sd2_sd1
Ratio Of Sd2 To Sd1 (Cardiac Sympathetic Index)
| Aliases | sd2_sd1_ratio, csi, cardiac_sympathetic_index |
| Domain | geometric |
| Distribution family | LogNormal |
| Equation | SD2 / SD1 |
| Resource intensity | ◍◍◌◌◌ low, Geometric subgraph (Poincaré coords / RR histogram + reductions). Warm (shared representation cached) is 5× cheaper. (measured, see §Resources) |
Definition
Ratio of SD2 to SD1 (cardiac sympathetic index). Formally: SD2 / SD1.
What does normal look like?
Fitted normative prior: LogNormal(μ = 1.144, σ = 0.5332), KS p = 1.5e-07, n = 61715.

Empirical distribution over the pooled nsrdb+nsr2db normative windows (360-beat windows, 120-beat stride), overlaid with the fitted LogNormal prior density. Vertical lines mark the median and the 5–95% range.
Normal-range summary (pooled nsrdb+nsr2db)
| statistic | value |
|---|---|
| median | 3.299 |
| IQR (25–75%) | 2.269 – 4.477 |
| 5–95% range | 1.198 – 7.1 |
| mean ± sd | 3.592 ± 1.895 |
| n windows | 61715 |
n varies by feature only through per-window validity over the full pooled nsrdb+nsr2db table (n up to 61 715; e.g. sampen/mse drop windows where the statistic is undefined). ulf is the one exception: a 360-beat (~5 min) window contains no ULF-band power, so it uses a long-window NSRDB-only extraction (see its own page).
Use cases
- Poincaré shape ratio (a.k.a. cardiac sympathetic index).
- Balance of long- vs short-term variability at a glance.
- Exploratory autonomic-function screening (e.g. Jeppesen et al. 2014 for seizure detection via the related
ccsi); treat as a descriptive ratio, not a validated diagnostic marker without a disease-specific study.
Applications by area
Evidence is reported at the measure-family level; a specific variant may not be the exact index measured in every cited study.
Clinical
Coverage: statistics. A pooled literature; reviews or meta-analyses exist.
A well-established clinical output across cardiology, endocrinology and psychiatry: lower SD1/SD2 (reduced beat-to-beat and long-term variability) consistently marks worse disease state, though most reported sample sizes are small (n = 18–95). SD1 is mathematically identical to RMSSD (SD1 = RMSSD/√2), so papers reporting both as independently "significant" double-count the same statistic, and the SD2/SD1 ratio's billing as a "sympathovagal balance" surrogate is directly contested.
Dominant reported direction: down: lower SD1/SD2 → worse disease state.
Key references: (Ciccone et al., 2017); (Rahman et al., 2018); (Stuckey et al., 2014).
Sports & peak performance
Coverage: individual papers. A small, scattered literature with no pooled meta-analysis.
Largely restates RMSSD-based vagal-tone monitoring in geometric form (SD1 = RMSSD/√2), plus an SD2/SD1 "stress score" aimed at overreaching detection; SD1 rises with aerobic training and falls with acute intensity/overtraining, though overtraining shows a non-monotonic pattern (higher than sedentary, far below trained) and no meta-analysis isolates a Poincaré-specific effect size distinct from RMSSD.
Dominant reported direction: up with training, down acutely/with overtraining (same underlying signal as RMSSD).
Key references: (Bellenger et al., 2016); (Ciccone et al., 2017).
Contemplative practice
Coverage: individual papers. A small, scattered literature with no pooled meta-analysis.
A handful of small, likely underpowered studies (n = 8–18) report SD1/SD2-ratio changes across meditation traditions, but the direction of SD2 and total Poincaré-plot area disagrees between the two studies that report it: exploratory, not established.
Dominant reported direction: inconsistent across the two available small studies.
Key references: (Ciccone et al., 2017).
SD2/SD1 as a "sympathovagal balance"/CSI surrogate is a contested construct: its bivariate associations with an independent sympathetic marker (pre-ejection period) were small and were eliminated after controlling for conventional parasympathetic HRV markers ((Rahman et al., 2018)).
See the effect-distribution meta-analysis page for the harvested per-study effect sizes/p-values behind these domain summaries (docs/zoo_gen/effect_stats.csv).
Resources
Resource-intensity rank ◍◍◌◌◌ low is measured: median wall-clock time and allocations over a 360-beat window on synthetic realistic RR (docs/zoo_gen/bench_resources.jl; full grid in resource_bench.csv).
| metric (360-beat window) | value |
|---|---|
| cold median wall-time | 0.03578 ms |
| warm median wall-time | 0.007064 ms |
| allocations (cold) | 32.9 KiB |
Cold = fresh memoization caches (builds every shared representation from scratch); warm = shared representations (diff, periodogram, Poincaré coords, DFA fluctuation) already cached, so only this feature is recomputed. The tier is derived from the cold cost; see Geometric subgraph (Poincaré coords / RR histogram + reductions). Warm (shared representation cached) is 5× cheaper.
Citation
SD2/SD1 ratio, Tulppo et al. (1996); the "cardiac sympathetic index" (CSI) framing is Toichi et al. (1997) (contested naming).
Seminal reference(s): (Tulppo et al., 1996); (Toichi et al., 1997).
See the References page for the full bibliography.