Data Profiling — Having that First Date with your Data: medium.com/codex/data-profil… —————— #BI #Analytics #DataScience #MachineLearning #Statistics #DataAnalytics #DataLiteracy #DataViz #VisualAnalytics #DataStorytelling #DataScientist #ExploratoryDataAnalysis

In a world obsessed with "AI Everything," we’ve forgotten the most critical step: actually seeing the data before the model takes over. 🔍 We are drowning in black-box architectures, yet we still struggle to answer basic questions about categorical data without force-fitting a regression line. If your data isn't continuous numbers, if it's ratings, rankings, or survey responses, standard correlation (Pearson’s r) is lying to you. And jumping straight to a Logistic Regression is just guessing the architecture before you've looked at the blueprints. We need to stop "modeling" exploration. We need model-free truth first. I just published a deep dive on HackerNoon about Checkerboard Copula Regression (CCR). It bridges the gap between raw data and complex AI. Instead of assuming a shape (like a line or a bell curve), it cuts the data into a "checkerboard" grid to reveal the actual dependence structure: unbiased and transparent. The result? > 𝐍𝐨 𝐚𝐬𝐬𝐮𝐦𝐩𝐭𝐢𝐨𝐧𝐬: It works on the data you have, not the distribution you wish you had. > 𝐑𝐞𝐚𝐥 𝐢𝐧𝐭𝐞𝐫𝐩𝐫𝐞𝐭𝐚𝐛𝐢𝐥𝐢𝐭𝐲: It gives you an R^2-like score for categorical data that actually makes sense. > 𝐀𝐮𝐝𝐢𝐭𝐚𝐛𝐢𝐥𝐢𝐭𝐲: It creates a "clear box" before you build the "black box." We even released an open-source Python package (ccrvam) so you can test it yourself. 𝐃𝐨𝐰𝐧𝐥𝐨𝐚𝐝𝐞𝐝 𝐨𝐯𝐞𝐫 24,000 𝐭𝐢𝐦𝐞𝐬 𝐬𝐨 𝐟𝐚𝐫. Stop letting the model tell you what the data says. See it for yourself first. Full @hackernoon article: hackernoon.com/from-correlat… More detailed explanation about the method can be found in my 120-page statistics thesis: dhyeymavani.com/publication/… If you're more of a visual learner, here's my thesis defense slides: dhyeymavani.com/media/amhers… #DataScience #AI #Statistics #ModelFree #ExploratoryDataAnalysis #Python

1/3 Exploratory data analysis is usually where the first real insight appears. I’ve been looking for ways to make that moment clearer and more immediate. #DataVisualization #ExploratoryDataAnalysis #UXDesign #InformationDesign

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Anticipate💙... Project in Progress🚀.. #dataanalysis #excel #amazon #arrayfunction #nopivottables #techsis #MuslimahInTech #data #exploratorydataanalysis

My second data book for the year arrived today💃. Thank you so much, @GiftOjeabulu_ and Ayodele Oluleye,for making this possible🤗. In the meantime,I'll be in the kitchen with my new cookbook📚. Happy Boxing Day to you☺️! #DataScience #ExploratoryDataAnalysis #CookBook #Python

A few days ago, I made a post about why EDA is important in data analytics and I feel I should tell you some more benefits of EDA. EDA stands for Exploratory Data Analysis and you perform basic and high-level analysis in EDA to have a better understanding of the data. 𝗜𝘁 𝗵𝗮𝘀 𝘃𝗮𝗿𝗶𝗼𝘂𝘀 𝗯𝗲𝗻𝗲𝗳𝗶𝘁𝘀 𝘀𝘂𝗰𝗵 𝗮𝘀: • So, I also posted how to select relevant variables according to your business problems when your datasets are massive. EDA helps in that too. • EDA also allows you to shop for KPIs or metrics when you are familiarizing yourself with the data. • It can also allow you to flag some anomalies in the data because sometimes crucial data points can be missing. If you spend enough time in EDA, you can notice it and thus solve it. So, always perform EDA as a data analyst. Never skip it. Enjoy. Follow for more! #ExploratoryDataAnalysis #DataAnalytics #DataScience #DataAnalyst #DataExploration #EDABenefits #Analytics #DataAnalysis #BusinessIntelligence #DataDrivenDecisionMaking #DataAnalyticsUSA #USDataAnalyst #DataScienceUSA #USAnalyticsJobs #DataDrivenUSA #DataAnalyticsUK #UKDataAnalyst #DataScienceUK #AnalyticsCareersUK #BusinessIntelligenceUK #DataAnalyticsEurope #EUDataAnalyst #DataScienceEurope #EuropeanAnalytics #DataJobsEurope #DataAnalyticsSG #SingaporeDataAnalyst #SGDataScience #AnalyticsJobsSG #SingaporeAnalytics #DataAnalytics #GlobalDataAnalyst #DataScienceCommunity #DataDriven #AnalyticsCareersWorldwide

𝗔𝘀 𝗮 𝗱𝗮𝘁𝗮 𝗮𝗻𝗮𝗹𝘆𝘀𝘁, 𝗮𝗹𝘄𝗮𝘆𝘀 𝘀𝗽𝗲𝗻𝗱 𝗲𝗻𝗼𝘂𝗴𝗵 𝘁𝗶𝗺𝗲 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗶𝗻𝗴 𝗘𝗗𝗔 𝗮𝘀 👇 Follow for more! #DataAnalyst #DataAnalytics #ExploratoryDataAnalysis #EDATips #DataScience #BusinessIntelligence #AnalyticsInsights #DataTrends #USDataAnalytics #UKDataAnalytics #EuropeDataCommunity #DataScienceUK #DataScienceUSA #GlobalAnalytics #DataAnalystLife #DataDriven #AnalyticsJobs #EDABestPractices #DataQuality #AnalyticsProfessionals #UKHiring #USEmployment #DataJobsEurope #DataCareersWorldwide #TechCareers #AnalyticsCommunity #DataAnalysisUSA #HiringDataAnalysts #DataScienceCommunity

Road to AI/ML. (Week 15) Exploratory Data Analysis (EDA) - Part 1- StackOverflow survey 2020 -A case study. #Python #AdvancePython #AI #Artificialintelligence #MachineLearning #DataScientist #DeepLearning #DataEngineer #Documentary #DataAnalysis #Exploratorydataanalysis

Excited to earn a statement of acomplishmnt on #DataCamp,showcasn my dedication to continuous learning in #DataAnalysis.Completn the ExploratoryDataAnalysis in #SQL course was chalenging but rewarding.The skils gained wil enhance my ability to uncover actionable insights frm data

Excited to earn a statement of acomplishmnt on #DataCamp,showcasn my dedication to continuous learning in #DataAnalysis.Completn the ExploratoryDataAnalysis in #SQL course was chalenging but rewarding.The skils gained wil enhance my ability to uncover actionable insights frm data

📊Analyzing forest fires in Algeria! 🇩🇿 The dataset includes weather observations, FWI components, and two classes: fire and not fire. 🌡️🌧️ Dive into the #EDA : #DataScience #DataAnalysis #ExploratoryDataAnalysis

Don't settle for surface-level data! #ExploratoryDataAnalysis (#EDA) helps you delve deeper. Make informed decisions fueled by a comprehensive understanding of your data. Let's get started with your free EDA! #BigData #DataAnalysis #DataScience #NLP #ML 515tech.com/contact

Day 5 of #100DaysOfStudyingDataScience learned how to remove unwanted columns dev = df3.drop(["place_with_parent_names", "lat-lon"], axis=1) then merge my 3 datasets into one datasets and ready for EDA #DataScience #ExploratoryDataAnalysis #Python #100DaysOfCode #ZiloTech

Simple but powerful interactive data analysis in R with R/LinekdCharts. #ExploratoryDataAnalysis @GenomeBiology genomebiology.biomedcentral.…

Dear Data Analysts, What’s your observation? #EDA #ExploratoryDataAnalysis

Data Profiling — Having that First Date with your Data: medium.com/codex/data-profil… —————— #BigData #BI #Analytics #DataScience #MachineLearning #Statistics #DataAnalytics #DataLiteracy #DataViz #VisualAnalytics #DataStorytelling #DataScientists #ExploratoryDataAnalysis

🧠 An overview of Exploratory Data Analysis for data-driven insights: hubs.la/Q02dHy9D0 #exploratorydataanalysis #dataanalysis #datascience

TIEC is organizing an online session, “Introduction to Data Analysis,” on December 16 and 17. t.ly/Vd1KH #dataanalysis #ExploratoryDataAnalysis #dataprocessing

🧠 An overview of Exploratory Data Analysis for data-driven insights: hubs.la/Q02bL31Z0 #exploratorydataanalysis #dataanalysis #datascience