Primary and Secondary Sources for Statistics Courses

unethical requests in statistical consulting

• submitter: Stacy DeRuiter
• field: statistics
• source: https://www.acpjournals.org/doi/10.7326/M18-1230
• clean data: https://sldr.netlify.app/data/nefarious_requests.csv
• notes: clean data is simulated and some variables you would expect to covary…will not

Search engine manipulation effect

• submitter: Stacy DeRuiter
• field: psychology, computer science, data science
• source: https://www.pnas.org/content/112/33/E4512
• raw data: https://www.pnas.org/highwire/filestream/620105/field_highwire_adjunct_files/0/pnas.1419828112.sd01.xls
• clean data: https://sldr.netlify.app/data/election_searches.csv

recidivism

• submitter: Stacy DeRuiter
• field: social sciences, criminal justice, data science
• source: https://advances.sciencemag.org/content/4/1/eaao5580
• raw data: https://farid.berkeley.edu/downloads/publications/scienceadvances17/BROWARD_CLEAN.csv, https://farid.berkeley.edu/downloads/publications/scienceadvances17/CHARGE_ID.csv
• clean data: https://sldr.netlify.app/data/recidivism.csv
• activity: https://rsconnect.calvin.edu:3939/connect/#/apps/512a8d73-fc1e-437e-bc5a-31f2b2e331d2/access

active learning

• submitter: Stacy DeRuiter
• field: education
• source: https://www.pnas.org/content/111/23/8410
• raw data: https://www.pnas.org/content/111/23/8410/tab-figures-data
• clean data: https://sldr.netlify.com/data/active.csv, https://sldr.netlify.com/data/active-learning.csv, https://sldr.netlify.com/data/active-fail.csv
• notes: raw data is provided in docx files

tree abundance

• submitter: Stacy DeRuiter
• field: forestry, ecology
• source: https://www.cambridge.org/core/journals/journal-of-tropical-ecology/article/tropical-forest-dynamics-across-a-rainfall-gradient-and-the-impact-of-an-el-nino-dry-season/AC593C5D6DE9DC47352D58974874BA2F
• raw data: https://datadryad.org/stash/dataset/doi:10.15146/R3MM4V
• clean data: http://sldr.netlify.com/data/trees.csv

wearable sensors, machine learning

• submitter: Stacy DeRuiter
• source: https://doi.org/10.1016/j.buildenv.2019.106281
• raw data: https://data.mendeley.com/datasets/95krhyz857/1
• clean data: http://sldr.netlify.com/data/cold.csv

spider monkey embraces and agression

• submitter: Stacy DeRuiter
• field: ecology, animal behavior
• source: https://royalsocietypublishing.org/doi/10.1098/rsbl.2007.0041, https://www.sciencemag.org/news/2007/02/hug-it-out-monkey
• clean data: https://sldr.netlify.app/data/spider-monkey-hugs.csv
• notes: clean data is simulated

electrification in sub-Saharan Africa

• submitter: Stacy DeRuiter
• source: https://www.nature.com/articles/s41597-021-00897-9
• raw data: https://data.cdc.gov/api/views/8pt5-q6wp/rows.csv?accessType=DOWNLOAD
• clean data: https://sldr.netlify.app/data/liberia-electricity.csv

biologging, animal behavior, penguins

• submitter: Stacy DeRuiter
• field: biology, animal behavior
• source: https://www.nature.com/articles/nature09630
• clean data: http://sldr.netlify.com/data/bandedPenguins.csv
• activity: https://rsconnect.calvin.edu:3939/connect/#/apps/c3ad07b9-dc39-4407-8c27-090cd3a5bc5b/access, https://github.com/stacyderuiter/StatTutor
• notes: clean data is simulated

swearing, persuasion

• submitter: Stacy DeRuiter
• field: psychology
• source: https://www.tandfonline.com/doi/full/10.1080/15534510600747597
• clean data: https://sldr.netlify.app/data/obscenity.csv
• activity: https://rsconnect.calvin.edu:3939/connect/#/apps/c3ad07b9-dc39-4407-8c27-090cd3a5bc5b/access, https://github.com/stacyderuiter/StatTutor
• notes: clean data is simulated

reindeer ecology and reproduction

• submitter: Stacy DeRuiter
• field: biology, ecology
• source: https://royalsocietypublishing.org/doi/full/10.1098/rspb.2016.1760
• clean data: https://sldr.netlify.app/data/reindeer.csv
• activity: https://rsconnect.calvin.edu:3939/connect/#/apps/c3ad07b9-dc39-4407-8c27-090cd3a5bc5b/access, https://github.com/stacyderuiter/StatTutor
• notes: clean data is simulated

birds and noise

• submitter: Stacy DeRuiter
• field: biology, animal behavior, ecology
• source: https://royalsocietypublishing.org/doi/abs/10.1098/rsbl.2007.0134
• clean data: https://sldr.netlify.app/data/robins.csv
• activity: https://rsconnect.calvin.edu:3939/connect/#/apps/c3ad07b9-dc39-4407-8c27-090cd3a5bc5b/access, https://github.com/stacyderuiter/StatTutor

stress and nature walks

• submitter: Stacy DeRuiter
• field: psychology
• source: https://journals.sagepub.com/doi/full/10.1177/0013916518800798
• clean data: https://sldr.netlify.app/data/nature-walks.csv, https://sldr.netlify.app/data/positive-affect-scores.csv, https://sldr.netlify.app/data/walk-or-gym.csv, https://sldr.netlify.app/data/walk-scores.csv, https://sldr.netlify.app/data/walks-and-stress.csv
• notes: clean data is simulated

primate brain size

• submitter: Stacy DeRuiter
• field: ecology, physiology
• source: https://royalsocietypublishing.org/doi/10.1098/rspb.2017.1765#d3e1601
• raw data: https://royalsocietypublishing.org/doi/suppl/10.1098/rspb.2017.1765
• clean data: https://sldr.netlify.app/data/primates.csv

Indiana unemployment and benefits

• submitter: Stacy DeRuiter
• field: economics, sociology/social work
• source: https://us.macmillan.com/books/9781250074317
• raw data: https://www.stats.indiana.edu/
• clean data: https://sldr.netlify.app/data/indiana_fssa.csv
• notes: this one is a mess: it’s hard to see the patterns discussed in the book in this raw dataset. I’m not sure how better to process the data to get a clear picture and support the themes and conclusions from the book.

diversity and innovation

• submitter: Stacy DeRuiter
• field: social sciences
• source: https://www.pnas.org/content/117/17/9284
• clean data: https://sldr.netlify.app/data/phd_innovation.csv
• notes: clean data is simulated.

gratitude

• submitter: Stacy DeRuiter
• field: psychology
• source: https://psycnet.apa.org/record/2003-01140-012
• clean data: https://sldr.netlify.app/data/gratitude-experiment.csv
• activity: https://rsconnect.calvin.edu:3939/content/2e992b02-2ada-46f6-a04b-89e36df587ee/
• notes: clean data is simulated.

social media disinformation

• submitter: Stacy DeRuiter
• field: data science, psychology
• source: https://misinforeview.hks.harvard.edu/article/breaking-harmony-square-a-game-that-inoculates-against-political-misinformation/
• raw data: https://osf.io/6va7x/download’
• clean data: https://sldr.netlify.app/data/harmony_only.csv, https://sldr.netlify.app/data/harmony_sq.csv
• activity: https://stacyderuiter.github.io/s245-2020/harmony-square.html
• notes: the raw data in this case is already “clean” but I reshaped and rearranged it for my intended analysis

insecticide resistance in mosquitoes

• submitter: Stacy DeRuiter
• field: public health
• raw data: https://datadryad.org/stash/dataset/doi:10.5061/dryad.dn4676s, https://datadryad.org/stash/downloads/file_stream/170485
• clean data: https://sldr.netlify.app/data/mosquito-resistance.csv

Boston College COVID-19 sleep and wellness study

• submitter: Stacy DeRuiter
• field: public health
• source: https://www.nature.com/articles/s41597-021-00886-y
• raw data: https://osf.io/dg8qk/download, https://osf.io/wfhzs/download
• clean data: https://sldr.netlify.app/data/college-covid-study.csv, https://sldr.netlify.app/data/bc-covid.csv