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NLP interactive tool
TF-IDF Tools - Calculator and Search Engine
Build intuition for term frequency, inverse document frequency, document ranking, and why TF-IDF is still useful for search and classic NLP pipelines.
TF-IDF calculatorSearch rankingEditable examples
Best match
Polygenic Risk Scores
4
Docs
53
Terms
32.1%
Score
Documents
Create or edit a corpus
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Search engine mode
Rank documents by query
Rank 1
Polygenic Risk Scores
Matching query terms: genetic, risk, prediction
0.321
Cosine
Rank 2
Neural Networks
Matching query terms: neural, networks, prediction
0.3199
Cosine
Rank 3
Genomics Workflow
Matching query terms: risk
0.081
Cosine
Rank 4
Clinical Validation
Matching query terms: prediction
0.0628
Cosine
Inspect scores
Top TF-IDF terms
risk0.1679
count 2, TF 0.1111, DF 2, IDF 1.5108
calibration0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
combine0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
disease0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
estimate0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
feature0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
genetic0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
improve0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
machine0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
pipelines0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
polygenic0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
score0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
selection0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
variants0.1065
count 1, TF 0.0556, DF 1, IDF 1.9163
learning0.0839
count 1, TF 0.0556, DF 2, IDF 1.5108
models0.068
count 1, TF 0.0556, DF 3, IDF 1.2231
prediction0.068
count 1, TF 0.0556, DF 3, IDF 1.2231
Vocabulary
Rare terms get higher IDF
| Term | DF | IDF |
|---|---|---|
| analysis | 1 | 1.9163 |
| ancestry | 1 | 1.9163 |
| association | 1 | 1.9163 |
| biomedical | 1 | 1.9163 |
| calibration | 1 | 1.9163 |
| checks | 1 | 1.9163 |
| clinical | 1 | 1.9163 |
| combine | 1 | 1.9163 |
| complex | 1 | 1.9163 |
| control | 1 | 1.9163 |
| data | 1 | 1.9163 |
| decision | 1 | 1.9163 |
| deep | 1 | 1.9163 |
| disease | 1 | 1.9163 |
| downstream | 1 | 1.9163 |
| estimate | 1 | 1.9163 |
| feature | 1 | 1.9163 |
| filtering | 1 | 1.9163 |
| genetic | 1 | 1.9163 |
| genome-wide | 1 | 1.9163 |
| genomics | 1 | 1.9163 |
| images | 1 | 1.9163 |
| improve | 1 | 1.9163 |
| include | 1 | 1.9163 |
Teaching notes
TF-IDF is a bridge between simple word counts and modern embeddings.
It does not understand meaning like a Transformer, but it is fast, explainable, and excellent for teaching document ranking, keyword extraction, and classic NLP features.