#Data Raw

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#Data Raw Reel by @sigmaberryhq - 🚨 HISTORIC DATA LEAK EXPOSES 16 BILLION CREDENTIALS 😱

A shocking new cyber incident has just been uncovered, one of the biggest data leaks in histo
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@sigmaberryhq
🚨 HISTORIC DATA LEAK EXPOSES 16 BILLION CREDENTIALS 😱 A shocking new cyber incident has just been uncovered, one of the biggest data leaks in history. Over 16 BILLION login credentials tied to services like Google, Apple, Facebook, Telegram, GitHub, and even government platforms have been discovered online. This isn’t old or recycled data, experts say a lot of it is freshly stolen, likely through powerful info-stealer malware that infects devices and silently logs usernames, passwords, and even session tokens. The leaked credentials were found in 30+ datasets, with some single dumps containing over 3.5 billion records each 😨. Analysts are calling it a “supermassive breach” that could fuel a wave of cybercrime from phishing and identity theft to account hijacking. 🌐 Victims include everyday users, developers, and even government workers. 🔓 No one is safe if your data was collected. Cybersecurity experts warn this could mark the start of a new digital crime wave, with the dark web already circulating these credentials at scale. 🧠 The world is now on high alert. 📢 Share this to raise awareness. The internet just got a little more dangerous. #databreach #cyberattack #technews #dataleak #16billionleak #digitalsecurity #privacybreach #darkweb #cybercrime #hackeralert #internetnews #breakingnews
#Data Raw Reel by @vishwatechtalk - ⚙️ DATA PROCESSING - Turning Raw Data into Meaning
Raw data has no value until it's processed.
This is where cleaning, transforming, validating, and e
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@vishwatechtalk
⚙️ DATA PROCESSING – Turning Raw Data into Meaning Raw data has no value until it’s processed. This is where cleaning, transforming, validating, and enriching happen. Batch jobs or real-time streams—data processing ensures: ✔ Errors are removed ✔ Formats are standardized ✔ Business logic is applied ✔ Data becomes analytics-ready From Spark jobs to streaming pipelines, this step decides the quality of insights you’ll ever get. 📊 No processing → No intelligence ⚡ Strong processing → Powerful decisions #DataProcessing #DataEngineering #BigData #ApacheSpark #DataPipeline ETL ELT
#Data Raw Reel by @loresowhat (verified account) - Everyone says "learn statistics" but nobody shows you how it works in actual SQL queries 📊

Here's the exact statistical pipeline I run on every tran
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@loresowhat
Everyone says “learn statistics” but nobody shows you how it works in actual SQL queries 📊 Here’s the exact statistical pipeline I run on every transaction dataset: Descriptive stats (mean, median, mode, standard deviation, variance). Percentiles and quartiles (25th, 50th, 75th, 90th to understand distribution). IQR method for outlier detection (Q1 minus 1.5×IQR, Q3 plus 1.5×IQR). Correlation analysis (Pearson coefficient between transaction amount and customer age). Frequency distribution with bins (use case statements to group ranges). Z scores for anomaly detection (flag transactions that are X standard deviations from mean). This is how you actually apply statistics in SQL, not just theory from a textbook. Comment “CODE” for the full script. Save this before your next analysis 🎯 #SQLStatistics #StatisticsForDataAnalysis #AdvancedSQL #DataAnalyticsTutorial
#Data Raw Reel by @thephdstudent (verified account) - Data visualisation book recommendation for anyone who wants to turn data into interactive stories, not just static charts 📊🌍💻

✨ Teaches you how to
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@thephdstudent
Data visualisation book recommendation for anyone who wants to turn data into interactive stories, not just static charts 📊🌍💻 ✨ Teaches you how to move from spreadsheets to web-based visualisations ✨ Covers tools like Google Sheets, Datawrapper, Tableau Public, Chart.js & Leaflet ✨ Perfect if you want to communicate data clearly — even without heavy coding ✨Open-source so freely available online 📌 Hands-On Data Visualization: Interactive Storytelling from Spreadsheets to Code — Jack Dougherty & Ilya Ilyankou 💭 Summary: This book shows you how to clean, analyse, and visualise data using practical tools — starting with spreadsheets and moving into customisable web-based charts and maps. It’s especially useful if you want to share your work online and make your data interactive, not just informative. If you’re learning data science, bioinformatics, or just want to present your work better, this is a great place to start 🤍 📌 Save this for later — I’ll be sharing more recommendations soon. #womeninstem #datavisualization #datascience #bioinformatics #tech
#Data Raw Reel by @data_with_anurag (verified account) - 🚨 Want to become a Data Analyst but don't know where to start? 👀

I've got you covered - Microsoft has launched a dedicated learning path with free
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@data_with_anurag
🚨 Want to become a Data Analyst but don’t know where to start? 👀 I’ve got you covered — Microsoft has launched a dedicated learning path with free resources to help you master Data Analytics step by step! 📊 💬 Comment “DATA” and I’ll DM you the complete roadmap + official Microsoft resources. ✅ Beginner to advanced topics covered ✅ 100% FREE learning materials ✅ Certificate-ready path to build your career 🔥 This is your sign to start learning data analytics the right way — straight from Microsoft! 🚀
#Data Raw Reel by @analysisbybhima - Turning raw data into meaningful insights 📊
Every dataset tells a story - the analyst just has to uncover it.
Practicing Python, NumPy, Pandas and st
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@analysisbybhima
Turning raw data into meaningful insights 📊 Every dataset tells a story — the analyst just has to uncover it. Practicing Python, NumPy, Pandas and statistics to sharpen my data analysis skills. 🚀 #DataAnalysis #Python #NumPy #Pandas #DataScience
#Data Raw Reel by @jayenthakker - You don't need to be a machine learning expert…
…but knowing these 6 algorithms? That's how you stop being 'just another analyst' and start turning he
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@jayenthakker
You don’t need to be a machine learning expert… …but knowing these 6 algorithms? That’s how you stop being ‘just another analyst’ and start turning heads in the data world. 👀💡 From simple Linear Regression to powerful Decision Trees 🌳 — these algorithms help you do way more than just describe data. They help you predict, classify, and uncover patterns that would otherwise go unnoticed. And the best part? You don’t need a PhD to start using them — just curiosity and the right breakdown (which is exactly what this post gives you). 😉 -- Follow @metricminds.in and @jayenthakker ➕ Helping future analysts build confidence, skills & cleaner datasets. #DataCleaning #AnalyticsTips #DataCleaningMatters #LearnData #datavisualization #dataanalytics #datascience #metricminds #sql #python #ai #trending #foryoupage #india #LearnWithMe
#Data Raw Reel by @volkan.js (verified account) - Comment "DATA" for the links.

You Will Never Struggle With Data Science Again

📌 Learn the most important foundations with these beginner-friendly r
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@volkan.js
Comment "DATA" for the links. You Will Never Struggle With Data Science Again 📌 Learn the most important foundations with these beginner-friendly resources: 1️⃣ Learn Python for Data Science – FreeCodeCamp’s full beginner course 2️⃣ Essence of Linear Algebra – 3Blue1Brown’s visual, intuitive playlist 3️⃣ Statistics – A Full Lecture (2025) – step-by-step breakdown of core stats concepts Stop feeling overwhelmed by Python, statistics, or linear algebra. These tutorials simplify the fundamentals of Data Science with clear explanations, visuals, and real-world examples. Whether you’re preparing for a career in Data Science, getting into machine learning, or just curious about data analysis, this is the fastest way to finally understand how it all fits together. Save this post, share it, and turn confusion into clarity with Python, Stats, and Linear Algebra for Data Science 📊
#Data Raw Reel by @onestopdata (verified account) - You cannot become a data analyst if you can't do these things (shared the tools I use in the end)🔥🔥

Follow @onestopdata for data related content!
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@onestopdata
You cannot become a data analyst if you can’t do these things (shared the tools I use in the end)🔥🔥 Follow @onestopdata for data related content! ✅The most imp thing data analysts do is to understand the business requirements. (1) Gathering Data This means collecting data from different sources. Many a times this is done in collaboration with data engineers and architects hence usually the data analyst doesn’t have to do a lot in this. (2) Cleaning Data Going through the data and trying to understand it, making corrections where needed such as removing outliers or data that should not be included in the analysis. This step can take a lot of time, but understanding the data is crucial before you start to process it. (3) Processing data The data processing part of the process is where I use my skills and tools to analyze the work and come up with solutions for the problem at hand. (4) Creating reports for business leaders As an analyst, a lot of my time goes into creating and maintaining reports/dashboards for stakeholders and business leaders. This means showing the metrics and KPIs in the best manner possible to help drive business decisions. The best analysts are those that can use data to tell a story. (5) Collaborating with people This one is my favorite! As a data analyst, you work with many people across departments, both senior and junior. You’ll also likely collaborate closely with other people who work in data science like data architects and database developers. Tools I use: Excel,PowerBI,SQL and Python(sometimes) #dataanalytics #onestopdata #datacleaning #dataprocessing #dashboard #reports #sql #powerbi #excel #python
#Data Raw Reel by @yunggeeski_ (verified account) - Food vs War. In dollars.

This chart shows annual U.S. federal spending levels on:
	•	SNAP (food assistance)
	•	National defense

Methodology:
	•	Data
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@yunggeeski_
Food vs War. In dollars. This chart shows annual U.S. federal spending levels on: • SNAP (food assistance) • National defense Methodology: • Data from BEA / FRED • Annual federal outlays • Nominal dollars, shown in billions ($B) • No per-capita scaling, no inflation adjustment, no ratios • Same unit, same scale, same years Just raw budget priorities over time. People argue endlessly about food assistance. They rarely look at what actually dwarfs it.
#Data Raw Reel by @danangkumara - Belajar Data Science dan Machine Learning jadi lebih mudah dengan Orange Data Mining! 🍊💻 Tutorial lengkap ini akan membantu Anda memahami analisis d
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@danangkumara
Belajar Data Science dan Machine Learning jadi lebih mudah dengan Orange Data Mining! 🍊💻 Tutorial lengkap ini akan membantu Anda memahami analisis data interaktif tanpa coding. Langkah mudah untuk menguasai dunia Data Science! 🚀 #BelajarDataScience #OrangeDataMining #DataScience #MachineLearning #AIProjects #TutorialDataScience #DataAnalysis #TeknologiTerkini #BelajarMachineLearning #InteractiveData #InovasiTeknologi #DataMiningTools #AICommunity #DataEnthusiast #FutureTech
#Data Raw Reel by @mar_antaya (verified account) - Using real world data is always best for when building and learning because data is THE most important part of your model!!!! #data
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@mar_antaya
Using real world data is always best for when building and learning because data is THE most important part of your model!!!! #data

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