# Add frequency filter sheet freq_summary = df['CEFR Level'].value_counts().reset_index() freq_summary.columns = ['CEFR Level', 'Count'] freq_summary.to_excel(writer, sheet_name='Statistics', index=False)

That afternoon, instead of nodding vaguely when his flatmate asked how long he’d be in the kitchen, Elias said, "I

# Write to Excel with formatting with pd.ExcelWriter(output_file, engine='openpyxl') as writer: df.to_excel(writer, sheet_name='Longman 3000', index=False)

The Longman 3000 is a list of the 3000 most common words in English, compiled by the Longman Dictionary of Contemporary English. The list is widely used in language teaching and learning, as it provides a benchmark for language proficiency and vocabulary acquisition. In this report, we will explore how to work with the Longman 3000 words in Excel, a popular spreadsheet software.

With a list this powerful, the next logical question is: How do I study it effectively? While you could simply read the words from a PDF, doing so is passive and rarely leads to lasting retention. This is why combining the is such a winning strategy. Excel transforms a static word list into a dynamic, interactive learning engine.

Every Sunday, use your Excel sheet to pick 70 words for the week. Context is King:

: Aim for 15 to 20 words per day. Consistency beats volume.

Go to the tab and click Conditional Formatting > Highlight Cells Rules > Equal To . Type Mastered and choose a soft green fill.

Mastering the Longman 3000 isn't just about memorization; it's about gaining the confidence to participate in the English-speaking world. step-by-step tutorial

📥 Many language learners have created Excel files with:

# Apply conditional formatting with pd.ExcelWriter('longman_3000_complete.xlsx', engine='openpyxl') as writer: df.to_excel(writer, sheet_name='Master List', index=False)

Are you planning to include in your columns?