ran struc param analysis
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e21635fe02
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5 changed files with 373 additions and 382 deletions
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@ -46,10 +46,8 @@ os.getcwd()
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#=======================================================================
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#=======================================================================
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#%% command line args
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#%% command line args
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arg_parser = argparse.ArgumentParser()
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arg_parser = argparse.ArgumentParser()
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arg_parser.add_argument('-d', '--drug', help='drug name', default = 'pyrazinamide')
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arg_parser.add_argument('-d', '--drug', help='drug name', default = None)
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arg_parser.add_argument('-g', '--gene', help='gene name', default = 'pncA') # case sensitive
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arg_parser.add_argument('-g', '--gene', help='gene name', default = None) # case sensitive
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#arg_parser.add_argument('-d', '--drug', help='drug name', default = 'TESTDRUG')
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#arg_parser.add_argument('-g', '--gene', help='gene name (case sensitive)', default = 'testGene') # case sensitive
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args = arg_parser.parse_args()
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args = arg_parser.parse_args()
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#=======================================================================
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#=======================================================================
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#%% variable assignment: input and output
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#%% variable assignment: input and output
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@ -288,8 +286,7 @@ def main():
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, 'output csv:', out_filename)
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, 'output csv:', out_filename)
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combine_dfs(infile1, infile2, infile3, infile4, outfile)
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combine_dfs(infile1, infile2, infile3, infile4, outfile)
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print('Finished Writing file:'
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print('Finished Writing file:'
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, '\nFilename:', out_filename
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, '\nFilename:', outfile
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, '\nPath:', outdir
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## , '\nNo. of rows:', ''
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## , '\nNo. of rows:', ''
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## , '\nNo. of cols:', ''
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## , '\nNo. of cols:', ''
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, '\n===========================================================')
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, '\n===========================================================')
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@ -57,8 +57,8 @@ args = arg_parser.parse_args()
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drug = args.drug
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drug = args.drug
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gene = args.gene
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gene = args.gene
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gene_match = gene + '_p.'
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gene_match = gene + '_p.'
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# building cols to extract
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# building cols to extract
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dr_muts_col = 'dr_mutations_' + drug
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dr_muts_col = 'dr_mutations_' + drug
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other_muts_col = 'other_mutations_' + drug
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other_muts_col = 'other_mutations_' + drug
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@ -80,8 +80,8 @@ datadir = homedir + '/' + 'git/Data'
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#=======
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#=======
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# input
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# input
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#=======
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#=======
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#in_filename = 'original_tanushree_data_v2.csv'
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in_filename = 'original_tanushree_data_v2.csv'
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in_filename = 'mtb_gwas_v3.csv'
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#in_filename = 'mtb_gwas_v3.csv'
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infile = datadir + '/' + in_filename
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infile = datadir + '/' + in_filename
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print('Input file: ', infile
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print('Input file: ', infile
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, '\n============================================================')
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, '\n============================================================')
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@ -1028,25 +1028,25 @@ del(k, v, wt, mut, lookup_dict)
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########
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########
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# combine the wild_type+poistion+mutant_type columns to generate
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# combine the wild_type+poistion+mutant_type columns to generate
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# Mutationinformation (matches mCSM output field)
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# mutationinformation (matches mCSM output field)
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# Remember to use .map(str) for int col types to allow string concatenation
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# Remember to use .map(str) for int col types to allow string concatenation
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#########
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#########
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gene_LF1['Mutationinformation'] = gene_LF1['wild_type'] + gene_LF1.position.map(str) + gene_LF1['mutant_type']
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gene_LF1['mutationinformation'] = gene_LF1['wild_type'] + gene_LF1.position.map(str) + gene_LF1['mutant_type']
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print('Created column: Mutationinformation'
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print('Created column: mutationinformation'
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, '\n====================================================================='
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, '\n====================================================================='
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, gene_LF1.Mutationinformation.head(10))
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, gene_LF1.mutationinformation.head(10))
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#%% Write file: mCSM muts
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#%% Write file: mCSM muts
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snps_only = pd.DataFrame(gene_LF1['Mutationinformation'].unique())
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snps_only = pd.DataFrame(gene_LF1['mutationinformation'].unique())
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snps_only.head()
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snps_only.head()
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# assign column name
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# assign column name
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snps_only.columns = ['Mutationinformation']
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snps_only.columns = ['mutationinformation']
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# count how many positions this corresponds to
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# count how many positions this corresponds to
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pos_only = pd.DataFrame(gene_LF1['position'].unique())
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pos_only = pd.DataFrame(gene_LF1['position'].unique())
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print('Checking NA in snps...')# should be 0
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print('Checking NA in snps...')# should be 0
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if snps_only.Mutationinformation.isna().sum() == 0:
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if snps_only.mutationinformation.isna().sum() == 0:
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print ('PASS: NO NAs/missing entries for SNPs'
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print ('PASS: NO NAs/missing entries for SNPs'
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, '\n===============================================================')
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, '\n===============================================================')
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else:
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else:
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@ -1090,27 +1090,27 @@ print('Finished writing:', out_filename3
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del(out_filename3)
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del(out_filename3)
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#%% write file: mCSM style but with repitions for MSA and logo plots
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#%% write file: mCSM style but with repitions for MSA and logo plots
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all_muts_msa = pd.DataFrame(gene_LF1['Mutationinformation'])
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all_muts_msa = pd.DataFrame(gene_LF1['mutationinformation'])
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all_muts_msa.head()
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all_muts_msa.head()
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# assign column name
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# assign column name
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all_muts_msa.columns = ['Mutationinformation']
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all_muts_msa.columns = ['mutationinformation']
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# make sure it is string
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# make sure it is string
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all_muts_msa.columns.dtype
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all_muts_msa.columns.dtype
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# sort the column
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# sort the column
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all_muts_msa_sorted = all_muts_msa.sort_values(by = 'Mutationinformation')
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all_muts_msa_sorted = all_muts_msa.sort_values(by = 'mutationinformation')
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# create an extra column with protein name
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# create an extra column with protein name
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all_muts_msa_sorted = all_muts_msa_sorted.assign(fasta_name = '3PL1')
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all_muts_msa_sorted = all_muts_msa_sorted.assign(fasta_name = '3PL1')
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all_muts_msa_sorted.head()
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all_muts_msa_sorted.head()
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# rearrange columns so the fasta name is the first column (required for mutate.script)
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# rearrange columns so the fasta name is the first column (required for mutate.script)
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all_muts_msa_sorted = all_muts_msa_sorted[['fasta_name', 'Mutationinformation']]
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all_muts_msa_sorted = all_muts_msa_sorted[['fasta_name', 'mutationinformation']]
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all_muts_msa_sorted.head()
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all_muts_msa_sorted.head()
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print('Checking NA in snps...')# should be 0
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print('Checking NA in snps...')# should be 0
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if all_muts_msa.Mutationinformation.isna().sum() == 0:
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if all_muts_msa.mutationinformation.isna().sum() == 0:
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print ('PASS: NO NAs/missing entries for SNPs'
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print ('PASS: NO NAs/missing entries for SNPs'
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, '\n===============================================================')
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, '\n===============================================================')
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else:
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else:
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@ -30,10 +30,8 @@ os.getcwd()
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#=======================================================================
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#=======================================================================
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#%% command line args
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#%% command line args
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arg_parser = argparse.ArgumentParser()
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arg_parser = argparse.ArgumentParser()
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#arg_parser.add_argument('-d', '--drug', help='drug name', default = 'pyrazinamide')
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arg_parser.add_argument('-d', '--drug', help='drug name', default = None)
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#arg_parser.add_argument('-g', '--gene', help='gene name', default = 'pncA') # case sensitive
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arg_parser.add_argument('-g', '--gene', help='gene name (case sensitive)', default = None) # case sensitive
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arg_parser.add_argument('-d', '--drug', help='drug name', default = 'TESTDRUG')
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arg_parser.add_argument('-g', '--gene', help='gene name (case sensitive)', default = 'testGene') # case sensitive
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args = arg_parser.parse_args()
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args = arg_parser.parse_args()
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#=======================================================================
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#=======================================================================
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#%% variable assignment: input and output
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#%% variable assignment: input and output
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@ -49,6 +47,8 @@ args = arg_parser.parse_args()
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drug = args.drug
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drug = args.drug
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gene = args.gene
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gene = args.gene
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gene_match = gene + '_p.'
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#==========
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#==========
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# data dir
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# data dir
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#==========
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#==========
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@ -147,7 +147,7 @@ def extract_chain_dssp(inputpdbfile):
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return pdbchainlist
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return pdbchainlist
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#=======================================================================
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#=======================================================================
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#%% write csv of processed dssp output
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#%% write csv of processed dssp output
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def dssp_to_csv(inputdsspfile, outfile, pdbchainlist):
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def dssp_to_csv(inputdsspfile, outfile, pdbchainlist = ['A']):
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"""
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"""
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Create a df from a dssp file containing ASA, RSA, SS for all chains
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Create a df from a dssp file containing ASA, RSA, SS for all chains
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@ -39,10 +39,8 @@ os.getcwd()
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#=======================================================================
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#=======================================================================
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#%% command line args
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#%% command line args
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arg_parser = argparse.ArgumentParser()
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arg_parser = argparse.ArgumentParser()
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#arg_parser.add_argument('-d', '--drug', help='drug name', default = 'pyrazinamide')
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arg_parser.add_argument('-d', '--drug', help='drug name', default = None)
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#arg_parser.add_argument('-g', '--gene', help='gene name', default = 'pncA') # case sensitive
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arg_parser.add_argument('-g', '--gene', help='gene name', default = None)
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arg_parser.add_argument('-d', '--drug', help='drug name', default = 'DRUGNAME')
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arg_parser.add_argument('-g', '--gene', help='gene name', default = 'geneName')
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#arg_parser.add_argument('-p', '--plot', help='show plot', action='store_true')
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#arg_parser.add_argument('-p', '--plot', help='show plot', action='store_true')
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args = arg_parser.parse_args()
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args = arg_parser.parse_args()
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#=======================================================================
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#=======================================================================
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@ -81,7 +79,7 @@ print('Output filename:', out_filename
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#%% end of variable assignment for input and output files
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#%% end of variable assignment for input and output files
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#=======================================================================
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#=======================================================================
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#%% kd values from fasta file and output csv
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#%% kd values from fasta file and output csv
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def kd_to_csv(inputfasta, outputkdcsv, windowsize):
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def kd_to_csv(inputfasta, outputkdcsv, windowsize = 3):
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"""
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"""
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Calculate kd (hydropathy values) from input fasta file
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Calculate kd (hydropathy values) from input fasta file
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@ -223,8 +221,7 @@ def main():
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, '\noutfile:', out_filename)
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, '\noutfile:', out_filename)
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kd_to_csv(infile, outfile, 3)
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kd_to_csv(infile, outfile, 3)
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print('Finished writing file:'
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print('Finished writing file:'
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, '\nFilename:', out_filename
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, '\nFilename:', outfile
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, '\nPath:', outdir
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, '\n=============================================================')
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, '\n=============================================================')
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if __name__ == '__main__':
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if __name__ == '__main__':
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@ -31,10 +31,8 @@ os.getcwd()
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#=======================================================================
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#=======================================================================
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#%% command line args
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#%% command line args
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arg_parser = argparse.ArgumentParser()
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arg_parser = argparse.ArgumentParser()
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#arg_parser.add_argument('-d', '--drug', help='drug name', default = 'pyrazinamide')
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arg_parser.add_argument('-d', '--drug', help='drug name', default = None)
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#arg_parser.add_argument('-g', '--gene', help='gene name', default = 'pncA') # case sensitive
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arg_parser.add_argument('-g', '--gene', help='gene name', default = None) # case sensitive
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arg_parser.add_argument('-d', '--drug', help='drug name', default = 'TESTDRUG')
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arg_parser.add_argument('-g', '--gene', help='gene name (case sensitive)', default = 'testGene') # case sensitive
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args = arg_parser.parse_args()
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args = arg_parser.parse_args()
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#=======================================================================
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#=======================================================================
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#%% variable assignment: input and output
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#%% variable assignment: input and output
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@ -165,8 +163,7 @@ def main():
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, '\noutfile:', out_filename)
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, '\noutfile:', out_filename)
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rd_to_csv(infile, outfile)
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rd_to_csv(infile, outfile)
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print('Finished Writing file:'
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print('Finished Writing file:'
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, '\nFilename:', out_filename
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, '\nFilename:', outfile
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, '\nPath:', outdir
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, '\n=============================================================')
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, '\n=============================================================')
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if __name__ == '__main__':
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if __name__ == '__main__':
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