],\n", - " [ 1.03584030e-01+0.j, 3.24092176e-02+0.j, -6.90976441e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.05864201e-01+0.j, -3.13160336e-02+0.j, 3.57005366e-04+0.j],\n", - " [ 1.09213757e-01+0.j, -8.96537646e-02+0.j, 1.12669316e-02+0.j],\n", - " [ 1.07416506e-01+0.j, -3.27076578e-02+0.j, 2.71099714e-03+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j],\n", - " [ 1.06794508e-01+0.j, -2.85670703e-02+0.j, 2.50820548e-03+0.j]]))\n" - ] - } - ], - "source": [ - "matrix_w = np.hstack((eig_pairs[0][1].reshape(m.shape[0],1),\n", - " eig_pairs[1][1].reshape(m.shape[0],1),\n", - " eig_pairs[2][1].reshape(m.shape[0],1)))\n", - "print('Matrix W:\\n', matrix_w)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 14265.14394669+0.j, 14265.14394669+0.j, 14255.70262431+0.j,\n", - " 14238.62391106+0.j, 14248.08928313+0.j, 14246.24846003+0.j,\n", - " 14237.90611024+0.j, 14255.70262431+0.j, 14217.97579053+0.j,\n", - " 14265.14394669+0.j, 14246.24846003+0.j, 14218.19193237+0.j,\n", - " 14265.14394669+0.j, 14209.57307756+0.j, 14229.24429708+0.j,\n", - " 14227.28253909+0.j, 14229.24429708+0.j, 14229.24429708+0.j,\n", - " 14246.40526589+0.j, 14255.70262431+0.j, 14246.66187378+0.j,\n", - " 14265.14394669+0.j, 14237.90611024+0.j, 14255.70262431+0.j,\n", - " 14265.14394669+0.j, 14256.82738826+0.j, 14219.18630486+0.j,\n", - " 14246.24846003+0.j, 14255.70262431+0.j, 14246.66187378+0.j,\n", - " 14265.14394669+0.j, 14227.98785815+0.j, 14265.14394669+0.j,\n", - " 14255.70262431+0.j, 14265.14394669+0.j, 14169.57444180+0.j,\n", - " 14227.98785815+0.j, 14227.28253909+0.j, 14265.14394669+0.j,\n", - " 14237.90611024+0.j, 14265.14394669+0.j, 14255.70262431+0.j,\n", - " 14219.18630486+0.j, 14246.24846003+0.j, 14219.18630486+0.j,\n", - " 14265.14394669+0.j, 14255.70262431+0.j, 14255.70262431+0.j,\n", - " 14246.24846003+0.j, 14255.70262431+0.j, 14265.14394669+0.j,\n", - " 14265.14394669+0.j, 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152.42950240+0.j, 152.56549158+0.j, 152.66380888+0.j,\n", - " 152.66380888+0.j, 152.56549158+0.j, 152.57128388+0.j,\n", - " 152.47614842+0.j, 151.21967252+0.j, 152.44807813+0.j,\n", - " 152.56549158+0.j, 152.42950240+0.j, 152.66380888+0.j,\n", - " 152.56549158+0.j, 152.66380888+0.j, 152.57128388+0.j,\n", - " 152.47562799+0.j, 152.23218625+0.j, 152.42950240+0.j,\n", - " 152.56549158+0.j, 152.39080306+0.j, 152.56549158+0.j,\n", - " 152.42950240+0.j, 152.66380888+0.j, 152.56549158+0.j,\n", - " 152.24998682+0.j, 152.41402522+0.j, 152.56549158+0.j,\n", - " 152.66380888+0.j, 152.41402522+0.j, 152.56549158+0.j,\n", - " 152.66380888+0.j, 152.66380888+0.j, 152.56549158+0.j,\n", - " 152.56407650+0.j, 152.42950240+0.j, 152.56407650+0.j,\n", - " 152.42950240+0.j, 152.66380888+0.j, 152.66380888+0.j,\n", - " 152.56549158+0.j, 152.66380888+0.j, 152.47614842+0.j,\n", - " 152.66380888+0.j, 152.56407650+0.j, 152.56549158+0.j,\n", - " 152.56549158+0.j]])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "transformed = matrix_w.T.dot(m)\n", - "transformed" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(14249.8372533+0j)\n", - "(1231.65975061+0j)\n", - "(152.57539008+0j)\n" - ] - } - ], - "source": [ - "mean_x = transformed[0,:].mean()\n", - "mean_y = transformed[1,:].mean()\n", - "mean_z = transformed[2,:].mean()\n", - "print(mean_x)\n", - "print(mean_y)\n", - "print(mean_z)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/media/VD_Research/Admin/PBS/Software/Python-2.7.9/lib/python2.7/site-packages/numpy/core/numeric.py:462: ComplexWarning: Casting complex values to real discards the imaginary part\n", - " return array(a, dtype, copy=False, order=order)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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hh4C+YAXUYskPVjAtCxozBXsuUtfXwNjaaa1pNpsnt1qtt7iue6fneQ+mava11rpbDfJ0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\ntLtdvBURzEQ8x8nWRNtmyXY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D12H6wMNmg/Z37lhk1mM3ky38Bl1z7xRM13Gc2fLRnRf2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dY2wtQi3YzrMqVkoyiaF0XRVbZtP+u67tsAQEQzlVInSSk3oO4JO9UoYTdZlvXTNOTAOT/AOX8d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\nrkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "class Arrow3D(FancyArrowPatch):\n", - " def __init__(self, xs, ys, zs, *args, **kwargs):\n", - " FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n", - " self._verts3d = xs, ys, zs\n", - "\n", - " def draw(self, renderer):\n", - " xs3d, ys3d, zs3d = self._verts3d\n", - " xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n", - " self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n", - " FancyArrowPatch.draw(self, renderer)\n", - "\n", - "fig = plt.figure(figsize=(8,8))\n", - "ax = fig.add_subplot(111, projection='3d')\n", - "plt.rcParams['legend.fontsize'] = 10\n", - "ax.plot(transformed[0,:], transformed[1,:], transformed[2,:],\n", - " 'o', markersize=8, color='blue', alpha=0.5, label='Seqs')\n", - "ax.plot([mean_x], [mean_y], [mean_z],\n", - " 'o', markersize=10, color='red', alpha=0.5)\n", - "\n", - "'''\n", - "for v in eig_vec_sc.T:\n", - " a = Arrow3D([mean_x, v[0]+mean_x],\n", - " [mean_y, v[1]+mean_y],\n", - " [mean_z, v[2]+mean_z],\n", - " mutation_scale=20, lw=3, arrowstyle=\"-|>\", color=\"r\")\n", - "\n", - " ax.add_artist(a)\n", - " \n", - "for i,xyz in enumerate(zip(transformed[0,:], transformed[1,:], transformed[2,:])):\n", - " x,y,z = xyz\n", - " label = id_matrix.keys()[i]\n", - " x2d, y2d, _ = proj3d.proj_transform(x,y,z, ax.get_proj())\n", - " ax.annotate(label, xy=(x2d,y2d), textcoords='offset points')\n", - "'''\n", - "plt.title('Samples for class 1 and class 2')\n", - "ax.legend(loc='upper right')" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "angles = np.linspace(0,360,21)[:-1] # A list of 20 angles between 0 and 360\n", - "angles = np.array([0,45,90])\n", - "elevs = np.array([0,45,90])\n", - " \n", - "# create an animated gif (20ms between frames)\n", - "rotanimate(ax, angles, 'movie.png', elevations=elevs, delay=100, width=10, heigh=10)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('PC axes in terms of the measurement axes scaled by the standard deviations:\\n', array([[ -1.08995305e-01, -1.08995305e-01, -1.08214224e-01, ...,\n", - " -1.06291058e-01, -1.08214224e-01, -1.08214224e-01],\n", - " [ -3.41356706e-03, -3.41356706e-03, -3.57543413e-03, ...,\n", - " -3.60022516e-03, -3.57543413e-03, -3.57543413e-03],\n", - " [ -1.53892514e-02, -1.53892514e-02, -1.68169873e-02, ...,\n", - " -2.49473786e-02, -1.68169873e-02, -1.68169873e-02],\n", - " ..., \n", - " [ 0.00000000e+00, -1.56557943e-01, -1.64849602e-05, ...,\n", - " -8.34835673e-17, -1.64849602e-05, -1.64849602e-05],\n", - " [ 0.00000000e+00, 6.00733014e-04, 1.60071582e-05, ...,\n", - " -1.24900090e-16, 1.60071582e-05, 1.60071582e-05],\n", - " [ 0.00000000e+00, -1.67030106e-01, -1.42958417e-05, ...,\n", - " 1.08420217e-17, -1.42958417e-05, -1.42958417e-05]]))\n" - ] - }, - { - "data": { - "image/png": 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9Xr/aGFMpl8u3ZLPZfZldRCSNDRJaoSGDIEm20uXz2cK4kfIoUt3tQpMpfNnu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o1+yjC7fYxWhJ9479pEcrPsngHmwMCAZRhGN2aKD6kY9YCJjBiuaI9hylzXvUwIcUqhUPge53yI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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from matplotlib.mlab import PCA as mlabPCA\n", - "\n", - "mlab_pca = mlabPCA(m.T)\n", - "fig = plt.figure(figsize=(8,8))\n", - "ax = fig.add_subplot(111, projection='3d')\n", - "\n", - "print('PC axes in terms of the measurement axes scaled by the standard deviations:\\n', mlab_pca.Wt)\n", - "\n", - "ax.plot(mlab_pca.Y[:,0],mlab_pca.Y[:,1],mlab_pca.Y[:,2],\n", - " 'o', markersize=7, color='blue', alpha=0.5, label='class1')\n", - "\n", - "plt.xlabel('x_values')\n", - "plt.ylabel('y_values')\n", - "plt.xlim([-4,4])\n", - "plt.ylim([-4,4])\n", - "plt.legend()\n", - "plt.title('Transformed samples with class labels from matplotlib.mlab.PCA()')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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o/sCngO+hMn7tBBoM7iM5LEQ4wnToC77vl1A32dloB4sJ0E4itVrtrCiKTsjn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gP4fI5rp0bHEqbruk8DuJ1z3h0EQR5kl1eE2dJnYiz7buOcv2ai09QF0Cw1zLT7hmF4su/7KwEc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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#yum install blas blas-devel lapack lapack-devel\n", - "from sklearn.decomposition import PCA as sklearnPCA\n", - "sklearn_pca = sklearnPCA(n_components=3)\n", - "sklearn_transf = sklearn_pca.fit_transform(m.T)\n", - "fig = plt.figure(figsize=(8,8))\n", - "ax = fig.add_subplot(111, projection='3d')\n", - "ax.plot(sklearn_transf[:,0],sklearn_transf[:,1], sklearn_transf[:,2],\n", - " 'o', markersize=7, color='blue', alpha=0.5, label='class1')\n", - "\n", - "plt.xlabel('x_values')\n", - "plt.ylabel('y_values')\n", - "plt.xlim([-4,4])\n", - "plt.ylim([-4,4])\n", - "plt.legend()\n", - "plt.title('Transformed samples using sklearn.decomposition.PCA()')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/tests/test_aln_pca.py b/tests/test_aln_pca.py deleted file mode 100644 index 3c9722a..0000000 --- a/tests/test_aln_pca.py +++ /dev/null @@ -1,124 +0,0 @@ -from __future__ import print_function - -from StringIO import StringIO -from os.path import * - -from . import unittest, THIS -import pandas as pd -import sh - -from bio_pieces import aln_pca - -aln = [ - ('>id1','ATGC'), - ('>id2','AAGC'), - ('>id3','CGTR'), - ('>id4','ACGT') -] - -id_matrix = pd.DataFrame( - { - 'id1': [4.,3.,0.,2.], - 'id2': [3.,4.,0.,2.], - 'id3': [0.,0.,4.,0.], - 'id4': [2.,2.,0.,4.] - }, - index=['id1','id2','id3','id4'] -) - -s_matrix = pd.DataFrame( - { - 'A': [10,-8,-8,-8,0,1], - 'C': [-8,10,-8,-8,0,1], - 'G': [-8,-8,10,-8,0,1], - 'T': [-8,-8,-8,10,0,1], - 'R': [0,0,0,0,10,1], - '~': [1,1,1,1,1,1], - }, - index=['A','C','G','T','R','~'] -) - -class TestPairwiseIdentity(unittest.TestCase): - def test_id_same(self): - seq = 'A' * 10 - r = aln_pca.pairwise_identity(seq, seq) - self.assertEqual(len(seq), r) - - def test_id_complete_diff(self): - seq = 'A' * 10 - r = aln_pca.pairwise_identity(seq, seq.replace('A','C')) - self.assertEqual(0, r) - - def test_id_half_diff(self): - r = aln_pca.pairwise_identity('A'*10, 'A'*5+'C'*5) - self.assertEqual(5, r) - - def test_diff_sizes(self): - self.assertRaises( - ValueError, - aln_pca.pairwise_identity, 'A'*5, 'A'*4 - ) - - def test_ignores_case(self): - r = aln_pca.pairwise_identity('a'*10, 'A'*10) - self.assertEqual(10, r) - - def test_utilizes_subst_matrix(self): - r = aln_pca.pairwise_identity('ACGTR','AAAAA', s_matrix) - e = s_matrix['A'].sum() - 1 - self.assertEqual(e, r) - - def test_subst_matrix_lookup_ignore_case(self): - r = aln_pca.pairwise_identity('acgtr','AAAAA', s_matrix) - e = s_matrix['A'].sum() - 1 - self.assertEqual(e, r) - - def test_substitution_matrix_missing_lookup_assigns_1(self): - r = aln_pca.pairwise_identity('A'*5, 'A'*4+'-', s_matrix) - self.assertEqual(10*4+1, r) - - def test_substitution_matrix_missing_allkey_raises_exception(self): - smatrix = { - 'A': {'A': 1} - } - self.assertRaises( - ValueError, - aln_pca.pairwise_identity, 'A', '-', smatrix - ) - -class TestIndexFasta(unittest.TestCase): - def setUp(self): - self.seq_string = '\n'.join(['\n'.join(x) for x in aln]) - self.aln_stringio = StringIO(self.seq_string) - - def test_ensure_ordered_index(self): - r = aln_pca.index_fasta(self.aln_stringio) - for _aln, _seq in zip(aln,r): - search_id = _aln[0].replace('>','') - self.assertEqual(_aln[1], r[search_id]) - -class TestIdentityMatrix(unittest.TestCase): - def setUp(self): - self.seq_string = '\n'.join(['\n'.join(x) for x in aln]) - self.aln_stringio = StringIO(self.seq_string) - self.index_fasta = aln_pca.index_fasta(self.aln_stringio) - - def test_buils_correct_matrix(self): - r = aln_pca.identity_matrix(self.index_fasta) - self.assertTrue(id_matrix.equals(r)) - self.assertTrue(id_matrix.columns.identical(r.columns)) - self.assertTrue(id_matrix.index.identical(r.index)) - -class TestGeneratePlotFile(unittest.TestCase): - def setUp(self): - self.fasta = join(THIS, 'testinput', 'aln1.fasta') - self.docdir = join(dirname(THIS), 'docs', '_static') - - def test_builds_simple(self): - print(sh.aln_pca(self.fasta, outfile=join(self.docdir,'pca.png'))) - - def test_accepts_subst_matrix(self): - print(sh.aln_pca( - self.fasta, s=join(dirname(THIS),'jalview_snm.txt'), - outfile=join(self.docdir,'jalview.png') - )) diff --git a/tests/test_sns_matrix.py b/tests/test_sns_matrix.py deleted file mode 100644 index 369bc9d..0000000 --- a/tests/test_sns_matrix.py +++ /dev/null @@ -1,12 +0,0 @@ -from . import unittest - -from bio_pieces import sns_matrix - -class TestSNSMatrix(unittest.TestCase): - def test_sns_matrix_same_nt_returns_10(self): - for c in 'ACGINRTUXY': - self.assertEqual(10, sns_matrix.sns_matrix[c][c]) - - def test_sns_matrix_returns_correct_values(self): - self.assertEqual(-8, sns_matrix.sns_matrix['A']['C']) - self.assertEqual(-8, sns_matrix.sns_matrix['C']['A']) diff --git a/tests/testinput/aln1.fasta b/tests/testinput/aln1.fasta deleted file mode 100644 index 41b955a..0000000 --- a/tests/testinput/aln1.fasta +++ /dev/null @@ -1,188 +0,0 @@ ->D3GII_KDH0014A_consensus -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c002 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c004 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACCCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c008 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGGAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c011 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c025 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTRTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGATGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c033 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGGACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCNAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c034 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGACGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c035 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCGCATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGGGCATTTTTGCGGGGCACTTGAGATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGAATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGGTTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c036 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c037 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGCTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAGGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c038 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTGGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCCAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAACGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTGGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGGCAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c039 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c040 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGCGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGCCTTGCCTGAGTATGGAACCCTTGGGCTAGGATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGGAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAATGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c041 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGCGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGGAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACGGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c042 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAGGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGCTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAACGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGCGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c043 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGCGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGGAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACGGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c044 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGCGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGGAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTGGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACGGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c045 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCCCCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGCCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c046 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACGAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c047 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGTGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCCGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c048 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c049 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTTGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAGCACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c050 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAGGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c051 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c053 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c054 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAAAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCGATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACGCTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAGGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATCCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c055 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACGACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATNTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c056 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGTAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c057 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGTGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCCGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c058 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c059 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAGGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGGACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAGCTGGAGATAAAGCCCTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c060 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c061 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCTACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c062 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c063 -----GATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTYGWGCWCGGTGGGTGWGTGACCACCATGGSTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTCCAAGCT ->D3GII_KDH0014A_c064 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAGGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGGACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAGCTGGAGATAAAGCCCTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c065 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAACGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTTGATTGGGAAGATGTTCGGGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAGCCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c066 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c068 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCGCCCAGGGGGAAGCGATTCTACCTGAGGATCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGAAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c069 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c070 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGGTCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c072 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAAAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCGATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACGCTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAGGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATCCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c073 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGGAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCCTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c074 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAAAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCGATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACGCTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAGGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATCCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c075 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c076 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGCTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c077 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGAATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c078 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCCTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCNGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDH0014A_c079 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGGTGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_consensus -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c001 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c002 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCCACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c003 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAGATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c004 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGGCAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c005 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACGGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c006 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAACATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c007 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCTCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c008 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATACGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGAACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c009 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c010 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAGGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c011 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c012 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAGATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c013 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGGTTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c014 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGGAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCGCTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAGGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c015 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTTAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGCGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c016 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAACCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c017 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAGGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCAGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c018 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGTACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c019 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAGGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGCCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c020 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c021 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCCGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c022 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCACTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAGGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGCTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c023 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAANCAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATCACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c024 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGCAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c026 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c027 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCNAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATCACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c028 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGGAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c029 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c030 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c031 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAACGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c032 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c033 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACCGATTACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c034 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c035 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGATTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACACTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c036 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c037 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c039 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAGCAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c040 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c041 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGGCAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c043 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c044 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAGAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c045 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAATGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAATAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT ->D3GII_KDC0064A_c046 -ATGAGATGTGTGGGAGTAGGAAACAGAGACTTTGTGGAAGGTCTGTCAGGAGCTACGTGGGTTGATGTGGTGCTCGAGCACGGTGGGTGTGTGACCACCATGGCTAAGAACAAGCCTACGCTGGACATAGAGCTTCAGAAGACCGAGGCCACCCAACTGGCGACCCTAAGGAAGTTATGCATTGAGGGAAAAATTACCAACATAACAACCGACTCAAGGTGTCCCACCCAGGGGGAAGCGATTCTACCTGAGGAGCAGGACCAGAACTACGTATGTAAGCACACATACGTGGATAGAGGTTGGGGAAACGGTTGTGGCTTGTTTGGAAAAGGAAGCTTGGTGACATGCGCGAAATTTCAATGTCTAGAACCAATAGAGGGAAAAGTGGTGCAATATGAGAACCTCAAATACACTGTCATCATCACAGTGCACACAGGAGACCAACACCAGGTGGGAAATGACACGCAGGGAGTCACGGTCGAGATAACGCCCCAGGCATCTACCGTTGAAGCTGTCTTGCCTGAGTATGGAACCCTTGGGCTAGAATGCTCACCACGGACAGGCTTGGATTTTAATGAAATGGTTTTGTTGACAATGAAGAACAAAGCCTGGATGGTACATAGGCAATGGTTCTTTGACCTACCCCTACCATGGACATCAGGAGCCACAACAGAGACACCAACCTGGAACAGGAAGGAACTTCTTGTAACATTCAAAAATGCACATGCAAAAAAACAAGAAGTAGTTGTCCTTGGATCGCAAGAGGGAGCAATGCACACAGCGCTGACAGGAGCTACAGAGATTCAAAATTCAGGAGGCACGAGCATTTTTGCGGGGCACTTGAAATGTAGACTTAAGATGGACAAATTGGAACTCAAGGGGATGAGCTATGCAATGTGCTTGAATACCTTCGTGTTGAAGAAAGAAGTCTCTGAAACGCAGCATGGGACAATACTCATTAAGGTCGAGTACAAAGGGGAAGATGCACCTTGCAAGATTCCTTTCTCCACAGAGGATGGACAAGGGAAAGCCCACAATGGTAGACTGATCACAGCCAACCCAGTGGTGACCAAGAAGGAGGAGCCTGTCAACATTGAGGCTGAACCTCCTTTTGGGGAAAGCAACATAGTGATTGGAACTGGAGATAAAGCCTTGAAAATAAACTGGTACAAGAAGGGAAGCTCGATTGGGAAGATGTTCGAGGCCACTGCCAGAGGTGCAAGGCGCATGGCCATCTTGGGAGACACAGCCTGGGACTTTGGTTCAGTGGGTGGTGTTCTAAATTCATTAGGGAAAATGGTGCACCAAATATTCGGAAGTGCTTACACAGCCTTGTTTAGCGGAGTCTCATGGATAATGAAAATTGGAGTAGGTGTCCTCTTAACCTGGATAGGGTTGAATTCAAAAAACACTTCCATGTCATTTTCATGCATTGTGATAGGAATTATTACACTCTATCTGGGAGCCGTGGTACAAGCT From 6905bfa8a585aa8448dbf529c44848c66cfdc0d2 Mon Sep 17 00:00:00 2001 From: Panciera Date: Fri, 14 Aug 2015 13:05:42 -0400 Subject: [PATCH 24/26] finished removing old pca stuff --- bio_pieces/sns_matrix.py | 26 -------------------------- docs/scripts/index.rst | 1 - requirements.txt | 2 -- setup.py | 1 - 4 files changed, 30 deletions(-) delete mode 100644 bio_pieces/sns_matrix.py diff --git a/bio_pieces/sns_matrix.py b/bio_pieces/sns_matrix.py deleted file mode 100644 index ed2879c..0000000 --- a/bio_pieces/sns_matrix.py +++ /dev/null @@ -1,26 +0,0 @@ -import pandas as pd -import numpy as np -try: - from io import StringIO as BytesIO -except ImportError: - from io import BytesIO - - -# Simple Nucleotide Substitution matrix -# Copy/pasted table from -# http://www.jalview.org/help/html/calculations/scorematrices.html#simplenucleotide -sns = BytesIO(u''' -,A,C,G,I,N,R,T,U,X,Y -A,10,-8,-8,1,1,1,-8,-8,1,-8 -C,-8,10,-8,1,1,-8,-8,-8,1,1 -G,-8,-8,10,1,1,1,-8,-8,1,-8 -I,1,1,1,10,1,0,1,1,0,0 -N,1,1,1,1,10,1,1,1,1,1 -R,1,-8,1,0,1,10,-8,-8,0,-8 -T,-8,-8,-8,1,1,-8,10,10,1,1 -U,-8,-8,-8,1,1,-8,10,10,1,1 -X,1,1,1,0,1,0,1,1,10,0 -Y,-8,1,-8,0,1,-8,1,1,0,10 -''') -# Converted to pandas dataframe indexed in both directions -sns_matrix = pd.read_csv(sns, index_col=0) diff --git a/docs/scripts/index.rst b/docs/scripts/index.rst index 8c62fa0..9c80cab 100644 --- a/docs/scripts/index.rst +++ b/docs/scripts/index.rst @@ -8,5 +8,4 @@ Scripts beast_checkpoint beast_wrapper group_references - aln_pca make_pcoa diff --git a/requirements.txt b/requirements.txt index 09f9f4b..b089e2c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,5 +7,3 @@ schema pyvcf sh matplotlib -emperor -scikit-bio diff --git a/setup.py b/setup.py index fafaa91..55b5c7e 100644 --- a/setup.py +++ b/setup.py @@ -22,7 +22,6 @@ 'beast_wrapper = bio_pieces.beast_wrapper:beast_wrapper', 'beast_est_time = bio_pieces.beast_wrapper:beast_est_time', 'version = bio_pieces.version:main', - 'aln_pca = bio_pieces.aln_pca:main', 'make_pcoa = bio_pieces.make_pcoa:main' #'sequence_concat = bio_pieces.sequence_concat:main', #'sequence_files_concat = bio_pieces.sequence_files_concat:main', From e0b73df563bc2e0750f933f7a948b65a392147bd Mon Sep 17 00:00:00 2001 From: Panciera Date: Fri, 14 Aug 2015 13:19:25 -0400 Subject: [PATCH 25/26] removed matplotlib --- .travis.yml | 2 +- requirements.txt | 1 - 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 6181ac5..25c87e3 100644 --- a/.travis.yml +++ b/.travis.yml @@ -4,7 +4,7 @@ python: - "2.7" - "3.4" before_install: - - "export DISPLAY=:99.0" # Should fix matplotlib errors + #- "export DISPLAY=:99.0" # Should fix matplotlib errors (matplotlib not currently used) - "sh -e /etc/init.d/xvfb start" install: - sudo apt-get install gfortran libopenblas-dev liblapack-dev #needed for sci-* diff --git a/requirements.txt b/requirements.txt index b089e2c..2a61618 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,4 +6,3 @@ docopt schema pyvcf sh -matplotlib From 881256455a581886027781557b0e0601eb93d631 Mon Sep 17 00:00:00 2001 From: Mike Panciera Date: Tue, 18 Aug 2015 11:01:10 -0400 Subject: [PATCH 26/26] Update .travis.yml removing travis-matplotlib stuff --- .travis.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.travis.yml b/.travis.yml index 25c87e3..ea12de1 100644 --- a/.travis.yml +++ b/.travis.yml @@ -3,9 +3,9 @@ python: - "2.6" - "2.7" - "3.4" -before_install: - #- "export DISPLAY=:99.0" # Should fix matplotlib errors (matplotlib not currently used) - - "sh -e /etc/init.d/xvfb start" +#before_install: # Should fix matplotlib errors (matplotlib not currently used) + #- "export DISPLAY=:99.0" +# - "sh -e /etc/init.d/xvfb start" install: - sudo apt-get install gfortran libopenblas-dev liblapack-dev #needed for sci-* - if [[ $TRAVIS_PYTHON_VERSION == '2.6' ]]; then pip install unittest2 ordereddict counter; fi

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fasta alignment file. -The image produced will contain 9 3D plots of the same plot just rotated slightly -so you can visualize each axis easier. - -By default aln_pca will build the simplest identity matrix by comparing each -sequence and assigning the value 1 to each matching nucleotide and 0 to any -mismatch and then summing the values to produce the pairwise identity for each -sequence. - -Running aln_pca on test dataset -------------------------------- - -Default substitution matrix -+++++++++++++++++++++++++++ - -Here we are running the simple pairwise identity matrix(default) to generate -our output file at docs/_static/pca.png - -.. code-block:: bash - - $> aln_pca tests/testinput/aln1.fasta --outfile docs/_static/pca.png - -Produces: - -.. image:: /_static/pca.png - -Providing substitution matrix file -++++++++++++++++++++++++++++++++++ - -Now we will provide the included jalview_snm.txt substitution matrix to generate -the output file at docs/_static/jal_view.png - -.. code-block:: bash - - $> aln_pca tests/testinput/aln1.fasta --substitution-matrix jalview_snm.txt --outfile docs/_static/jalview.png - -Produces: - -.. image:: /_static/jalview.png - -Substitution Matrix -------------------- - -Here we will use a very simple aligned fasta file - -Input fasta alignment:: - - >id1 - ATGC - >id2 - AAGC - >id3 - CGTR - >id4 - ACGT - -This would produce the following identity matrix by default: - -+---+---+---+---+---+ -| |id1|id2|id3|id4| -+===+===+===+===+===+ -|id1| 4| 3| 0 | 2| -+---+---+---+---+---+ -|id2| 3| 4| 0| 2| -+---+---+---+---+---+ -|id3| 0| 0| 4| 0| -+---+---+---+---+---+ -|id4| 2| 2| 0| 4| -+---+---+---+---+---+ - - -By default aln_pca will use the simplest substitution matrix where for every -non-substitution a 1 is used and any substitution yields a 1 - -If you specify a substitution matrix file on the command line you can -change how the identity matrix is generated. - -We can use the SNS substitution matrix used by `Jalview`_:: - - A C G I N R T U X Y ~ - A 10 -8 -8 1 1 1 -8 -8 1 -8 1 - C -8 10 -8 1 1 -8 -8 -8 1 1 1 - G -8 -8 10 1 1 1 -8 -8 1 -8 1 - I 1 1 1 10 1 0 1 1 0 0 1 - N 1 1 1 1 10 1 1 1 1 1 1 - R 1 -8 1 0 1 10 -8 -8 0 -8 1 - T -8 -8 -8 1 1 -8 10 10 1 1 1 - U -8 -8 -8 1 1 -8 10 10 1 1 1 - X 1 1 1 0 1 0 1 1 10 0 1 - Y -8 1 -8 0 1 -8 1 1 0 10 1 - ~ 1 1 1 1 1 1 1 1 1 1 1 - -*Note*: Any non listed base will be assigned a 1 as it will be looked up using the -``~`` key - -This matrix is also included with the source code of this project as -``jalview_snm.txt`` - -Since this is just a space separated file we can just paste it into a file and -supply the file path using the ``--substitution-matrix`` option as you can see -above in the examples. - -Any tab delimited file will work as long as it has the Nucleotides for the X and Y -axis and has numerical values for each cell. If your matrix does not include a -lookup for every substitution possible it will error or you can include the 'all' -lookup ``~`` as the table above does. What this does is for any base that is not -listed in the table, it will instead lookup using the ``~`` listed value. For -example, if we use the above substitution table and tried looking up a substitution -of an ``A`` to a ``W`` it would yield the value ``1``. - -If we use the same input fasta sequence as above using the JalView substitution -matrix, it would yield the following identity matrix: - -+---+---+---+---+---+ -| |id1|id2|id3|id4| -+===+===+===+===+===+ -|id1| 40| 22|-32| 4| -+---+---+---+---+---+ -|id2| 22| 40|-32| 4| -+---+---+---+---+---+ -|id3|-32|-32| 40|-32| -+---+---+---+---+---+ -|id4| 4| 4|-32| 40| -+---+---+---+---+---+ - -Output file ------------ - -Once the program completes you will will find a file called ``pca.png`` that -contains the 9 plots stacked vertically. - -You can optionally specify where to put the output file using the ``--outfile`` -argument to ``aln_pca`` - - -Why 9 plots? -++++++++++++ - -Since this is a 3D plot, it was decided to view the plot from 9 different viewpoints. -Essentially the plot is viewed with no tilt at 0, 45 and 90 degrees rotated. - -Then the plot is tilted 45 degrees down and rotated again at 0, 45 and 90 degrees. - -The last time the plot is tilted 90 degrees(looking straight down) and rotated -at 0, 45 and 90 degrees. - -.. _jalview: http://www.jalview.org/help/html/calculations/scorematrices.html#simplenucleotide diff --git a/jalview_snm.txt b/jalview_snm.txt deleted file mode 100644 index 250d3a5..0000000 --- a/jalview_snm.txt +++ /dev/null @@ -1,12 +0,0 @@ -* A C G I N R T U X Y ~ -A 10 -8 -8 1 1 1 -8 -8 1 -8 1 -C -8 10 -8 1 1 -8 -8 -8 1 1 1 -G -8 -8 10 1 1 1 -8 -8 1 -8 1 -I 1 1 1 10 1 0 1 1 0 0 1 -N 1 1 1 1 10 1 1 1 1 1 1 -R 1 -8 1 0 1 10 -8 -8 0 -8 1 -T -8 -8 -8 1 1 -8 10 10 1 1 1 -U -8 -8 -8 1 1 -8 10 10 1 1 1 -X 1 1 1 0 1 0 1 1 10 0 1 -Y -8 1 -8 0 1 -8 1 1 0 10 1 -~ 1 1 1 1 1 1 1 1 1 1 1 diff --git a/pca.ipynb b/pca.ipynb deleted file mode 100755 index 998fd87..0000000 --- a/pca.ipynb +++ /dev/null @@ -1,3109 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n", - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: pylab import has clobbered these variables: ['split']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n" - ] - } - ], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2\n", - "%pylab inline\n", - "\n", - "import pandas as pd\n", - "import numpy as np\n", - "from Bio import SeqIO\n", - "from os.path import *\n", - "import os\n", - "import sys\n", - "from StringIO import StringIO\n", - "\n", - "from matplotlib import pyplot as plt\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "from mpl_toolkits.mplot3d import proj3d\n", - "from matplotlib.patches import FancyArrowPatch" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#https://zulko.wordpress.com/2012/09/29/animate-your-3d-plots-with-pythons-matplotlib/\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm\n", - "from mpl_toolkits.mplot3d import axes3d\n", - "import os, sys\n", - "import numpy as np\n", - " \n", - " \n", - "##### TO CREATE A SERIES OF PICTURES\n", - " \n", - "def make_views(ax, angles, elevations=None, width=4, height = 3,\n", - " prefix='tmprot_',**kwargs):\n", - " \"\"\"\n", - " Makes jpeg pictures of the given 3d ax, with different angles.\n", - " Args:\n", - " ax (3D axis): te ax\n", - " angles (list): the list of angles (in degree) under which to\n", - " take the picture.\n", - " width,height (float): size, in inches, of the output images.\n", - " prefix (str): prefix for the files created. \n", - " \n", - " Returns: the list of files created (for later removal)\n", - " \"\"\"\n", - " \n", - " files = []\n", - " ax.figure.set_size_inches(width,height)\n", - " \n", - " i = 0\n", - " for elevation in elevations:\n", - " for angle in angles:\n", - " ax.view_init(elev=elevation, azim=angle)\n", - " fname = '%s%03d.png'%(prefix,i)\n", - " ax.figure.savefig(fname)\n", - " files.append(fname)\n", - " i += 1\n", - " \n", - " return files\n", - " \n", - " \n", - " \n", - "##### TO TRANSFORM THE SERIES OF PICTURE INTO AN ANIMATION\n", - " \n", - "def make_movie(files,output, fps=10,bitrate=1800,**kwargs):\n", - " \"\"\"\n", - " Uses mencoder, produces a .mp4/.ogv/... movie from a list of\n", - " picture files.\n", - " \"\"\"\n", - " \n", - " output_name, output_ext = os.path.splitext(output)\n", - " command = { '.mp4' : 'mencoder \"mf://%s\" -mf fps=%d -o %s.mp4 -ovc lavc\\\n", - " -lavcopts vcodec=msmpeg4v2:vbitrate=%d'\n", - " %(\",\".join(files),fps,output_name,bitrate)}\n", - " \n", - " command['.ogv'] = command['.mp4'] + '; ffmpeg -i %s.mp4 -r %d %s'%(output_name,fps,output)\n", - " \n", - " print command[output_ext]\n", - " output_ext = os.path.splitext(output)[1]\n", - " os.system(command[output_ext])\n", - " \n", - " \n", - " \n", - "def make_gif(files,output,delay=100, repeat=True,**kwargs):\n", - " \"\"\"\n", - " Uses imageMagick to produce an animated .gif from a list of\n", - " picture files.\n", - " \"\"\"\n", - " \n", - " loop = -1 if repeat else 0\n", - " os.system('convert -delay %d -loop %d %s %s'\n", - " %(delay,loop,\" \".join(files),output))\n", - " \n", - " \n", - " \n", - " \n", - "def make_strip(files,output,**kwargs):\n", - " \"\"\"\n", - " Uses imageMagick to produce a .jpeg strip from a list of\n", - " picture files.\n", - " \"\"\"\n", - " \n", - " os.system('montage -tile 1x -geometry +0+0 %s %s'%(\" \".join(files),output))\n", - " \n", - " \n", - " \n", - "##### MAIN FUNCTION\n", - " \n", - "def rotanimate(ax, angles, output, **kwargs):\n", - " \"\"\"\n", - " Produces an animation (.mp4,.ogv,.gif,.jpeg,.png) from a 3D plot on\n", - " a 3D ax\n", - " \n", - " Args:\n", - " ax (3D axis): the ax containing the plot of interest\n", - " angles (list): the list of angles (in degree) under which to\n", - " show the plot.\n", - " output : name of the output file. The extension determines the\n", - " kind of animation used.\n", - " **kwargs:\n", - " - width : in inches\n", - " - heigth: in inches\n", - " - framerate : frames per second\n", - " - delay : delay between frames in milliseconds\n", - " - repeat : True or False (.gif only)\n", - " \"\"\"\n", - " \n", - " output_ext = os.path.splitext(output)[1]\n", - " \n", - " files = make_views(ax,angles, **kwargs)\n", - " \n", - " D = { '.mp4' : make_movie,\n", - " '.ogv' : make_movie,\n", - " '.gif': make_gif ,\n", - " '.jpeg': make_strip,\n", - " '.png':make_strip}\n", - " \n", - " D[output_ext](files,output,**kwargs)\n", - " \n", - " for f in files:\n", - " os.remove(f)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "sys.path.insert(0, '/media/VD_Research/People/tyghe.vallard/Projects/bio_pieces')\n", - "from bio_pieces import aln_pca" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "fasta = '/media/VD_Research/People/tyghe.vallard/Projects/bio_pieces/tests/testinput/aln1.fasta'\n", - "assert exists(fasta), \"Fasta file does not exist\"" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "fasta_fh = StringIO('''>id1\n", - "ATGCA\n", - ">id2\n", - "ATGCC\n", - ">id3\n", - "CGTRG\n", - ">id4\n", - "ATGGA\n", - ">id5\n", - "ACGCA''')\n", - "fasta_fh = open(fasta)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ifasta = aln_pca.index_fasta(fasta_fh)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "

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