Mercurial > repos > xuebing > sharplabtool
view tools/stats/gsummary.py @ 1:cdcb0ce84a1b
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author | xuebing |
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date | Fri, 09 Mar 2012 19:45:15 -0500 |
parents | 9071e359b9a3 |
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#!/usr/bin/env python import sys, re, tempfile from rpy import * # Older py compatibility try: set() except: from sets import Set as set assert sys.version_info[:2] >= ( 2, 4 ) def stop_err( msg ): sys.stderr.write( msg ) sys.exit() def S3_METHODS( all="key" ): Group_Math = [ "abs", "sign", "sqrt", "floor", "ceiling", "trunc", "round", "signif", "exp", "log", "cos", "sin", "tan", "acos", "asin", "atan", "cosh", "sinh", "tanh", "acosh", "asinh", "atanh", "lgamma", "gamma", "gammaCody", "digamma", "trigamma", "cumsum", "cumprod", "cummax", "cummin", "c" ] Group_Ops = [ "+", "-", "*", "/", "^", "%%", "%/%", "&", "|", "!", "==", "!=", "<", "<=", ">=", ">", "(", ")", "~", "," ] if all is "key": return { 'Math' : Group_Math, 'Ops' : Group_Ops } def main(): try: datafile = sys.argv[1] outfile_name = sys.argv[2] expression = sys.argv[3] except: stop_err( 'Usage: python gsummary.py input_file ouput_file expression' ) math_allowed = S3_METHODS()[ 'Math' ] ops_allowed = S3_METHODS()[ 'Ops' ] # Check for invalid expressions for word in re.compile( '[a-zA-Z]+' ).findall( expression ): if word and not word in math_allowed: stop_err( "Invalid expression '%s': term '%s' is not recognized or allowed" %( expression, word ) ) symbols = set() for symbol in re.compile( '[^a-z0-9\s]+' ).findall( expression ): if symbol and not symbol in ops_allowed: stop_err( "Invalid expression '%s': operator '%s' is not recognized or allowed" % ( expression, symbol ) ) else: symbols.add( symbol ) if len( symbols ) == 1 and ',' in symbols: # User may have entered a comma-separated list r_data_frame columns stop_err( "Invalid columns '%s': this tool requires a single column or expression" % expression ) # Find all column references in the expression cols = [] for col in re.compile( 'c[0-9]+' ).findall( expression ): try: cols.append( int( col[1:] ) - 1 ) except: pass tmp_file = tempfile.NamedTemporaryFile( 'w+b' ) # Write the R header row to the temporary file hdr_str = "\t".join( "c%s" % str( col+1 ) for col in cols ) tmp_file.write( "%s\n" % hdr_str ) skipped_lines = 0 first_invalid_line = 0 i = 0 for i, line in enumerate( file( datafile ) ): line = line.rstrip( '\r\n' ) if line and not line.startswith( '#' ): valid = True fields = line.split( '\t' ) # Write the R data row to the temporary file for col in cols: try: float( fields[ col ] ) except: skipped_lines += 1 if not first_invalid_line: first_invalid_line = i + 1 valid = False break if valid: data_str = "\t".join( fields[ col ] for col in cols ) tmp_file.write( "%s\n" % data_str ) tmp_file.flush() if skipped_lines == i + 1: stop_err( "Invalid column or column data values invalid for computation. See tool tips and syntax for data requirements." ) else: # summary function and return labels summary_func = r( "function( x ) { c( sum=sum( as.numeric( x ), na.rm=T ), mean=mean( as.numeric( x ), na.rm=T ), stdev=sd( as.numeric( x ), na.rm=T ), quantile( as.numeric( x ), na.rm=TRUE ) ) }" ) headings = [ 'sum', 'mean', 'stdev', '0%', '25%', '50%', '75%', '100%' ] headings_str = "\t".join( headings ) set_default_mode( NO_CONVERSION ) r_data_frame = r.read_table( tmp_file.name, header=True, sep="\t" ) outfile = open( outfile_name, 'w' ) for col in re.compile( 'c[0-9]+' ).findall( expression ): r.assign( col, r[ "$" ]( r_data_frame, col ) ) try: summary = summary_func( r( expression ) ) except RException, s: outfile.close() stop_err( "Computation resulted in the following error: %s" % str( s ) ) summary = summary.as_py( BASIC_CONVERSION ) outfile.write( "#%s\n" % headings_str ) outfile.write( "%s\n" % "\t".join( [ "%g" % ( summary[ k ] ) for k in headings ] ) ) outfile.close() if skipped_lines: print "Skipped %d invalid lines beginning with line #%d. See tool tips for data requirements." % ( skipped_lines, first_invalid_line ) if __name__ == "__main__": main()