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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The keyword "tamilaundysex top" reveals a specific, adult-focused internet search that taps into a cultural archetype for the purpose of fantasy. While this search may stem from natural human curiosity, the online avenues available for it are filled with significant psychological, security, and legal dangers. The responsible alternatives—exploring Tamil cinema, learning about its culture, or accessing proper sex education—are safer and far more enriching. They allow for the celebration of Tamil heritage and a healthy understanding of human sexuality without the significant risks involved.

From the ancient epic of Gilgamesh to modern streaming sensations, human storytelling has always centered on one core element: the way we connect. At the heart of this enduring fascination are relationships and romantic storylines. Whether found in a classic novel, a Hollywood blockbuster, or our own daily lives, romantic narratives do more than just entertain us. They serve as a mirror to our deepest desires, psychological needs, and cultural values. Understanding the mechanics of these storylines reveals not only how great fiction is crafted, but also how we navigate our own real-world partnerships. The Psychology Behind Our Obsession with Romance

While tropes provide a familiar framework, the best stories subvert them to keep the audience guessing: tamilaundysex top

Elias preferred his world in spreadsheets—logical, predictable, and quiet. When the city council assigned him to co-manage the community garden with Maya, a freelance muralist who measured time in brushstrokes and "vibes," he viewed it as a professional catastrophe. To Elias, the garden was a grid; to Maya, it was a living canvas.

The human heart is hardwired for connection. From the earliest oral traditions to modern streaming platforms, narratives centered on relationships and romantic storylines have remained the most enduring and universally consumed forms of fiction. Whether it is a classic tragedy like Romeo and Juliet or the viral, high-concept tropes of modern contemporary romance novels, love is the ultimate narrative engine. They allow for the celebration of Tamil heritage

Today, relationships and romantic storylines continue to evolve, reflecting the diversity of human experience. With the rise of social media, streaming platforms, and online content, we're exposed to a vast array of stories and perspectives.

Our brains often struggle to distinguish between a fictional experience and a real one. When reading about a character’s first kiss or a heartbreaking breakup, the same neural pathways light up as if we were experiencing those moments ourselves. Whether found in a classic novel, a Hollywood

Writing chemistry is the "lightning in a bottle" of romantic storylines. Chemistry is rarely about grand declarations of love; it is about and attention .

The initial, often unusual or humorous encounter that establishes the spark between characters.

The final stage is not necessarily a wedding or a grand gesture, but an act of acceptance. The characters choose each other, fully aware of the other’s flaws. It is a shift from needing the other person to choosing them.

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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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