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author | Pjotr Prins | 2021-01-04 08:58:38 +0000 |
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committer | Pjotr Prins | 2021-01-04 08:58:38 +0000 |
commit | 1c4e055b8a9dc53b7fdbdf12d4b0a7e877fbc2ef (patch) | |
tree | 34cc42ef12b81c05be8a57ca2a973b97e52f8461 | |
parent | ba4161b1660c3a67090dd3715e9862906fb1cc5f (diff) | |
download | bh20-seq-resource-1c4e055b8a9dc53b7fdbdf12d4b0a7e877fbc2ef.tar.gz bh20-seq-resource-1c4e055b8a9dc53b7fdbdf12d4b0a7e877fbc2ef.tar.lz bh20-seq-resource-1c4e055b8a9dc53b7fdbdf12d4b0a7e877fbc2ef.zip |
Started on normalization
-rw-r--r-- | workflows/pull-data/genbank/.gitignore | 1 | ||||
-rw-r--r-- | workflows/pull-data/genbank/README.md | 19 | ||||
-rw-r--r-- | workflows/pull-data/genbank/genbank.py | 4 | ||||
-rwxr-xr-x | workflows/pull-data/genbank/transform-genbank-xml2yamlfa.py | 16 | ||||
m--------- | workflows/tools | 0 | ||||
-rwxr-xr-x | workflows/tools/normalize-yamlfa.py | 97 | ||||
-rw-r--r-- | workflows/tools/normalize/README.md | 14 | ||||
-rw-r--r-- | workflows/tools/normalize/__init__.py | 0 | ||||
-rw-r--r-- | workflows/tools/normalize/mapping.py | 43 | ||||
-rwxr-xr-x | workflows/tools/sparql-fetch-ids (renamed from workflows/pull-data/genbank/sparql-fetch-ids) | 0 |
10 files changed, 185 insertions, 9 deletions
diff --git a/workflows/pull-data/genbank/.gitignore b/workflows/pull-data/genbank/.gitignore index 69b8a57..8bfdb5b 100644 --- a/workflows/pull-data/genbank/.gitignore +++ b/workflows/pull-data/genbank/.gitignore @@ -1,3 +1,4 @@ fasta_and_yaml/ *.tsv *.acc +*.txt diff --git a/workflows/pull-data/genbank/README.md b/workflows/pull-data/genbank/README.md index b5bac84..d7cc15f 100644 --- a/workflows/pull-data/genbank/README.md +++ b/workflows/pull-data/genbank/README.md @@ -1,14 +1,25 @@ -# pipeline +# GenBank + +This directory contains the tools to pull and transform +GenBank data. + +# Workflows + +## Prepare new GenBank data for upload + +The following workflow sends GenBank data into PubSeq ```sh # --- get list of IDs already in PubSeq -./sparql-fetch-ids > pubseq_ids.txt +../../tools/sparql-fetch-ids > pubseq_ids.txt # --- get list of missing genbank IDs ./genbank-fetch-ids.py --skip pubseq_ids.txt > genbank_ids.txt # --- fetch XML python3 update-from-genbank.py --ids genbank_ids.txt --out ~/tmp/genbank -# --- Transform to YAML and FASTA -python3 transform-genbank-xml2yamlfa --out ~/tmp/pubseq file(s) +# --- Transform to YAML/JSON and FASTA +python3 transform-genbank-xml2yamlfa.py --out ~/tmp/pubseq file(s) +# --- Normalize data +../../tools/normalize-yamlfa.py --in ~/tmp/pubseq/state.json file(s) ``` # TODO diff --git a/workflows/pull-data/genbank/genbank.py b/workflows/pull-data/genbank/genbank.py index 26cb5e7..85d615c 100644 --- a/workflows/pull-data/genbank/genbank.py +++ b/workflows/pull-data/genbank/genbank.py @@ -1,4 +1,6 @@ # Genbank XML parser +# +# Pjotr Prins (c) 2021 from collections import namedtuple import dateutil @@ -59,7 +61,7 @@ Example of an output JSON: def get_metadata(id, gbseq): """This is a minimal data parser from genbank XML records. Inference on, for example geo location, is not allowed in this function and - happens downstream. + happens downstream (in normalize). That is to keep the parsing simple. diff --git a/workflows/pull-data/genbank/transform-genbank-xml2yamlfa.py b/workflows/pull-data/genbank/transform-genbank-xml2yamlfa.py index ebdf17e..9414864 100755 --- a/workflows/pull-data/genbank/transform-genbank-xml2yamlfa.py +++ b/workflows/pull-data/genbank/transform-genbank-xml2yamlfa.py @@ -1,18 +1,17 @@ #!/usr/bin/env python3 # -# Create a single YAML/FASTA from genbank XML +# Create a single YAML/FASTA for each genbank entry in GenBank XML file # # transform-genbank-xml2yamlfa --out ~/tmp/pubseq file(s) # # Also writes a validation file in the outdir named state.json -# -# Where --in can be a file or a directory # ---------------------------------------------------------------------- # See also directory .guix-run and README.md import argparse import gzip +import json import os import sys import types @@ -47,6 +46,12 @@ for xmlfn in args.files: try: valid,meta = genbank.get_metadata(id,gb) if valid: + # --- write JSON + jsonfn = basename + ".json" + with open(jsonfn, 'w') as outfile: + print(f" writing {jsonfn}") + json.dump(meta, outfile, indent=4) + # --- write FASTA fa = basename+".fa" seq = genbank.get_sequence(id,gb) print(f" writing {fa}") @@ -66,4 +71,7 @@ for xmlfn in args.files: state['warnings'] = meta['warnings'] states[id] = state -print(states) +statefn = dir + '/state.json' +with open(statefn, 'w') as outfile: + print(f" Writing {statefn}") + json.dump(states, outfile, indent=4) diff --git a/workflows/tools b/workflows/tools deleted file mode 160000 -Subproject c67c011765bea798a24485cbe0a1c6c59243652 diff --git a/workflows/tools/normalize-yamlfa.py b/workflows/tools/normalize-yamlfa.py new file mode 100755 index 0000000..e3f92c0 --- /dev/null +++ b/workflows/tools/normalize-yamlfa.py @@ -0,0 +1,97 @@ +# --- Normalize data +# normalize-yamlfa.py [--yaml] --in ~/tmp/pubseq/state.json file(s) +# +# Example: +# +# python3 ./workflows/tools/normalize-yamlfa.py -s ~/tmp/yamlfa/state.json MW241349 --species ./scripts/dict_ontology_standardization/ncbi_host_species.csv + +import argparse +import json +import os +import sys +import types +import normalize.mapping as mapping + +parser = argparse.ArgumentParser(description=""" + +Normalize parameters in PubSeq JSON/YAML files. All entries in +directory are parsed using the state.json file. It is possible +to select a subset of IDs. + +This tool has two modes of operation. It can validate with the +`--validate` switch which stops at a warning and does no rewriting. +This mode is typically used in troubleshooting. + +The other mode is `--rewrite` which rewrites the JSON files after +making a backup (.bak) of the original. This mode updates files and +won't stop - it is used for (automated) uploads. + +""") + +parser.add_argument('-s','--state', type=str, help='State file (JSON) as produced by transform2yamlfa', required=True) +parser.add_argument('--species', type=str, help='Species mapping file') +parser.add_argument('--specimen', type=str, help='Specimen mapping file') +parser.add_argument('--validate', action='store_true', help='Validation mode - stops on warning') +parser.add_argument('--rewrite', action='store_true', help='Rewrite mode - updates files') +parser.add_argument('--yaml', action='store_true', help='Input YAML instead of JSON') +parser.add_argument('id', nargs='*', help='optional id(s)') + +args = parser.parse_args() + +with open(args.state) as jsonf: + data = json.load(jsonf) + +dir = os.path.dirname(args.state) +do_validate = args.validate +do_rewrite = args.rewrite + +ids = args.id +if not len(ids): + ids = list(data.keys()) + +species = {} +if args.species: + with open(args.species) as f: + for line in f: + name,uri = line.strip().split(',') + species[name] = uri +else: + print("WARNING: no species mapping",file=sys.stderr) +specimen = {} +if args.specimen: + with open(args.specimen) as f: + for line in f: + name,uri = line.strip().split(',') + specimen[name] = uri +else: + print("WARNING: no specimen mapping",file=sys.stderr) + +for id in ids: + if args.yaml: + raise Exception("YAML not yet supported") + fn = f"{dir}/{id}.json" + print(f"Reading {fn}",file=sys.stderr) + with open(fn) as f: + rec = types.SimpleNamespace(**json.load(f)) + if do_validate: + print(rec) + rec.host,warning = mapping.host_species(rec.host,species) + if warning: + print("WARNING "+warning,file=sys.stderr) + rec.warnings.append(warning) + rec.sample,warning = mapping.specimen_source(rec.sample,specimen) + if warning: + print("WARNING "+warning,file=sys.stderr) + rec.warnings.append(warning) + print(rec) + if do_validate and warning: + print("bailing out in validation mode",file=sys.stderr) + sys.exit(2) + if do_rewrite: + if not os.path.exists(fn+".bak"): # make backup the first time + os.rename(fn,fn+".bak") + with open(fn, 'w') as outfile: + print(f" Writing {fn}") + json.dump(rec.__dict__, outfile, indent=4) + else: + print(rec) diff --git a/workflows/tools/normalize/README.md b/workflows/tools/normalize/README.md new file mode 100644 index 0000000..b780a68 --- /dev/null +++ b/workflows/tools/normalize/README.md @@ -0,0 +1,14 @@ +# Normalization steps + +This library contains generic logic to normalize (string) data and +transforms strings to URIs. It should be applicable to data from +any source (GenBank, ENA etc). + +Important: missing data should be missing or None! Do not fill +in data by 'guessing'. + +When data is malformed a warning should be logged and added to the +warning list. Functions should be small enough to return only 1 +warning! + +Pjotr Prins (c) 2021 diff --git a/workflows/tools/normalize/__init__.py b/workflows/tools/normalize/__init__.py new file mode 100644 index 0000000..e69de29 --- /dev/null +++ b/workflows/tools/normalize/__init__.py diff --git a/workflows/tools/normalize/mapping.py b/workflows/tools/normalize/mapping.py new file mode 100644 index 0000000..1d52b03 --- /dev/null +++ b/workflows/tools/normalize/mapping.py @@ -0,0 +1,43 @@ +# Normalization steps +# +# This library contains generic logic to normalize (string) data and +# transforms strings to URIs. It should be applicable to data from +# any source (GenBank, ENA etc). +# +# Important: missing data should be missing or None! Do not fill +# in data by 'guessing'. +# +# When data is malformed a warning should be logged and added to the +# warning list. Functions should be small enough to return only 1 +# warning! +# +# Pjotr Prins (c) 2021 + +import types + +def host_species(host,mapping): + warning = None + host = types.SimpleNamespace(**host) + if not 'obolibrary' in host.host_species: + key = host.host_species + if key in mapping: + host.host_species = mapping[key] + else: + warning = f"No URI mapping for host_species <{key}>" + return host.__dict__,warning + +def specimen_source(sample,mapping): + warning = None + sample = types.SimpleNamespace(**sample) + try: + if sample.specimen_source and not 'obolibrary' in sample.specimen_source: + key = sample.specimen_source + if key in mapping: + sample.specimen_source = mapping[key] + else: + sample.specimen_source = None + warning = f"No URI mapping for specimen_source <{key}>" + except AttributeError: + pass + if not sample.specimen_source: del(sample.specimen_source) + return sample.__dict__,warning diff --git a/workflows/pull-data/genbank/sparql-fetch-ids b/workflows/tools/sparql-fetch-ids index 19b2d82..19b2d82 100755 --- a/workflows/pull-data/genbank/sparql-fetch-ids +++ b/workflows/tools/sparql-fetch-ids |