I'm not sure last night at Hampden will be beaten. Seen so many disappointments watching Scotland, but they're all worth it for that match. The stoppage time goals and celebrations will live with me forever. Amazing, emotional - World Cup bound! 🏴 #SCODEN
Family, academy and the McTominay journey. He's an inspiration to so many with his ability and humility. McTominay's story is also a reminder of the importance of those who nurture young talents. Column #MUFC #SCODEN #SCO open.substack.com/pub/henrywinte…
literally tearing up at all the celebrations videos from last night, god bless those who filmed the last minute of that game, what a beautiful game it is!!! we’ll be coming 🏴🇺🇸 #SCODEN
The referee in the #scoden game last night must’ve thought Denmark were playing Liverpool after he handed them a penalty for a none foul outside the box.
PCA transforms high-dimensional data into a clear, interpretable picture of a community. It’s one of the most powerful tools in social research for simplifying data, revealing patterns, and communicating insights visually.
#Epstein
#SCODEN
#InternationalMensDay
Through PCA, researchers can see how multiple survey questions combine into broader dimensions. It reveals hidden social structures and helps explain variation in wealth, trust, or digital behavior.
#Epstein
#SCODEN
#InternationalMensDay
PCA produces a scatterplot where each dot represents one respondent. Clusters naturally emerge, showing groups of people who share similar socioeconomic or political traits. It turns abstract data into a visual story.
#Epstein
#SCODEN
#InternationalMensDay
In this example, PCA uncovers three key components:
✅PC1: Socioeconomic Status
✅PC2: Political Engagement
✅PC3: Digital Connectedness
These components are not directly surveyed — they are constructed from patterns in the data.
#Epstein
#SCODEN
#InternationalMensDay
PCA reduces this complexity by identifying the main underlying dimensions that explain most of the variation in the data. It finds the “core themes” that summarize the dataset.
#Epstein
#SCODEN
#InternationalMensDay
Before PCA, the dataset exists in a highly cluttered, multidimensional space. It’s difficult to see patterns or relationships clearly because the variables interact in complex ways.
#Epstein
#SCODEN
#InternationalMensDay
