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callahantiff/PheKnowLator: v3.0.2

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Release: v3.0.2 Website: https://github.com/callahantiff/PheKnowLator/wiki/v2.0.0 Data Access: Google Cloud Storage -- PheKnowLator Bucket Docker Container: DockerHub Dedicated Project Container PyPI: pkt-kg 3.0.2 Updated Jupyter Notebooks: notebooks/OWLNETS_Example_Application.ipynb notebooks/Data_Preparation.ipynb Updated Scripts: builds/data_preprocessing.py pkt_kg/metadata.py pkt_kg/utils/kg_utils.py builds/data_to_download.txt pkt_kg/utils/data_utils.py tests/test_data_utils_downloading.py Updates Addresses issue #118 (PR: #119) by patching the prior functionality related to obtaining labels and definitions from ontologies. Specifically, it now ensures that whenever possible the language encoding for these fields is English. Please see details below for information on how to address nodes containing foreign characters prior to this release. Solution for Builds Prior to v3.0.2 The (bad_node_patch.json) file contains a dictionary where the outer keys are the entity_uri and the puter values are another dictionary where the inner keys are label and description/definition and the inner values for these inner keys are the updated strings without foreign characters. An example of this dictionary is shown below: key = '<http://purl.obolibrary.org/obo/UBERON_0000468>' print(bad_node_patch[key]) >>> {'label': 'multicellular organism', 'description/definition': 'Anatomical structure that is an individual member of a species and consists of more than one cell.'} The code to identify the nodes with erroneous foreign characters is shown below: import re import pandas as pd # link to downloaded `NodeLabels.txt` file input_file = `'NodeLabels.txt'` # load data as Pandas DataFrame nodedf = pd.read_csv(input_file, sep='\t', header=0) # identify bad nodes and filter DataFrame so it only contains these rows nodedf['bad'] = nodedf['label'].apply(lambda x: re.search("[\u4e00-\u9FFF]", x) if not pd.isna(x) else None) nodedf_bad_nodes = nodedf[~pd.isna(nodedf['bad'])].drop_duplicates()

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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