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Get Taxonomy Hierarchy Locally from NCBI Taxonomy
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# Make sure you have downloaded ftp://ftp.ncbi.nih.gov/pub/taxonomy/taxdmp.zip | |
# and have its contents in ./data/. | |
# Note: This is just another reinvention of NCBITaxonomy of ETE Toolkit. | |
# http://etetoolkit.org/docs/latest/tutorial/tutorial_ncbitaxonomy.html | |
import pandas as pd | |
from collections import defaultdict | |
def _read_nodes(): | |
nodes = pd.read_csv("data/nodes.dmp", sep="|", header=None) | |
nodes = nodes.drop(nodes.columns[3:], axis=1) | |
nodes.columns = ["taxid", "parentid", "rank"] | |
nodes = nodes.set_index("taxid") | |
nodes["rank"] = nodes["rank"].apply(lambda x: x.strip()) | |
return nodes | |
def _read_names(): | |
names = pd.read_csv("data/names.dmp", sep="|", header=None) | |
names = names.drop([names.columns[2], names.columns[4]], axis=1) | |
names.columns = ["taxid", "name", "type"] | |
names = names.set_index("taxid") | |
names = names.applymap(lambda x: x.strip()) | |
names = names[names["type"] == "scientific name"] | |
return names | |
def _read_merged(): | |
merged = pd.read_csv("data/merged.dmp", sep="|", header=None) | |
merged = merged.drop([merged.columns[2]], axis=1) | |
merged.columns = ["original", "mergedto"] | |
merged = merged.set_index("original") | |
return merged | |
def get_tax(taxid, nodes, names, merged, prev_tax=None): | |
if prev_tax is None: | |
prev_tax = defaultdict(lambda: "") # DO NOT GIVE IT AS A DEFAULT PARAMETER | |
while taxid in merged.index: # substitute with merged taxid ITERATIVELY just in case | |
taxid = merged.loc[taxid]["mergedto"] | |
prev_tax[nodes.loc[taxid]["rank"]] = names.loc[taxid]["name"] | |
# recursion | |
if "kingdom" in nodes.loc[taxid]["rank"]: | |
return prev_tax | |
else: | |
return get_tax(nodes.loc[taxid]["parentid"], nodes, names, merged, prev_tax) | |
# prepare data | |
nodes = _read_nodes() | |
names = _read_names() | |
merged = _read_merged() | |
# now you can give a taxid of your choice | |
get_tax(562, nodes, names, merged) |
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