Scipediacontent: Scipediacontent moved page Draft Content 650956281 to Eichstaedt et al 2017a

2021-01-28T17:06:22Z

Scipediacontent moved page Draft Content 650956281 to Eichstaedt et al 2017a

Scipediacontent: Created page with " == Abstract == We present Differential Language Analysis Toolkit (DLATK), an open-source python package and command-line tool developed for conducting social-scientific lang..."

2021-01-28T17:06:19Z

Created page with " == Abstract == We present Differential Language Analysis Toolkit (DLATK), an open-source python package and command-line tool developed for conducting social-scientific lang..."

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== Abstract ==

We present Differential Language Analysis Toolkit (DLATK), an open-source python package and command-line tool developed for conducting social-scientific language analyses. While DLATK provides standard NLP pipeline steps such as tokenization or SVM-classification, its novel strengths lie in analyses useful for psychological, health, and social science: (1) incorporation of extra-linguistic structured information, (2) specified levels and units of analysis (e.g. document, user, community), (3) statistical metrics for continuous outcomes, and (4) robust, proven, and accurate pipelines for social-scientific prediction problems. DLATK integrates multiple popular packages (SKLearn, Mallet), enables interactive usage (Jupyter Notebooks), and generally follows object oriented principles to make it easy to tie in additional libraries or storage technologies.

== Original document ==

The different versions of the original document can be found in:

* [http://dx.doi.org/10.18653/v1/d17-2010 http://dx.doi.org/10.18653/v1/d17-2010] under the license https://creativecommons.org/licenses/by

* [https://www.aclweb.org/anthology/D17-2010.pdf https://www.aclweb.org/anthology/D17-2010.pdf]

* [https://www.aclweb.org/anthology/D17-2010.pdf https://www.aclweb.org/anthology/D17-2010.pdf],
: [https://www.aclweb.org/anthology/D17-2010 https://www.aclweb.org/anthology/D17-2010],
: [https://dblp.uni-trier.de/db/conf/emnlp/emnlp2017-d.html#SchwartzGSCUE17 https://dblp.uni-trier.de/db/conf/emnlp/emnlp2017-d.html#SchwartzGSCUE17],
: [https://academic.microsoft.com/#/detail/2757124792 https://academic.microsoft.com/#/detail/2757124792] under the license cc-by

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Eichstaedt et al 2017a - Revision history

Scipediacontent: Scipediacontent moved page Draft Content 650956281 to Eichstaedt et al 2017a

Scipediacontent: Created page with " == Abstract == We present Differential Language Analysis Toolkit (DLATK), an open-source python package and command-line tool developed for conducting social-scientific lang..."