Cleaning text data is 80% of any NLP project — here's my actual checklist: Strip HTML, hashtags, ...

Cleaning text data is 80% of any NLP project — here's my actual checklist: Strip HTML, hashtags, ...Cleaning text data is 80% of any NLP project — here's my actual checklist: Strip HTML, hashtags, ...

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Sowmya Lanka

• Aug 18

Cleaning text data is 80% of any NLP project — here's my actual checklist:

Strip HTML, hashtags, special characters

Lowercase + tokenize

Remove stop words (carefully — sometimes they matter)

Lemmatize, don't just stem, if word meaning matters

Most "bad model" complaints I've seen are actually bad-data problems.

JAYUSH PACHORI

• 14h

Got it! Here is the finalized, ready-to-paste text formatted perfectly for your Contra post:

Stop wasting hours on manual spreadsheets & messy data. 📊✨

Messy data and manual tracking cost businesses valuable time and money. I help founders, e-commerce brands, and teams turn chaotic spreadsheets into automated, clear, and powerful Excel dashboards.

Here is what I bring to your project:

Data Entry & Data Cleaning: 100% accurate, organized, and reliable datasets.

Advanced Excel Formulas: VLOOKUP, XLOOKUP, INDEX/MATCH, and custom formulas to streamline calculations.

Interactive Dashboards & Reporting: Visual insights that help you make better business decisions instantly.

Process Automation: Macros (VBA) & Power Query to save you hours of repetitive work every week.

Accounting & Financial Tracking: Organized bookkeeping, expense logs, and profit analysis.

⚡ Fast turnaround | 🎯 100% Accuracy | 🤝 Clear Communication

📩 Need your data cleaned, structured, or automated? Send an inquiry or drop a message to get started!