Created
January 19, 2016 17:43
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Genotype Combinations
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import pandas as pd | |
from collections import Counter | |
from itertools import combinations_with_replacement | |
population = [ | |
'pp', | |
'pp', | |
'qq', | |
'pq', | |
'pq', | |
'qp', | |
'pp' | |
] | |
print('Population: {}'.format(population)) | |
alleles = 'pq' | |
print('Possible Alleles {}'.format(alleles)) | |
counts = Counter(population) | |
print(counts) | |
print('Possible Allele Combinations are..') | |
observed_table = pd.DataFrame() | |
for genotype in combinations_with_replacement(alleles, 2): | |
genotype_string = genotype[0] + genotype[1] | |
if genotype[0] == genotype[1]: | |
# Homo therefore order doesn't matter | |
homo_count = counts[genotype_string] | |
print('{} {}'.format(genotype_string, homo_count)) | |
observed_table.set_value(0, genotype_string, homo_count) | |
# df.set_value() is ~100x faster than other individual setting methods | |
#observed_table[genotype_string] = homo_count | |
else: | |
# Hetero therefore order does matter | |
hetero_count = counts[genotype_string] | |
hetero_count += counts[genotype_string[::-1]] # I'm using extended slice syntax to reverse the string [::-1] | |
print('{} {}'.format(genotype_string, hetero_count)) | |
observed_table.set_value(0, genotype_string, hetero_count) | |
#observed_table[genotype_string] = hetero_count | |
print(observed_table) |
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