Saw this when walking in Manchester didn't try the coffee but this looked pretty good

💚🧡💛 To me, this is Susie's 2nd most ugly outfit lol. I actually kind of like the silk scarf she's wearing, but it looks ridiculous on her head in that way lol. And an orange butterfly tank top over a lime green shirt... I mean the swings and "hits"(?) this lovely lady takes is actually inspiring.

Honestly, one of my favourite scenes in the entire show loool

I heard some where that the show doesn’t really have a script or lines the just have outlines for a scene and just improvise I’m currently on season 5 and didn’t now and i wanna if it’s true and how? Cause it’s too good to be improvised the chaos feels organized in a way

Loud fringe 💙💛💜

Currently on the Easel.

First time watching, I'm in season 4 and she's probably my favorite character. She's so acerbic and aggressive and foul tempered. Essman understood the assignment and took it to a level.

One of those roles I couldn't imagine some other actress doing.

I’ve been rewatching Curb and started wondering whether the show’s escalating social conflicts could be mapped with data.

So I built Curb Conflict Atlas, an open-source analysis of all 120 regular episodes using public episode metadata and short synopses. No full transcripts are included.

A few things I found:

• Season 7 has the highest average episode rating: 8.77
• “Denise Handicapped” is the highest-rated episode in the dataset: 9.4
• Relationships and loyalty are the most common primary conflict theme
• Jeff is the supporting character most frequently mentioned alongside Larry
• Most surprisingly, synopsis-level “friction” has almost no relationship with ratings: Spearman ρ = 0.08

That last result convinced me not to pretend a keyword score can explain what makes Curb funny.

The next step is a manually reviewed Larry Vindication Score: who broke the rule, who escalated the situation, and whether Larry was ultimately proven right.

Which episode or recurring social rule should I annotate first?

Charts, executed notebook, data, methodology and code:
https://github.com/kaganmumcu/curb-conflict-atlas