notebooks-and-scripts-1.2.zip
stellar-data-mining-1.2
.gitignore
297 Bytes
00a-extract_training_data.ipynb
21.2 kB
00b-extract_grid_data.ipynb
14.2 kB
00c-extract_training_data_global.ipynb
58.9 kB
01-create_classifiers.ipynb
19.2 kB
01a-create_classifiers_global.ipynb
193.4 kB
01b-cross_validation.ipynb
183.6 kB
02-create_probability_maps.ipynb
10.9 kB
02a-create_probability_maps_global.ipynb
11.1 kB
02b-present_day_probabilities.ipynb
472.5 kB
03-create_probability_animations.ipynb
854.4 kB
03a-create_probability_animations_global.ipynb
1.1 MB
04-create_erosion_distribution_global.ipynb
75.5 kB
Fig-01-02-probability_snapshots.ipynb
717.5 kB
Fig-03-04-feature_importance.ipynb
434.6 kB
Fig-05-partial_dependence.ipynb
615.8 kB
Fig-06-performance.ipynb
259.7 kB
README.md
2.2 kB
convert_notebooks.py
6.4 kB
create_archives.sh
488 Bytes
environment.yml
699 Bytes
figures
Fig-01-probability_snapshots_0.png
886.5 kB
Fig-02-probability_snapshots_1.png
1.1 MB
Fig-03-feature_importances.png
457.9 kB
Fig-04-feature_boxplots.png
467.2 kB
Fig-05-partial_dependence.png
561.3 kB
Fig-06-model_performance.png
601.4 kB
lib
__init__.py
268 Bytes
assign_regions.py
1.2 kB
calculate_convergence.py
5.5 kB
check_files.py
5.7 kB
combine_point_data.py
12.2 kB
coregister_combined_point_data.py
4.6 kB
coregister_crustal_thickness.py
5.0 kB
coregister_magnetic.py
3.6 kB
coregister_ocean_rasters.py
18.5 kB
create_plate_maps.py
8.6 kB
create_study_area_polygons.py
13.6 kB
cv.py
10.5 kB
erodep
__init__.py
717 Bytes
_extract_erodep.py
8.6 kB
_ml.py
8.9 kB
_visualisation.py
22.4 kB
feature_importance.py
9.1 kB
feature_selection.py
4.5 kB
generate_unlabelled_points.py
10.7 kB
misc.py
10.2 kB
partial_dependence.py
10.7 kB
pu.py
26.7 kB
slab_dip.py
4.6 kB
visualisation.py
7.3 kB
run_notebooks.py
2.8 kB
supplementary_figures
cv_boxplots.png
369.1 kB
feature_boxplots.png
455.9 kB
feature_importance_correlation.png
152.8 kB
partial_dependence_NA.png
582.8 kB
partial_dependence_SA.png
566.4 kB
probability_threshold.png
137.3 kB