Changelog

Future Work

Features & Maintenance:

2D Scatter Statistics
Regressions (linear, poly, custom)
Contribution to sample mean and contribution to sample variance
Get custom distributions working
Tornado plots (?)
Variable contribution plots
Example: Evidence-Based Scheduling
2D/3D Line statistics
Correlated inputs
Switch from prints to logging
Ability to plot derived data in addition to vars
Star Sampling
Demo running on remote server (AWS, etc)
Variogram Sensitivity Analysis
repr's for all main objects
Flag on invals to tell if they were loaded from file
Histogram/spaghetti plot coloring a-la aleatory

Known Bugs:

Cannot plot a varstat in percentile space

[Unreleased]

Added

Testing for partial failures of cases while running with different debug flags (GH-10)

Changed

Removed

[0.12.1] - 2024-03-19

Added

Numpy 2.0 compatibility

[0.12.0] - 2024-03-03

Added

Allow specifying dists and distkwargs for invars loaded from file

Changed

Fix cases not being populated with invars and invals when loading from file (GH-9)
Fix nummaps not being per-variable when loading outvars from file

[0.11.7] - 2024-02-19

Changed

Fix histogram not plotting for imported invars (GH-8)

[0.11.6] - 2024-02-19

Changed

Fix broken docs build

[0.11.2] - [0.11.5] - 2024-02-19

Changed

Automated github publishing to PyPI
Update github action runners

[0.11.1] - 2024-02-19

Changed

Fix underflow issue in dvars (GH-7)

[0.11.0] - 2023-11-05

Added

Python 3.12 support

Changed

Documentation cleanup
Halton sequence seeded draws changed with scipy 1.11, see scipy issue #18079

Removed

Python 3.8 support

[0.10.0] - 2023-04-23

Added

More plotting test coverage.
Allow passing in varname strings to sim.plot.

Changed

License changed from GPLv3 to more permissive MIT (ok because single author project).
Fix sim.plot scalarvars not being used (GH-6)

Removed

[0.9.1] - 2023-02-16

Added

Python 3.11 support

Changed

numba is now an optional dependency

Removed

[0.9.0] - 2023-02-08

Added

Automated testing for plots and multiplots.

Changed

Parallel processing now chains preprocessing, running, and postprocessing into a single dask task graph via Sim.executeAllFcns(), giving large speed boost
Sim functions that take in cases default to None (all cases)
Fixed bug plotting histograms

Removed

[0.8.3] - 2022-07-13

Added

Changed

Fixed another bug generating and plotting varstat ranges from mixed-length data

Removed

[0.8.2] - 2022-07-13

Added

Changed

Fixed bug generating and plotting percentile ranges from mixed-length data

Removed

[0.8.1] - 2022-07-13

Added

mc_multi_plot.multi_plot_grid_rect plotting, made default for mc.plot
__repr__ for Cases and Vals

Changed

mc_multi_plot.multi_plot_2d_scatter_grid renamed to multi_plot_grid_tri
Fixed bug when plotting against simulation steps of different lengths
Make Sims singlethreaded by default

Removed

[0.8.0] - 2022-07-09

Added

Export outvar nums to a csv or json file with sim.exportOutVars
Import invars from a csv or json with sim.importInVars
Optionally plot a contour underneath a 2D scatter plot with a third variable
Flags to keep siminput and simrawoutput for each case (default True)
Added Sim.vars to reference all invars and outvars
Variance, skewness, kurtosis, and moment added as varstats

Changed

sim.exportInVarNums renamed to sim.exportInVars
sim.importOutVals renamed to sim.importOutVars
Refined and removed upper triangle of multiplot grid

Removed

[0.7.0] - 2022-06-13

Added

Choose whether to sort sensisitivities while plotting.
Added Sim.plot() method
Export invar nums to a csv or json file with sim.exportInVarNums
Import outvals from a csv or json with sim.importOutVals, and convert to outvars
2.5D plotting (scalar vs vectors)

Changed

Prevent overwriting existing InVars or OutVals with an already used name.
Do not save sim and case data by default
Fix splitting pairs of variables when plotting

Removed

[0.6.0] - 2022-05-09

Added

DVARS fleshed out, moved out of alpha
Can now plot sensitivity indices and ratios

Changed

Removed

[0.5.0] - 2022-05-01

Added

Added singlethreaded kwarg to Sim initialization.
Added daskkwargs kwarg to Sim initialization.
Added percentile varstat.

Changed

For all datafiles, switch from dill to cloudpickle for pickling.
Parallel processing backend moved from pathos to dask.
Sim.PreProcessCase, Sim.RunCase, and Sim.PostProcessCase broken out to case_runners.py functions.

Removed

Removed cores kwarg from Sim initialization.
Removed python 3.7 support, to align with dask.

[0.4.0] - 2022-04-22

Added

Plots of all the example statistical distributions
Bootstrapping confidence interval for a VarStat
Plot bootstrapped confidence intervals
Copy of template in jupyter notebook format

Changed

Change color palette to match matplotlib defaults
Discrete InVar plots show stem pmfs

Removed

[0.3.1] - 2022-01-29

Added

Vars get their own plot() method as a shorthand
Baseball example

Changed

Removed

Rocket example

[0.3.0] - 2022-01-22

Added

Experimental D-VARS sensitivity analysis
Sim.scalarOutVars() dict and Sim.noutvars
You can specify a custom varstat
You can plot plot in percentile space rather than nums

Changed

Removed mc_ and MC prefixes from all functions and classes

[0.2.3] - 2021-12-18

Added

Python 3.7.0 support (pandas testing made optional)

Changed

All functions are now imported into top-level package, so you don't need to dig through modules

[0.2.2] - 2021-12-07

Added

Python 3.7 support (>=3.7.1 to match pandas)

Changed

Val.nums were made numpy arrays
Vals have a shape attribute rather than size, to match with numpy
helper_functions.get_tuple() changed to get_list()
Simplify code for extracting valmaps
More typing

[0.2.1] - 2021-12-02

Added

Python 3.8 support
Pre-commit hooks for linting

Changed

Dusted off the code with lots of linting
Made all modules lowercase
pandas is now an optional dependency

[0.2.0] - 2021-11-30

Added

Documentation is now up on readthedocs!
Docstrings for all classes and functions, roughly follows the numpy docstrings convention
Analysis process diagram
More unit tests

Changed

Documentation and images were moved around.

Removed

[0.1.2] - 2021-11-15

Added

Project logo
Added multi_plot_2d_scatter_grid()
Python 3.10 support

Changed

import monaco now imports all modules
The 'nom' case is changed to the 'median' case

Removed

No more inline tests

[0.1.1] - 2021-10-20

Changed

Documentation updates
Better type consistency
Testing on more platforms
Small bugfixes

[0.1.0] - 2021-10-04

Added

Initial release!