feat: Added analysis scripts

analysis/.ipynb_checkpoints/figures-checkpoint.ipynb

analysis/.ipynb_checkpoints/metadata_dump-checkpoint.ipynb

...sis/.ipynb_checkpoints/metadata_dump_test-checkpoint.json

...is/.ipynb_checkpoints/metadata_dump_train-checkpoint.json

analysis/benchmark/Boxplot-runtime_1000_many.pdf

analysis/benchmark/Validation-MAE.pdf

analysis/benchmark/wandb_export_end-to-end.csv

analysis/benchmark/wandb_export_foundation.csv

analysis/benchmark/wandb_export_known.csv

analysis/benchmark/wandb_export_unknown.csv

analysis/figures.ipynb

analysis/metadata_dump.ipynb

analysis/metadata_dump_test.json

analysis/metadata_dump_train.json