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Data Science
Discussion List
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5BRAIN (Business Research Analysis Nexus) - RID (Research Insight Discovery)Finding the Insights Hiding in Your Data: Building an AI Research-Discovery Agent on Oracle AI Data Platform How BRAIN (Business Research and Analytical Insight Nexus) s…Vedant Karlekar-Oracle 720 views 4 comments 5 points Most recent by InsightSeeker-Oracle Oracle Analytics Data Visualization Gallery -
9Visualizing the Intersections of DataI was inspired by some of the visualizations that our research faculty designed and wanted to see if I could reproduce it in Oracle Analytics. See the link I posted for …Vaughn Sousa 339 views 3 comments 9 points Most recent by mgoswami Oracle Analytics Data Visualization Gallery -
6From raw loan data to a morning credit review, in one platform: Oracle AI Data Platform with OACOver the past few weeks, I've been spending time exploring the latest capabilities in the Oracle AI Data Platform, and I ended up building something I genuinely enjoyed:…InsightSeeker-Oracle 953 views 5 comments 6 points Most recent by Brendan T Oracle Analytics Data Visualization Gallery -
6Spend Analytics Dashboard project1. Which dataset did you use? I used a Procurement Spend Transaction dataset, which includes procurement records such as Transaction ID, Supplier Name, Category, Cost Ce…User_ON1XC 724 views 5 comments 6 points Most recent by Honorio Hernández-Oracle Oracle Analytics Data Visualization Gallery -
12FIFA 2026 World CupThe FIFA 2026 World Cup has arrived What makes a World Cup contender? Dive into my FIFA 2026 analytics dashboard featuring power rankings, player performance metrics, ta…William Wandurraga-Oracle 1.7K views 9 comments 12 points Most recent by William Wandurraga-Oracle Oracle Analytics Data Visualization Gallery -
14Student Cards: Turning an Oracle Analytics Visualization into an App-Like DashboardWe wanted to test whether a single custom visualization could behave like a dashboard experience, instead of stitching together many separate tiles. The goal was an app-…Vaughn Sousa 3K views 21 comments 14 points Most recent by William Wandurraga-Oracle Oracle Analytics Data Visualization Gallery
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Model artifacts are either not generated or not available locallyI have a python data science model but when I run it I encounter the following error: File "/home/datascience/Main.py", line 243, in sk_model.save() File "/opt/conda/li…Stefano_Mazzocca 56 views 1 comment 0 points Most recent by Mallikarjuna Kuppauru-Oracle Oracle Fusion Data Intelligence Forum -
12Global Energy Risk and Sustainability Intelligence1. Which dataset did you use? I used multiple datasets related to climate, energy, and geopolitics: OWID_CO2_DATA (owid-co2-data.csv) → Contains country-wise CO₂ emissio…Niharika Jayakrishnan 470 views 30 comments 12 points Most recent by Niharika Jayakrishnan Oracle Analytics Data Visualization Gallery -
5Match Rings: At-a-Glance Progress and BreakdownI noticed that our communications office created a one-off visual ring chart for our Match Day communications and wanted to recreate that fast, at-a-glance readability i…Vaughn Sousa 176 views 0 comments 5 points Started by Vaughn Sousa Oracle Analytics Data Visualization Gallery
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Error while trying to upload regression modelWe are following this guide: https://blogs.oracle.com/analytics/create-a-data-science-model-for-oac We are trying to upload a multiple linear regression model in python …Stefano_Mazzocca 33 views 1 comment 0 points Most recent by Brendan T Oracle Fusion Data Intelligence Forum
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153AI Feature Adoption in Oracle Fusion1. Which dataset did you use? I used a dataset of aggregated telemetry data from Oracle Fusion which enables the calculation of various AI metrics. For this visualisatio…Christian Rodriguez Jacobs-Oracle 1.7K views 35 comments 153 points Most recent by Christian Rodriguez Jacobs-Oracle Oracle Analytics Data Visualization Gallery -
20PharmaSignal Intelligence1. Which dataset did you use? Life Science: Case Info dataset provided by Oracle (although I had to export it to amend some weird dates that was causing issues on joints…Isabel-Oracle 247 views 5 comments 20 points Most recent by Steven Stalley -Oracle Oracle Analytics Data Visualization Gallery -
27When People Leave: Building a Data-Driven Attrition Report1. Which dataset did you use? HCM Attrition dataset, enhanced to reflect a realistic workforce environment. The original dataset contained several atypical distributions…Isabel-Oracle 773 views 7 comments 27 points Most recent by Corina Trif - Oracle-Oracle Oracle Analytics Data Visualization Gallery
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8The Hidden Cost of Hiring Misalignment1. Which dataset did you use? HRDataset_v14 (Version 14, updated January 2023), a publicly available HR dataset originally authored by Dr. Carla Patalano and Dr. Rich Hu…Nicole Knudtson 708 views 5 comments 8 points Most recent by Jamie Anderson-Oracle Oracle Analytics Data Visualization Gallery -
7The Evolution of IPL Cricket1. Which dataset did you use? I used the IPL dataset (2008–2025) from Kaggle. It has ball-by-ball data, player stats, and match results. 2. How did you analyze or prepar…User_IJAUI 215 views 6 comments 7 points Most recent by Brendan T Oracle Analytics Data Visualization Gallery -
1BirdSight Analytics: Exploring Patterns in Observation DataThis dashboard analyzes bird observation data collected from HBA (Hyderabad Birding Atlas) to uncover meaningful patterns in species distribution, geographic activity, a…User_A8AED 54 views 0 comments 1 point Started by User_A8AED Oracle Analytics Data Visualization Gallery
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1Super Market Sales AnalysisOverall, this supermarket is in a good position, total sales stand at around $2.29M, with a profit of about $285K. That shows the business is profitable, but margins are…parthchvhn-Oracle 53 views 0 comments 1 point Started by parthchvhn-Oracle Oracle Analytics Data Visualization Gallery
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10Manufacturing Execution & Customer Impact Dashboard1. Which dataset did you use? Created my own dataset to showcase one of the customer use-cases for Manufacturing Execution. 2. How did you analyze or prepare the data? I…Lakshmi Sampath-Oracle 219 views 5 comments 10 points Most recent by David Schmida Oracle Analytics Data Visualization Gallery -
4Procurement DashboardHello OAC Community! This is my very first time building a dashboard, and I’m excited to share how I used Oracle Analytics Cloud to transform a standard procurement data…User_JT35I 310 views 2 comments 4 points Most recent by User_JT35I Oracle Analytics Data Visualization Gallery -
5Life Science Pharmacovigilance Case Analytics Dashboard1. Which dataset did you use I used a Life Science Pharmacovigilance Case Reporting dataset, which contains information related to patient case reports including demogra…User_ON1XC 126 views 2 comments 5 points Most recent by Bhaskar Konar Oracle Analytics Data Visualization Gallery