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125 lines
4.8 KiB
Python
Executable File
125 lines
4.8 KiB
Python
Executable File
#!/usr/bin/env python
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from __future__ import print_function
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import re
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import sys
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import tempfile
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try:
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from rpy2.rpy_classic import BASIC_CONVERSION, NO_CONVERSION, r, RException, set_default_mode
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except ImportError:
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# RPy isn't maintained, and doesn't work with R>3.0, use it as a fallback
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from rpy import BASIC_CONVERSION, NO_CONVERSION, r, RException, set_default_mode
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def stop_err(msg):
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sys.stderr.write(msg)
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sys.exit(1)
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def S3_METHODS(all="key"):
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Group_Math = ["abs", "sign", "sqrt", "floor", "ceiling", "trunc", "round", "signif",
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"exp", "log", "cos", "sin", "tan", "acos", "asin", "atan", "cosh", "sinh", "tanh",
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"acosh", "asinh", "atanh", "lgamma", "gamma", "gammaCody", "digamma", "trigamma",
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"cumsum", "cumprod", "cummax", "cummin", "c"]
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Group_Ops = ["+", "-", "*", "/", "^", "%%", "%/%", "&", "|", "!", "==", "!=", "<", "<=", ">=", ">", "(", ")", "~", ","]
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if all == "key":
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return {'Math': Group_Math, 'Ops': Group_Ops}
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def main():
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try:
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datafile = sys.argv[1]
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outfile_name = sys.argv[2]
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expression = sys.argv[3]
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except Exception:
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stop_err('Usage: python gsummary.py input_file ouput_file expression')
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math_allowed = S3_METHODS()['Math']
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ops_allowed = S3_METHODS()['Ops']
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# Check for invalid expressions
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for word in re.compile('[a-zA-Z]+').findall(expression):
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if word and word not in math_allowed:
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stop_err("Invalid expression '%s': term '%s' is not recognized or allowed" % (expression, word))
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symbols = set()
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for symbol in re.compile(r'[^a-z0-9\s]+').findall(expression):
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if symbol and symbol not in ops_allowed:
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stop_err("Invalid expression '%s': operator '%s' is not recognized or allowed" % (expression, symbol))
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else:
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symbols.add(symbol)
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if len(symbols) == 1 and ',' in symbols:
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# User may have entered a comma-separated list r_data_frame columns
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stop_err("Invalid columns '%s': this tool requires a single column or expression" % expression)
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# Find all column references in the expression
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cols = []
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for col in re.compile('c[0-9]+').findall(expression):
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try:
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cols.append(int(col[1:]) - 1)
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except Exception:
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pass
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tmp_file = tempfile.NamedTemporaryFile('w+')
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# Write the R header row to the temporary file
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hdr_str = "\t".join("c%s" % str(col + 1) for col in cols)
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tmp_file.write("%s\n" % hdr_str)
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skipped_lines = 0
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first_invalid_line = 0
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i = 0
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for i, line in enumerate(open(datafile)):
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line = line.rstrip('\r\n')
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if line and not line.startswith('#'):
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valid = True
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fields = line.split('\t')
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# Write the R data row to the temporary file
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for col in cols:
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try:
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float(fields[col])
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except Exception:
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skipped_lines += 1
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if not first_invalid_line:
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first_invalid_line = i + 1
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valid = False
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break
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if valid:
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data_str = "\t".join(fields[col] for col in cols)
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tmp_file.write("%s\n" % data_str)
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tmp_file.flush()
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if skipped_lines == i + 1:
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stop_err("Invalid column or column data values invalid for computation. See tool tips and syntax for data requirements.")
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else:
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# summary function and return labels
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set_default_mode(NO_CONVERSION)
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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 ) ) }")
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headings = ['sum', 'mean', 'stdev', '0%', '25%', '50%', '75%', '100%']
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headings_str = "\t".join(headings)
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r_data_frame = r.read_table(tmp_file.name, header=True, sep="\t")
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outfile = open(outfile_name, 'w')
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for col in re.compile('c[0-9]+').findall(expression):
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r.assign(col, r["$"](r_data_frame, col))
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try:
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summary = summary_func(r(expression))
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except RException as s:
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outfile.close()
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stop_err("Computation resulted in the following error: %s" % str(s))
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summary = summary.as_py(BASIC_CONVERSION)
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outfile.write("#%s\n" % headings_str)
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if type(summary) is dict:
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# using rpy
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outfile.write("%s\n" % "\t".join("%g" % summary[k] for k in headings))
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else:
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# using rpy2
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outfile.write("%s\n" % "\t".join("%g" % k for k in summary))
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outfile.close()
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if skipped_lines:
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print("Skipped %d invalid lines beginning with line #%d. See tool tips for data requirements." % (skipped_lines, first_invalid_line))
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if __name__ == "__main__":
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main()
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