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Python-based tools for Digital Methods to use via Google Colab

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tools-as-notebooks

Inspired by bumatic/colab-notebooks-as-tools.

Copy link to a notebook and open it in https://colab.research.google.com/. Then, follow instructions in the notebook.

If it's not working or you have an idea/request, then open an issue here. PRs are welcome too.

Content

Name & Link Description Open in Colab
Lemmatize documents Take a column of texts in English and return cleaned and lemmatized version for further analysis. Open In Colab
Sentiment Analysis Perform sentiment analysis on a CSV file containing lemmatized text using a dictionary-based approach. Open In Colab
Athec Image Features Extract computational aesthetic features from a zip file of images and return one CSV row per image. Open In Colab
Athec Feature Clustering Explore visual clusters from an Athec feature CSV using PCA, user-selected K values, interactive UMAP maps, and optional image contact sheets. Open In Colab
Language Detection Perform language detection on a CSV file containing text columns. Open In Colab
Plot Collocations Pair Plots the log ratio of frequencies of words collocated with a user-specified pair of words (e.g., 'he' vs 'she'). It helps visualize which words are more likely to appear with one word over the other in a given text corpus. Open In Colab
Correspondence Analysis Performs Correspondence Analysis (CA) on a text corpus to visualize relationships between documents and terms. Open In Colab
Zeeschuimer NDJSON → CSV Converts Zeeschuimer .ndjson exports into a slim .csv with item ID, post URL, and source platform. Open In Colab

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