WHIMC-Habitat-Chatbot-ML

Notebooks for creating models for habitat and chatbot MLs

agent_chatbot

Deprecated not used with MC PA anymore

habitat_ml

Notebooks

Name	Description
Block_Preprocessing.ipynb	Notebook to drop highly correlated columns and/or normalize/standardize the data.
code_labeler.ipynb	Notebook to convert researcher codes to labels used by the AI.
DBBlockCounter.ipynb	Notebook to count number of blocks used by teams using a .db file and a list of builders on each team.
Habitat_block_data_collector.ipynb	Notebook to count number of blocks used by teams using the database and a list of builders on each team.
Habitat_MLP_Random_Search_Cross_Validation.ipynb	Notebook to optimize MLP using random search with different number of nodes and layers.
Habitat_MultiInput_MixedData.ipynb	Notebook to run CV on image and categorical data.

Format for builder csv used in notebooks above

Column	Description
id	Unique team number given to group from google doc with researcher codes.
world	World that the team built on.
builder1	Username of a player on the team.
builder2	Username of another player on the team or blank if no other members.
builder3	Username of another player on the team or blank if no other members.
builder4	Username of another player on the team or blank if no other members.
builder5	Username of another player on the team or blank if no other members.