Note

Go to the end to download the full example code.

# Print all HMI series and prime keys with notes#

This example shows how to find and display the HMI series names, prime keys and corresponding notes.

```
import textwrap
import drms
```

First we will create a `drms.Client`

, using the JSOC baseurl.

```
client = drms.Client()
```

Get all available HMI series and print their names, prime keys and notes.

```
hmi_series = client.series(regex=r"hmi\.", full=True)
# Print series names, prime-keys (pkeys) and notes
for series in hmi_series.index:
print("Series:", hmi_series.name[series])
print(" Notes:", (f'\n{8 * " "}').join(textwrap.wrap(hmi_series.note[series])))
```

```
Series: hmi.B_720s
Notes: Full-disk Milne-Eddigton inversion with the magnetic field azimuthal
ambiguity resolution applied
Series: hmi.B_720s_dcon
Notes: Deconvoluted full-disk Milne-Eddington inversion with the azimuth
disambiguation information contained in DISAMBIG to be applied to
AZIMUTH as described in
http://jsoc.stanford.edu/jsocwiki/FullDiskDisamb
Series: hmi.B_720s_dconS
Notes: Deconvoluted full-disk Milne-Eddington inversion with the azimuth
disambiguation information contained in DISAMBIG to be applied to
AZIMUTH as described in
http://jsoc.stanford.edu/jsocwiki/FullDiskDisamb
Series: hmi.Bharp_720s
Notes: Disambiguated HARP for Milne-Eddington inversion
Series: hmi.Bharp_720s_nrt
Notes: Disambiguated HARP for Milne-Eddigton inversion
Series: hmi.Ic_45s
Notes: continuum intensities with a cadence of 45 seconds.
Series: hmi.Ic_45s_dcon
Notes: continuum intensities with a cadence of 45 seconds, constructed with
hmi.lev1_dcon
Series: hmi.Ic_720s
Notes: continuum intensities with a cadence of 720 seconds.
Series: hmi.Ic_720s_dcon
Notes: continuum intensities with a cadence of 720 seconds, constructed with
hmi.lev1_dcon.
Series: hmi.Ic_720s_dconS
Notes: continuum intensities with a cadence of 720 seconds, scattered light
corrected.
Series: hmi.Ic_noLimbDark_720s
Notes: Continuum intensities with limb darkening removed
Series: hmi.Ld_45s_dcon
Notes: linedepths with a cadence of 45 seconds, constructed with
hmi.lev1_dcon
Series: hmi.Ld_720s
Notes: linedepths with a cadence of 720 seconds.
Series: hmi.Ld_720s_dcon
Notes: linedepths with a cadence of 720 seconds, constructed with
hmi.lev1_dcon.
Series: hmi.Ld_720s_dconS
Notes: linedepths with a cadence of 720 seconds, scattered light corrected.
Series: hmi.Lw_45s
Notes: linewidths with a cadence of 45 seconds.
Series: hmi.Lw_45s_dcon
Notes: linewidths with a cadence of 45 seconds, constructed with
hmi.lev1_dcon
Series: hmi.Lw_720s
Notes: linewidths with a cadence of 720 seconds.
Series: hmi.Lw_720s_dcon
Notes: linewidths with a cadence of 720 seconds, constructed with
hmi.lev1_dcon.
Series: hmi.Lw_720s_dconS
Notes: linewidths with a cadence of 720 seconds, scattered light corrected.
Series: hmi.ME_720s_fd10
Notes: Milne-Eddigton inversion
Series: hmi.ME_720s_fd10_dcon
Notes: Milne-Eddigton inversion, constructed with hmi.S_720s_dcon
Series: hmi.ME_720s_fd10_nrt
Notes: Milne-Eddigton inversion (Near Real Time)
Series: hmi.MEharp_720s
Notes: HARP for Milne-Eddington inversion
Series: hmi.MEharp_720s_nrt
Notes: HARP for Milne-Eddigton inversion
Series: hmi.MHDcorona_daily_nrt
Notes: Three-dimensional MHD simulation data with daily updated HMI magnetic
field map
Series: hmi.M_45s
Notes: magnetograms with a cadence of 45 seconds.
Series: hmi.M_45s_dcon
Notes: magnetograms with a cadence of 45 seconds, constructed with
hmi.lev1_dcon
Series: hmi.M_720s
Notes: magnetograms with a cadence of 720 seconds.
Series: hmi.M_720s_dcon
Notes: magnetograms with a cadence of 720 seconds, constructed with
hmi.lev1_dcon.
Series: hmi.M_720s_dconS
Notes: magnetograms with a cadence of 720 seconds, scatter light corrected.
Series: hmi.Mharp_720s
Notes: HARP = HMI Active Region Patch
Series: hmi.Mharp_720s_nrt
Notes: Quicklook HARP = HMI Active Region Patch
Series: hmi.Mrmap_latlon_720s
Notes: HMI Magnetograms (Radial field converted from LoS) remapped to grid in
longitude, latitude.
Series: hmi.Mrmap_latlon_720s_nrt
Notes: Quicklook HMI Magnetograms (Radial field converted from LoS) remapped
to grid in longitude, latitude.
Series: hmi.Mrmap_lowres_latlon_720s
Notes: HMI Magnetograms (Radial field converted from LoS) remapped to grid in
longitude, latitude.
Series: hmi.S_720s
Notes: level 1p IQUV data averaged at a cadence of 12 minutes
Series: hmi.S_720s_dcon
Notes: level 1p IQUV data averaged at a cadence of 12 minutes, constructed
with hmi.lev1_dcon
Series: hmi.S_720s_dconS
Notes: level 1p IQUV data averaged at a cadence of 12 minutes, scattered
light corrected
Series: hmi.TDKernels
Notes: time-distance inversion kernels
Series: hmi.V_45s
Notes: Dopplergrams with a cadence of 45 seconds
Series: hmi.V_45s_dcon
Notes: Dopplergrams with a cadence of 45 seconds, constructed with
hmi.lev1_dcon
Series: hmi.V_720s
Notes: Dopplergrams with a cadence of 720 seconds
Series: hmi.V_720s_dcon
Notes: Dopplergrams with a cadence of 720 seconds, constructed with
hmi.lev1_dcon.
Series: hmi.V_720s_dconS
Notes: Dopplergrams with a cadence of 720 seconds, scattered light corrected.
Series: hmi.V_avg120
Notes: Temporal averages of HMI Vgrams over 1/3 CR
Series: hmi.V_sht_2drls
Notes: 2d rls inversions for rotation
Series: hmi.V_sht_2drls_asym
Notes: 2d rls inversions for rotation
Series: hmi.V_sht_gf_gaps_retile
Notes: window functions for gapfilled timeseries
Series: hmi.V_sht_gf_retile
Notes: retiled detrended and gapfilled spherical harmonic timeseries
Series: hmi.V_sht_modes_asym
Notes: mode parameters from jpkbgn
Series: hmi.V_sht_modes_asym_archive
Notes: full results from jpkbgn
Series: hmi.V_sht_pow
Notes: power spectra computed after gapfilling
Series: hmi.b_135s
Notes: Full-disk Milne-Eddington inversion with the azimuth disambiguation
information contained in DISAMBIG to be applied to AZIMUTH
Series: hmi.b_5760s
Notes: 96-min full-disk Milne-Eddington inversion with the azimuth
disambiguation information contained in DISAMBIG to be applied to
AZIMUTH as described in
http://jsoc.stanford.edu/jsocwiki/FullDiskDisamb
Series: hmi.b_720s_e15w1332_cea
Notes: Cylindrical equal area projected HMI vector patch
Series: hmi.b_720s_e15w1332_cutout
Notes: HMI vector patch cutout
Series: hmi.b_90s
Notes: Full-disk Milne-Eddington inversion with the azimuth disambiguation
information contained in DISAMBIG to be applied to AZIMUTH
Series: hmi.b_synoptic
Notes: HMI synoptic chart of vector B field. Disambiguation for weak field
pixels uses random method.
Series: hmi.b_synoptic_small
Notes: HMI synoptic chart of vector B field (small size). Disambiguation for
weak field pixels uses random method.
Series: hmi.bmap_lowres_latlon_720s
Notes: HMI vector B Magnetograms remapped to grid in longitude, latitude
Series: hmi.c_avg120
Notes: Temporal averages of HMI continuum photograms over 1/3 CR
Series: hmi.coefficients
Notes: This series contains the 4 polynomial coefficients for the 3rd-order
polynomial Doppler velocity correction with the MDI-like algorithm
Series: hmi.eigenfunctions
Notes: eigenfuctions for performing inversions
Series: hmi.flatfield
Notes: HMI flat field
Series: hmi.fsVbinned_nrt
Notes: Binned HMI NRT Dopplergrams for GONG far-side processing
Series: hmi.fsi_phase_lon_lat
Notes: Farside lon/lat phase maps
Series: hmi.fsi_phase_lon_lat_5d
Notes: 5 day cumulative farside lon/lat phase maps
Series: hmi.gcvbinned_nrt
Notes: Binned HMI Dopplergrams for GONG copipe processing
Series: hmi.hskernels
Notes: mode kernels for helioseismic inversions
Series: hmi.ic_nolimbdark_720s_nrt
Notes: Continuum intensities with limb darkening removed
Series: hmi.ld_45s
Notes: linedepths with a cadence of 45 seconds.
Series: hmi.leakage
Notes: leakage matrices
Series: hmi.lev1_cal
Notes: HMI Level 1 Calibration Series
Series: hmi.lev1_dcon
Notes: HMI Level 1
Series: hmi.location_45s
Notes: WCS HMI location parameters for 45s products
Series: hmi.location_720s
Notes: HMI observer location parameters for 720s products
Series: hmi.lookup_ChebyCoef_BNoise
Notes: Btotal noise mask
Series: hmi.lookup_corrected_expanded
Notes: This series contains lookup tables for MDI-like algorithm.
Series: hmi.lookup_expanded
Notes: This series contains lookup tables for MDI-like algorithm.
Series: hmi.m_720s_mod
Notes: magnetograms with a cadence of 720 seconds.
Series: hmi.m_720s_nrt
Notes: Quick-look magnetograms with a cadence of 720 seconds.
Series: hmi.marmask_720s
Notes: Full disk active region mask (char)
Series: hmi.marmask_720s_nrt
Notes: Full disk active region mask (char)
Series: hmi.me_135s
Notes: Milne-Eddigton inversion
Series: hmi.me_5760s
Notes: 96-minute Milne-Eddigton inversion
Series: hmi.me_720s_e15w1332
Notes: Full-disk Milne-Eddigton inversion
Series: hmi.me_720s_e15w1332_harp
Notes: Milne-Eddigton inversion for selected region(s)
Series: hmi.me_720s_fd10_harp
Notes: Milne-Eddigton inversion for selected region(s)
Series: hmi.me_720s_fd10_harp_nrt
Notes: Near Real Time Milne-Eddigton inversion for selected region(s)
Series: hmi.me_90s
Notes: Milne-Eddigton inversion
Series: hmi.meanpf_720s
Notes: Mean polar field and AR field with a cadence of 720 seconds.
Series: hmi.mhdcorona
Notes: Three-dimensional MHD simulation data with definitive HMI magnetic
field map
Series: hmi.mhdcorona_daily
Notes: Three-dimensional MHD simulation data with daily updated HMI magnetic
field map
Series: hmi.mldailysynframe_720s
Notes: HMI daily update synoptic frame -- line-of-sight field
Series: hmi.mldailysynframe_720s_nrt
Notes: HMI NRT daily update synoptic frame -- line-of-sight field
Series: hmi.mldailysynframe_small_720s
Notes: HMI daily update synoptic frame -- line-of-sight field
Series: hmi.mldailysynframe_small_720s_nrt
Notes: HMI NRT daily update synoptic frame -- line-of-sight field
Series: hmi.mlsynop_small_720s
Notes: HMI synoptic chart of line-of-sight magnetic field - small size map
Series: hmi.mrdailysynframe_720s
Notes: HMI daily update synoptic frame -- Mr field converted from Mlos
Series: hmi.mrdailysynframe_720s_nrt
Notes: HMI NRT daily update synoptic frame -- Mr field converted from Mlos
Series: hmi.mrdailysynframe_polfil_720s
Notes: HMI daily update Mr synoptic frames, constructed from Blos, with polar
field corrected
Series: hmi.mrdailysynframe_small_720s
Notes: HMI daily update synoptic frame -- Mr field converted from Mlos
Series: hmi.mrdailysynframe_small_720s_nrt
Notes: HMI NRT daily update synoptic frame -- Mr field converted from Mlos
Series: hmi.mrsynop_small_720s
Notes: HMI synoptic chart of Mr field - small size map
Series: hmi.offpoint_flatfield
Notes: HMI flat field
Series: hmi.pfss_synframe
Notes: PFSS cubes from daily updated synchronic frames for Q-map computation,
higher resolution Br computed at radius of Q-maps, and smoothed Br
used as input
Series: hmi.pfss_synop
Notes: PFSS cubes from full CR synoptic maps for Q-map computation, higher
resolution Br computed at radius of Q-maps, and smoothed Br used as
input
Series: hmi.phasemaps_extended
Notes: This series contains Phase Maps of Tunable Elements for the extended
mission.
Series: hmi.polar_db
Notes: HMI polar field database
Series: hmi.q_synframe
Notes: Qmap computed from PFSS model using daily updated synchronic frame
Series: hmi.q_synop
Notes: Qmap computed from PFSS model using full CR synoptic maps
Series: hmi.rdMAI_fd05
Notes: Magnetic Activity Index series for 5-deg tiles
Series: hmi.rdMAI_fd15
Notes: Magnetic Activity Index series for 15-deg tiles
Series: hmi.rdMAI_fd30
Notes: Magnetic Activity Index series for 30-deg tiles
Series: hmi.rdVfitsc_fd05
Notes: ring fits to power spectra of 5-deg HMI Doppler cubes on ring-diagram
synoptic grid tracked 1/72 CR
Series: hmi.rdVfitsc_fd15
Notes: ring fits to power spectra of 15-deg HMI Doppler cubes on ring-diagram
synoptic grid tracked 1/24 CR
Series: hmi.rdVfitsc_fd30
Notes: ring fits to power spectra of 30-deg HMI Doppler cubes on ring-diagram
synoptic grid tracked 1/12 CR
Series: hmi.rdVfitsf_fd05
Notes: ring fits to power spectra of 5-deg HMI Doppler cubes on ring-diagram
synoptic grid tracked 1/72 CR
Series: hmi.rdVfitsf_fd15
Notes: ring fits to power spectra of 15-deg HMI Doppler cubes on ring-diagram
synoptic grid tracked 1/24 CR
Series: hmi.rdVfitsf_fd30
Notes: ring fits to power spectra of 30-deg HMI Doppler cubes on ring-diagram
synoptic grid tracked 1/12 CR
Series: hmi.rdVpspec_fd05
Notes: Power spectra of 5-deg HMI Doppler cubes on ring-diagram synoptic grid
tracked 1/72 CR
Series: hmi.rdVpspec_fd15
Notes: Power spectra of 15-deg HMI Doppler cubes on ring-diagram synoptic
grid tracked 1/24 CR
Series: hmi.rdVpspec_fd30
Notes: Power spectra of 30-deg HMI Doppler cubes on ring-diagram synoptic
grid tracked 1/12 CR
Series: hmi.rdVtrack_fd05
Notes: 5-deg Doppler cubes on ring-diagram synoptic grid tracked 1/72 CR
Series: hmi.rdVtrack_fd15
Notes: 15-deg Doppler cubes on ring-diagram synoptic grid tracked 1/24 CR
Series: hmi.rdVtrack_fd30
Notes: 30-deg Doppler cubes on ring-diagram synoptic grid tracked for 1/12 CR
Series: hmi.rdubinmeanserD_fd05
Notes: Annual means of binned Ui and dUi/dR fits for 5-deg tiles
Series: hmi.rdubinserD_fd05
Notes: binned means and slopes of Ui parameter fits over Rt ranges for 5-deg
tiles
Series: hmi.rdvavgpspec_fd15
Notes: Averages of power spectra of 15-deg cubes on ring-diagram synoptic
grid over full CR
Series: hmi.rdvavgpspec_fd30
Notes: Averages of power spectra of 30-deg cubes on ring-diagram synoptic
grid over full CR
Series: hmi.rdvfitsc_avg15
Notes: ring fits to rotation-averaged power spectra of 15-deg HMI Doppler
cubes on ring-diagram synoptic grid
Series: hmi.rdvfitsc_avg30
Notes: ring fits to rotation-averaged power spectra of 30-deg HMI Doppler
cubes on ring-diagram synoptic grid
Series: hmi.rdvflows_fd15_frame
Notes: flow inversions of fits to ring-diagram power spectra of 15-deg HMI
Doppler cubes on ring-diagram synoptic grid tracked 1/24 CR
Series: hmi.rdvflows_fd30_frame
Notes: flow inversions of fits to ring-diagram power spectra of 30-deg HMI
Doppler cubes on ring-diagram synoptic grid tracked 1/12 CR
Series: hmi.s_135s
Notes: level 1p IQUV data averaged at a cadence of 135 seconds
Series: hmi.s_5760s
Notes: level 1p IQUV data averaged at a cadence of 96 minutes
Series: hmi.s_90s
Notes: level 1p IQUV data averaged at a cadence of 90 seconds
Series: hmi.sharp_720s
Notes: Spaceweather HMI Active Region Patch (SHARP): CCD coordinates
Series: hmi.sharp_720s_dconS
Notes: Spaceweather HMI Active Region Patch (SHARP): CCD coordinates:
scattered light corrected
Series: hmi.sharp_720s_nrt
Notes: nrt Spaceweather HMI Active Region Patch (SHARP): CCD coordinates
Series: hmi.sharp_cea_720s
Notes: Spaceweather HMI Active Region Patch (SHARP): CEA coordinates
Series: hmi.sharp_cea_720s_dconS
Notes: Spaceweather HMI Active Region Patch (SHARP): CEA coordinates:
scattered light corrected
Series: hmi.sharp_cea_720s_nrt
Notes: nrt Spaceweather HMI Active Region Patch (SHARP): CEA coordinates
Series: hmi.synoptic_ml_720s
Notes: HMI synoptic chart of line-of-sight magnetic field
Series: hmi.synoptic_ml_720s_nrt
Notes: HMI NRT synoptic chart of line-of-sight magnetic field
Series: hmi.synoptic_ml_small_720s_nrt
Notes: HMI NRT synoptic chart of line-of-sight magnetic field - small size
map
Series: hmi.synoptic_mr_720s
Notes: HMI synoptic chart of Mr field. Mr is converted from Mlos
Series: hmi.synoptic_mr_720s_nrt
Notes: HMI NRT synoptic chart of Mr field. Mr is converted from Mlos
Series: hmi.synoptic_mr_polfil_720s
Notes: HMI synoptic chart of radial (Mr) with polar field correction
Series: hmi.synoptic_mr_small_720s_nrt
Notes: HMI NRT synoptic chart of Mr field - small size map
Series: hmi.tdVinvrt_synopHC
Notes: velocity and sound-speed inferred from time-distance helioseismology
Series: hmi.tdVtimes_synopHC
Notes: time-distance helioseismology travel times
Series: hmi.tdVtrack_synopHC
Notes: Tracked mapped Doppler cubes at synoptic locations
Series: hmi.td_fsi_12h
Notes: Time-Distance Far Side delta time maps, 12hr cadence
Series: hmi.tdpixlist
Notes: Target pixel lists for time-distance calculations
Series: hmi.temperature_summary_300s
Notes: Temperature Statistics from HMI Housekeeping - Thermal/PS voltage
packet
Series: hmi.v_sht_72d
Notes: raw spherical harmonic timeseries
Series: hmi.v_sht_gaps_72d
Notes: window functions for raw timeseries
Series: hmi.v_sht_gf_72d
Notes: detrended and gapfilled spherical harmonic timeseries
Series: hmi.v_sht_gf_gaps_72d
Notes: window functions for gapfilled timeseries
Series: hmi.v_sht_modes
Notes: mode parameters from jpkbgn
Series: hmi.v_sht_modes_archive
Notes: full results from jpkbgn
Series: hmi.v_sht_secs_72d
Notes: sections of data, discontinuities in between
Series: hmi.vw_V_sht_2drls
Notes: 2d rls inversions for rotation
Series: hmi.vw_V_sht_72d
Notes: raw spherical harmonic timeseries
Series: hmi.vw_V_sht_gaps_72d
Notes: window functions for raw timeseries
Series: hmi.vw_V_sht_gf_72d
Notes: detrended and gapfilled spherical harmonic timeseries
Series: hmi.vw_V_sht_gf_gaps_72d
Notes: window functions for gapfilled timeseries
Series: hmi.vw_V_sht_modes
Notes: mode parameters from jpkbgn
Series: hmi.vw_V_sht_modes_archive
Notes: full results from jpkbgn
Series: hmi.vw_V_sht_pow
Notes: power spectra computed after gapfilling
Series: hmi.vw_v_45s
Notes: vw_V proxy (binned by a factor of 4, convolved with a gaussian with
sigma=2.83, subsampled by a factor of 5)
```

**Total running time of the script:** (0 minutes 0.367 seconds)