Sangy Community

Python for Data Analysis
Use Python to clean, analyze, and visualize data. This is the go-to space for learners using Pandas, NumPy, and more.

Setup & Installation:
Need help installing Python or setting up your environment? Start here.

Pandas & Numpy:
Ask questions and share code related to data manipulation with Pandas or NumPy.

Data Visualization (Matplotlib, Seaborn, Plotly):
Discuss Python libraries for data visualization.

Machine Learning with scikit-learn:
Explore classification, regression, and clustering using scikit-learn.

Excel for Data Analysis
Learn how to explore and analyze data using Microsoft Excel. Perfect for beginners and those looking to master Excel’s built-in tools.

Getting Started with Excel:
Ask questions about Excel basics like formulas, formatting, and navigating spreadsheets.

Power Query & Power Pivot:
Work with large datasets using Power Query and Power Pivot. Ask about data cleaning and modeling.

Dashboards & Data Visualization:
Share tips and get help with creating interactive charts and dashboards.

Tips, Tricks & Troubleshooting:
Stuck on a task? Find solutions and time-saving tricks here.

Power BI
A space to discuss Power BI, Microsoft’s powerful business intelligence tool for creating reports and dashboards.

Beginner Questions:
New to Power BI? Ask your basic questions here.

DAX & Data Modeling:
Learn and troubleshoot DAX functions, relationships, and data models.

Power BI Service & Deployment:
Discuss publishing, sharing, and managing reports online.

Visualization Techniques:
Share and improve your Power BI charts and visuals.

R for Data Analysis
This forum is for those who use R for data science, statistics, and reporting.

Getting Started with R:
Ask your beginner questions and get help with setup.

Tidyverse & Data Manipulation:
Discuss dplyr, tidyr, and other Tidyverse tools.

ggplot2 & Visualization:
Get help creating stunning visualizations with ggplot2.

R Markdown & Reporting:
Tips and help with creating reports and reproducible analysis using R Markdown.

SPSS, SAS & STATA
This is the place to ask about older but still widely-used tools in academia, government, and research.

General Discussion:
Compare tools or ask which one suits your analysis.

Statistical Analysis Techniques:
Talk about hypothesis testing, regression, and other statistical methods.

File Import/Export Help:
Need help getting data into or out of these tools? Post here.

SQL & Databases
Discuss using SQL for querying databases. Topics range from beginner SQL to more advanced performance tips.

SQL Basics (SELECT, JOIN, WHERE):
Learn and practice basic SQL syntax and queries.

MySQL, PostgreSQL, SQLite:
Tool-specific discussions for SQL-based database systems.

Query Optimization:
Share and solve performance issues in your queries.

Working with Big Data:
Learn about handling large datasets and tools like BigQuery or Hive.

Tableau & Data Visualization Tools
For those building dashboards and interactive visuals with Tableau and similar tools.

Tableau Desktop Help:
Installation, connection, and layout issues.

Calculations & Interactivity:
Discuss calculated fields, filters, and user controls.

Dashboard Building:
Share your dashboard layout questions and ideas.

Other Visualization Tools (Qlik, Looker, etc.):
Ask questions or share experiences with other BI platforms.