statisticalModeling: Functions for Teaching Statistical Modeling

Provides graphics and other functions that evaluate and display models across many different kinds of model architecture. For instance, you can evaluate the effect size of a model input in the same way, regardless of architecture, interaction terms, etc.

Author
Daniel Kaplan
Date of publication
2016-11-12 15:47:15
Maintainer
Daniel Kaplan <kaplan@macalester.edu>
License
MIT + file LICENSE
Version
0.3.0

View on CRAN

Man pages

AARP
Prices for life insurance
Alder
Nitrogen fixing by alder plants
Birth_weight
Birth weights and maternal data
College_grades
Grades at a small college
collinearity
Calculate measures of collinearity
Crime
Data from the US FBI Uniform Crime Report, 1960
cv_pred_error
Compare models with k-fold cross-validation
effect_size
Calculate effect sizes in a model
ensemble
Create bootstrapped ensembles of a model
evaluate_model
Evaluate a model for specified inputs
extract_from_model
Extract component parts of models
fmodel
Plot out model values
gf_functions
gf_ plotting functions
gmodel
Graph the function implicit in a model
HDD_Minneapolis
Heating degree days in Minneapolis, Minnesota, USA
Houses_for_sale
Houses for sale
Mussels
Metabolism of zebra mussels
NCI60_snippet
Gene expression in cancer cells.
Oil_history
Historical production of crude oil, worldwide 1880-2014
reference_values
Compute sensible values from a data set for use as a baseline
Runners
Performance of runners in a ten-mile race as they age
School_data
Simulated data bearing on school vouchers
Tadpoles
Swimming speed of tadpoles.
train
Training statistical models
Trucking_jobs
Earnings of workers at a trucking company.
typical_levels
Find typical levels of explanatory variables in a...
Used_Fords
Prices of used Ford automobiles in 2009

Files in this package

statisticalModeling
statisticalModeling/inst
statisticalModeling/inst/ideas_for_tests.R
statisticalModeling/inst/making_Birth_weight.R
statisticalModeling/inst/model_list.csv
statisticalModeling/inst/foobar.R
statisticalModeling/inst/doc
statisticalModeling/inst/doc/modeling.Rmd
statisticalModeling/inst/doc/modeling.R
statisticalModeling/inst/doc/modeling.html
statisticalModeling/inst/gghelper.R
statisticalModeling/inst/ggformula.R
statisticalModeling/tests
statisticalModeling/tests/testthat.R
statisticalModeling/tests/testthat
statisticalModeling/tests/testthat/test_models.R
statisticalModeling/tests/testthat/test_evaluate.R
statisticalModeling/tests/testthat/test_effect_size.R
statisticalModeling/tests/testthat/test_data_from_model.R
statisticalModeling/NAMESPACE
statisticalModeling/NEWS.md
statisticalModeling/data
statisticalModeling/data/College_grades.rda
statisticalModeling/data/Trucking_jobs.rda
statisticalModeling/data/Used_Fords.rda
statisticalModeling/data/NCI60_snippet.rda
statisticalModeling/data/Mussels.rda
statisticalModeling/data/AARP.rda
statisticalModeling/data/HDD_Minneapolis.rda
statisticalModeling/data/Oil_history.rda
statisticalModeling/data/Tadpoles.rda
statisticalModeling/data/Runners.rda
statisticalModeling/data/School_data.rda
statisticalModeling/data/Houses_for_sale.rda
statisticalModeling/data/Birth_weight.rda
statisticalModeling/data/Alder.rda
statisticalModeling/data/Crime.rda
statisticalModeling/R
statisticalModeling/R/School_data.R
statisticalModeling/R/Crime.R
statisticalModeling/R/helpers.R
statisticalModeling/R/gf_function_helpers.R
statisticalModeling/R/cv.R
statisticalModeling/R/model_access.R
statisticalModeling/R/AARP.R
statisticalModeling/R/gmodel.R
statisticalModeling/R/Runners.R
statisticalModeling/R/HDD_Minneapolis.R
statisticalModeling/R/Birth_weight.R
statisticalModeling/R/evaluate_model.R
statisticalModeling/R/train.R
statisticalModeling/R/Tadpoles.R
statisticalModeling/R/Trucking_jobs.R
statisticalModeling/R/ggstrings.R
statisticalModeling/R/Mussels.R
statisticalModeling/R/Houses_for_sale.R
statisticalModeling/R/fmodel.R
statisticalModeling/R/bootstrap_ensemble.R
statisticalModeling/R/effect_size.R
statisticalModeling/R/gf_functions.R
statisticalModeling/R/College_grades.R
statisticalModeling/R/Alder.R
statisticalModeling/R/typical_levels.R
statisticalModeling/R/collinearity.R
statisticalModeling/R/Oil_history.R
statisticalModeling/R/NCI60_snippet.R
statisticalModeling/R/Used_Fords.R
statisticalModeling/vignettes
statisticalModeling/vignettes/modeling.Rmd
statisticalModeling/README.md
statisticalModeling/MD5
statisticalModeling/build
statisticalModeling/build/vignette.rds
statisticalModeling/DESCRIPTION
statisticalModeling/man
statisticalModeling/man/College_grades.Rd
statisticalModeling/man/Houses_for_sale.Rd
statisticalModeling/man/typical_levels.Rd
statisticalModeling/man/effect_size.Rd
statisticalModeling/man/gf_functions.Rd
statisticalModeling/man/Birth_weight.Rd
statisticalModeling/man/Mussels.Rd
statisticalModeling/man/Trucking_jobs.Rd
statisticalModeling/man/AARP.Rd
statisticalModeling/man/reference_values.Rd
statisticalModeling/man/Tadpoles.Rd
statisticalModeling/man/train.Rd
statisticalModeling/man/Used_Fords.Rd
statisticalModeling/man/cv_pred_error.Rd
statisticalModeling/man/Runners.Rd
statisticalModeling/man/School_data.Rd
statisticalModeling/man/extract_from_model.Rd
statisticalModeling/man/Crime.Rd
statisticalModeling/man/Alder.Rd
statisticalModeling/man/Oil_history.Rd
statisticalModeling/man/HDD_Minneapolis.Rd
statisticalModeling/man/collinearity.Rd
statisticalModeling/man/NCI60_snippet.Rd
statisticalModeling/man/ensemble.Rd
statisticalModeling/man/fmodel.Rd
statisticalModeling/man/gmodel.Rd
statisticalModeling/man/evaluate_model.Rd
statisticalModeling/LICENSE