Exploratory

Mastering the Art of EDA: 10 Expert Tips for Effective Data Analysis and Segmentation Exploratory Data Analysis (EDA) is a crucial step in the data analysis process, allowing analysts to understand the characteristics of a dataset and uncover insights that drive informed decision-making. To ensure a thorough and effective EDA process, it is essential to follow best practices that help maximize the value of the analysis. In this guide, we will explore the 10  best practices for exploratory data analysis(EDA),…

Here’s how to visualize emotion in text with Python using OpenAI and Exploratory Data AnalysisContinue reading on Towards Data Science » Here’s how to visualize emotion in text with Python using OpenAI and Exploratory Data AnalysisContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All…

A deep dive into air quality dataPhoto by Jason Blackeye on UnsplashHere you are with a dataset indexed by time stamps. Your data might be about storage demand and supply, and you are tasked with predicting the ideal replenishment intervals for a strategic product. Or maybe you need to translate historical sales information into key actionable insights for your team. Perhaps your data is financial, with information about historical interest rates and a selection of stock prices. Maybe you are tasked with modelling market…

Getting statistical insights using Pandas and the YouTube Data APIContinue reading on Towards Data Science » Getting statistical insights using Pandas and the YouTube Data APIContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their authors. If…

Unleashing the power of ChatGPT: A deep dive into an exploratory data analysis and future opportunities“An AI exploring a vast world of data. Digital art. Vivid colours.” (Author generated via DALL-E 2)ChatGPT is an extraordinary tool for working more efficiently, and that doesn’t stop with data analytics. In this article we’ll run through an example of exploratory data analysis (EDA) run by ChatGPT. We’ll cover the various stages of an EDA, see some impressive outputs (Wordclouds!) and note where ChatGPT does well (and…

Correlational analysis is one of the most basic and foundational ways to explore the relationship between two or more variables. You may have already performed correlational analysis at some point using R, and it might have looked something like this:cor_results <- cor.test(my_data$x, my_data$y,method = "pearson")cor_resultsWith an output looking like:This is the base R way to run a simple correlation for two variables that you’ve already picked out in advance.But what if you didn’t really know what you were looking…

Gettings statistical insights with Python, Pandas, and BokehSalzbrücke, Germany, Image source https://en.wikipedia.org/wiki/German_Timber-Frame_RoadGermany is not only the largest economy in Europe, but it is also a country with beautiful landscapes and an interesting culture. Unsurprisingly, Germany is a popular destination for tourists and expats from all over the world. Exploratory data… Gettings statistical insights with Python, Pandas, and BokehSalzbrücke, Germany, Image source…

Data analysis and visualization with Python, SQLAlchemy, and BokehSmart EQ Car, Image Source https://en.wikipedia.org/wiki/Smart_electric_driveWhen was the first electric car registered? (Spoiler: it was much earlier than most people may think.) Which cars are more expensive, the electric Porcshe or Jaguar? Exploratory data analysis (EDA) is not only an important part of building every data pipeline, but it is also a pretty interesting process. In the first part, I analyzed the RDW (Netherlands Vehicle Authority) dataset…

Data analysis and visualization with Python, Pandas, and BokehSmart EQ Car, Image Source https://en.wikipedia.org/wiki/Smart_electric_driveWhen was the first electric car registered? (Spoiler: it was much earlier than most people may think.) Which cars are more expensive, the electric Porcshe or Jaguar? Exploratory data analysis (EDA) is not only an important part of building every data pipeline, but it is also a pretty interesting process. In this article, I will use the Dutch RDW (Netherlands Vehicle Authority) public…

Speeding Up The Exploratory Data Analysis Workflow With The D-Tale Python LibraryImage by Photo Mix from PixabayExploratory Data Analysis (EDA) can be a time consuming but crucial part of the data science and machine learning workflow. It is through this process that we become familiar with our datasets, understand their contents, have an overview of the statistics of the data and much more. It is at this stage that we spend the majority of our time on many projects. In some cases, this can be up to 90% of the available…