--- product_id: 415451168 title: "Effective Pandas" brand: "matt harrison" price: "₹ 9435" currency: INR in_stock: true reviews_count: 13 url: https://www.desertcart.in/products/415451168-effective-pandas store_origin: IN region: India --- # Effective Pandas **Brand:** matt harrison **Price:** ₹ 9435 **Availability:** ✅ In Stock ## Quick Answers - **What is this?** Effective Pandas by matt harrison - **How much does it cost?** ₹ 9435 with free shipping - **Is it available?** Yes, in stock and ready to ship - **Where can I buy it?** [www.desertcart.in](https://www.desertcart.in/products/415451168-effective-pandas) ## Best For - matt harrison enthusiasts ## Why This Product - Trusted matt harrison brand quality - Free international shipping included - Worldwide delivery with tracking - 15-day hassle-free returns ## Description Effective Pandas: Patterns for Data Manipulation (Treading on Python) ## Images ![Effective Pandas - Image 1](https://m.media-amazon.com/images/I/51H6nxvclUL.jpg) ![Effective Pandas - Image 2](https://m.media-amazon.com/images/I/51GDLqVYCGL.jpg) ## Customer Reviews ### ⭐⭐⭐⭐⭐ 5.0 out of 5 stars You'll keep Effective Pandas within arm's reach long after you're done *by K***M on Reviewed in the United States on March 10, 2022* Effective Pandas is chock full with no-fluff, get-it-done explanations and advice to help you learn pandas or to level up your existing knowledge and skills.Matt Harrison has done a masterful job putting together an impressive and orderly collection of helpful instructions and meaningful insights on the pandas library. He starts with a peek under the covers, so you get a good understanding of the core pandas objects - Series and DataFrames - and how they work. Every ensuing chapter builds incrementally on that foundation, with clear and pertinent examples throughout. The book is laid out in such a way that topics flow naturally one to the next and are conducive to a read-through for learning the pandas library piece by piece. But it's also organized into bite-size chunks that make it easy to come back to as a reference later when you need that one little piece of information that you can't quite remember.One of the things that I really appreciate about Matt's presentation of pandas topics is that he is not shy, while also not being adamant, about sharing his thoughts on the best ways to do things. His coverage of chaining and the associated benefits to code clarity is a good case in point. Everyone is allowed their opinions, but my opinion is that his opinions on these things is pretty darn close to right.(In fact, I like Effective Pandas so much that I bought it three times - the hard copy on Amazon, a stand-alone digital copy on Matt's web site (store.metasnake.com), and later another digital copy that came bundled with some courses, also from his site. Maybe that last one doesn't completely count...)At any rate, the book is full of helpful content:- Clear explanations and usage examples of a boatload of pandas Series and DataFrame attributes and methods.- Valuable thoughts and suggestions on the best ways to combine pandas operations to be efficient and accurate.- Effective coverage of all pandas table-steaks topics: loading data, filtering, inspecting dataframes, typing, sorting, merging/joining, grouping, aggregating, shaping, melting, plotting, exporting, debugging (and even more).- Tips and insights on things like effectively chaining pandas methods, improving memory usage through manipulation of data types, making sure that appropriate constructs are used for accessing intermediate data frames in chained sequences (see notes on lambda functions in ch 10 and on the differences btw .query / .loc in ch 24, for example), and augmenting performance in some areas with Cython.If you're looking for that one resource that will help you build out your knowledge of pandas, and that you'll go back to again and again, this is it. I highly recommend that you get it now.And, of course, I also recommend checking out Matt's other book and course offerings at store.metasnake.com. There's a lot of good content there around Python and pandas that delivers value at much of the same level as what you'll see in his Effective Pandas book. ### ⭐⭐⭐⭐⭐ 5.0 out of 5 stars Pandas Pandas. *by K***Y on Reviewed in the United States on July 21, 2024* Excellent book for all the visualization techniques needed during EDA. I WOULD RECOMMEND ALWAYS ### ⭐⭐⭐⭐⭐ 5.0 out of 5 stars Really great technical breakdown of using Pandas in Data Science/Analytics *by R***Y on Reviewed in the United States on February 25, 2024* Data Science/Analytics is an interesting world where professionals in this space could have various kinds of backgrounds which can be a mix of folks who are from the traditional software engineering/programming backgrounds to less traditional backgrounds coming from corporate finance, consulting, human resources, etc, who need to get a grasp of working with data via Python.This book does a really good job in breaking down what's the most important concepts to learn based on the author's own working experiences. The biggest problem I sometimes find from other resources online and such is the material being written by programmers/software engineers and it makes no sense to write code in the methods that they have compared to how Pandas-like alternatives are being utilized like SQL and R. The author alludes to this a bit when talking about chaining and how much push-back he gets.It's one of the best technical resources to using Pandas in the most logical and efficient way possible. ## Frequently Bought Together - Effective Pandas: Patterns for Data Manipulation (Treading on Python) - Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming - Python for Data Analysis 3e: Data Wrangling with pandas, NumPy, and Jupyter --- ## Why Shop on Desertcart? - 🛒 **Trusted by 1.3+ Million Shoppers** — Serving international shoppers since 2016 - 🌍 **Shop Globally** — Access 737+ million products across 21 categories - 💰 **No Hidden Fees** — All customs, duties, and taxes included in the price - 🔄 **15-Day Free Returns** — Hassle-free returns (30 days for PRO members) - 🔒 **Secure Payments** — Trusted payment options with buyer protection - ⭐ **TrustPilot Rated 4.5/5** — Based on 8,000+ happy customer reviews **Shop now:** [https://www.desertcart.in/products/415451168-effective-pandas](https://www.desertcart.in/products/415451168-effective-pandas) --- *Product available on Desertcart India* *Store origin: IN* *Last updated: 2026-05-24*