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Twitter pre-trained word vectors

Authors: University, Stanford;

Twitter pre-trained word vectors

Abstract

Clean up of glove.twitter.27B.zip <ODC Public Domain Dedication and Licence (PDDL) 1.0>. "2B tweets, 27B tokens, 1.2M vocab, uncased" Changes from original Headers added to allow loading by gensim. [Added via scripts.glove2word2vec] Recompressed as individual gzip files [Instead of a combined zip]. These changes make the files easier to work with and increase compatibility. Headers Example of added header line 1193513 200 Header gives number of tokens and dimensions. Statistics Entries: 1,193,513 Token length (characters). Min:1, Max:140, Avg:6.73 Number of words per token. Min:0, Max:17, Avg:1.00669200921984 Tokens with more than one word: 4874 (0.41%) Twitter data collection date: Unknown. History: ?? Aug 2014 — GloVe v.1.0 released 16 Aug 2014 — Files first appear as headerless .txt.gz files, some files have mislabeled linked (via wayback machine) ?? Oct 2015 — GloVe v.1.2 released ?? ??? ???? — Files replaced with a .zip file 03 June 2019 — (These files) Repackaged like original as .txt.gz, plus added headers for increased compatibility Example of 17-word token: سكس_طيز_قحبه_عنيف_اغتصاب_سكسيه_فحل_زب_نيك_بنات_مكوه_شهوه_لحس_عنف_تومبوي_ليدي_سبورت 200d file: Normalized: no Values: Min:-6.7986, Max:4.609, Avg:0.009065093 Zero values (exactly zero): none Zero values (approx zero) per entry: Min:0 (0.00%), Max:2 of 200 (1.0%), Avg:0.00375865197949247 (0.00%)

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Twitter Data

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download
selected citations
These citations are derived from selected sources.
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).
BIP!Citations provided by BIP!
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).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
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Average
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72