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test_multiple_rarefactions.py
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test_multiple_rarefactions.py
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#!/usr/bin/env python
# File created on 14 Jul 2012
from __future__ import division
__author__ = "Greg Caporaso"
__copyright__ = "Copyright 2011, The QIIME project"
__credits__ = ["Greg Caporaso", "Adam Robbins-Pianka"]
__license__ = "GPL"
__version__ = "1.9.1"
__maintainer__ = "Greg Caporaso"
__email__ = "gregcaporaso@gmail.com"
from glob import glob
from shutil import rmtree
from os import close
from os.path import exists, join
from tempfile import mkdtemp, mkstemp
from unittest import TestCase, main
from skbio.util import remove_files
from numpy.testing import assert_array_equal
from biom import load_table
from qiime.util import get_qiime_temp_dir
from qiime.parse import parse_distmat
from qiime.test import initiate_timeout, disable_timeout
from qiime.parallel.multiple_rarefactions import ParallelMultipleRarefactions
class ParallelMultipleRarefactionsTests(TestCase):
def setUp(self):
self.files_to_remove = []
self.dirs_to_remove = []
# Create example output directory
tmp_dir = get_qiime_temp_dir()
self.test_out = mkdtemp(dir=tmp_dir,
prefix='qiime_parallel_tests_',
suffix='')
self.dirs_to_remove.append(self.test_out)
fd, self.input1_fp = mkstemp(dir=self.test_out,
prefix='qiime_inseqs',
suffix='.fasta')
close(fd)
input1_f = open(self.input1_fp, 'w')
input1_f.write(input1)
input1_f.close()
self.files_to_remove.append(self.input1_fp)
# Define number of seconds a test can run for before timing out
# and failing
initiate_timeout(60)
def tearDown(self):
disable_timeout()
remove_files(self.files_to_remove)
# remove directories last, so we don't get errors
# trying to remove files which may be in the directories
for d in self.dirs_to_remove:
if exists(d):
rmtree(d)
def test_parallel_mutliple_rarefactions(self):
""" ParallelMultipleRarefacitons functions as expected """
r = ParallelMultipleRarefactions()
params = {'min': 1,
'max': 100,
'step': 10,
'num_reps': 2,
'jobs_to_start': 2,
'suppress_lineages_included': False,
'subsample_multinomial': False}
r(self.input1_fp,
self.test_out,
params,
job_prefix='RARIFTEST',
poll_directly=True,
suppress_submit_jobs=False)
biom_tables = glob('%s/*biom' % self.test_out)
self.assertEqual(len(biom_tables), 20)
biom_tables.sort()
input_table = load_table(self.input1_fp)
# sanity checks on first table (sampled at 11 seqs/sample)
output_table = load_table(biom_tables[0])
assert_array_equal(output_table.ids(), input_table.ids())
self.assertEqual(output_table.sum(), 99)
# sanity checks on first table (sampled at 91 seqs/sample)
output_table = load_table(biom_tables[-1])
assert_array_equal(output_table.ids(), input_table.ids())
self.assertEqual(output_table.sum(), 819)
input1 = """{"rows": [{"id": "0", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "1", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Bacilli", "o__Bacillales", "f__Staphylococcaceae"]}}, {"id": "2", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "3", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "4", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "5", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Bacilli", "o__Lactobacillales", "f__Lactobacillaceae"]}}, {"id": "6", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "7", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "8", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "9", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Tenericutes", "c__Erysipelotrichi", "o__Erysipelotrichales", "f__Erysipelotrichaceae"]}}, {"id": "10", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "11", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "12", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "13", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Bacilli", "o__Lactobacillales", "f__Streptococcaceae"]}}, {"id": "14", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Actinobacteria", "c__Actinobacteria", "o__Coriobacteriales", "f__Coriobacteriaceae"]}}, {"id": "15", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "16", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Actinobacteria", "c__Actinobacteria", "o__Coriobacteriales", "f__Coriobacteriaceae"]}}, {"id": "17", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__Porphyromonadaceae"]}}, {"id": "18", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "19", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "20", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "21", "metadata": {"taxonomy": ["Root", "k__Bacteria"]}}, {"id": "22", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Proteobacteria", "c__Deltaproteobacteria", "o__Desulfovibrionales", "f__Desulfovibrionaceae"]}}, {"id": "23", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "24", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "25", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "26", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "27", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__TM7", "c__TM7-3", "o__CW040", "f__F16"]}}, {"id": "28", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "29", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "30", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "31", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "32", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "33", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Actinobacteria", "c__Actinobacteria", "o__Coriobacteriales", "f__Coriobacteriaceae"]}}, {"id": "34", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Actinobacteria", "c__Actinobacteria", "o__Coriobacteriales", "f__Coriobacteriaceae"]}}, {"id": "35", "metadata": {"taxonomy": ["Root", "k__Bacteria"]}}, {"id": "36", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Tenericutes", "c__Erysipelotrichi", "o__Erysipelotrichales", "f__Erysipelotrichaceae"]}}, {"id": "37", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "38", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "39", "metadata": {"taxonomy": ["Root", "k__Bacteria"]}}, {"id": "40", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "41", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "42", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "43", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "44", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "45", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Deferribacteres", "c__Deferribacteres", "o__Deferribacterales", "f__Deferribacteraceae"]}}, {"id": "46", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "47", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "48", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "49", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "50", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "51", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "52", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "53", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "54", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "55", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Tenericutes", "c__Erysipelotrichi", "o__Erysipelotrichales", "f__Erysipelotrichaceae"]}}, {"id": "56", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "57", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "58", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "59", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales"]}}, {"id": "60", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "61", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "62", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "63", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "64", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__Bacteroidaceae"]}}, {"id": "65", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "66", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "67", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "68", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "69", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "70", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "71", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "72", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "73", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Tenericutes", "c__Erysipelotrichi", "o__Erysipelotrichales", "f__Erysipelotrichaceae"]}}, {"id": "74", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "75", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "76", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "77", "metadata": {"taxonomy": ["Root", "k__Bacteria"]}}, {"id": "78", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__Bacteroidaceae"]}}, {"id": "79", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "80", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "81", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Actinobacteria", "c__Actinobacteria", "o__Coriobacteriales", "f__Coriobacteriaceae"]}}, {"id": "82", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__Porphyromonadaceae"]}}, {"id": "83", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "84", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "85", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "86", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "87", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Tenericutes", "c__Mollicutes", "o__RF39", "f__"]}}, {"id": "88", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "89", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "90", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__Porphyromonadaceae"]}}, {"id": "91", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "92", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "93", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "94", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__Porphyromonadaceae"]}}, {"id": "95", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "96", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "97", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "98", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "99", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "100", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "101", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "102", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Bacilli", "o__Lactobacillales", "f__Lactobacillaceae"]}}, {"id": "103", "metadata": {"taxonomy": ["Root", "k__Bacteria"]}}, {"id": "104", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "105", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__Rikenellaceae"]}}, {"id": "106", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "107", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__"]}}, {"id": "108", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Deferribacteres", "c__Deferribacteres", "o__Deferribacterales", "f__Deferribacteraceae"]}}, {"id": "109", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "110", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "111", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "112", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "113", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "114", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Bacteroidetes", "c__Bacteroidia", "o__Bacteroidales", "f__Bacteroidaceae"]}}, {"id": "115", "metadata": {"taxonomy": ["Root", "k__Bacteria"]}}, {"id": "116", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "117", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__"]}}, {"id": "118", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "119", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales"]}}, {"id": "120", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales"]}}, {"id": "121", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Ruminococcaceae"]}}, {"id": "122", "metadata": {"taxonomy": ["Root", "k__Bacteria", "p__Firmicutes", "c__Clostridia", "o__Clostridiales", "f__Lachnospiraceae"]}}, {"id": "123", "metadata": {"taxonomy": ["Root", 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{"id": "PC.355", "metadata": null}, {"id": "PC.607", "metadata": null}, {"id": "PC.634", "metadata": null}], "generated_by": "QIIME 1.4.0-dev, svn revision 2835", "matrix_type": "sparse", "shape": [418, 9], "format_url": "http://biom-format.org", "date": "2012-03-14T20:48:29.112457", "type": "OTU table", "id": null, "matrix_element_type": "int"}"""
if __name__ == "__main__":
main()