问题
Even though I'm very new with python, I can't understand how I haven't been able to solve this issue / take a right approach. So any help, link to a helpful tutorial is appreciated highly as I have to do this kind of stuff from time to time.
I have a CSV file that I need to reformat / modify a bit.
I need to store the amount of samples that the gene is in.
input file:
AHCTF1: Sample1, Sample2, Sample4
AHCTF1: Sample2, Sample7, Sample12
AHCTF1: Sample5, Sample6, Sample7
result:
AHCTF1 in 7 samples (Sample1, Sample2, Sample4, Sample5, Sample6, Sample7, Sample12)
code:
f = open("/CSV-sorted.csv")
gene_prev = ""
hit_list = []
csv_f = csv.reader(f)
for lines in csv_f:
#time.sleep(0.1)
gene = lines[0]
sample = lines[11].split(",")
repeat = lines[8]
for samples in sample:
hit_list.append(samples)
if gene == gene_prev:
for samples in sample:
hit_list.append(samples)
print gene
print hit_list
print set(hit_list)
print "samples:", len(set(hit_list))
hit_list = []
gene_prev = gene
So in a nutshell I'd like to combine the hits for every gene and make a set from them to remove duplications.
Maybe dictionary would be the way to do it:s ave gene as a key and add samples as values?
Found this - Similar / useful: How can I combine dictionaries with the same keys in python?
回答1:
The standard way to remove duplicates is to convert to a set.
However I think there's some stuff wrong with the way you're reading the file. First problem: it isn't a csv file (you have a colon between the first two fields). Second what is
gene = lines[0]
sample = lines[11].split(",")
repeat = lines[8]
supposed to do?
If I was writing this I would replace the ":" with another ",". So with this modification and using a dictionary of sets your code would look something like:
# Read in csv file and convert to list of list of entries. Use with so that
# the file is automatically closed when we are done with it
csvlines = []
with open("CSV-sorted.csv") as f:
for line in f:
# Use strip() to clean up trailing whitespace, use split() to split
# on commas.
a = [entry.strip() for entry in line.split(',')]
csvlines.append(a)
# I'll print it here so you can see what it looks like:
print(csvlines)
# Next up: converting our list of lists to a dict of sets.
# Create empty dict
sample_dict = {}
# Fill in the dict
for line in csvlines:
gene = line[0] # gene is first entry
samples = set(line[1:]) # rest of the entries are samples
# If this gene is in the dict already then join the two sets of samples
if gene in sample_dict:
sample_dict[gene] = sample_dict[gene].union(samples)
# otherwise just put it in
else:
sample_dict[gene] = samples
# Now you can print the dictionary:
print(sample_dict)
The output is:
[['AHCTF1', 'Sample1', 'Sample2', 'Sample4'], ['AHCTF1', 'Sample2', 'Sample7', 'Sample12'], ['AHCTF1', 'Sample5', 'Sample6', 'Sample7']]
{'AHCTF1': {'Sample12', 'Sample1', 'Sample2', 'Sample5', 'Sample4', 'Sample7', 'Sample6'}}
where the second line is your dictionary.
来源:https://stackoverflow.com/questions/25486554/python-lists-csv-duplication-removal