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Reddit Insanity

Stress Analysis in Social Media

(courtesy: Liza Konopelko of Kaggle)

Context

We live in an era where there is a surplus of information flowing in every second. Sometimes this leads to stress. ☹️ Too much stress can negatively impact our health and may lead to headaches, high blood pressure, heart problems, diabetes, skin conditions, asthma, arthritis, depression, and anxiety.

Content

A dataset of lengthy multi-domain social media data for identifying stress from five different categories of Reddit communities.

Dreadtrain Scatter Plot

Fitted vs  Residuals Graph of the SVM Model of Dreadtrain

Dreadtest Scatter Plot

Box Plots of Dreadtest's Main Sources

Density Plots of Dreadtest's Main Sources

Dotplot Comparing Algorithms to Model Dreadtest

Doplot Comparing Algorithms Ran On Dreadtest Using The Box-Cox Method

Algorithm Tuning Results for SVM on Dreadtest

Algorithm Tuning Results for GBM on Dreadtest

Boxplot Of Validated Dreadtest

Acknowledgements

Turcan, E., & McKeown, K. (2019). Dreaddit: A Reddit dataset for stress analysis in social media. arXiv preprint arXiv:1911.00133.

citation(package = "faraway")

To cite package ‘faraway’ in publications use:

Julian Faraway (2016). faraway: Functions and Datasets for Books by Julian Faraway. R package version 1.0.7. https://CRAN.R-project.org/package=faraway

A BibTeX entry for LaTeX users is

@Manual{, title = {faraway: Functions and Datasets for Books by Julian Faraway}, author = {Julian Faraway}, year = {2016}, note = {R package version 1.0.7}, url = {https://CRAN.R-project.org/package=faraway}, }

ATTENTION: This citation information has been auto-generated from the package DESCRIPTION file and may need manual editing, see ‘help("citation")’.

citation(package = "readr")

To cite package ‘readr’ in publications use:

Hadley Wickham and Jim Hester (2021). readr: Read Rectangular Text Data. R package version 2.0.1. https://CRAN.R-project.org/package=readr

A BibTeX entry for LaTeX users is

@Manual{, title = {readr: Read Rectangular Text Data}, author = {Hadley Wickham and Jim Hester}, year = {2021}, note = {R package version 2.0.1}, url = {https://CRAN.R-project.org/package=readr}, }

citation(package = "mlbench")

To cite package mlbench in publications use:

Friedrich Leisch & Evgenia Dimitriadou (2021). mlbench: Machine Learning Benchmark Problems. R package version 2.1-3.

To cite data sets from the UCI repository (as indicated in the help pages) use:

Newman, D.J. & Hettich, S. & Blake, C.L. & Merz, C.J. (1998). UCI Repository of machine learning databases [http://www.ics.uci.edu/~mlearn/MLRepository.html]. Irvine, CA: University of California, Department of Information and Computer Science.

To see these entries in BibTeX format, use 'print(, bibtex=TRUE)', 'toBibtex(.)', or set 'options(citation.bibtex.max=999)'.

citation(package = "corrplot")

To cite corrplot in publications use:

Taiyun Wei and Viliam Simko (2021). R package 'corrplot': Visualization of a Correlation Matrix (Version 0.90). Available from https://github.com/taiyun/corrplot

A BibTeX entry for LaTeX users is

@Manual{corrplot2021, title = {R package 'corrplot': Visualization of a Correlation Matrix}, author = {Taiyun Wei and Viliam Simko}, year = {2021}, note = {(Version 0.90)}, url = {https://github.com/taiyun/corrplot}, }

citation(package = "car")

To cite the car package in publications use:

John Fox and Sanford Weisberg (2019). An {R} Companion to Applied Regression, Third Edition. Thousand Oaks CA: Sage. URL: https://socialsciences.mcmaster.ca/jfox/Books/Companion/

A BibTeX entry for LaTeX users is

@Book{, title = {An {R} Companion to Applied Regression}, edition = {Third}, author = {John Fox and Sanford Weisberg}, year = {2019}, publisher = {Sage}, address = {Thousand Oaks {CA}}, url = {https://socialsciences.mcmaster.ca/jfox/Books/Companion/}, }

citation(package = "caret")

To cite package ‘caret’ in publications use:

Max Kuhn (2021). caret: Classification and Regression Training. R package version 6.0-88. https://CRAN.R-project.org/package=caret

A BibTeX entry for LaTeX users is

@Manual{, title = {caret: Classification and Regression Training}, author = {Max Kuhn}, year = {2021}, note = {R package version 6.0-88}, url = {https://CRAN.R-project.org/package=caret}, }

citation(package = "Cubist")

To cite package ‘Cubist’ in publications use:

Max Kuhn and Ross Quinlan (2021). Cubist: Rule- And Instance-Based Regression Modeling. R package version 0.3.0. https://CRAN.R-project.org/package=Cubist

A BibTeX entry for LaTeX users is

@Manual{, title = {Cubist: Rule- And Instance-Based Regression Modeling}, author = {Max Kuhn and Ross Quinlan}, year = {2021}, note = {R package version 0.3.0}, url = {https://CRAN.R-project.org/package=Cubist}, }

Copyright (c) 2021 Robert (Christian) Paul & Liza Konopelko

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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