GloVe Plot Analysis writtenRun the cell below to plot the 2D GloVe embeddings for barrels bpd ecuador energy industry kuwait oil output petroleum iraqYou can change the words to other words which are
The plot shows that words related to the oil industry cluster together, such as 'barrels', 'bpd', 'energy', 'kuwait', 'oil', 'output', and 'petroleum'. 'Iraq' and 'ecuador' are also relatively close to this cluster. However, 'industry' is further away from this cluster, which may be because it is a more general term and can be associated with other industries as well.
Compared to the co-occurrence matrix plot, the GloVe plot shows a more distinct clustering of related words. This may be because GloVe takes into account not just co-occurrence frequencies but also global word co-occurrence statistics, which can better capture the relationships between words.
Overall, the GloVe plot provides a more nuanced understanding of word relationships in the corpus. However, it is important to keep in mind that the 2-dimensional space is limited and may not fully capture all the complexities of word relationships
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