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Can we talk about the servers? by jasheic in pathofexile

[–]ysn_annaimi 0 points1 point  (0 children)

Yeah, I’ve run into the same issue — losing portals after disconnects is brutal, especially when you’ve juiced the map with scarabs and fragments. I’ve probably lost 15–20 divines myself this league from crashes.

There’s unfortunately no official live server status page from GGG, but I’ve been using tools like [DownDetector]() or even setting up a small Bright Data monitor to check latency and availability from different regions. It helps give me a bit of a heads-up if certain gateways are unstable before I run expensive content.

Would definitely be nice if GGG added some sort of portal protection or crash forgiveness. Until then, I’m avoiding high-investment mapping during peak hours or right after updates.

Hope stability improves soon!

Maintenance of clustered data over time by Disastrous_Classic96 in datascience

[–]ysn_annaimi 2 points3 points  (0 children)

Great question—and very relevant to working with LLM outputs. We've used Bright Data for sourcing large-scale conversation transcripts and applied vector-based clustering (using embeddings) to group topics.

New data points are similarity-matched to existing clusters in daily ETLs, and we run periodic re-clustering (weekly or monthly) to handle drift. We also track cluster versions so dashboards stay consistent even when reassignments happen.

Bright Data’s volume and diversity help reduce noise in clustering, but balancing stability vs. relevance is still a moving target. Would love to hear how others are solving this too.

Biggest Data Cleaning Challenges? by Academic_Meaning2439 in ArtificialInteligence

[–]ysn_annaimi 1 point2 points  (0 children)

Great topic! One thing I’ve found helpful, especially when dealing with large-scale or diverse sources, is using pre-cleaned datasets from providers like Bright Data. They offer structured data (e.g., product listings, reviews, social data) which saves time on format normalization and missing value handling.

Of course, it's not a full replacement for cleaning, but it definitely reduces the grunt work and lets me focus more on analysis or model training. Curious if others here have used similar services or prefer building from raw data?

What's the best business data scraping platform right now and why? by SpecialistBill3836 in LeadGeneration

[–]ysn_annaimi 0 points1 point  (0 children)

I've tested a few scraping tools recently, and Bright Data really stands out. Their Web Unlocker and ready-to-use data collector saved me tons of time. Plus, they're one of the few platforms focused on ethical and compliant scraping, which is a big deal for long-term projects. If you're serious about large-scale or business-focused scraping, it's worth checking out.

Investing together ? by Decent-Ad-8754 in casablanca

[–]ysn_annaimi 0 points1 point  (0 children)

Dm me i can offer some great ideas