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Topic Trainer

German Vocabulary Topics

Turn the scraped word corpus into focused topic practice, dictionary review, topic association, and harder confusable quizzes.

55

Topics

821

Words

48

Shown

821

13%

Topic Ready

Words already routed into learner-facing topic pages.

5,455

87%

Missing Topics

Words that still only have technical import tags or no topics.

469

9%

Top 500 Missing

High-frequency backlog that should be routed before the long tail.

1,211

22%

Starter Missing

A1-A2 words that need topics for beginner discovery.

2,575

47%

Noun Missing

Nouns awaiting semantic topic placement.

Topic routing queue

5,455 words still need learner-facing topics

Topic coverage is 13% across the corpus. Use the suggested batches to turn technical scrape tags into visible topic routes and focused quizzes.

JSON BatchCSV Batch

Suggested Topic Batches

Heuristic routing groups missing-topic words into reviewable learner-facing topic batches.

Coverage Queue

Topic Routing Backlog

Start with high-frequency words, beginner words, nouns, verbs, and grammar function words.

Verbs

Verb Topic Intake

1,351

Verbs need semantic routes so action words can become topic and scenario practice.

Routing target

Review action-and-event fallbacks and promote clear verbs into sharper topics.

werdenkönnensagengebenmüssen
CSV BatchInspect

Missing Topics By Level

Unleveled2,760 (51%)
B11,484 (27%)
A1653 (12%)
A2558 (10%)

Missing Topics By Word Class

Noun2,575 (47%)
Verb1,351 (25%)
Adjective914 (17%)
Adverb367 (7%)
Pronoun66 (1%)
Numeral62 (1%)

Sorted by topic coverage across the vocabulary corpus.

Browse WordsTopic Quiz