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: 

Mike Dezube is the Founder & CEO of Charles River Data, a Boston based data science consulting firm. Charles River Data helps its clients solve complex problems through the use of advanced data science and machine learning. More than just engineering talent, Charles River has recruited from Google, Amazon, Meta, BCG, Jefferies, and JP Morgan, bringing experience across retail, operations, GIS, defense, healthcare tech, hospitals, insurance (health and other perils), digital marketing, finance, banking, insurance and private equity.

Dezube has leveraged his 7+ years of experience at Google to both form this all-star team, seed it with a wealth of experience in the industry, and to attract seed funding to position Charles River Data for growth.

Mike also performs academic research at Mass General Brigham in cancer, opioid reduction, and improving post surgical recovery, along with acting as a GIS consultant for Blue Hills, the largest conservation land area in the Greater Boston Area.

Open Data Science

 

 

 

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

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