Particle Beam Statistics Standard
This document defines the standard statistics available in ParticleGroup.
Schema version: 1.0
See Statistics Schema for documentation on how to extend this standard.
Unit dimensions follow the openPMD unit system: (length, mass, time, current, temperature, amount, luminous intensity).
Contents
- Phase Space Coordinates
- Time Coordinate
- Relativistic Quantities
- Transverse Slopes
- Polar/Cylindrical Coordinates
- Normalized Coordinates
- Emittance
- Twiss Parameters
- Beam Properties
- Particle Properties
- Detailed Definitions
- Computed Statistics
Phase Space Coordinates
Basic position and momentum coordinates in Cartesian space.
| Label | Symbol | Units | Description |
|---|---|---|---|
x |
\(x\) | m |
Horizontal position coordinate. |
y |
\(y\) | m |
Vertical position coordinate. |
z |
\(z\) | m |
Longitudinal position coordinate. |
px |
\(p_x\) | eV/c |
Horizontal momentum component. |
py |
\(p_y\) | eV/c |
Vertical momentum component. |
pz |
\(p_z\) | eV/c |
Longitudinal momentum component. |
Time Coordinate
Time-related quantities.
| Label | Symbol | Units | Description |
|---|---|---|---|
t |
\(t\) | s |
Time coordinate of the particle. |
z/c |
\(z/c\) | s |
Position expressed as time (z divided by speed of light). |
Relativistic Quantities
Relativistic energy, momentum, and velocity factors.
| Label | Symbol | Units | Description |
|---|---|---|---|
p |
\(p\) | eV/c |
Total momentum magnitude. |
energy |
\(E\) | eV |
Total relativistic energy. |
kinetic_energy |
\(E_\text{kinetic}\) | eV |
Kinetic energy (total energy minus rest mass energy). |
mass |
\(m\) | eV |
Rest mass energy of the particle species. |
gamma |
\(\gamma\) | 1 |
Relativistic Lorentz factor. |
beta |
\(\beta\) | 1 |
Relativistic velocity divided by speed of light. |
beta_x |
\(\beta_x\) | 1 |
Horizontal component of relativistic velocity / c. |
beta_y |
\(\beta_y\) | 1 |
Vertical component of relativistic velocity / c. |
beta_z |
\(\beta_z\) | 1 |
Longitudinal component of relativistic velocity / c. |
higher_order_energy |
\(E_{(2)}\) | eV |
Energy with a polynomial fit (default quadratic) in z or t subtracted. Used t... |
higher_order_energy_spread |
\(\sigma_{E_{(2)}}\) | eV |
Standard deviation of higher_order_energy. |
Transverse Slopes
Angular divergence quantities.
| Label | Symbol | Units | Description |
|---|---|---|---|
xp |
\(x'\) | rad |
Horizontal divergence angle (slope dx/dz). |
yp |
\(y'\) | rad |
Vertical divergence angle (slope dy/dz). |
Polar/Cylindrical Coordinates
Cylindrical coordinate representations.
| Label | Symbol | Units | Description |
|---|---|---|---|
r |
\(r\) | m |
Radial distance from the z-axis in cylindrical coordinates. |
theta |
\(\theta\) | rad |
Azimuthal angle in the x-y plane. |
pr |
\(p_r\) | eV/c |
Radial momentum component in cylindrical coordinates. |
ptheta |
\(p_{\theta}\) | eV/c |
Azimuthal momentum component in cylindrical coordinates. |
Lz |
\(L_z\) | m*eV/c |
Angular momentum about the z-axis. |
Normalized Coordinates
Courant-Snyder normalized phase space coordinates and amplitudes.
| Label | Symbol | Units | Description |
|---|---|---|---|
x_bar |
\(\overline{x}\) | sqrt(m) |
Courant-Snyder normalized horizontal position coordinate. Computed from the b... |
px_bar |
\(\overline{p_x}\) | sqrt(m) |
Courant-Snyder normalized horizontal momentum coordinate. Computed from the b... |
y_bar |
\(\overline{y}\) | sqrt(m) |
Courant-Snyder normalized vertical position coordinate. Computed from the bea... |
py_bar |
\(\overline{p_y}\) | sqrt(m) |
Courant-Snyder normalized vertical momentum coordinate. Computed from the bea... |
Jx |
\(J_x\) | m |
Normalized action (amplitude) in the horizontal plane. The average equals the... |
Jy |
\(J_y\) | m |
Normalized action (amplitude) in the vertical plane. The average equals the n... |
Emittance
Beam emittance quantities measuring phase space volume.
| Label | Symbol | Units | Description |
|---|---|---|---|
norm_emit_x |
\(\epsilon_{n,x}\) | m |
Normalized RMS emittance in the horizontal plane. Invariant under linear tran... |
norm_emit_y |
\(\epsilon_{n,y}\) | m |
Normalized RMS emittance in the vertical plane. Invariant under linear transp... |
norm_emit_4d |
\(\epsilon_{4D}\) | m^2 |
4D normalized emittance in transverse (x-y) phase space. Square root of deter... |
Twiss Parameters
Courant-Snyder (Twiss) lattice functions and dispersion.
| Label | Symbol | Units | Description |
|---|---|---|---|
twiss_alpha_x |
\(\alpha_x\) | 1 |
Courant-Snyder alpha parameter in horizontal plane. |
twiss_beta_x |
\(\beta_x\) | m |
Courant-Snyder beta function in horizontal plane. |
twiss_gamma_x |
\(\gamma_x\) | 1/m |
Courant-Snyder gamma parameter in horizontal plane. |
twiss_emit_x |
\(\epsilon_x\) | m |
Geometric RMS emittance in horizontal plane. |
twiss_norm_emit_x |
\(\epsilon_{n,x}\) | m |
Normalized emittance from Twiss calculation in horizontal plane. |
twiss_eta_x |
\(\eta_x\) | m |
Horizontal dispersion function. |
twiss_etap_x |
\(\eta'_x\) | 1 |
Derivative of horizontal dispersion function. |
twiss_alpha_y |
\(\alpha_y\) | 1 |
Courant-Snyder alpha parameter in vertical plane. |
twiss_beta_y |
\(\beta_y\) | m |
Courant-Snyder beta function in vertical plane. |
twiss_gamma_y |
\(\gamma_y\) | 1/m |
Courant-Snyder gamma parameter in vertical plane. |
twiss_emit_y |
\(\epsilon_y\) | m |
Geometric RMS emittance in vertical plane. |
twiss_norm_emit_y |
\(\epsilon_{n,y}\) | m |
Normalized emittance from Twiss calculation in vertical plane. |
twiss_eta_y |
\(\eta_y\) | m |
Vertical dispersion function. |
twiss_etap_y |
\(\eta'_y\) | 1 |
Derivative of vertical dispersion function. |
Beam Properties
Integrated beam properties like charge, current, and bunching.
| Label | Symbol | Units | Description |
|---|---|---|---|
charge |
\(Q\) | C |
Total beam charge (sum of particle weights). |
weight |
\(w\) | C |
Macro-particle charge weight used for statistical calculations. |
species_charge |
\(q\) | C |
Elementary charge of the particle species. |
average_current |
\(I_{av}\) | A |
Simple average current computed as total charge divided by bunch length in time. |
bunching |
\(b(\lambda)\) | 1 |
Complex bunching parameter at a given wavelength. Magnitude indicates modulat... |
Particle Properties
Individual particle properties and counts.
| Label | Symbol | Units | Description |
|---|---|---|---|
n_particle |
\(N\) | 1 |
Total number of macro-particles in the group. |
n_alive |
\(N_{alive}\) | 1 |
Number of particles with status equal to 1 (alive/active). |
n_dead |
\(N_{dead}\) | 1 |
Number of particles with status not equal to 1 (lost/inactive). |
status |
\(\text{status}\) | 1 |
Particle status flag. A value of 1 indicates an alive particle; other values ... |
id |
\(\text{id}\) | 1 |
Unique integer identifier for each particle. |
Detailed Definitions
Phase Space Coordinates
x
Symbol: \(x\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Horizontal position coordinate.
Reference: openPMD-beamphysics standard
y
Symbol: \(y\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Vertical position coordinate.
Reference: openPMD-beamphysics standard
z
Symbol: \(z\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Longitudinal position coordinate.
Reference: openPMD-beamphysics standard
px
Symbol: \(p_x\)
Units: eV/c
unitSI: 5.344285992678308e-28
unitDimension: (1, 1, -1, 0, 0, 0, 0)
Horizontal momentum component.
Reference: openPMD-beamphysics standard
py
Symbol: \(p_y\)
Units: eV/c
unitSI: 5.344285992678308e-28
unitDimension: (1, 1, -1, 0, 0, 0, 0)
Vertical momentum component.
Reference: openPMD-beamphysics standard
pz
Symbol: \(p_z\)
Units: eV/c
unitSI: 5.344285992678308e-28
unitDimension: (1, 1, -1, 0, 0, 0, 0)
Longitudinal momentum component.
Reference: openPMD-beamphysics standard
Time Coordinate
t
Symbol: \(t\)
Units: s
unitSI: 1
unitDimension: (0, 0, 1, 0, 0, 0, 0)
Time coordinate of the particle.
Reference: openPMD-beamphysics standard
z/c
Symbol: \(z/c\)
Units: s
unitSI: 1
unitDimension: (0, 0, 1, 0, 0, 0, 0)
Position expressed as time (z divided by speed of light).
Reference: openPMD-beamphysics standard
Relativistic Quantities
p
Symbol: \(p\)
Units: eV/c
unitSI: 5.344285992678308e-28
unitDimension: (1, 1, -1, 0, 0, 0, 0)
Total momentum magnitude.
Formula:
Reference: openPMD-beamphysics standard
energy
Symbol: \(E\)
Units: eV
unitSI: 1.602176634e-19
unitDimension: (2, 1, -2, 0, 0, 0, 0)
Total relativistic energy.
Formula:
Reference: openPMD-beamphysics standard
kinetic_energy
Symbol: \(E_\text{kinetic}\)
Units: eV
unitSI: 1.602176634e-19
unitDimension: (2, 1, -2, 0, 0, 0, 0)
Kinetic energy (total energy minus rest mass energy).
Formula:
Reference: openPMD-beamphysics standard
mass
Symbol: \(m\)
Units: eV
unitSI: 1.602176634e-19
unitDimension: (2, 1, -2, 0, 0, 0, 0)
Rest mass energy of the particle species.
Reference: openPMD-beamphysics standard
gamma
Symbol: \(\gamma\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Relativistic Lorentz factor.
Formula:
Reference: openPMD-beamphysics standard
beta
Symbol: \(\beta\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Relativistic velocity divided by speed of light.
Formula:
Reference: openPMD-beamphysics standard
beta_x
Symbol: \(\beta_x\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Horizontal component of relativistic velocity / c.
Formula:
Reference: openPMD-beamphysics standard
beta_y
Symbol: \(\beta_y\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Vertical component of relativistic velocity / c.
Formula:
Reference: openPMD-beamphysics standard
beta_z
Symbol: \(\beta_z\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Longitudinal component of relativistic velocity / c.
Formula:
Reference: openPMD-beamphysics standard
higher_order_energy
Symbol: \(E_{(2)}\)
Units: eV
unitSI: 1.602176634e-19
unitDimension: (2, 1, -2, 0, 0, 0, 0)
Energy with a polynomial fit (default quadratic) in z or t subtracted. Used to isolate higher-order energy correlations.
Reference: openPMD-beamphysics standard
higher_order_energy_spread
Symbol: \(\sigma_{E_{(2)}}\)
Units: eV
unitSI: 1.602176634e-19
unitDimension: (2, 1, -2, 0, 0, 0, 0)
Standard deviation of higher_order_energy.
Formula:
Reference: openPMD-beamphysics standard
Transverse Slopes
xp
Symbol: \(x'\)
Units: rad
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Horizontal divergence angle (slope dx/dz).
Formula:
Reference: openPMD-beamphysics standard
yp
Symbol: \(y'\)
Units: rad
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Vertical divergence angle (slope dy/dz).
Formula:
Reference: openPMD-beamphysics standard
Polar/Cylindrical Coordinates
r
Symbol: \(r\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Radial distance from the z-axis in cylindrical coordinates.
Formula:
Reference: openPMD-beamphysics standard
theta
Symbol: \(\theta\)
Units: rad
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Azimuthal angle in the x-y plane.
Formula:
Reference: openPMD-beamphysics standard
pr
Symbol: \(p_r\)
Units: eV/c
unitSI: 5.344285992678308e-28
unitDimension: (1, 1, -1, 0, 0, 0, 0)
Radial momentum component in cylindrical coordinates.
Formula:
Reference: openPMD-beamphysics standard
ptheta
Symbol: \(p_{\theta}\)
Units: eV/c
unitSI: 5.344285992678308e-28
unitDimension: (1, 1, -1, 0, 0, 0, 0)
Azimuthal momentum component in cylindrical coordinates.
Formula:
Reference: openPMD-beamphysics standard
Lz
Symbol: \(L_z\)
Units: m*eV/c
unitSI: 5.344285992678308e-28
unitDimension: (2, 1, -1, 0, 0, 0, 0)
Angular momentum about the z-axis.
Formula:
Reference: openPMD-beamphysics standard
Normalized Coordinates
x_bar
Symbol: \(\overline{x}\)
Units: sqrt(m)
unitSI: 1.0
unitDimension: (0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
Courant-Snyder normalized horizontal position coordinate. Computed from the beam's covariance matrix.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
px_bar
Symbol: \(\overline{p_x}\)
Units: sqrt(m)
unitSI: 1.0
unitDimension: (0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
Courant-Snyder normalized horizontal momentum coordinate. Computed from the beam's covariance matrix.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
y_bar
Symbol: \(\overline{y}\)
Units: sqrt(m)
unitSI: 1.0
unitDimension: (0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
Courant-Snyder normalized vertical position coordinate. Computed from the beam's covariance matrix.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
py_bar
Symbol: \(\overline{p_y}\)
Units: sqrt(m)
unitSI: 1.0
unitDimension: (0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
Courant-Snyder normalized vertical momentum coordinate. Computed from the beam's covariance matrix.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
Jx
Symbol: \(J_x\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Normalized action (amplitude) in the horizontal plane. The average equals the normalized emittance.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
Jy
Symbol: \(J_y\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Normalized action (amplitude) in the vertical plane. The average equals the normalized emittance.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
Emittance
norm_emit_x
Symbol: \(\epsilon_{n,x}\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Normalized RMS emittance in the horizontal plane. Invariant under linear transport for a relativistic beam.
Formula:
Reference: Wiedemann, Particle Accelerator Physics (Springer)
norm_emit_y
Symbol: \(\epsilon_{n,y}\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Normalized RMS emittance in the vertical plane. Invariant under linear transport for a relativistic beam.
Formula:
Reference: Wiedemann, Particle Accelerator Physics (Springer)
norm_emit_4d
Symbol: \(\epsilon_{4D}\)
Units: m^2
unitSI: 1.0
unitDimension: (2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
4D normalized emittance in transverse (x-y) phase space. Square root of determinant of 4x4 covariance matrix normalized by (mc)^2.
Formula:
Reference: Wiedemann, Particle Accelerator Physics (Springer)
Twiss Parameters
twiss_alpha_x
Symbol: \(\alpha_x\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Courant-Snyder alpha parameter in horizontal plane.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_beta_x
Symbol: \(\beta_x\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Courant-Snyder beta function in horizontal plane.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_gamma_x
Symbol: \(\gamma_x\)
Units: 1/m
unitSI: 1.0
unitDimension: (-1, 0, 0, 0, 0, 0, 0)
Courant-Snyder gamma parameter in horizontal plane.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_emit_x
Symbol: \(\epsilon_x\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Geometric RMS emittance in horizontal plane.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_norm_emit_x
Symbol: \(\epsilon_{n,x}\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Normalized emittance from Twiss calculation in horizontal plane.
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_eta_x
Symbol: \(\eta_x\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Horizontal dispersion function.
Formula:
Reference: Wiedemann, Particle Accelerator Physics (Springer)
twiss_etap_x
Symbol: \(\eta'_x\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Derivative of horizontal dispersion function.
Formula:
Reference: Wiedemann, Particle Accelerator Physics (Springer)
twiss_alpha_y
Symbol: \(\alpha_y\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Courant-Snyder alpha parameter in vertical plane.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_beta_y
Symbol: \(\beta_y\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Courant-Snyder beta function in vertical plane.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_gamma_y
Symbol: \(\gamma_y\)
Units: 1/m
unitSI: 1.0
unitDimension: (-1, 0, 0, 0, 0, 0, 0)
Courant-Snyder gamma parameter in vertical plane.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_emit_y
Symbol: \(\epsilon_y\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Geometric RMS emittance in vertical plane.
Formula:
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_norm_emit_y
Symbol: \(\epsilon_{n,y}\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Normalized emittance from Twiss calculation in vertical plane.
Reference: Courant & Snyder, Ann. Phys. 3, 1-48 (1958)
twiss_eta_y
Symbol: \(\eta_y\)
Units: m
unitSI: 1
unitDimension: (1, 0, 0, 0, 0, 0, 0)
Vertical dispersion function.
Formula:
Reference: Wiedemann, Particle Accelerator Physics (Springer)
twiss_etap_y
Symbol: \(\eta'_y\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Derivative of vertical dispersion function.
Formula:
Reference: Wiedemann, Particle Accelerator Physics (Springer)
Beam Properties
charge
Symbol: \(Q\)
Units: C
unitSI: 1
unitDimension: (0, 0, 1, 1, 0, 0, 0)
Total beam charge (sum of particle weights).
Formula:
Reference: openPMD-beamphysics standard
weight
Symbol: \(w\)
Units: C
unitSI: 1
unitDimension: (0, 0, 1, 1, 0, 0, 0)
Macro-particle charge weight used for statistical calculations.
Reference: openPMD-beamphysics standard
species_charge
Symbol: \(q\)
Units: C
unitSI: 1
unitDimension: (0, 0, 1, 1, 0, 0, 0)
Elementary charge of the particle species.
Reference: openPMD-beamphysics standard
average_current
Symbol: \(I_{av}\)
Units: A
unitSI: 1
unitDimension: (0, 0, 0, 1, 0, 0, 0)
Simple average current computed as total charge divided by bunch length in time.
Formula:
Reference: openPMD-beamphysics standard
bunching
Symbol: \(b(\lambda)\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Complex bunching parameter at a given wavelength. Magnitude indicates modulation depth; phase indicates centroid position.
Formula:
Reference: K.-J. Kim, NIM A 250 (1986)
Particle Properties
n_particle
Symbol: \(N\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Total number of macro-particles in the group.
Reference: openPMD-beamphysics standard
n_alive
Symbol: \(N_{alive}\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Number of particles with status equal to 1 (alive/active).
Reference: openPMD-beamphysics standard
n_dead
Symbol: \(N_{dead}\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Number of particles with status not equal to 1 (lost/inactive).
Reference: openPMD-beamphysics standard
status
Symbol: \(\text{status}\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Particle status flag. A value of 1 indicates an alive particle; other values indicate various loss conditions.
Reference: openPMD-beamphysics standard
id
Symbol: \(\text{id}\)
Units: 1
unitSI: 1
unitDimension: (0, 0, 0, 0, 0, 0, 0)
Unique integer identifier for each particle.
Reference: openPMD-beamphysics standard
Computed Statistics
The following prefixes can be applied to any base statistic label:
| Prefix | Example | Description |
|---|---|---|
sigma_ |
sigma_x |
Standard deviation \(\sigma\) |
mean_ |
mean_x |
Weighted average \(\langle x \rangle\) |
min_ |
min_x |
Minimum value |
max_ |
max_x |
Maximum value |
ptp_ |
ptp_x |
Peak-to-peak (max - min) |
delta_ |
delta_x |
Deviation from mean \(x - \langle x \rangle\) |
cov_X__Y |
cov_x__px |
Covariance \(\langle X, Y \rangle\) |
See Computed Statistics for a complete enumeration of all computed statistics.