De-duplicate and find matches in your Excel spreadsheet or database

Dedupe.io is a powerful tool that learns the best way to find similar rows in your data. Using cutting-edge research in machine learning we quickly and accurately identify matches in your Excel spreadsheet or database—saving you time and money.


Trusted at organizations around the world

Minneapolis Star Tribune
360Giving
VCA Inc
Open Secrets
Entytle Aftermarket engagement platform
St Charles County, MO


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In today’s world of big data, there’s never been more information available to work with. Unfortunately, all this data is hard to use, especially if it’s been entered by hand or comes from different systems. The simple task of figuring out who is who in a spreadsheet or database can be a daunting, time-consuming task.

Dedupe.io

That’s where Dedupe.io comes in. We developed the best dynamic and scalable solution for de-duplicating and linking datasets, and built a simple step-by-step wizard for anyone to use it.

Read more about how and why we built Dedupe.io »

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  • De-duplicating customer records
  • Combining lists of addresses or businesses
  • Master data management
  • Merging different database systems
  • Creating a master list of products or parts
  • Cleaning up lists of names and emails
  • Finding contributions in campaign finance
  • Cross-referencing government records

And much more!
Not sure about your use case? Drop us a line [email protected]


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Select examples of impactful projects powered by Dedupe.io and the dedupe python library.


See more examples >



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Find duplicates in a spreadsheet

Upload a spreadsheet and find all exact and similar records within it

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Merge multiple files

Link together two or more spreadsheets and find overlapping records in each

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Check against a canonical list

Upload a master list and check new spreadsheets against it

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Watching heightened romantic conflict allows audiences to process complex feelings like jealousy, grief, and passion from a safe, risk-free distance.

Period romantic dramas remain a gold standard of prestige entertainment. Authors like Jane Austen and the Brontë sisters laid blueprints that Hollywood still replicates. Modern adaptations, like Netflix’s Bridgerton , reinvent these classic tropes by infusing contemporary music, diverse casting, and modernized pacing, proving that historical romance can drive massive modern engagement. The Television and Streaming Boom

Offers high initial tension and witty banter. The gratification comes from watching mutual animosity dissolve into vulnerability.

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So, what is the secret alchemy of Romantic Drama? Why does watching two people scream at each other in the rain feel more satisfying than watching them agree on a grocery list?

Today, the home of high-quality is streaming. Series like Normal People , Bridgerton , and One Day have redefined the genre. Unlike films, TV shows allow for "slow burn" drama—episodes of miscommunication, longing glances, and the painful realism of growing apart. Streaming has also allowed for diversity in storytelling, introducing global hits like Crash Landing on You (South Korea) and Elite (Spain), proving that heartbreak is a universal language.

Behind the tears and sweeping declarations lies a highly calculated business model. Romantic dramas offer media companies an exceptional return on investment (ROI) compared to visual-effects-heavy sci-fi or action blockbusters. Genre Feature Action / Sci-Fi Blockbuster Romantic Drama CGI, stunt teams, practical effects High-quality writing, casting chemistry Production Speed Years of post-production Weeks to months of shooting Merchandising / Lifespan Toys, games, theme parks Soundtrack streams, book tie-ins, high replay value Audience Retention Event-based, front-loaded ticket sales Consistent, loyal, long-term streaming engagement : These are common medical or technical shorthand

It seems counterintuitive to seek out entertainment that induces crying, anxiety, or secondhand embarrassment. Yet, audiences intentionally subject themselves to the agonizing "will-they-won't-they" dynamics of fictional couples. Controlled Emotional Release

The contemporary landscape of romantic drama is marked by increased diversity, complexity, and nuance. Films like Crazy Rich Asians , To All the Boys I've Loved Before , and Moonlight have broken box office records and pushed the boundaries of representation, showcasing the richness and diversity of human experience.

Shows like The Crown or Outlander combine the stakes of political history with intense personal romances. The rigid social rules of the past inherently create the friction needed for dramatic tension. Contemporary Realism In the 19th century

The search for "self" produced content is part of a larger trend in the adult entertainment industry. More and more, performers are moving away from traditional studios and embracing a creator-driven model. This approach gives the performer more control over their content, schedule, and earnings.

I can generate a curated list of recommendations tailored to your exact emotional palette. Share public link

Before television, romantic drama thrived in theatre and literature. Shakespeare’s Romeo and Juliet established the archetypal "star-crossed lovers" trope. In the 19th century, authors like Jane Austen and Charlotte Brontë introduced sharp social commentary into romantic narratives, proving that love stories could serve as critiques of class and gender constraints. The Golden Age of Cinema and Soap Operas

The Chemistry of Captivation: Why Romantic Drama Rules Global Entertainment

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Upload your data

Upload any spreadsheet or connect directly to your database

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Train it

You provide training on the right way to identify similar records in your data

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Validate and download

Matches are automatically found for you to review and then download


Learn more about how it works »

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