Dask Tokenization Script
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-11.)
Dask Tokenization Script has 13 facts recorded in Dontopedia across 1 reference, with 3 live disagreements.
Mostly:implements(3), prints(2), measures(2)
Maturity scale
raw canonical shape-checked rule-derived certifiedOther facts (13)
The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.
| Predicate | Value | Ref |
|---|---|---|
| Implements | Load Spa Cy Model Once | [1] |
| Implements | Use Pandas Vectorized Operations | [1] |
| Implements | Parallel Processing With Dask | [1] |
| Prints | Execution Time | [1] |
| Prints | First 5 Results | [1] |
| Measures | Start Time | [1] |
| Measures | End Time | [1] |
| Rdf:type | Code Snippet | [1] |
| Contains Function Call | Time.time | [1] |
| Measures Execution Time | Dask Tokenization | [1] |
| Uses Library | Dask | [1] |
| Contains Code Line | print(result.head()) | [1] |
| Follows Sequence | Measure Time Then Print | [1] |
Timeline
Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.
References (1)
ctx:claims/beam/49119412-4d42-4d3a-99ed-de20b950c7f2- full textbeam-chunktext/plain1 KB
doc:beam/49119412-4d42-4d3a-99ed-de20b950c7f2Show excerpt
end_time = time.time() print(f"Dask tokenization took {end_time - start_time} seconds") # Print first 5 results for brevity print(result.head()) ``` ### Explanation 1. **Load spaCy Model Once**: - Load the spaCy model once and reuse i…
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