reran notebook after deleting nltk to make sure verything worked

Remvoed nltk; replaced for spacy

renamed

fixed typos; implemented spacy model loader

firt commit of tailored model

added OpenAI representation; 4.1 model

first solid topic modeling

jupyter lab

Testing bertopic

from new uv venv

rmed backup reqs:

joblib

changed name

removed unneeded comments

Implemented heartfelt prediction model

Changed function name

for use in ML pipeline

First commit

91% accuracy model for heartfeltedness

Increased max concurrency to 20

different ipy version

00

Finds applicatins that would be good candiadtes for Twinkl orig

Added Tiwnkl originals filters

Readme

reqs

RMd, don't need NER

fixed typo

ignoring venv

Changed functions dir name to src

removed this as it's no longer used

Changed name to src for consistency

Changed download file name

Added cli args

Now assigns usage score based on lenght of line items

Added additional texts for ui

Changed model to 4.1 mini; added another few shot example for abstract statements

Refactored by o3 for efficiency

reduced weights for lenght

Increased weights for emotional appeal

Excluded already shortlisted app from manual shortlisting

added clearer docstring

Added id col to shortlist preview

Changed column name for shortlist score and preview cols for shortlist

Changed to 4.1 nano; increased temp from 2 to 3, added a nother few-shot exammple

bug fix for issue causing auto shortlist to be perofmred on manual filter NI range

config.toml

Added shortlist preview metric cards for UI

rmed .streamlit file as it's not being red properly

Undodi dir change