The accompanying codes reproduce all figures and statistics presented in "Cumulative deviation of a subpopulation from the full population" by Mark Tygert. This repository also provides the LaTeX and BibTeX sources required for replicating the paper.
The main files in the repository are the following:
./paper.pdf
PDF version of the paper
./paper.tex
LaTeX source for the paper
./paper.bib
BibTeX source for the paper
codes/calibr.py
Functions for plotting calibration, both cumulative and reliability diagrams
codes/calibr_weighted.py
Functions for plotting calibration with weighted samples
codes/subpop.py
Functions for plotting deviation of a subpop. from the full pop.
codes/subpop_weighted.py
Functions for plotting deviation of a subpop. from the full pop. with weighting
codes/imagenet.py
Python script for processing ImageNet using a pre-trained ResNet-18
codes/imagenet_classes.txt
Text file containing a dictionary of the names of the classes in ImageNet
codes/acs.py
Python script for processing the American Community Survey
codes/psam_h06.csv
Microdata from the 2019 American Community Survey of the U.S. Census Bureau
Regenerating all the figures requires running in the directory codes every
Python file there. All but codes/imagenet.py need only CPUs, whereas
codes/imagenet.py runs on a GPU simultaneously with running on CPU cores.
License
This fbcdgraph software is licensed under the LICENSE file (the MIT license) in the root directory of this source tree.