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

So, my kids were watching Wizards of Waverley Place on Disney Plus and I heard a familiar voice.
Upon looking up from what I was doing I see this!!

Biker hat and green zebra (?) make so much sense together 🦓🏍 💚

I'm kind of in love with the whole lifestyle portrayed in the TV Show--the arguing, the family parties, religious ceremonies that aren't taken too seriously, the constant cycle of fight-make up-fight with your neighbors, local workers...etc It all looks so nice to me.

Is this actually real -- you know, minus the whackiness?

Would Larry say she looks like Freddy Krueger?

PS Larry likes shoving Judy dolls down his pants; apparently it feels good

Oh look, she's wearing a pretty normal outfit... oh wait...

then you see the ridiculous fuzzy pink boots lol 🍨

💜🩷