Unlocking Insights in Home Values: A Multimillion-Row Journey with Polars

Abstract: 

Join us for a hands-on data adventure exploring hidden insights and nuances across all home and building values in Massachusetts. With a dataset containing 2.5 million rows, this workshop will showcase the incredible capabilities of
Polars, a data manipulation library which partners well with Pandas, in handling extensive data with a clean API, high performance and a low memory footprint, all on your local machine.

Throughout the session, we'll demonstrate how Polars empowers users to perform nuanced analyses, such as pinpointing the most expensive homes in every town and on every street in Massachusetts, or unraveling the factors influencing home prices such as style, location, acreage, year built, square footage, etc.

Whether you're a data enthusiast, analyst, or someone intrigued by the power of data analysis, this interactive workshop will leave you equipped to harness Polars' full potential for your own data exploration endeavors. Plus you’ll have a fun dataset of all home and building values (per tax assessment) at your fingertips. Time permitting, we’ll also do some GIS analysis on the dataset. Don't miss this opportunity to discover the stories hidden within the numbers and elevate your data analysis skills to new heights. Come prepared to write code in a jupyter notebook/jupyter lab, and leave with a working model and the full dataset.

Bio: 

Gleb Drobkov is the Co-Founder & Head of Strategy of Charles River Data (CRD), a Boston-based data science consulting firm.
Gleb founded CRD with Michael Dezube after leaving BCG and Google, respectively. CRD brings together talent from consulting and technology firms to build practical AI solutions that can scale with high-growth clients.

Prior to CRD, Gleb completed his undergrad and MBA at Cornell University and served in various data analytics roles at BCG X (Gamma), Capgemini and JP Morgan Chase.

Gleb’s functional areas of expertise include financial & statistical analysis and digital marketing, and his work lives on today in AI systems across multiple industries. Gleb enjoys working with bright data scientists and business leaders to solve challenging problems and unlock value hidden in the world’s data.

Open Data Science

 

 

 

Open Data Science
One Broadway
Cambridge, MA 02142
info@odsc.com

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