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🧽 Dataset Deduplicator - Clean Any Scraped Dataset

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🧽 Upload any dataset — scraped rows, a RAG corpus, an export — and get back exact AND near-duplicates removed, plus a per-field data quality report. ✅ MinHash + LSH banding finds near-duplicate text at scale without O(n²) pairwise comparison.

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Pay per event

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mohamed alaya

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You can access the 🧽 Dataset Deduplicator - Clean Any Scraped Dataset programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

# Set API token
$API_TOKEN=<YOUR_API_TOKEN>

# Prepare Actor input
$cat > input.json << 'EOF'
<{
<  "records": [
<    {
<      "title": "Best wireless headphones 2024",
<      "body": "These wireless headphones deliver excellent sound quality and battery life for the price."
<    },
<    {
<      "title": "Best wireless headphones 2024",
<      "body": "These wireless headphones deliver excellent sound quality and battery life for the price."
<    },
<    {
<      "title": "Best wireless headphones of 2024",
<      "body": "These wireless headphones deliver great sound quality and long battery life for the price."
<    },
<    {
<      "title": "Top budget laptops this year",
<      "body": "A roundup of the best budget laptops you can buy right now, covering performance and battery."
<    }
<  ]
<}
<EOF

# Run the Actor using an HTTP API
# See the full API reference at https://docs.apify.com/api/v2
$curl "https://api.apify.com/v2/actors/that_red_bird~dataset-deduplicator/runs?token=$API_TOKEN" \
<  -X POST \
<  -d @input.json \
<  -H 'Content-Type: application/json'

🧽 Dataset Deduplicator - Clean Any Scraped Dataset API

Below, you can find a list of relevant HTTP API endpoints for calling the 🧽 Dataset Deduplicator - Clean Any Scraped Dataset Actor. For this, you’ll need an Apify account. Replace <YOUR_API_TOKEN> in the URLs with your Apify API token, which you can find under API & Integrations in Apify Console. For details, see the API reference.

Run Actor

POST
https://api.apify.com/v2/actors/that_red_bird~dataset-deduplicator/runs?token=<YOUR_API_TOKEN>

Note: By adding the method=POST query parameter, this API endpoint can be called using a GET request and thus used in third-party webhooks. Please refer to our Run Actor API documentation.

Run Actor synchronously and get dataset items

POST
https://api.apify.com/v2/actors/that_red_bird~dataset-deduplicator/run-sync-get-dataset-items?token=<YOUR_API_TOKEN>

Note: This endpoint supports both POST and GET request methods. However, only the POST method allows you to pass input data. For more information, please refer to our Run Actor synchronously and get dataset items API documentation.

Get Actor

GET
https://api.apify.com/v2/actors/that_red_bird~dataset-deduplicator?token=<YOUR_API_TOKEN>

For more information, please refer to our Get Actor API documentation.

Actors can be used to scrape web pages, extract data, or automate browser tasks. Use the 🧽 Dataset Deduplicator - Clean Any Scraped Dataset API programmatically via the Apify API.

You can choose from:

🧽 Dataset Deduplicator - Clean Any Scraped Dataset API in Python

🧽 Dataset Deduplicator - Clean Any Scraped Dataset API in JavaScript

🧽 Dataset Deduplicator - Clean Any Scraped Dataset API through CLI

🧽 Dataset Deduplicator - Clean Any Scraped Dataset OpenAPI definition

You can start 🧽 Dataset Deduplicator - Clean Any Scraped Dataset with the Apify API by sending an HTTP POST request to the Run Actorendpoint. An Actor’s input and its content type can be passed as a payload of the POST request, and additional options can be specified using URL query parameters. The 🧽 Dataset Deduplicator - Clean Any Scraped Dataset is identified within the API by its ID, which is the creator’s username and the name of the Actor.

When the 🧽 Dataset Deduplicator - Clean Any Scraped Dataset run finishes you can list the data from its default dataset(storage) via the API or you can preview the data directly on Apify Console.

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Clean, normalize and deduplicate any dataset: field names, whitespace, empty values, numbers, plus exact and fuzzy duplicate removal.

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Text Dedupe — exact & near-duplicate detection, Japanese ready

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Detect exact and near-duplicate texts in scraped or collected datasets: normalized hashing for exact matches plus character-shingle Jaccard similarity for near matches. Works on Japanese (no word tokenization needed). Returns per-text verdicts and duplicate clusters. No LLM cost.

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Validate any Apify dataset for data quality issues. Check emails, URLs, phones, duplicates, and missing fields.

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Dataset Deduplicator & Cleaner

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Returns your records with duplicates removed and values normalized — same fields as the input, nothing added or renamed. Exact, normalized or fuzzy matching on keys you choose. A data quality report lands under QUALITY_REPORT. Takes a dataset ID or inline JSON, so it chains after any scraper.

Radosław Szal

Dataset Deduper | Exact & Fuzzy Dedupe for Any Dataset

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Collapse duplicates in any dataset, in two passes you control. Exact matching ignores case, punctuation, and word order; an optional fuzzy pass catches the near-duplicates normalization cannot. Every decision is explained in an audit trail, and a cross-run ledger remembers what you already got.

Brandon Mensing

Sitemap to RAG Dataset

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Convert any website sitemap into an LLM-ready dataset for RAG pipelines.

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Google Dataset Search Scraper

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Extracts dataset titles, repositories, publishers, descriptions, formats, licenses, update dates, and dataset links from Google Dataset Search.

Search API

Dataset Deduplicator v2

zentrafoundry/dataset-deduplicator-v2

Transform dataset deduplicator v2 inputs into structured rows, clear errors, confidence signals, and automation-ready output.

Zentra

Scraped Data Cleaner & Converter (No-Code CSV/JSON Tool) Rental

m3web/scraped-data-cleaner-rental

Clean and organize scraped .json or .csv data — no coding required. Remove duplicates, empty rows, unwanted columns, and sort by any field. Cleaned results are pushed to your Apify dataset. Perfect for marketers, researchers, and no-code workflows.

M3Web

5.0

🧩 RAG Dataset Builder - Crawl to Embedding-Ready Chunks

that_red_bird/rag-dataset-builder

🧩 Crawl a site and get back a FINISHED, embedding-ready RAG dataset — not just clean text. ✅ Semantic chunking on heading boundaries, never mid-code-block or mid-table. ✅ Token estimator, configurable overlap, near-duplicate removal, full provenance per chunk.