WEEK 2: Data Collection & Organization Fundamentals
Data Collection, Cleaning, and Organization
Details/Subtopics:
- Types of dairy data: continuous vs. categorical, time-series, event-based
- Data quality: accuracy, completeness, consistency
- Introduction to Excel/spreadsheet organization
- Basic data cleaning techniques
Activities/Tasks
- Lecture (1/27): Principles of data collection, Visualization
- Lecture (1/29): Data cleaning workflows and common issues in farm data
- Lab (1/29):
- Hands-on: Clean a “messy” CURC dataset (provided with intentional errors)
- Practice Excel functions for data organization
- Identify data quality issues and document cleaning steps
Due Dates:
- Lab worksheet on data cleaning (due start of Week 3)
Datasets/Resources:
- Sample CURC dataset with quality issues, Excel templates