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You're reading from  Streamlit for Data Science - Second Edition

Product typeBook
Published inSep 2023
Reading LevelBeginner
PublisherPackt
ISBN-139781803248226
Edition2nd Edition
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Tyler Richards
Tyler Richards
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Tyler Richards

Tyler Richards is a senior data scientist at Snowflake, working on a variety of Streamlit-related projects. Before this, he worked on integrity as a data scientist for Meta and non-profits like Protect Democracy. While at Facebook, he launched the first version of this book and subsequently started working at Streamlit, which was acquired by Snowflake early in 2022.
Read more about Tyler Richards

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Exploring Palmer’s Penguins

Before we begin working with this dataset, we should make some visualizations to better understand the data. As we saw before, we have many columns in this data, whether the bill length, the flipper length, the island the penguin lives on, or even the species of penguin. I’ve done the first visualization for us already in Altair, a popular visualization library that we will use extensively throughout this book because it is interactive by default and generally pretty:

Figure 2.2: Bill length and bill depth

From this, we can see that the Adelie penguins have a shorter bill length but generally have fairly deep bills. Now, what does it look like if we plot weight by flipper length?

Figure 2.3: Bill length and weight

Now we see that Gentoo penguins seem to be heavier than the other two species, and that bill length and body mass are positively correlated. These findings are not a huge surprise, but getting to these simple...

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Streamlit for Data Science - Second Edition
Published in: Sep 2023Publisher: PacktISBN-13: 9781803248226

Author (1)

author image
Tyler Richards

Tyler Richards is a senior data scientist at Snowflake, working on a variety of Streamlit-related projects. Before this, he worked on integrity as a data scientist for Meta and non-profits like Protect Democracy. While at Facebook, he launched the first version of this book and subsequently started working at Streamlit, which was acquired by Snowflake early in 2022.
Read more about Tyler Richards