Instantly separate nouns from verbs or sort by frequency to focus on "low-hanging fruit" first.
What is your for this list (e.g., learning, coding, teaching)? word frequency list 60000 englishxlsx
Recommending into an Anki flashcard deck. Share public link Instantly separate nouns from verbs or sort by
A is more than a giant list—it’s a data-driven map of the language. Use it to learn smarter, write clearer, and analyze text with precision. Filter, sort, and customize the data to fit your goal, whether that’s passing an exam, programming a readability tool, or mastering rare vocabulary. Share public link A is more than a
Add your own columns for translations, example sentences, or personal "mastery" checkboxes. What’s Inside? A robust list usually categorizes words by: Rank: From #1 (usually "the") to #60,000.
import pandas as pd # Load the 60,000 word frequency spreadsheet df = pd.read_excel('word_frequency_list_60000_english.xlsx') # Inspect the first few rows of the dataset print("Top 5 Most Frequent English Words:") print(df.head()) # Filter for advanced vocabulary (e.g., words ranked between 10,000 and 15,000) advanced_words = df[(df['Rank'] >= 10000) & (df['Rank'] <= 15000)] # Filter specifically for nouns within that advanced range advanced_nouns = advanced_words[advanced_words['PoS'] == 'noun'] # Save the curated list to a new spreadsheet for study or development advanced_nouns.to_excel('advanced_english_nouns.xlsx', index=False) print(f"Extracted len(advanced_nouns) advanced nouns successfully.") Use code with caution. Summary of Word Frequency Distribution Vocabulary Band (Rank) Estimated Text Coverage Primary Characteristics Target Audience Function words, basic verbs, everyday nouns. Beginners (A1-A2) 2,001 – 5,000 General conversation, basic media literacy. Intermediate (B1-B2) 5,001 – 10,000 Academic vocabulary, diverse news topics. Advanced (C1) 10,001 – 30,000 Literary prose, deep technical manuals, idioms. Fluent / Near-Native (C2) 30,001 – 60,000 Archaic terms, highly specific scientific nomenclature. Native Speakers / Specialists