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Gensim depends on the following software: Python, tested with versions 2.7, 3.5, 3.6 and 3.7. NumPy for number crunching. smart_open for transparently opening files on remote storages or compressed files. Here are the examples of the python api gensim.summarization.keywords taken from open source projects.
symspellpy is a Python port of SymSpell v6.5, which provides much higher speed and lower memory consumption. Unit tests from the original project are implemented to ensure the accuracy of the port. Please note that the port has not been optimized for speed.
Dec 01, 2020 · Specifically, we evaluated the statistical significance of the difference between the best performance without text pre-processing (labelled Baseline in Table 2) of Random Forest with Count Vectors vs. Logistic Regression with TF-IDF Word vs. ClinicalBERT using McNemar’s test, implemented via the python statsmodels library [29,30].
Python symspell example Python symspell example
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the text information, we perform spell correction for informal words using SymSpell library1, word segmentation for splitting hashtags using WordSegment library2, and an-notation (surround or replace with special tags such as <money>, <number>, <date>, <phone>, or <user>) as a text postprocessing task (see Figure 3). 3.2 Basic Count Features