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20 Oct 2025
Why would ~30% of total RNA-seq reads map to mitochondrial genes? I was surprised initially. In this case, it made sense: these cells in brown adipose tissue are packed with mitochondria for thermogenesis. iDEP gives you lots of QC plots like this for a sanity check. Don't ignore them. We need more of exploratory analysis in our workflows, not less. Explore your data! Look at the heatmap to see the overall pattern before doing stats. Lots of things can go wrong with an experiment. Interesting note: after cold treatment, the mitochondrial read % slightly decreases. Data: ncbi.nlm.nih.gov/geo/query/a… #RNAseq #Bioinformatics #Mitochondria #BrownAdipose #Thermogenesis #DataQuality #ExploratoryAnalysis #iDEP
13 Oct 2025
🚀 Big update to iDEP — our popular app for RNA-seq and omics data analysis. Visualize, analyze, & unveil pathways. In minutes! What’s new 1. Updated annotation of 13,000 genomes 2. Cleaner, faster UI with improved docs 3. Import external fold-change & p-value tables, then run clustering and pathway analysis. Why iDEP? iDEP brings together hundreds of R packages and thousands of annotation resources so any biologist can interpret RNA-seq data interactively. It is a massive Shiny app with a huge database, taking 8 years and over $1M to develop! Key features: 1. End-to-end workflow: exploratory analysis, differential expression, and pathway analysis for bulk RNA-seq or other gene-level summaries 2. Rich, interactive visuals: clustering, KEGG pathways, genome views, and more 3. Flexible use: run on the web, as an R package, or via Docker 4. Reproducibility by design: download the generated R code, data objects, reports If you work with RNA-seq or other omics data, give the new iDEP a spin—and let us know what you think! iDEP: bioinformatics.sdstate.edu/i… #RNAseq #Bioinformatics #Omics #Shiny #RStats #DataScience #Genomics #ReproducibleResearch
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13 Mar 2024
A good understanding of complicated datasets can be cleaned with a very basic method. Read the article and learn what exploratory analysis, types, tools, and more is! forms.app/en/blog/explorator… #ExploratoryAnalysis #DataScience
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I just published 📚 Data Science Book Analysis: a detailed analysis of #DataScience books on Amazon. 📘We uncover trends with #ExploratoryAnalysis, identify patterns with #clustering and reveal key insights by applying #NLP with #BERT! link.medium.com/GuwrN9HEnEb
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EDA: Unveiling insights from data 🕵️‍♀️ Exploratory Data Analysis (EDA) is crucial to understand data patterns and relationships. Learn essential techniques in R, such as summary statistics, data visualization, and identifying outliers. #DataAnalysis #ExploratoryAnalysis
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26 Apr 2022
Get an overview of the most common techniques for #featureengineering, general best practices, and ways Dataiku can help speed up the process: | bit.ly/3vfvVCm | #datascience #exploratoryanalysis #reuse #collaboration

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An appropriate #ExploratoryAnalysis shall lead to the right questions. #DataScience #RStats
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An #ExploratoryAnalysis on 7 Decades of Space Exploration Data. Fascinating insights and compelling stories from humanity’s first 7 decades in space @TDataScience #DataScience #SpaceExploration #SpaceData towardsdatascience.com/an-ex…

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24 Jan 2021
Exploratory data analysis or EDA is one of the most important but difficult to codify parts of the data science toolkit. thedatasciencekernel.com/202… #datascience #Exploratorydataanalysis #DataFrame #ExploratoryAnalysis #EDA #ImportantQuestions #Narrative #Ways #DataAnalyst #Parts

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#Day72 of #100DaysofCode (BONUS!) ✅ Decided to go ahead and push through... 🎉 I finished the #datascience assignment and hit submit at 11:23pm CT and promptly uploaded it to my @github portfolio! #datascience #exploratoryanalysis #DataAnalytics #blackindata #blackinresearch
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The heatmap shows why you should look for California SMBs in search of high-paid Data Analyst positions. kaggle.com/gawainlai/us-data… #Data #DataScience #DataAnalyst #dataviz #Python #Heatmap #ExploratoryAnalysis #jobseekers #JobSearch #Regression #MYSQL #California #Tech #smbs
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In this CI WG demo video, @NCSAatIllinois' Craig Willis presents on "NDS Workbench," a scalable platform that supports turn-key deployment of encapsulated #datamanagement analysis tools to assist #exploratoryanalysis development near #researchdatasets. youtu.be/EtG8zjtFQ6M

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Our next course DS 101 - Intro to Python for Data Science start this September 3rd! The classes are open to all levels. #applytoday at ow.ly/6TUL50vvMM9 #datascience #machinelearning #python #numpy #pandas #matplob #dataengineering #exploratoryanalysis #datamodeling
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Come to our next event and find out why data science has been the fastest-growing field three years in a row! More information and RSVP at eventbrite.com/e/data-scienc… #datascience #machinelearning #python #numpy #pandas #matplob #dataengineering #exploratoryanalysis #datamodeling
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Anomalies in Swim World Record Times Reveal Years in Which New Tech Was Adapted by the Sport! sites.northwestern.edu/elann… #dataScience #exploratoryAnalysis #swimming #theDataByte
Failed primary endpoints and worse the failed secondary too. My point is that focusing on this highlighted article in "Pediatric News" many could believe the #hype surrounding it and think it's the next vaccine approval. NOT! #datamining #exploratoryanalysis
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