LICENSE.md
README.md
pyproject.toml
mlsynth/__init__.py
mlsynth/_guides_api.py
mlsynth/config_models.py
mlsynth/exceptions.py
mlsynth/results.py
mlsynth.egg-info/PKG-INFO
mlsynth.egg-info/SOURCES.txt
mlsynth.egg-info/dependency_links.txt
mlsynth.egg-info/requires.txt
mlsynth.egg-info/top_level.txt
mlsynth/estimators/__init__.py
mlsynth/estimators/bvss.py
mlsynth/estimators/clustersc.py
mlsynth/estimators/ctsc.py
mlsynth/estimators/dsc.py
mlsynth/estimators/dscar.py
mlsynth/estimators/fdid.py
mlsynth/estimators/fma.py
mlsynth/estimators/fscm.py
mlsynth/estimators/geolift.py
mlsynth/estimators/hsc.py
mlsynth/estimators/iscm.py
mlsynth/estimators/laxscm.py
mlsynth/estimators/lexscm.py
mlsynth/estimators/masc.py
mlsynth/estimators/mcnnm.py
mlsynth/estimators/microsynth.py
mlsynth/estimators/mlsc.py
mlsynth/estimators/msqrt.py
mlsynth/estimators/multicellgeolift.py
mlsynth/estimators/musc.py
mlsynth/estimators/nsc.py
mlsynth/estimators/orthsc.py
mlsynth/estimators/pangeo.py
mlsynth/estimators/pda.py
mlsynth/estimators/ppscm.py
mlsynth/estimators/proximal.py
mlsynth/estimators/rmsi.py
mlsynth/estimators/rolldid.py
mlsynth/estimators/sbc.py
mlsynth/estimators/scexp.py
mlsynth/estimators/scmo.py
mlsynth/estimators/sdid.py
mlsynth/estimators/seq_sdid.py
mlsynth/estimators/shc.py
mlsynth/estimators/si.py
mlsynth/estimators/siv.py
mlsynth/estimators/snn.py
mlsynth/estimators/sparse_sc.py
mlsynth/estimators/spcd.py
mlsynth/estimators/spillsynth.py
mlsynth/estimators/spotsynth.py
mlsynth/estimators/spsydid.py
mlsynth/estimators/ssc.py
mlsynth/estimators/syndes.py
mlsynth/estimators/tasc.py
mlsynth/estimators/tssc.py
mlsynth/estimators/vanillasc.py
mlsynth/guides/__init__.py
mlsynth/guides/llms.txt
mlsynth/utils/__init__.py
mlsynth/utils/datautils.py
mlsynth/utils/design_compare.py
mlsynth/utils/effectutils.py
mlsynth/utils/fitutils.py
mlsynth/utils/helperutils.py
mlsynth/utils/inferutils.py
mlsynth/utils/plotting.py
mlsynth/utils/post_fit.py
mlsynth/utils/results_helpers.py
mlsynth/utils/resultutils.py
mlsynth/utils/bilevel/__init__.py
mlsynth/utils/bilevel/active_set.py
mlsynth/utils/bilevel/determine_v.py
mlsynth/utils/bilevel/engine.py
mlsynth/utils/bilevel/mscmt.py
mlsynth/utils/bilevel/nnls.py
mlsynth/utils/bilevel/penalized.py
mlsynth/utils/bilevel/ridge_augment.py
mlsynth/utils/bilevel/ridge_inference.py
mlsynth/utils/bilevel/simplex.py
mlsynth/utils/bilevel/solver.py
mlsynth/utils/bilevel/stages.py
mlsynth/utils/bilevel/structure.py
mlsynth/utils/bvss_helpers/__init__.py
mlsynth/utils/bvss_helpers/config.py
mlsynth/utils/bvss_helpers/gibbs_pair.py
mlsynth/utils/bvss_helpers/inference.py
mlsynth/utils/bvss_helpers/mh.py
mlsynth/utils/bvss_helpers/plotter.py
mlsynth/utils/bvss_helpers/posterior.py
mlsynth/utils/bvss_helpers/sampler.py
mlsynth/utils/bvss_helpers/setup.py
mlsynth/utils/bvss_helpers/structures.py
mlsynth/utils/clustersc_helpers/__init__.py
mlsynth/utils/clustersc_helpers/clustersc_helpers__init__.py
mlsynth/utils/clustersc_helpers/config.py
mlsynth/utils/clustersc_helpers/plotter.py
mlsynth/utils/clustersc_helpers/setup.py
mlsynth/utils/clustersc_helpers/simulation.py
mlsynth/utils/clustersc_helpers/structures.py
mlsynth/utils/clustersc_helpers/pcr/__init__.py
mlsynth/utils/clustersc_helpers/pcr/clustering.py
mlsynth/utils/clustersc_helpers/pcr/clustersc_helpers__init__.py
mlsynth/utils/clustersc_helpers/pcr/convex.py
mlsynth/utils/clustersc_helpers/pcr/frequentist.py
mlsynth/utils/clustersc_helpers/pcr/hsvt.py
mlsynth/utils/clustersc_helpers/pcr/inference.py
mlsynth/utils/clustersc_helpers/pcr/pipeline.py
mlsynth/utils/clustersc_helpers/pcr/bayesian/__init__.py
mlsynth/utils/clustersc_helpers/pcr/bayesian/posterior.py
mlsynth/utils/clustersc_helpers/pcr/bayesian/solver.py
mlsynth/utils/clustersc_helpers/rpca/__init__.py
mlsynth/utils/clustersc_helpers/rpca/clustering.py
mlsynth/utils/clustersc_helpers/rpca/fpca.py
mlsynth/utils/clustersc_helpers/rpca/hqf.py
mlsynth/utils/clustersc_helpers/rpca/inference.py
mlsynth/utils/clustersc_helpers/rpca/pcp.py
mlsynth/utils/clustersc_helpers/rpca/pipeline.py
mlsynth/utils/clustersc_helpers/rpca/tuning.py
mlsynth/utils/clustersc_helpers/rpca/weights.py
mlsynth/utils/ctsc_helpers/__init__.py
mlsynth/utils/ctsc_helpers/config.py
mlsynth/utils/ctsc_helpers/estimate.py
mlsynth/utils/ctsc_helpers/inference.py
mlsynth/utils/ctsc_helpers/pipeline.py
mlsynth/utils/ctsc_helpers/plotter.py
mlsynth/utils/ctsc_helpers/setup.py
mlsynth/utils/ctsc_helpers/simulation.py
mlsynth/utils/ctsc_helpers/structures.py
mlsynth/utils/dsc_helpers/__init__.py
mlsynth/utils/dsc_helpers/aggregation.py
mlsynth/utils/dsc_helpers/config.py
mlsynth/utils/dsc_helpers/inference.py
mlsynth/utils/dsc_helpers/pipeline.py
mlsynth/utils/dsc_helpers/plotter.py
mlsynth/utils/dsc_helpers/quantiles.py
mlsynth/utils/dsc_helpers/setup.py
mlsynth/utils/dsc_helpers/structures.py
mlsynth/utils/dsc_helpers/weights.py
mlsynth/utils/dscar_helpers/__init__.py
mlsynth/utils/dscar_helpers/config.py
mlsynth/utils/dscar_helpers/inference.py
mlsynth/utils/dscar_helpers/pipeline.py
mlsynth/utils/dscar_helpers/plotter.py
mlsynth/utils/dscar_helpers/setup.py
mlsynth/utils/dscar_helpers/structures.py
mlsynth/utils/dscar_helpers/weights.py
mlsynth/utils/fast_scm_helpers/__init__.py
mlsynth/utils/fast_scm_helpers/config.py
mlsynth/utils/fast_scm_helpers/conflict.py
mlsynth/utils/fast_scm_helpers/fast_scm_bb_helpers.py
mlsynth/utils/fast_scm_helpers/fast_scm_control.py
mlsynth/utils/fast_scm_helpers/fast_scm_control_helpers.py
mlsynth/utils/fast_scm_helpers/fast_scm_setup.py
mlsynth/utils/fast_scm_helpers/feasibility.py
mlsynth/utils/fast_scm_helpers/inference.py
mlsynth/utils/fast_scm_helpers/lexpower.py
mlsynth/utils/fast_scm_helpers/lexsearch.py
mlsynth/utils/fast_scm_helpers/lexselect.py
mlsynth/utils/fast_scm_helpers/plotter.py
mlsynth/utils/fast_scm_helpers/post_inference.py
mlsynth/utils/fast_scm_helpers/power_helpers.py
mlsynth/utils/fast_scm_helpers/strata.py
mlsynth/utils/fast_scm_helpers/structure.py
mlsynth/utils/fdid_helpers/__init__.py
mlsynth/utils/fdid_helpers/config.py
mlsynth/utils/fdid_helpers/estimation.py
mlsynth/utils/fdid_helpers/inference.py
mlsynth/utils/fdid_helpers/plotter.py
mlsynth/utils/fdid_helpers/results_assembly.py
mlsynth/utils/fdid_helpers/setup.py
mlsynth/utils/fdid_helpers/simulation.py
mlsynth/utils/fdid_helpers/structures.py
mlsynth/utils/fma_helpers/__init__.py
mlsynth/utils/fma_helpers/bai_ng.py
mlsynth/utils/fma_helpers/config.py
mlsynth/utils/fma_helpers/factors.py
mlsynth/utils/fma_helpers/fit.py
mlsynth/utils/fma_helpers/inference.py
mlsynth/utils/fma_helpers/plotter.py
mlsynth/utils/fma_helpers/setup.py
mlsynth/utils/fma_helpers/simulation.py
mlsynth/utils/fma_helpers/structures.py
mlsynth/utils/fscm_helpers/__init__.py
mlsynth/utils/fscm_helpers/config.py
mlsynth/utils/fscm_helpers/estimation.py
mlsynth/utils/fscm_helpers/plotter.py
mlsynth/utils/fscm_helpers/setup.py
mlsynth/utils/fscm_helpers/structures.py
mlsynth/utils/geolift_helpers/__init__.py
mlsynth/utils/geolift_helpers/config.py
mlsynth/utils/geolift_helpers/marketselect/__init__.py
mlsynth/utils/geolift_helpers/marketselect/orchestration.py
mlsynth/utils/geolift_helpers/marketselect/plotter.py
mlsynth/utils/geolift_helpers/marketselect/realize.py
mlsynth/utils/geolift_helpers/marketselect/helpers/__init__.py
mlsynth/utils/geolift_helpers/marketselect/helpers/aggregate.py
mlsynth/utils/geolift_helpers/marketselect/helpers/batch.py
mlsynth/utils/geolift_helpers/marketselect/helpers/candidates.py
mlsynth/utils/geolift_helpers/marketselect/helpers/constraints.py
mlsynth/utils/geolift_helpers/marketselect/helpers/design.py
mlsynth/utils/geolift_helpers/marketselect/helpers/diagnostics.py
mlsynth/utils/geolift_helpers/marketselect/helpers/fit.py
mlsynth/utils/geolift_helpers/marketselect/helpers/shaping.py
mlsynth/utils/geolift_helpers/marketselect/helpers/similarity.py
mlsynth/utils/geolift_helpers/marketselect/helpers/simulate.py
mlsynth/utils/geolift_helpers/marketselect/helpers/windows.py
mlsynth/utils/geolift_helpers/multicell/__init__.py
mlsynth/utils/geolift_helpers/multicell/analyze.py
mlsynth/utils/geolift_helpers/multicell/config.py
mlsynth/utils/geolift_helpers/multicell/dataprep.py
mlsynth/utils/geolift_helpers/multicell/plotter.py
mlsynth/utils/geolift_helpers/multicell/structures.py
mlsynth/utils/hsc_helpers/__init__.py
mlsynth/utils/hsc_helpers/config.py
mlsynth/utils/hsc_helpers/forecast.py
mlsynth/utils/hsc_helpers/formulation.py
mlsynth/utils/hsc_helpers/inference.py
mlsynth/utils/hsc_helpers/optimization.py
mlsynth/utils/hsc_helpers/orchestration.py
mlsynth/utils/hsc_helpers/plotter.py
mlsynth/utils/hsc_helpers/setup.py
mlsynth/utils/hsc_helpers/simulation.py
mlsynth/utils/hsc_helpers/structures.py
mlsynth/utils/iscm_helpers/__init__.py
mlsynth/utils/iscm_helpers/config.py
mlsynth/utils/iscm_helpers/estimate.py
mlsynth/utils/iscm_helpers/inference.py
mlsynth/utils/iscm_helpers/pipeline.py
mlsynth/utils/iscm_helpers/plotter.py
mlsynth/utils/iscm_helpers/setup.py
mlsynth/utils/iscm_helpers/structures.py
mlsynth/utils/iscm_helpers/weights.py
mlsynth/utils/laxscm_helpers/__init__.py
mlsynth/utils/laxscm_helpers/config.py
mlsynth/utils/laxscm_helpers/crossval.py
mlsynth/utils/laxscm_helpers/estimation.py
mlsynth/utils/laxscm_helpers/fast_solve.py
mlsynth/utils/laxscm_helpers/inference.py
mlsynth/utils/laxscm_helpers/opthelpers.py
mlsynth/utils/laxscm_helpers/optutils.py
mlsynth/utils/laxscm_helpers/plotter.py
mlsynth/utils/laxscm_helpers/results_assembly.py
mlsynth/utils/laxscm_helpers/setup.py
mlsynth/utils/laxscm_helpers/simulation.py
mlsynth/utils/laxscm_helpers/specs.py
mlsynth/utils/laxscm_helpers/structures.py
mlsynth/utils/marex_helpers/__init__.py
mlsynth/utils/marex_helpers/config.py
mlsynth/utils/marex_helpers/formulation.py
mlsynth/utils/marex_helpers/inference.py
mlsynth/utils/marex_helpers/optimization.py
mlsynth/utils/marex_helpers/orchestration.py
mlsynth/utils/marex_helpers/plotter.py
mlsynth/utils/marex_helpers/restrictions.py
mlsynth/utils/marex_helpers/setup.py
mlsynth/utils/marex_helpers/simulation.py
mlsynth/utils/marex_helpers/structures.py
mlsynth/utils/masc_helpers/__init__.py
mlsynth/utils/masc_helpers/config.py
mlsynth/utils/masc_helpers/crossval.py
mlsynth/utils/masc_helpers/estimation.py
mlsynth/utils/masc_helpers/orchestration.py
mlsynth/utils/masc_helpers/plotter.py
mlsynth/utils/masc_helpers/setup.py
mlsynth/utils/masc_helpers/structures.py
mlsynth/utils/mcnnm_helpers/__init__.py
mlsynth/utils/mcnnm_helpers/completion.py
mlsynth/utils/mcnnm_helpers/config.py
mlsynth/utils/mcnnm_helpers/pipeline.py
mlsynth/utils/mcnnm_helpers/plotter.py
mlsynth/utils/mcnnm_helpers/setup.py
mlsynth/utils/mcnnm_helpers/structures.py
mlsynth/utils/microsynth_helpers/__init__.py
mlsynth/utils/microsynth_helpers/config.py
mlsynth/utils/microsynth_helpers/diagnostics.py
mlsynth/utils/microsynth_helpers/dual_solver.py
mlsynth/utils/microsynth_helpers/inference.py
mlsynth/utils/microsynth_helpers/panel_inference.py
mlsynth/utils/microsynth_helpers/panel_qp.py
mlsynth/utils/microsynth_helpers/plotter.py
mlsynth/utils/microsynth_helpers/setup.py
mlsynth/utils/microsynth_helpers/simulation.py
mlsynth/utils/microsynth_helpers/structures.py
mlsynth/utils/mlsc_helpers/__init__.py
mlsynth/utils/mlsc_helpers/config.py
mlsynth/utils/mlsc_helpers/crossval.py
mlsynth/utils/mlsc_helpers/inference.py
mlsynth/utils/mlsc_helpers/optimization.py
mlsynth/utils/mlsc_helpers/penalty.py
mlsynth/utils/mlsc_helpers/plotter.py
mlsynth/utils/mlsc_helpers/setup.py
mlsynth/utils/mlsc_helpers/simulation.py
mlsynth/utils/mlsc_helpers/structures.py
mlsynth/utils/mlsc_helpers/variance.py
mlsynth/utils/msqrt_helpers/__init__.py
mlsynth/utils/msqrt_helpers/config.py
mlsynth/utils/msqrt_helpers/optimization.py
mlsynth/utils/msqrt_helpers/pipeline.py
mlsynth/utils/msqrt_helpers/plotter.py
mlsynth/utils/msqrt_helpers/replication.py
mlsynth/utils/msqrt_helpers/setup.py
mlsynth/utils/msqrt_helpers/simulation.py
mlsynth/utils/msqrt_helpers/structures.py
mlsynth/utils/musc_helpers/__init__.py
mlsynth/utils/musc_helpers/config.py
mlsynth/utils/musc_helpers/estimation.py
mlsynth/utils/musc_helpers/inference.py
mlsynth/utils/musc_helpers/orchestration.py
mlsynth/utils/musc_helpers/plotter.py
mlsynth/utils/musc_helpers/setup.py
mlsynth/utils/musc_helpers/structures.py
mlsynth/utils/nsc_helpers/__init__.py
mlsynth/utils/nsc_helpers/__innit__.py
mlsynth/utils/nsc_helpers/config.py
mlsynth/utils/nsc_helpers/crossval.py
mlsynth/utils/nsc_helpers/inference.py
mlsynth/utils/nsc_helpers/optimization.py
mlsynth/utils/nsc_helpers/plotter.py
mlsynth/utils/nsc_helpers/setup.py
mlsynth/utils/nsc_helpers/simulate.py
mlsynth/utils/nsc_helpers/structures.py
mlsynth/utils/orthsc_helpers/__init__.py
mlsynth/utils/orthsc_helpers/config.py
mlsynth/utils/orthsc_helpers/orthogonal.py
mlsynth/utils/orthsc_helpers/pipeline.py
mlsynth/utils/orthsc_helpers/regularized.py
mlsynth/utils/orthsc_helpers/serieshac.py
mlsynth/utils/orthsc_helpers/setup.py
mlsynth/utils/pangeo_helpers/__init__.py
mlsynth/utils/pangeo_helpers/config.py
mlsynth/utils/pangeo_helpers/effects.py
mlsynth/utils/pangeo_helpers/fast_partition.py
mlsynth/utils/pangeo_helpers/mip.py
mlsynth/utils/pangeo_helpers/parallelism.py
mlsynth/utils/pangeo_helpers/pipeline.py
mlsynth/utils/pangeo_helpers/plotter.py
mlsynth/utils/pangeo_helpers/power.py
mlsynth/utils/pangeo_helpers/setup.py
mlsynth/utils/pangeo_helpers/simulation.py
mlsynth/utils/pangeo_helpers/structures.py
mlsynth/utils/pcr/__init__.py
mlsynth/utils/pcr/core.py
mlsynth/utils/pcr/rank.py
mlsynth/utils/pda_helpers/__init__.py
mlsynth/utils/pda_helpers/config.py
mlsynth/utils/pda_helpers/inference.py
mlsynth/utils/pda_helpers/multitreat.py
mlsynth/utils/pda_helpers/orchestration.py
mlsynth/utils/pda_helpers/plotter.py
mlsynth/utils/pda_helpers/results_assembly.py
mlsynth/utils/pda_helpers/setup.py
mlsynth/utils/pda_helpers/simulation.py
mlsynth/utils/pda_helpers/structures.py
mlsynth/utils/pda_helpers/fs/__init__.py
mlsynth/utils/pda_helpers/fs/estimation.py
mlsynth/utils/pda_helpers/fs/inference.py
mlsynth/utils/pda_helpers/hcw/__init__.py
mlsynth/utils/pda_helpers/hcw/estimation.py
mlsynth/utils/pda_helpers/hcw/inference.py
mlsynth/utils/pda_helpers/hcw/scip.py
mlsynth/utils/pda_helpers/l2/__init__.py
mlsynth/utils/pda_helpers/l2/batch.py
mlsynth/utils/pda_helpers/l2/estimation.py
mlsynth/utils/pda_helpers/l2/inference.py
mlsynth/utils/pda_helpers/lasso/__init__.py
mlsynth/utils/pda_helpers/lasso/estimation.py
mlsynth/utils/pda_helpers/lasso/inference.py
mlsynth/utils/ppscm_helpers/__init__.py
mlsynth/utils/ppscm_helpers/config.py
mlsynth/utils/ppscm_helpers/engine.py
mlsynth/utils/ppscm_helpers/imbalance.py
mlsynth/utils/ppscm_helpers/inference.py
mlsynth/utils/ppscm_helpers/plotter.py
mlsynth/utils/ppscm_helpers/setup.py
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mlsynth/utils/proximal_helpers/__init__.py
mlsynth/utils/proximal_helpers/bridges.py
mlsynth/utils/proximal_helpers/config.py
mlsynth/utils/proximal_helpers/inference.py
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mlsynth/utils/proximal_helpers/setup.py
mlsynth/utils/proximal_helpers/simulation.py
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mlsynth/utils/proximal_helpers/dr/__init__.py
mlsynth/utils/proximal_helpers/dr/estimation.py
mlsynth/utils/proximal_helpers/pi/__init__.py
mlsynth/utils/proximal_helpers/pi/estimation.py
mlsynth/utils/proximal_helpers/pipost/__init__.py
mlsynth/utils/proximal_helpers/pipost/estimation.py
mlsynth/utils/proximal_helpers/pipw/__init__.py
mlsynth/utils/proximal_helpers/pipw/estimation.py
mlsynth/utils/proximal_helpers/pis/__init__.py
mlsynth/utils/proximal_helpers/pis/estimation.py
mlsynth/utils/proximal_helpers/spsc/__init__.py
mlsynth/utils/proximal_helpers/spsc/conformal.py
mlsynth/utils/proximal_helpers/spsc/estimation.py
mlsynth/utils/rmsi_helpers/__init__.py
mlsynth/utils/rmsi_helpers/config.py
mlsynth/utils/rmsi_helpers/core.py
mlsynth/utils/rmsi_helpers/pipeline.py
mlsynth/utils/rmsi_helpers/plotter.py
mlsynth/utils/rmsi_helpers/replication.py
mlsynth/utils/rmsi_helpers/setup.py
mlsynth/utils/rmsi_helpers/simulation.py
mlsynth/utils/rmsi_helpers/structures.py
mlsynth/utils/rolldid_helpers/__init__.py
mlsynth/utils/rolldid_helpers/config.py
mlsynth/utils/rolldid_helpers/pipeline.py
mlsynth/utils/rolldid_helpers/plotter.py
mlsynth/utils/rolldid_helpers/setup.py
mlsynth/utils/rolldid_helpers/structures.py
mlsynth/utils/sbc_helpers/__init__.py
mlsynth/utils/sbc_helpers/config.py
mlsynth/utils/sbc_helpers/hamilton.py
mlsynth/utils/sbc_helpers/orchestration.py
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mlsynth/utils/sbc_helpers/simulation.py
mlsynth/utils/sbc_helpers/structures.py
mlsynth/utils/sbc_helpers/synthetic.py
mlsynth/utils/sbc_helpers/trend_forecast.py
mlsynth/utils/scmo_helpers/__init__.py
mlsynth/utils/scmo_helpers/config.py
mlsynth/utils/scmo_helpers/estimation.py
mlsynth/utils/scmo_helpers/inference.py
mlsynth/utils/scmo_helpers/matrix_builder.py
mlsynth/utils/scmo_helpers/orchestration.py
mlsynth/utils/scmo_helpers/plotter.py
mlsynth/utils/scmo_helpers/results_assembly.py
mlsynth/utils/scmo_helpers/setup.py
mlsynth/utils/scmo_helpers/simulation.py
mlsynth/utils/scmo_helpers/solvers.py
mlsynth/utils/scmo_helpers/structures.py
mlsynth/utils/scpi_helpers/__init__.py
mlsynth/utils/scpi_helpers/intervals.py
mlsynth/utils/scpi_helpers/moments.py
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mlsynth/utils/sdid_helpers/__init__.py
mlsynth/utils/sdid_helpers/cohort.py
mlsynth/utils/sdid_helpers/config.py
mlsynth/utils/sdid_helpers/event_study.py
mlsynth/utils/sdid_helpers/inference.py
mlsynth/utils/sdid_helpers/orchestration.py
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