Python API Usage
NetMedEx supports Python 3.11 and above. This page demonstrates how to use the library programmatically. The PubTatorAPI class retrieves articles from PubTator3, and PubTatorGraphBuilder constructs the co-occurrence network.
Retrieve Articles
from netmedex.pubtator import PubTatorAPI
collection = PubTatorAPI(
query='"covid-19" AND "PON1"',
sort="score",
max_articles=100,
).run()
Save and Load Collections
import json
# Save to JSON
with open("collection.json", "w") as f:
json.dump(collection.to_json(), f)
# Load from JSON
from netmedex.pubtator_data import PubTatorCollection
with open("collection.json") as f:
loaded = PubTatorCollection.from_json(json.load(f))
# Or load from a PubTator file
from netmedex.pubtator_parser import PubTatorIO
loaded = PubTatorIO.parse("collection.pubtator")
Build and Export a Network
from netmedex.graph import PubTatorGraphBuilder, save_graph
builder = PubTatorGraphBuilder(node_type="all")
builder.add_collection(loaded)
graph = builder.build(weighting_method="freq", edge_weight_cutoff=1)
save_graph(graph, "network.html", output_filetype="html")
The notebook notebooks/netmedex_usage.ipynb contains a complete demonstration of these steps.