**Operating System:** macOS Ventura 13.6
### Libraries required
- Python:
- Re
- Time
- OS
- IterTools
- Pandas
- NLTK
- Word2Number
- Num2Words
- R:
- tidyverse
- ggpubr
### Files
**README**
- `README.md` (current document)
**Manuscript**
- `manuscript.pdf`: Final paper published in Cognitive Science at https://onlinelibrary.wiley.com/doi/10.1111/cogs.13471
**Codebook for number annotation**
- `codebook.pdf`: Codebook to explain the columns and analysis decisions in `data/concordances.csv`
**Data**
- `data/COCA_nums.csv`: All unmarked numbers extracted from COCA with `code/scrape_nums.py`
- `data/COCA_ordinals.csv`: All marked ordinals extracted from COCA with `code/scrape_ordinals.py`
- `data/COCA_master.csv`: Unmarked numbers preprocessed with `code/preprocessing.Rmd`
- `data/COCA_master_ord.csv`: Marked ordinals preprocessed with `code/preprocessing_ord.Rmd`
- `data/concordances.csv`: Sample of unmarked numbers with manual codes (see `codebook.pdf`)
**Code**
- `code/scrape_nums.py`: Python script for extracting unmarked numbers from COCA, creating `data/COCA_nums.csv`.
- `code/scrape_ordinals.py`: Python script for extracting marked ordinals from COCA, creating `data/COCA_ordinals.csv`.
- `code/preprocessing.Rmd`: R script for preprocessing unmarked numbers in `data/COCA_nums.csv`, creating `data/COCA_master.csv`.
- `code/preprocessing.html`: R script for preprocessing unmarked numbers in `data/COCA_nums.csv`, creating `data/COCA_master.csv`.
- `code/preprocessing_ord.Rmd`: R script for preprocessing marked ordinals in `data/COCA_ordinals.csv`, creating `data/COCA_master_ord.csv`.
- `code/preprocessing_ord.html`: R script for preprocessing marked ordinals in `data/COCA_ordinals.csv`, creating `data/COCA_master_ord.csv`.
- `code/sampling.Rmd`: R script for sampling concordances in `data/COCA_master.csv`, creating `data/concordances.csv`.
- `code/sampling.html`: R script for sampling concordances in `data/COCA_master.csv`, creating `data/concordances.csv`.
- `code/analysis.Rmd`: R script for analysing `data/concordances.csv` mostly, but also `data/COCA_master.csv` and `data/COCA_master_ord.csv`.
- `code/analysis.html`: R script for analysing `data/concordances.csv` mostly, but also `data/COCA_master.csv` and `data/COCA_master_ord.csv`.
**Figures**
- `figures/fig1.jpg`
- `figures/fig2.jpg`
- `figures/fig3.jpg`
- `figures/fig4.jpg`
- `figures/fig5.jpg`
- `figures/fig6.jpg`
- `figures/fig7.jpg`
**Presentations**
- `presentations/gwoodin_numbers_final.pdf`: Poster presented at CogSci 2024.
