Web scraping and language models

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**Key Learnings:** 1. **Statistics and Visualization**: Statistics and data visualization are deeply intertwined - visualizations can serve as a way to explore data and check statistical models, while statistics can inform the design and interpretation of visualizations. 2. **Surprises and Anomalies**: Surprises and anomalies in data can be incredibly valuable, as they can lead to new insights and drive scientific progress. Embracing and investigating these unexpected findings is crucial. 3. **Storytelling in Science**: Crafting compelling narratives and stories is an important skill in science communication. Effective stories can help make complex ideas more accessible and engaging for audiences. 4. **Exploratory Data Analysis**: Exploratory data analysis, where visualizations are used to uncover patterns and generate new hypotheses, is a vital part of the scientific process, complementing more formal statistical modeling. 5. **Anscombe's Quartet**: Anscombe's quartet, a set of four datasets with identical summary statistics but very different visual patterns, illustrates how visualizations can reveal important insights that statistics alone cannot.

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