thebattcave/thebattmobile

Automated processing and ML analysis of battery data from King County Metro HEV bus fleet

thebattmobile's Issues

Gantt Chart and Team Expectations

Build an initial Gantt Chart as well as set expectations for team members including meeting times and tasks

Initial Pitch

Make missing build_module_temp function

Update Readme

Fix Workflow Failure

Update environment.yml

Update the environment.yml on main branch to match the specs required for our v2.0 py_packages.

Module Time Failure(MTF)

working with all modules time failure

Standardize bus folders

Eliminate randomness in the sorting of bus folders.

Data Visualization

Visualizing PCA data

PCA Package Framework

Start to create a framework for PCA package. Put together list of components necessary to build and run code for PCA

Add vis_buses folder code

Write the missing code in auto_sort_data package that creates the vis_buses folder and then populates it.

Build PCA Package

Putting together components, testing, and running code based on previous framework

Statistical Analysis Notebook

Build notebook that utilizing build_data_vis package to do statistical analysis on voltage, current, etc.

Create unit tests for ETL and Vis

Add unit tests for python packages. Move over and update unit tests from KCM if applicable.

Final Pitch

build_data_vis comments & documentation

Add comments and documentation to all functions in build_data_vis package

Make new example notebook

Since we changed some naming conventions and added some features, we should edit the old example notebook to fit our new code

REpo organization

Let's do a little repo organization. The doc directory can contain the markdown adn txt files with the specifications. What is the python package name going to be?

Windows Compatability

Currently the auto_sort_data package only works on Elena's laptop. We theorize that this is because she is on a Mac while the everyone else who is experiencing issues is on Windows.

Goal: Edit the auto_sort_data package to work on both Windows and Mac

develop more tests for etl, vis, analysis.py

We have a lot of tests for alfred, but not everything is totally covered.

etl.py is missing tests for copy csv and unpack interactive.
vis.py is missing tests for find_replaced_modules, swapped_mod_dataframes, label_bad_module
analysis.py is missing tests for the pca generation

I was running into issues when writing tests for these functions. I think the issue is the testing dataset we are using doesn't encompass the necessary data to run these functions.

Merge Day

Combine all forks and work into main repository

Final Presentation

Preparation for final presentation

Time of Failure(TOF)

collecting all buses data and modules and get time of failure