timestamp float64 | warp_factor float64 1 10 | expansion_rate float64 2.5 2.5 | resolution int64 30 30 | stability_score float64 20.2 44.8 | max_field_strength float64 0 10 ⌀ | avg_field_strength float64 | field_symmetry float64 | energy_efficiency float64 | source_file float64 | data_source float64 | experiment_type stringclasses 1
value | hypothesis_id stringclasses 3
values | efficiency_ratio float64 | field_strength_ratio float64 | __index_level_0__ int64 19.6k 19.7k |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
null | 5.5 | 2.5 | 30 | 27.504251 | 4 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,619 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,601 |
null | 5.5 | 2.5 | 30 | 27.504251 | 3.5 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,618 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,592 |
null | 4.5 | 2.5 | 30 | 25.023499 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,639 |
null | 5.5 | 2.5 | 30 | 27.504251 | 8.5 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,628 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,602 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,608 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,594 |
null | 5.5 | 2.5 | 30 | 27.504251 | 2.5 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,616 |
null | 6 | 2.5 | 30 | 28.93074 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,642 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,607 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,641 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,609 |
null | 5.5 | 2.5 | 30 | 27.504251 | 8 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,627 |
null | 5.5 | 2.5 | 30 | 27.504251 | 9 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,629 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,599 |
null | 5.5 | 2.5 | 30 | 27.504251 | 7 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,625 |
null | 8 | 2.5 | 30 | 35.877274 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,646 |
null | 5.5 | 2.5 | 30 | 27.504251 | 0 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,611 |
null | 2.5 | 2.5 | 30 | 21.550133 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,635 |
null | 5.5 | 2.5 | 30 | 27.504251 | 4.5 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,620 |
null | 7 | 2.5 | 30 | 32.155792 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,644 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,604 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,590 |
null | 7.5 | 2.5 | 30 | 33.954601 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,645 |
null | 5.5 | 2.5 | 30 | 27.504251 | 10 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,631 |
null | 5.5 | 2.5 | 30 | 27.504251 | 2 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,615 |
null | 5.5 | 2.5 | 30 | 27.504251 | 6.5 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,624 |
null | 5.5 | 2.5 | 30 | 27.504251 | 5 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,621 |
null | 5.5 | 2.5 | 30 | 27.504251 | 1.5 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,614 |
null | 1.5 | 2.5 | 30 | 20.557852 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,633 |
null | 6.5 | 2.5 | 30 | 30.48134 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,643 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,596 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,606 |
null | 10 | 2.5 | 30 | 44.808292 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,650 |
null | 2 | 2.5 | 30 | 20.992043 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,634 |
null | 3.5 | 2.5 | 30 | 23.038795 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,637 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,597 |
null | 3 | 2.5 | 30 | 22.23246 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,636 |
null | 9 | 2.5 | 30 | 40.095161 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,648 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,610 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,593 |
null | 5.5 | 2.5 | 30 | 27.504251 | 9.5 | null | null | null | null | null | correlation | Impact of max_field_strength on avg_field_strength | null | null | 19,630 |
null | 5.5 | 2.5 | 30 | 27.504251 | null | null | null | null | null | null | correlation | Impact of stability_score on avg_field_strength | null | null | 19,595 |
null | 1 | 2.5 | 30 | 20.247755 | null | null | null | null | null | null | correlation | Impact of warp_factor on max_field_strength | null | null | 19,632 |
Warp Research Dataset (TsFile)
Apache TsFile version of
GotThatData/warp_Research.
Overview
Experimental results from warp-field research, focused on the relationship between warp factors, energy efficiency, and field characteristics.
- Records: ~19,700.
- Time period: January 2025.
- Features: 15 variables including derived metrics (
warp_factor,expansion_rate,stability_score,max_field_strength,avg_field_strength,energy_efficiency,efficiency_ratio,field_strength_ratio, …). - Tasks: tabular regression (predict energy efficiency), time-series forecasting, and warp-factor optimization.
The original train / validation / test split (80/10/10) is preserved as separate TsFile
files under data/.
Schema (TsFile structure)
- Time — the experiment timestamp.
- source_file / data_source (TAG) — source file and collection source.
- All measurement and derived columns are FIELDs.
Rows without a timestamp cannot sit on a TsFile time axis; they are excluded from the main
files and preserved under invalid_timestamp_rows/ for traceability. The original
uppercase Data/ directory is mirrored unchanged for reference.
Usage
Read the .tsfile files with the Apache TsFile Java or Python SDK.
Source & license
- Original dataset: https://huggingface.co/datasets/GotThatData/warp_Research
- Author: GotThatData
- License: MIT
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