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LightweightMMM 🦇 is a lightweight Bayesian Marketing Mix Modeling (MMM) library that allows users to easily train MMMs and obtain channel attribution information.

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Bumps [ipython](https://github.com/ipython/ipython) from 7.16.3 to 8.10.0. Release notes Sourced from ipython's releases. See https://pypi.org/project/ipython/ We do not use GitHub release anymore. Please see PyPI https://pypi.org/project/ipython/ Commits 15ea1ed release 8.10.0 560ad10...

dependencies

While making some of my mistakes I was thinking: - It is possible during the optimization to create a warming message if the price is provided as a list and...

I am using lightweight_mmm on my colab and when I call ``` plot.plot_media_channel_posteriors(media_mix_model=mmm, channel_names=media_cols) ``` It returns the following Warning: ``` /usr/local/lib/python3.10/dist-packages/arviz/stats/density_utils.py:957: NumbaWarning: Compilation is falling back to object mode...

In trying to plot the response curves I get this error, every single time I run it. And frankly don't know how to fix it. TracerIntegerConversionError: The __index__() method was...

Having this issue while running plot.plot_fit_model() plot.plot_out_of_sample_model_fit() These both functions are calculating _r2_score_ from _arviz.r2_score_ which is calculating from numba. At some point numba is trying to access **memoryview(predictions)** which...

windows 11 installation gives error ![image](https://user-images.githubusercontent.com/11426119/232155059-0644134f-fa50-492c-a716-1dad3cd4a48f.png) Requirement already satisfied: scipy in c:\my_py_environments\py_env_jan_2023\lib\site-packages (from lightweight_mmm) (1.10.0) Requirement already satisfied: seaborn in c:\my_py_environments\py_env_jan_2023\lib\site-packages (from lightweight_mmm) (0.12.2) Collecting sklearn Downloading sklearn-0.0.post4.tar.gz (3.6 kB)...

I am a Marketing Mix Modeller and Data Scientist. I would like to contribute to this library based on my commercial experience. What is the best way to do that...

I have a scenario where I have to build a heirarchical Bayesian model with 46 geos, and the number of records for each geo are different. Is LWMMM modelling mechanism...

Hello everyone,   I am trying to find the optimal budget allocation for two given budgets (for example 2000 and 3000). Here is my code: ``` ########### MODEL INPUT PATH ############...