Processing with OCSSW Command Line Interface (CLI)

Tutorial Lead: Carina Poulin (NASA, SSAI)

The following notebooks are prerequisites for this tutorial:

• Earthdata Cloud Access

• Satellite Data Visualization

Summary

SeaDAS is the official data analysis sofware of NASA’s Ocean Biology Distributed Active Archive Center (OB.DAAC); used to process, display and analyse ocean color data. SeaDAS is a dektop application that includes the Ocean Color Science Software (OCSSW) libraries. There is also a command line interface (CLI) for the OCSSW libraries, which we can use to write processing scripts and notebooks.

This tutorial will show you how to process PACE OCI data using the sequence of OCSSW programs l2gen, l2bin, and l3mapgen.

Learning Objectives

At the end of this notebok you will know:

• How to process Level-1B data to Level-2 with l2gen to make different products including surface reflectances and MOANA phytoplankton products

• How to merge two images with l2bin

• How to create a map with l3mapgen

Contents

1. Setup

2. Get L1B Data

3. Process L1B Data to L2 Surface Reflectances with l2gen

4. Process L1B Data to L2 MOANA Phytoplankton products with l2gen

5. Composite L2 Data with l2bin

6. Make a Map from Binned Data with l3mapgen

1. Setup

Begin by importing all of the packages used in this notebook. If your kernel uses an environment defined following the guidance on the tutorials page, then the imports will be successful.

import csv
import os

import cartopy.crs as ccrs
import earthaccess
import xarray as xr
import matplotlib.pyplot as plt

We are also going to define a function to help write OCSSW parameter files, which is needed several times in this tutorial. To write the results in the format understood by OCSSW, this function uses the csv.writer from the Python Standard Library. Instead of writing comma-separated values, however, we specify a non-default delimiter to get equals-separated values. Not something you usually see in a data file, but it’s better than writing our own utility from scratch!

def write_par(path, par):
    """
    Prepare a "par file" to be read by one of the OCSSW tools, as an
    alternative to specifying each parameter on the command line.

    Args:
        path (str): where to write the parameter file
        par (dict): the parameter names and values included in the file
    """
    with open(path, "w") as file:
        writer = csv.writer(file, delimiter="=")
        values = writer.writerows(par.items())

The Python docstring (fenced by triple quotation marks in the function definition) is not essential, but it helps describe what the function does.

help(write_par)

Help on function write_par in module __main__:

write_par(path, par)
    Prepare a "par file" to be read by one of the OCSSW tools, as an
    alternative to specifying each parameter on the command line.
    
    Args:
        path (str): where to write the parameter file
        par (dict): the parameter names and values included in the file

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2. Get L1B Data

Set (and persist to your user profile on the host, if needed) your Earthdata Login credentials.

auth = earthaccess.login(persist=True)

We will use the earthaccess search method used in the OCI Data Access notebook. Note that Level-1B (L1B) files do not include cloud coverage metadata, so we cannot use that filter. In this search, the spatial filter is performed on a location given as a point represented by a tuple of latitude and longitude in decimal degrees.

tspan = ("2024-06-05", "2024-06-05")
location = (40, 45)

results = earthaccess.search_data(
    short_name="PACE_OCI_L1B_SCI",
    temporal=tspan,
    point=location,
)
results[0]

Data: PACE_OCI.20240605T092137.L1B.V2.nc

Size: 1745.45 MB

Cloud Hosted: True

Download the granules found in the search.

paths = earthaccess.download(results, local_path="data")

While we have the downloaded location stored in the list paths, store one in a variable we won’t overwrite for future use.

l2gen_ifile = paths[0]

The Level-1B files contain top-of-atmosphere reflectances, typically denoted as \(\rho_t\). On OCI, the reflectances are grouped into blue, red, and short-wave infrared (SWIR) wavelengths. Open the dataset’s “observation_data” group in the netCDF file using xarray to plot a “rhot_red” wavelength.

dataset = xr.open_dataset(l2gen_ifile, group="observation_data")
artist = dataset["rhot_red"].sel({"red_bands": 100}).plot()

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3. Process L1B Data with l2gen

At Level-1, we neither have geophysical variables nor are the data projected for easy map making. We will need to process the L1B file to Level-2 and then to Level-3 to get both of those. Note that Level-2 data for many geophysical variables are available for download from the OB.DAAC, so you often don’t need the first step. However, the Level-3 data distributed by the OB.DAAC are global composites, which may cover more Level-2 scenes than you want. You’ll learn more about compositing below. l2gen also allows you to customize products in a way that allows you to get products you cannot directly download from earthdata, like you will see from the following two examples. The first shows how to produce surface reflectances to make true-color images. The second covers the upcoming MOANA phytoplankton community composition products.

This section shows how to use l2gen for processing the L1B data to L2 using customizable parameters.

OCSSW programs are run from the command line in Bash, but we can have a Bash terminal-in-a-cell using the IPython magic command %%bash. In the specific case of OCSSW programs, the Bash environment created for that cell must be set up by loading $OCSSWROOT/OCSSW_bash.env.

Every %%bash cell that calls an OCSSW program needs to source the environment definition file shipped with OCSSW, because its effects are not retained from one cell to the next. We can, however, define the OCSSWROOT environment variable in a way that effects every %%bash cell.

os.environ.setdefault("OCSSWROOT", "/opt/ocssw")

'/opt/ocssw'

Then we need a couple lines, which will appear in multiple cells below, to begin a Bash cell initiated with the OCSSW_bash.env file.

Using this pattern, run the l2gen command with the single argument help to view the extensive list of options available. You can find more information about l2gen and other OCSSW functions on the seadas website

%%bash
source $OCSSWROOT/OCSSW_bash.env

l2gen help

msl12 9.7.0-V2024.1 (Jul 17 2024 13:15:09)
Usage: msl12 argument-list

  The argument-list is a set of keyword=value pairs. The arguments can
  be specified on the commandline, or put into a parameter file, or the
  two methods can be used together, with commandline over-riding.

  return value: 0=OK, 1=error, 110=north,south,east,west does not intersect
  file data.

The list of valid keywords follows:

   help (boolean) (alias=h) (default=false) = print usage information
   version (boolean) (default=false) = print the version
        information
   dump_options (boolean) (default=false) = print
        information about each option
   dump_options_paramfile (ofile) = print
        information about each option to paramfile
   dump_options_xmlfile (ofile) = print
        information about each option to XML file
   par (ifile) = input parameter file
   pversion (string) (default=Unspecified) = processing version string
   suite (string) (default=OC) = product suite string for loading
        suite-specific defaults
   eval (int) (default=0) = evaluation bitmask
          0: standard processing
          1: init to old aerosol models
          2: enables MODIS and MERIS cloud Mask for HABS
         16: enables MODIS cirrus mask
         32: use test sensor info file
         64: use test rayleigh tables
        128: use test aerosol tables
        256: use test polarization tables
       1024: mask modis mirror-side 1 (navfail)
       2048: mask modis mirror-side 2 (navfail)
       4096: don't apply 'cold-only' or equatorial aerosol tests for SST
       8192: use alt sensor info file in eval
      32768: enables spherical path geom for dtran
   ifile (ifile) (alias=ifile1) = input L1 file name
   ilist (ifile) = file containing list of input files, one per line
   geofile (ifile) = input L1 geolocation file name (MODIS/VIIRS only)
   ofile (ofile) (alias=ofile1) (default=output) = output file #1 name,
        output vicarious L1B for inverse mode
   ofile[#] = additional output L2 file name
   oformat (string) (default=netCDF4) = output file format
        netcdf4: output a netCDF version 4 file
        hdf4:    output a HDF version 4 file
   il2file (ifile) (alias=il2file1) = input L2 file names for sensor to be
        used as a calibrator.  Alternatively, a data point can be used as a
        calibrator (e.g. MOBY)
   il2file[#] = additional L2 calibration file names
   tgtfile (ifile) = vicarious calibration target file
   aerfile (ifile) = aerosol model specification file
   metafile (ifile) = output meta-data file
   l2prod (string) (alias=l2prod1) = L2 products to be included in ofile #1
   l2prod[#] = L2 products to be included in ofile[#]
   proc_ocean (int) (default=1) = toggle ocean processing
        1: On
        0: Off
        2: force all pixels to be processed as ocean
   proc_land (boolean) (default=off) = toggle land processing
   proc_sst (boolean) (default=false) = toggle SST processing
        (default=1 for MODIS, 0 otherwise)
   proc_cloud (boolean) (default=off) = toggle cloud processing
   proc_uncertainty (int) (default=0) = uncertainty propagation mode
        0: without uncertainty propagation
        1: uncertainty propagation generating error variance
   atmocor (boolean) (default=on) = toggle atmospheric correction
   mode (int) (default=0) = processing mode
        0: forward processing
        1: inverse (calibration) mode, targeting to nLw=0
        2: inverse (calibration) mode, given nLw target
        3: inverse (calibration) mode, given Lw target (internally normalized)
   aer_opt (int) (default=99) = aerosol mode option
      -99: No aerosol subtraction
      >0: Multi-scattering with fixed model (provide model number, 1-N,
           relative to aermodels list)
        0: White aerosol extrapolation.
       -1: Multi-scattering with 2-band model selection
       -2: Multi-scattering with 2-band, RH-based model selection and
           iterative NIR correction
       -3: Multi-scattering with 2-band model selection
           and iterative NIR correction
       -4: Multi-scattering with fixed model pair
           (requires aermodmin, aermodmax, aermodrat specification)
       -5: Multi-scattering with fixed model pair
           and iterative NIR correction
           (requires aermodmin, aermodmax, aermodrat specification)
       -6: Multi-scattering with fixed angstrom
           (requires aer_angstrom specification)
       -7: Multi-scattering with fixed angstrom
           and iterative NIR correction
           (requires aer_angstrom specification)
       -8: Multi-scattering with fixed aerosol optical thickness
           (requires taua specification)
       -9: Multi-scattering with 2-band model selection using Wang et al. 2009
           to switch between SWIR and NIR. (MODIS only, requires aer_swir_short,
           aer_swir_long, aer_wave_short, aer_wave_long)
      -10: Multi-scattering with MUMM correction
           and MUMM NIR calculation
      -17: Multi-scattering epsilon, RH-based model selection
           and iterative NIR correction
      -18: Spectral Matching of aerosols reflectance
           and iterative NIR correction
      -19: Multi-scattering epsilon (linear), RH-based model selection
           and iterative NIR correction
   aer_wave_short (int) (default=765) = shortest sensor wavelength for aerosol
        model selection
   aer_wave_long (int) (default=865) = longest sensor wavelength for aerosol
        model selection
   aer_wave_base (int) (default=865) = base sensor wavelength for aerosol 
         extrapolation
   aer_swir_short (int) (default=-1) = shortest sensor wavelength for
        SWIR-based NIR Lw correction
   aer_swir_long (int) (default=-1) = longest sensor wavelength for SWIR-based
        NIR Lw correction
   aer_rrs_short (float) (default=-1.0) = Rrs at shortest sensor wavelength for
        aerosol model selection
   aer_rrs_long (float) (default=-1.0) = Rrs at longest sensor wavelength for
        aerosol model selection
   aermodmin (int) (default=-1) = lower-bounding model to use for fixed model
        pair aerosol option
   aermodmax (int) (default=-1) = upper-bounding model to use for fixed model
        pair aerosol option
   aermodrat (float) (default=0.0) = ratio to use for fixed model pair aerosol
        option
   aer_angstrom (float) (default=-999.0) = aerosol angstrom exponent for model
        selection
   aer_iter_max (int) (default=10) = maximum number of iterations for NIR
        water-leaving radiance estimation.
   mumm_alpha (float) (default=1.72) = water-leaving reflectance ratio for MUMM
       turbid water atmospheric correction
   mumm_gamma (float) (default=1.0) = two-way Rayleigh-aerosol transmittance
       ratio for MUMM turbid water atmospheric correction
   mumm_epsilon (float) (default=1.0) = aerosol reflectance ratio for MUMM
        turbid water atmospheric correction
   absaer_opt (int) (default=0) = absorbing aerosol flagging option
        0: disabled
        1: use rhow_412 aerosol index test
        2: GMAO ancillary aerosol test
   glint_opt (int) (default=1) = glint correction:
        0: glint correction off
        1: standard glint correction
        2: simple glint correction
   oxaband_opt (int) (default=0) = oxygen A-band correction
        0: no correction
        1: Apply Ding and Gordon (1995) correction
        2: Apply oxygen transmittance from gas transmittance table (see gas_opt)
   cirrus_opt (boolean) (default=false) = cirrus cloud reflectance correction option
   filter_opt (boolean) (default=false) = filtering input data option
   filter_file (ifile) (default=$OCDATAROOT/sensor/sensor_filter.dat) = 
        data file for input filtering
   brdf_opt (int) (default=0) = Bidirectional reflectance correction
        0: no correction
        1: Fresnel reflection/refraction correction for sensor path
        3: Fresnel reflection/refraction correction for sensor + solar path
        7: Morel f/Q + Fresnel solar + Fresnel sensor
       15: Gordon DT + Morel f/Q + Fresnel solar + Fresnel sensor
       19: Morel Q + Fresnel solar + Fresnel sensor
   fqfile (ifile) (default=$OCDATAROOT/common/morel_fq.nc) = f/Q correction file
   parfile (ifile) = par climatology file for NPP calculation
   gas_opt (int) (default=1) = gaseous transmittance bitmask selector
        0: no correction
        1: Ozone
        2: CO2
        4: NO2
        8: H2O
       16: Use ATREM
       32: Use <sensor>_gas_transmittance.nc tables
       64: CO
      128: CH4
      256: N2O
   atrem_opt (int) (default=0) = ATREM gaseous transmittance bitmask selector
        0: H2O only
        1: Ozone
        2: CO2
        4: NO2
        8: CO
       16: CH4
       32: O2
       64: N2O 
   atrem_full (int) (default=0) = ATREM gaseous transmittance calculation option
        0: Calculate transmittance using k-distribution method (fast)
        1: Calculate transmittance using full method (slow)
   atrem_geom (int) (default=0) = ATREM gaseous transmittance geometry option
        0: Only recalculate geometry when error threshold reached (fast)
        1: Recalculate geometry every pixel (slow)
   atrem_model (int) (default=0) = ATREM gaseous transmittance Atm. model selection
        0: Use pixel's latitude and date to determine model 
        1: tropical
        2: mid latitude summer
        3: mid latitude winter
        4: subarctic summer
        5: subarctic winter
        6: US standard 1962
   atrem_splitpaths (int) (default=0) = ATREM gaseous transmittance split paths between solar and sensor (turns atrem_full on)
        0: Calculates transmittance over total path length (default)
        1: Calculates transmittance over separate solar and sensor paths (slow)
   iop_opt (int) (default=0) = IOP model for use in downstream products
        0: None (products requiring a or bb will fail)
        1: Carder
        2: GSM
        3: QAA
        4: PML
        5: NIWA
        6: LAS
        7: GIOP
   cphyt_opt (int) (default=1) = model for phytoplankton carbon
        1: Graff/Westberry
        2: Behrenfeld
   seawater_opt (int) (default=0) = seawater IOP options
        0: static values
        1: temperature & salinity-dependent seawater nw, aw, bbw
   polfile (ifile) = polarization sensitivities filename leader
   pol_opt (int) (default=-1) = polarization correction (sensor-specific)
        0: no correction
        1: only Rayleigh component is polarized
        2: all radiance polarized like Rayleigh
        3: only Rayleigh and Glint are polarized (MODIS default)
        4: all radiance polarized like Rayleigh + Glint
   band_shift_opt (int) (default=0) = bandshifting option 
        1: apply bio-optical bandshift
        0: linear interpolation
   giop_aph_opt (int) (default=2) = GIOP model aph function type
        0: tabulated (supplied via giop_aph_file)
        2: Bricaud et al. 1995 (chlorophyll supplied via default empirical algorithm)
        3: Ciotti and Bricaud 2006 (size fraction supplied via giop_aph_s)
   giop_aph_file (ifile) (default=$OCDATAROOT/common/aph_default.txt) = 
        GIOP model, tabulated aph spectra
   giop_uaph_file (ifile) (default=$OCDATAROOT/common/aph_unc_default.txt) = 
        GIOP model, tabulated aph uncertainty spectra
   giop_aph_s (float) (default=-1000.0) = GIOP model, spectral parameter
        for aph
   giop_adg_opt (int) (default=1) = GIOP model adg function type
        0: tabulated (supplied via giop_adg_file)
        1: exponential with exponent supplied via giop_adg_s)
        2: exponential with exponent derived via Lee et al. (2002)
        3: exponential with exponent derived via OBPG method
   giop_adg_file (string) (default=$OCDATAROOT/common/adg_default.txt) = 
        GIOP model, tabulated adg spectra
   giop_uadg_file (ifile) (default=$OCDATAROOT/common/adg_unc_default.txt) = 
        GIOP model, tabulated adg uncertainty spectra
   giop_adg_s (float) (default=0.018) = GIOP model, spectral parameter
        for adg
   giop_uadg_s (float) (default=0.0) = GIOP model, uncertainty of spectral
         parameter for adg
   giop_bbp_opt (int) (default=3) = GIOP model bbp function type
        0: tabulated (supplied via giop_bbp_file)
        1: power-law with exponent supplied via giop_bbp_s)
        2: power-law with exponent derived via Hoge & Lyon (1996)
        3: power-law with exponent derived via Lee et al. (2002)
        5: power-law with exponent derived via Ciotti et al. (1999)
        6: power-law with exponent derived via Morel & Maritorena (2001)
        7: power-law with exponent derived via Loisel & Stramski (2000)
        8: spectrally independent vector derived via Loisel & Stramski (2000)
        9: fixed vector derived via Loisel & Stramski (2000)
       10: fixed vector derived via lee et al. (2002)
       11: fixed vector derived via McKinna et al. (2021)
       12: fixed vector derived via Huot et al. (2008)
   giop_bbp_file (ifile) (default=$OCDATAROOT/common/bbp_default.txt) = 
        GIOP model, tabulated bbp spectra
   giop_ubbp_file (ifile) (default=$OCDATAROOT/common/bbp_default.txt) = 
         GIOP model, tabulated bbp uncertainty spectra
   giop_bbp_s (float) (default=-1000.0) = GIOP model, spectral parameter
        for bbp
   giop_ubbp_s (float) (default=0.0) = GIOP model, uncertainty in spectral
        parameter for bbp
   giop_acdom_opt (int) (default=1) = GIOP model acdom function type
        0: tabulated (supplied via giop_acdom_file)
        1: no data
   giop_acdom_file (ifile) = 
        GIOP model, file of specific CDOM absorption coefficients for aLMI
   giop_uacdom_file (ifile) = 
        GIOP model, file of specific CDOM absorption uncertainties for aLMI
   giop_anap_opt (int) (default=1) = GIOP model anap function type
        0: tabulated (supplied via giop_anap_file)
        1: no data
   giop_anap_file (ifile) = 
        GIOP model, file of specific NAP absorption coefficients for aLMI
   giop_uanap_file (ifile) = 
       GIOP model, file of specific NAP absorption coefficient uncertainties for aLMI
   giop_bbph_opt (int) (default=1) = GIOP model bbph function type
        0: tabulated (supplied via giop_bbph_file)
        1: no data
   giop_bbph_file (ifile) = 
        GIOP model, file of specific phytoplankton backscattering coefficients for aLMI
   giop_ubbph_file (ifile) = 
       GIOP model, file of specific phytoplankton backscatteirng coefficient uncertainties for aLMI
   giop_bbnap_opt (int) (default=1) = GIOP model bbnap function type
        0: tabulated (supplied via giop_bbnap_file)
        1: no data
   giop_bbnap_file (ifile) = 
        GIOP model, file of specific NAP backscattering coefficients for aLMI
   giop_ubbnap_file (ifile) = 
       GIOP model, file of specific NAP backscattering coefficient uncertainties for aLMI
   giop_rrs_opt (int) (default=0) = GIOP model Rrs to bb/(a+bb) method
        0: Gordon quadratic (specified with giop_grd)
        1: Morel f/Q
   giop_rrs_unc_opt (int) (default=0) = GIOP model Rrs uncertainties option
        0: none 
        1: sensor-derived Rrs uncertainties 
        2: input spectral absolute uncertainties using giop_rrs_unc, as comma-separated
                array with spectral resolution matching sensor
        3: input spectral relative uncertainties using giop_rrs_unc, as comma-separated
                 array with spectral resolution matching sensor
   giop_rrs_diff (float) (default=0.33) = GIOP model, maximum difference between input and modeled Rrs
   giop_grd (float) (default=[0.0949,0.0794]) = GIOP model, Gordon
        Rrs to bb/(a+bb) quadratic coefficients
   giop_wave (float) (default=-1) = GIOP model list of sensor wavelengths for
        optimization comma-separated list, default is all visible bands (400-700nm)
   giop_maxiter (int) (default=50) = GIOP Model iteration limit
   giop_fit_opt (int) (default=1) = GIOP model optimization method
        0: Amoeba optimization
        1: Levenberg-Marquardt optimization
        3: SVD matrix inversion
        4: SIOP adaptive matrix inversion
   gsm_opt (int) (default=0) = GSM model options
        0: default coefficients
        1: Chesapeake regional coefficients
   gsm_fit (int) (default=0) = GSM fit algorithm
        0: Amoeba
        1: Levenberg-Marquardt
   gsm_adg_s (float) (default=0.02061) = GSM IOP model, spectral slope for adg
   gsm_bbp_s (float) (default=1.03373) = GSM IOP model, spectral slope for bbp
   gsm_aphw (float) (default=[412.0, 443.0, 490.0, 510.0, 555.0, 670.0]) = 
        GSM IOP model, wavelengths of ap* table
   gsm_aphs (float) (default=[0.00665, 0.05582, 0.02055, 0.01910, 0.01015, 0.01424]) = GSM IOP model, coefficients of ap* table
   qaa_adg_s (float) (alias=qaa_S) (default=0.015) = QAA IOP model, spectral
        slope for adg
   qaa_wave (int) = sensor wavelengths for QAA algorithm
   chloc2_wave (int) (default=[-1,-1]) = sensor wavelengths for OC2 chlorophyll
        algorithm
   chloc2_coef (float) (default=[0.0,0.0,0.0,0.0,0.0]) = coefficients for OC2
        chlorophyll algorithm
   chloc3_wave (int) (default=[-1,-1,-1]) = sensor wavelengths for OC3
         chlorophyll algorithm
   chloc3_coef (float) (default=[0.0,0.0,0.0,0.0,0.0]) = coefficients for OC3
        chlorophyll algorithm
   chloc4_wave (int) (default=[-1,-1,-1,-1]) = sensor wavelengths for OC4
        chlorophyll algorithm
   chloc4_coef (float) (default=[0.0,0.0,0.0,0.0,0.0]) = coefficients for OC4
        chlorophyll algorithm
   kd2_wave (int) (default=[-1,-1]) = sensor wavelengths for polynomial Kd(490)
        algorithm
   kd2_coef (float) (default=[0.0,0.0,0.0,0.0,0.0,0.0]) = sensor wavelengths
        for polynomial Kd(490) algorithm
   flh_offset (float) (default=0.0) = bias to subtract
        from retrieved fluorescence line height
   vcnnfile (ifile) = virtual constellation neural net file
   picfile (ifile) = pic table for Balch 2-band algorithm
   owtfile (ifile) = optical water type file
   owtchlerrfile (ifile) = chl error file associate with optical water type
   aermodfile (ifile) = aerosol model filename leader
   uncertaintyfile (ifile) = uncertainty LUT
   aermodels (string) (default=[r30f95v01,r30f80v01,r30f50v01,r30f30v01,r30f20v01,r30f10v01,r30f05v01,r30f02v01,r30f01v01,r30f00v01,r50f95v01,r50f80v01,r50f50v01,r50f30v01,r50f20v01,r50f10v01,r50f05v01,r50f02v01,r50f01v01,r50f00v01,r70f95v01,r70f80v01,r70f50v01,r70f30v01,r70f20v01,r70f10v01,r70f05v01,r70f02v01,r70f01v01,r70f00v01,r75f95v01,r75f80v01,r75f50v01,r75f30v01,r75f20v01,r75f10v01,r75f05v01,r75f02v01,r75f01v01,r75f00v01,r80f95v01,r80f80v01,r80f50v01,r80f30v01,r80f20v01,r80f10v01,r80f05v01,r80f02v01,r80f01v01,r80f00v01,r85f95v01,r85f80v01,r85f50v01,r85f30v01,r85f20v01,r85f10v01,r85f05v01,r85f02v01,r85f01v01,r85f00v01,r90f95v01,r90f80v01,r90f50v01,r90f30v01,r90f20v01,r90f10v01,r90f05v01,r90f02v01,r90f01v01,r90f00v01,r95f95v01,r95f80v01,r95f50v01,r95f30v01,r95f20v01,r95f10v01,r95f05v01,r95f02v01,r95f01v01,r95f00v01]) = aerosol models
   met1 (ifile) (default=$OCDATAROOT/common/met_climatology.hdf) = 
        1st meteorological ancillary data file
   met2 (ifile) = 2nd meteorological ancillary data file
   met3 (ifile) = 3rd meteorological ancillary data file
   ozone1 (ifile) (default=$OCDATAROOT/common/ozone_climatology.hdf) = 
        1st ozone ancillary data file
   ozone2 (ifile) = 2nd ozone ancillary data file
   ozone3 (ifile) = 3rd ozone ancillary data file
   rad1 (ifile) = Ancillary data for PAR, 1st file
   rad2 (ifile) = Ancillary data for PAR, 2nd file
   rad3 (ifile) = Ancillary data for PAR, 3rd file
   anc_profile1 (ifile) = 
        1st ancillary profile data file
   anc_profile2 (ifile) = 
        2nd ancillary profile data file
   anc_profile3 (ifile) = 
        3rd ancillary profile data file
   anc_aerosol1 (ifile) = 
        1st ancillary aerosol data file
   anc_aerosol2 (ifile) = 
        2nd ancillary aerosol data file
   anc_aerosol3 (ifile) = 
        3rd ancillary aerosol data file
   sfc_albedo (ifile) = 
        ancillary cloud albedo data file
   cth_albedo (ifile) = 
        ancillary albedo file for cloud top height use
   anc_cor_file (ifile) = ozone correction file
   pixel_anc_file (ifile) = per pixel ancillary data file
   land (ifile) (default=$OCDATAROOT/common/gebco_ocssw_v2020.nc) = land mask file
   water (ifile) (default=$OCDATAROOT/common/gebco_ocssw_v2020.nc) = 
        shallow water mask file
   demfile (ifile) (default=$OCDATAROOT/common/gebco_ocssw_v2020.nc) = 
        digital elevation map file
   dem_auxfile (ifile) = auxiliary digital elevation map file
   mldfile (ifile) = Multi-layer depth file
   icefile (ifile) (default=$OCDATAROOT/common/ice_mask.hdf) = sea ice file
   ice_threshold (float) (default=0.1) = sea ice fraction above which will be
        flagged as sea ice
   sstcoeffile (ifile) = IR sst algorithm coefficients file
   dsdicoeffile (ifile) = SST dust correction algorithm coefficients file
   sstssesfile (ifile) = IR sst algorithm error statistics file
   sst4coeffile (ifile) = SWIR sst algorithm coefficients file
   sst4ssesfile (ifile) = SWIR sst algorithm error statistics file
   sst3coeffile (ifile) = Triple window sst algorithm coefficients file
   sst3ssesfile (ifile) = Triple window sst algorithm error statistics file
   sstfile (ifile) (default=$OCDATAROOT/common/sst_climatology.hdf) = input
        SST reference file
   sstreftype (int) (default=0) = Reference SST field source
        0: Reynolds OI SST reference file
        1: AMSR-E daily SST reference file
        2: AMSR-E 3-day SST reference file
        3: ATSR monthly SST reference file
        4: NTEV2 monthly SST reference file
        5: AMSR-E 3-day or night SST reference file
        6: WindSat daily SST reference file
        7: WindSat 3-day SST reference file
        8: WindSat 3-day or night SST reference file
   sstrefdif (float) (default=100.0) = stricter sst-ref difference threshold
   viirsnv7 (int) (default=-1) = =1 to use the VIIRSN V7 high senz latband sst and sst3 equations
   viirsnosisaf (int) (default=0) = =1 to use the VIIRSN OSI-SAF sst and sst3 equations
   no2file (ifile) (default=$OCDATAROOT/common/no2_climatology.hdf) = no2
        ancillary file
   alphafile (ifile) (default=$OCDATAROOT/common/alpha510_climatology.hdf) = 
        alpha510 climatology file
   tauafile (ifile) (default=$OCDATAROOT/common/taua865_climatology.hdf) = 
        taua865 climatology file
   flaguse (string) (default=ATMFAIL,LAND,HIGLINT,HILT,HISATZEN,STRAYLIGHT,CLDICE,COCCOLITH,LOWLW,CHLFAIL,NAVWARN,ABSAER,MAXAERITER,ATMWARN,HISOLZEN,NAVFAIL) = Flags to use
   xcalbox (int) (default=0) = pixel size of the central box in the L1 scene
        (e.g. 5 pixels around MOBY) to be extracted into xcalfile for the
        cross-calibration, 0=whole L1
   xcalboxcenter (int) (default=[0,0]) = Central [ipix, iscan] of the box in
        the L1 scene, [0,0] = center of the L1 scene
   xcalpervalid (int) (default=0) = min percent of valid cross-calibration
        pixels within the box or the L1 scene, 0 = at least 1 pixel
   xcalsubsmpl (int) (default=1) = Sub-sampling rate for the data to be used
        for the cross-calibration
   chlthreshold (float) (default=100.000000) = threshold on L2 data chlorophyll
        (100.000000=CHL_MAX)
   aotthreshold (float) (default=1.000000) = threshold on L2 data AOTs
        (1.000000=AOT_MAX)
   coccolith (float) (default=[1.1,0.9,0.75,1.85,1.0,1.65,0.6,1.15]) = 
        coccolithophore algorithm coefs
   cirrus_thresh (float) (default=[-1.0,-1.0]) = cirrus reflectance thresholds
   taua (float) = [taua_band1,...,taua_bandn] aerosol optical thickness of the
        calibration data point
   absaer (float) (default=0.0) = absorbing aerosol threshold on aerosol index
   rhoamin (float) (default=0.0001) = min NIR aerosol reflectance to attempt
        model lookup
   epsmin (float) (default=0.85) = minimum epsilon to trigger atmospheric
        correction failure flag
   epsmax (float) (default=1.35) = maximum epsilon to trigger atmospheric
         correction failure flag
   tauamax (float) (default=0.3) = maximum 865 aerosol optical depth to trigger
        hitau flag
   nLwmin (float) (default=0.15) = minimum nLw(555) to trigger low Lw flag
   wsmax (float) (default=12.0) = windspeed limit on white-cap correction in m/s
   windspeed (float) (default=-1000.0) = user over-ride of windspeed in m/s
        (-1000=use ancillary files)
   windangle (float) (default=-1000.0) = user over-ride of wind angle in deg
        (-1000=use ancillary files)
   pressure (float) (default=-1000.0) = user over-ride of atmospheric pressure
        in mb (-1000=use ancillary files)
   ozone (float) (default=-1000.0) = user over-ride of ozone concentration in
        cm (-1000=use ancillary files)
   relhumid (float) (default=-1000.0) = user over-ride of relative humidity in
        percent (-1000=use ancillary files)
   watervapor (float) (default=-1000.0) = user over-ride of water vapor in
        g/cm^2 (-1000=use ancillary files)
   vcal_opt (int) (default=-1) = Vicarious calibration option
   vcal_chl (float) (default=-1.0) = Vicarious calibration chl
   vcal_solz (float) (default=-1.0) = Vicarious calibration solz
   vcal_nLw (float) = Vicarious calibration normalized water leaving radiances
   vcal_Lw (float) = Vicarious calibration water leaving radiances
   vcal_depth (float) (default=-1000.0) = depth to use to exclude data from target file
   e.g. -1000 excludes depths less than 1000m
   vcal_min_nbin (int) (default=4) = minimum # of samples in a bin for acceptance
   vcal_min_nscene (int) (default=3) = minimum # of scenes in a bin for acceptance
   owmcfile (ifile) (default=$OCDATAROOT/common/owmc_lut.hdf) = lut for OWMC
        classification
   north (float) (default=-999) = north boundary
   south (float) (default=-999) = south boundary
   east (float) (default=-999) = east boundary
   west (float) (default=-999) = west boundary
   xbox (int) (default=-1) = number of pixels on either side of the SW point
   ybox (int) (default=-1) = number of scan lines on either side of the SW point
   subsamp (int) (default=1) = sub-sampling interval
   prodxmlfile (ofile) = output XML file describing all possible products
   breflectfile (ifile) = input NetCDF file for bottom reflectances and bottom types
   bpar_validate_opt (int) (default=0) = use solar noon(0), use sensor overpass (1)
   bpar_elev_opt (int) (default=0) = use bathymery (0), user-defined geometric depth (1) 
   bpar_elev_value (float) (default=30.0) = user defined bpar geometric depth value
   deflate (int) (default=0) = deflation level
   raman_opt (int) (default=0) = Raman scattering Rrs correction options
        0: no correction 
        1: Lee et al. (2013) empirical correction 
        2: Westberry et al. (2013) analytical correction 
        3: Lee et al. (1994) analytical correction
   gmpfile (ifile) = GMP geometric parameter file (MISR only)
   water_spectra_file (ifile) = water absorption/scattering coefficient file
   shallow_water_depth (float) (default=30.0) = threshold for flagging shallow water
   avw_coef (float) (default=[0.0,0.0,0.0,0.0,0.0,0.0]) = coefficients for AVW
   cloud_hgt_file (ifile) = Cloud height and temperature file
     Currently, use the MODIS L2 cloud file (MYD06...)
     from the LAADS DAAC
   doi (string) = Digital Object Identifier (DOI) string
   wavelength_3d (string) = wavelength_3d input, written in ascending order
        with format 'wavelength_3d=nnn,nnn,nnn' where nnn is a sensor wavelength
        or a range of wavelengths as follows 'nnn:nnn'
   mbac_wave (int) = bands used for mbac atmospheric correction
   calfile (ifile) = system calibration file
   rad_opt (int) (default=0) = radiation correction option (sensor-specific)
        0: no correction
        1: apply MERIS Smile correction
   viirscalparfile (ifile) = VIIRS L1A calibration parameter file name (VIIRS only)
   geom_per_band (boolean) (default=0) = geometry per band option:
        0: use nominal viewing geometry - same for all bands
        1: use band-specific viewing geometry (if available)

   xcalfile (ifile) = cross-calibration file
   xcal_opt (int) = cross-calibration option (sensor-specific) comma separated
        list of option values, 1 per band, with bands listed in xcal_wave.
        3: apply cross-calibration corrections (polarization and rvs)
        2: apply cross-calibration polarization corrections
        1: apply cross-calibration rvs corrections
        0: no correction
   xcal_wave (float) = wavelengths at which to apply cross-calibration.  Comma
        separated list of sensor wavelength values associated with xcal_opt.
   resolution (int) (default=-1) = processing resolution (MODIS only)
       -1: standard ocean 1km processing
     1000: 1km resolution including aggregated 250 and 500m land bands
      500: 500m resolution including aggregated 250 land bands and
           replication for lower resolution bands
      250: 250m resolution with replication for lower resolution bands
   newavhrrcal (int) (default=0) = =1 for new noaa-16 calibration
   ch22detcor (float) (default=[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0]) = 
        Channel 22 detector corrections (MODIS only)
   ch23detcor (float) (default=[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0]) = 
        Channel 23 detector corrections (MODIS only)
   sl_pixl (int) (default=-1) = SeaWiFS only, number of LAC pixels for
        straylight flagging
   sl_frac (float) (default=0.25) = SeaWiFS only, straylight fractional
        threshold on Ltypical
   outband_opt (int) (default=99) = out-of-band correction for water-leaving
        radiances
        2: On (default for MODIS, SeaWiFS, OCTS)
        0: Off (default for MOS, OSMI)
   maskland (boolean) (default=on) = land mask option
   maskbath (boolean) (default=off) = shallow water mask option
   maskcloud (boolean) (default=on) = cloud mask option
   maskglint (boolean) (default=off) = glint mask option
   masksunzen (boolean) (default=off) = large sun zenith angle mask option
   masksatzen (boolean) (default=off) = large satellite zenith angle mask option
   maskhilt (boolean) (default=on) = high Lt masking
   maskstlight (boolean) (default=on) = stray light masking
   sunzen (float) (default=75.0) = sun zenith angle threshold in deg.
   satzen (float) (default=60.0) = satellite zenith angle threshold
   hipol (float) (default=0.5) = threshold on degree-of-polarization to set
        HIPOL flag
   glint_thresh (float) (alias=glint) (default=0.005) = high sun glint threshold
   cloud_thresh (float) (alias=albedo) (default=0.027) = cloud reflectance
        threshold
   cloud_wave (float) (default=865.0) = wavelength of cloud reflectance test
   cloud_eps (float) (default=-1.0) = cloud reflectance ratio threshold
        (-1.0=disabled)
   cloud_mask_file (ifile) = cloud mask file
   cloud_mask_opt (int) (default=0) = cloud mask file variable name
          0: cloud_flag
          1: cloud_flag_dilated
   offset (float) = calibration offset adjustment
   gain (float) = calibration gain multiplier
   spixl (int) (default=1) = start pixel number
   epixl (int) (default=-1) = end pixel number (-1=the last pixel)
   dpixl (int) (default=1) = pixel sub-sampling interval
   sline (int) (default=1) = start line number
   eline (int) (default=-1) = end line number (-1=the last line)
   dline (int) (default=1) = line sub-sampling interval
   georegion_file (string) = geo region mask file with lat,lon,georegion 1=process pixel, 0=do not

To process a L1B file using l2gen, at a minimum, you need to set an infile name (ifile) and an outfile name (ofile). You can also indicate a data suite; in this example, we will proceed with the biogeochemical (BGC) suite that includes chlorophyll a estimates.

Parameters can be passed to OCSSW programs through a text file. They can also be passed as arguments, but writing to a text file leaves a clear processing record. Define the parameters in a dictionary, then send it to the write_par function defined in the Setup section.

par = {
    "ifile": l2gen_ifile,
    "ofile": str(l2gen_ifile).replace(".L1B.", ".L2_SFREFL."),
    "suite": "SFREFL",
    "atmocor": 0,
}
write_par("l2gen.par", par)

With the parameter file ready, it’s time to call l2gen from a %%bash cell.

%%bash
source $OCSSWROOT/OCSSW_bash.env

l2gen par=l2gen.par

Loading default parameters from /opt/ocssw/share/common/msl12_defaults.par
Input file data/PACE_OCI.20240605T092137.L1B.V2.nc is PACE L1B file.

Loading characteristics for OCI
Opening sensor information file /opt/ocssw/share/oci/msl12_sensor_info.dat
  Bnd   Lam       Fo    Tau_r     k_oz    k_no2    t_co2   awhite       aw      bbw
    0  314.550  112.026 4.873e-01 4.208e-01 3.281e-19 1.000e+00 0.000e+00 2.305e-01 6.356e-03
    1  316.239   92.478 6.485e-01 5.806e-01 2.961e-19 1.000e+00 0.000e+00 1.633e-01 7.727e-03
    2  318.262   85.195 7.410e-01 5.473e-01 2.844e-19 1.000e+00 0.000e+00 1.278e-01 8.187e-03
    3  320.303   82.175 7.809e-01 4.609e-01 2.833e-19 1.000e+00 0.000e+00 1.105e-01 8.271e-03
    4  322.433   80.733 7.906e-01 3.543e-01 2.898e-19 1.000e+00 0.000e+00 9.950e-02 8.190e-03
    5  324.649   86.251 7.915e-01 2.567e-01 3.018e-19 1.000e+00 0.000e+00 9.079e-02 8.041e-03
    6  326.828   95.932 7.891e-01 1.907e-01 3.132e-19 1.000e+00 0.000e+00 8.475e-02 7.871e-03
    7  328.988  101.672 7.700e-01 1.386e-01 3.251e-19 1.000e+00 0.000e+00 8.211e-02 7.627e-03
    8  331.305  101.708 7.404e-01 9.852e-02 3.417e-19 1.000e+00 0.000e+00 8.089e-02 7.342e-03
    9  333.958   97.745 7.204e-01 6.830e-02 3.572e-19 1.000e+00 0.000e+00 7.656e-02 7.132e-03
   10  336.815   93.497 7.112e-01 4.395e-02 3.736e-19 1.000e+00 0.000e+00 6.891e-02 6.975e-03
   11  339.160   96.099 7.034e-01 3.070e-02 3.963e-19 1.000e+00 0.000e+00 6.288e-02 6.834e-03
   12  341.321   98.332 6.898e-01 2.060e-02 4.076e-19 1.000e+00 0.000e+00 5.915e-02 6.663e-03
   13  343.632   95.167 6.720e-01 1.439e-02 4.137e-19 1.000e+00 0.000e+00 5.624e-02 6.474e-03
   14  346.017   92.958 6.529e-01 9.882e-03 4.395e-19 1.000e+00 0.000e+00 5.365e-02 6.285e-03
   15  348.468   95.422 6.342e-01 6.032e-03 4.610e-19 1.000e+00 0.000e+00 5.106e-02 6.097e-03
   16  350.912   99.423 6.163e-01 4.542e-03 4.617e-19 1.000e+00 0.000e+00 4.864e-02 5.913e-03
   17  353.344  102.927 5.988e-01 3.473e-03 4.768e-19 1.000e+00 0.000e+00 4.647e-02 5.735e-03
   18  355.782   99.180 5.823e-01 2.499e-03 5.019e-19 1.000e+00 0.000e+00 4.450e-02 5.562e-03
   19  358.235   93.459 5.642e-01 2.283e-03 5.089e-19 1.000e+00 0.000e+00 4.256e-02 5.394e-03
   20  360.695   97.255 5.472e-01 2.096e-03 5.117e-19 1.000e+00 0.000e+00 4.053e-02 5.233e-03
   21  363.137  105.330 5.320e-01 1.734e-03 5.326e-19 1.000e+00 0.000e+00 3.856e-02 5.079e-03
   22  365.610  113.914 5.178e-01 1.415e-03 5.533e-19 1.000e+00 0.000e+00 3.642e-02 4.932e-03
   23  368.083  118.845 5.043e-01 1.282e-03 5.555e-19 1.000e+00 0.000e+00 3.417e-02 4.789e-03
   24  370.534  115.549 4.908e-01 1.286e-03 5.590e-19 1.000e+00 0.000e+00 3.126e-02 4.651e-03
   25  372.991  107.218 4.773e-01 1.342e-03 5.744e-19 1.000e+00 0.000e+00 2.719e-02 4.520e-03
   26  375.482  108.880 4.630e-01 1.283e-03 5.834e-19 1.000e+00 0.000e+00 2.270e-02 4.392e-03
   27  377.926  118.137 4.513e-01 1.115e-03 5.861e-19 1.000e+00 0.000e+00 1.843e-02 4.269e-03
   28  380.419  111.060 4.406e-01 1.167e-03 5.945e-19 1.000e+00 0.000e+00 1.508e-02 4.151e-03
   29  382.876   96.370 4.280e-01 1.379e-03 6.014e-19 1.000e+00 0.000e+00 1.316e-02 4.037e-03
   30  385.359   96.688 4.156e-01 1.389e-03 6.039e-19 1.000e+00 0.000e+00 1.228e-02 3.928e-03
   31  387.811  107.161 4.051e-01 1.257e-03 6.130e-19 1.000e+00 0.000e+00 1.166e-02 3.822e-03
   32  390.297  112.501 3.955e-01 1.196e-03 6.227e-19 1.000e+00 0.000e+00 1.104e-02 3.718e-03
   33  392.764  106.686 3.857e-01 1.256e-03 6.193e-19 1.000e+00 0.000e+00 1.065e-02 3.619e-03
   34  395.238  106.058 3.747e-01 1.271e-03 6.157e-19 1.000e+00 0.000e+00 1.040e-02 3.523e-03
   35  397.706  127.304 3.647e-01 1.082e-03 6.328e-19 1.000e+00 0.000e+00 9.891e-03 3.430e-03
   36  400.178  157.144 3.564e-01 9.418e-04 6.342e-19 1.000e+00 0.000e+00 8.906e-03 3.341e-03
   37  402.654  170.763 3.486e-01 9.296e-04 6.155e-19 1.000e+00 0.000e+00 7.976e-03 3.255e-03
   38  405.127  168.889 3.400e-01 9.759e-04 6.015e-19 1.000e+00 0.000e+00 7.534e-03 3.171e-03
   39  407.605  168.988 3.314e-01 1.065e-03 6.101e-19 1.000e+00 0.000e+00 7.203e-03 3.090e-03
   40  410.074  173.399 3.233e-01 1.143e-03 6.226e-19 1.000e+00 0.000e+00 6.868e-03 3.011e-03
   41  412.557  177.268 3.155e-01 1.158e-03 6.161e-19 1.000e+00 0.000e+00 6.656e-03 2.935e-03
   42  415.025  177.759 3.079e-01 1.218e-03 5.856e-19 1.000e+00 0.000e+00 6.564e-03 2.861e-03
   43  417.512  175.925 3.004e-01 1.325e-03 5.698e-19 1.000e+00 0.000e+00 6.661e-03 2.789e-03
   44  419.988  175.156 2.932e-01 1.448e-03 5.927e-19 1.000e+00 0.000e+00 6.771e-03 2.720e-03
   45  422.453  174.012 2.863e-01 1.774e-03 6.054e-19 1.000e+00 0.000e+00 6.878e-03 2.654e-03
   46  424.940  170.766 2.796e-01 2.153e-03 5.793e-19 1.000e+00 0.000e+00 7.006e-03 2.590e-03
   47  427.398  162.027 2.732e-01 2.242e-03 5.468e-19 1.000e+00 0.000e+00 6.986e-03 2.527e-03
   48  429.885  154.088 2.664e-01 2.290e-03 5.331e-19 1.000e+00 0.000e+00 6.994e-03 2.464e-03
   49  432.379  161.564 2.597e-01 2.492e-03 5.452e-19 1.000e+00 0.000e+00 7.152e-03 2.404e-03
   50  434.869  174.172 2.539e-01 2.644e-03 5.549e-19 1.000e+00 0.000e+00 7.438e-03 2.347e-03
   51  437.351  178.115 2.482e-01 3.023e-03 5.355e-19 1.000e+00 0.000e+00 8.014e-03 2.291e-03
   52  439.828  182.229 2.424e-01 3.903e-03 4.968e-19 1.000e+00 0.000e+00 8.606e-03 2.238e-03
   53  442.327  190.795 2.368e-01 4.600e-03 4.726e-19 1.000e+00 0.000e+00 9.139e-03 2.185e-03
   54  444.811  195.628 2.315e-01 4.590e-03 4.945e-19 1.000e+00 0.000e+00 9.759e-03 2.133e-03
   55  447.309  199.848 2.261e-01 4.547e-03 5.107e-19 1.000e+00 0.000e+00 1.052e-02 2.082e-03
   56  449.795  205.764 2.211e-01 4.968e-03 4.798e-19 1.000e+00 0.000e+00 1.131e-02 2.034e-03
   57  452.280  205.708 2.162e-01 5.368e-03 4.441e-19 1.000e+00 0.000e+00 1.179e-02 1.987e-03
   58  454.769  204.450 2.114e-01 5.945e-03 4.252e-19 1.000e+00 0.000e+00 1.203e-02 1.942e-03
   59  457.262  205.953 2.067e-01 7.420e-03 4.263e-19 1.000e+00 0.000e+00 1.212e-02 1.898e-03
   60  459.757  207.117 2.022e-01 9.301e-03 4.351e-19 1.000e+00 0.000e+00 1.214e-02 1.855e-03
   61  462.252  207.870 1.977e-01 1.011e-02 4.326e-19 1.000e+00 0.000e+00 1.219e-02 1.813e-03
   62  464.737  205.886 1.935e-01 9.683e-03 4.061e-19 1.000e+00 0.000e+00 1.238e-02 1.772e-03
   63  467.244  203.675 1.893e-01 9.647e-03 3.691e-19 1.000e+00 0.000e+00 1.242e-02 1.733e-03
   64  469.729  203.713 1.852e-01 1.043e-02 3.441e-19 1.000e+00 0.000e+00 1.244e-02 1.694e-03
   65  472.202  205.281 1.812e-01 1.115e-02 3.582e-19 1.000e+00 0.000e+00 1.276e-02 1.657e-03
   66  474.700  207.058 1.774e-01 1.242e-02 3.801e-19 1.000e+00 0.000e+00 1.326e-02 1.621e-03
   67  477.189  208.385 1.736e-01 1.528e-02 3.580e-19 1.000e+00 0.000e+00 1.393e-02 1.586e-03
   68  479.689  209.553 1.700e-01 1.895e-02 3.338e-19 1.000e+00 0.000e+00 1.437e-02 1.552e-03
   69  482.183  206.590 1.665e-01 2.122e-02 3.022e-19 1.000e+00 0.000e+00 1.472e-02 1.518e-03
   70  484.689  195.340 1.631e-01 2.114e-02 2.725e-19 1.000e+00 0.000e+00 1.533e-02 1.485e-03
   71  487.182  189.524 1.595e-01 2.040e-02 2.939e-19 1.000e+00 0.000e+00 1.612e-02 1.454e-03
   72  489.674  195.470 1.562e-01 2.101e-02 3.044e-19 1.000e+00 0.000e+00 1.694e-02 1.423e-03
   73  492.176  199.211 1.530e-01 2.224e-02 2.853e-19 1.000e+00 0.000e+00 1.789e-02 1.393e-03
   74  494.686  200.274 1.499e-01 2.354e-02 2.822e-19 1.000e+00 0.000e+00 1.916e-02 1.364e-03
   75  497.182  199.355 1.469e-01 2.613e-02 2.498e-19 1.000e+00 0.000e+00 2.072e-02 1.336e-03
   76  499.688  194.720 1.440e-01 3.087e-02 2.022e-19 1.000e+00 0.000e+00 2.233e-02 1.309e-03
   77  502.190  192.753 1.410e-01 3.665e-02 2.151e-19 1.000e+00 0.000e+00 2.438e-02 1.281e-03
   78  504.695  195.557 1.382e-01 4.082e-02 2.384e-19 1.000e+00 0.000e+00 2.700e-02 1.255e-03
   79  507.198  197.605 1.355e-01 4.179e-02 2.315e-19 1.000e+00 0.000e+00 3.003e-02 1.230e-03
   80  509.720  196.520 1.328e-01 4.101e-02 2.296e-19 1.000e+00 0.000e+00 3.389e-02 1.206e-03
   81  512.213  193.098 1.302e-01 4.110e-02 2.157e-19 1.000e+00 0.000e+00 3.784e-02 1.181e-03
   82  514.729  185.769 1.277e-01 4.275e-02 1.772e-19 1.000e+00 0.000e+00 4.045e-02 1.157e-03
   83  517.219  179.326 1.252e-01 4.504e-02 1.597e-19 1.000e+00 0.000e+00 4.179e-02 1.134e-03
   84  519.747  182.521 1.227e-01 4.767e-02 1.620e-19 1.000e+00 0.000e+00 4.270e-02 1.111e-03
   85  522.249  189.089 1.203e-01 5.134e-02 1.624e-19 1.000e+00 0.000e+00 4.337e-02 1.089e-03
   86  524.771  188.823 1.180e-01 5.654e-02 1.755e-19 1.000e+00 0.000e+00 4.387e-02 1.067e-03
   87  527.276  187.920 1.158e-01 6.292e-02 1.771e-19 1.000e+00 0.000e+00 4.454e-02 1.049e-03
   88  529.798  191.821 1.137e-01 6.884e-02 1.592e-19 1.000e+00 0.000e+00 4.553e-02 1.031e-03
   89  532.314  193.286 1.114e-01 7.264e-02 1.423e-19 1.000e+00 0.000e+00 4.646e-02 1.008e-03
   90  534.859  191.915 1.092e-01 7.422e-02 1.168e-19 1.000e+00 0.000e+00 4.742e-02 9.861e-04
   91  537.346  190.229 1.072e-01 7.488e-02 1.024e-19 1.000e+00 0.000e+00 4.852e-02 9.673e-04
   92  539.878  187.754 1.052e-01 7.665e-02 1.097e-19 1.000e+00 0.000e+00 4.966e-02 9.489e-04
   93  542.395  188.298 1.032e-01 7.989e-02 1.240e-19 1.000e+00 0.000e+00 5.116e-02 9.303e-04
   94  544.904  189.892 1.013e-01 8.325e-02 1.296e-19 1.000e+00 0.000e+00 5.328e-02 9.125e-04
   95  547.441  189.629 9.940e-02 8.591e-02 1.237e-19 1.000e+00 0.000e+00 5.584e-02 8.953e-04
   96  549.994  189.342 9.756e-02 8.809e-02 1.129e-19 1.000e+00 0.000e+00 5.851e-02 8.784e-04
   97  552.511  189.725 9.575e-02 9.044e-02 9.907e-20 1.000e+00 0.000e+00 6.062e-02 8.617e-04
   98  555.044  188.862 9.400e-02 9.359e-02 8.268e-20 1.000e+00 0.000e+00 6.191e-02 8.454e-04
   99  557.576  185.867 9.230e-02 9.815e-02 6.751e-20 1.000e+00 0.000e+00 6.298e-02 8.297e-04
  100  560.104  184.284 9.062e-02 1.041e-01 6.704e-20 1.000e+00 0.000e+00 6.443e-02 8.146e-04
  101  562.642  184.903 8.899e-02 1.101e-01 8.271e-20 1.000e+00 0.000e+00 6.592e-02 7.997e-04
  102  565.190  184.929 8.737e-02 1.152e-01 8.817e-20 1.000e+00 0.000e+00 6.740e-02 7.846e-04
  103  567.710  184.394 8.579e-02 1.194e-01 8.097e-20 1.000e+00 0.000e+00 6.954e-02 7.698e-04
  104  570.259  184.337 8.424e-02 1.231e-01 8.258e-20 1.000e+00 0.000e+00 7.243e-02 7.555e-04
  105  572.796  185.701 8.273e-02 1.258e-01 7.445e-20 1.000e+00 0.000e+00 7.601e-02 7.418e-04
  106  575.343  185.860 8.130e-02 1.262e-01 5.358e-20 1.000e+00 0.000e+00 8.077e-02 7.290e-04
  107  577.902  184.295 7.992e-02 1.245e-01 4.606e-20 1.000e+00 0.000e+00 8.675e-02 7.169e-04
  108  580.450  184.370 7.850e-02 1.217e-01 4.637e-20 1.000e+00 0.000e+00 9.411e-02 7.037e-04
  109  582.996  184.516 7.711e-02 1.191e-01 4.563e-20 1.000e+00 0.000e+00 1.036e-01 6.904e-04
  110  585.553  182.261 7.581e-02 1.175e-01 4.880e-20 1.000e+00 0.000e+00 1.147e-01 6.784e-04
  111  588.086  178.467 7.455e-02 1.172e-01 5.159e-20 1.000e+00 0.000e+00 1.271e-01 6.670e-04
  112  590.548  177.770 7.336e-02 1.186e-01 5.765e-20 1.000e+00 0.000e+00 1.411e-01 6.570e-04
  113  593.084  179.810 7.228e-02 1.222e-01 5.611e-20 1.000e+00 0.000e+00 1.572e-01 6.487e-04
  114  595.679  179.992 7.117e-02 1.275e-01 4.249e-20 1.000e+00 0.000e+00 1.772e-01 6.390e-04
  115  598.262  178.361 6.999e-02 1.328e-01 3.893e-20 1.000e+00 0.000e+00 2.030e-01 6.276e-04
  116  600.545  176.370 6.757e-02 1.365e-01 3.874e-20 1.000e+00 0.000e+00 2.467e-01 5.992e-04
  117  602.920  176.174 6.651e-02 1.374e-01 3.034e-20 1.000e+00 0.000e+00 2.611e-01 5.899e-04
  118  605.461  176.473 6.543e-02 1.353e-01 2.076e-20 1.000e+00 0.000e+00 2.702e-01 5.801e-04
  119  607.986  174.705 6.437e-02 1.310e-01 1.990e-20 1.000e+00 0.000e+00 2.728e-01 5.706e-04
  120  610.360  172.381 6.335e-02 1.256e-01 2.700e-20 1.000e+00 0.000e+00 2.733e-01 5.614e-04
  121  612.730  170.269 6.236e-02 1.202e-01 3.487e-20 1.000e+00 0.000e+00 2.746e-01 5.524e-04
  122  615.145  167.881 6.137e-02 1.152e-01 3.541e-20 1.000e+00 0.000e+00 2.763e-01 5.434e-04
  123  617.605  167.707 6.038e-02 1.107e-01 3.180e-20 1.000e+00 0.000e+00 2.790e-01 5.346e-04
  124  620.061  168.940 5.942e-02 1.070e-01 2.798e-20 1.000e+00 0.000e+00 2.832e-01 5.259e-04
  125  622.530  167.529 5.848e-02 1.038e-01 2.439e-20 1.000e+00 0.000e+00 2.876e-01 5.173e-04
  126  624.988  165.875 5.754e-02 1.007e-01 2.069e-20 1.000e+00 0.000e+00 2.918e-01 5.089e-04
  127  627.434  166.459 5.663e-02 9.740e-02 1.634e-20 1.000e+00 0.000e+00 2.963e-01 5.006e-04
  128  629.898  165.893 5.575e-02 9.400e-02 1.319e-20 1.000e+00 0.000e+00 3.008e-01 4.925e-04
  129  632.376  164.212 5.486e-02 9.046e-02 1.304e-20 1.000e+00 0.000e+00 3.055e-01 4.846e-04
  130  634.830  163.727 5.400e-02 8.676e-02 1.402e-20 1.000e+00 0.000e+00 3.097e-01 4.768e-04
  131  637.305  163.541 5.316e-02 8.287e-02 1.464e-20 1.000e+00 0.000e+00 3.137e-01 4.692e-04
  132  639.791  162.086 5.234e-02 7.890e-02 1.583e-20 1.000e+00 0.000e+00 3.191e-01 4.618e-04
  133  641.029  161.259 5.193e-02 7.696e-02 1.681e-20 1.000e+00 0.000e+00 3.224e-01 4.581e-04
  134  642.255  160.668 5.152e-02 7.512e-02 1.767e-20 1.000e+00 0.000e+00 3.258e-01 4.545e-04
  135  643.479  160.372 5.112e-02 7.339e-02 1.849e-20 1.000e+00 0.000e+00 3.293e-01 4.509e-04
  136  644.716  160.231 5.073e-02 7.176e-02 1.919e-20 1.000e+00 0.000e+00 3.327e-01 4.473e-04
  137  645.966  159.889 5.034e-02 7.021e-02 1.946e-20 1.000e+00 0.000e+00 3.360e-01 4.437e-04
  138  647.188  159.260 4.995e-02 6.871e-02 1.898e-20 1.000e+00 0.000e+00 3.396e-01 4.402e-04
  139  648.435  158.731 4.956e-02 6.727e-02 1.756e-20 1.000e+00 0.000e+00 3.436e-01 4.367e-04
  140  649.667  158.341 4.918e-02 6.588e-02 1.544e-20 1.000e+00 0.000e+00 3.486e-01 4.333e-04
  141  650.913  158.275 4.880e-02 6.453e-02 1.328e-20 1.000e+00 0.000e+00 3.546e-01 4.299e-04
  142  652.153  157.789 4.843e-02 6.321e-02 1.167e-20 1.000e+00 0.000e+00 3.616e-01 4.265e-04
  143  653.388  155.177 4.807e-02 6.193e-02 1.068e-20 1.000e+00 0.000e+00 3.693e-01 4.231e-04
  144  654.622  151.698 4.771e-02 6.060e-02 9.722e-21 1.000e+00 0.000e+00 3.774e-01 4.198e-04
  145  655.869  148.463 4.733e-02 5.922e-02 8.805e-21 1.000e+00 0.000e+00 3.858e-01 4.166e-04
  146  657.101  147.695 4.695e-02 5.782e-02 7.987e-21 1.000e+00 0.000e+00 3.947e-01 4.133e-04
  147  658.340  149.658 4.658e-02 5.648e-02 7.170e-21 1.000e+00 0.000e+00 4.036e-01 4.101e-04
  148  659.600  152.493 4.623e-02 5.523e-02 6.329e-21 1.000e+00 0.000e+00 4.119e-01 4.070e-04
  149  660.833  154.868 4.590e-02 5.404e-02 5.541e-21 1.000e+00 0.000e+00 4.192e-01 4.038e-04
  150  662.067  155.409 4.555e-02 5.283e-02 4.976e-21 1.000e+00 0.000e+00 4.251e-01 4.007e-04
  151  663.300  155.290 4.521e-02 5.158e-02 4.897e-21 1.000e+00 0.000e+00 4.297e-01 3.976e-04
  152  664.564  155.005 4.487e-02 5.029e-02 5.478e-21 1.000e+00 0.000e+00 4.334e-01 3.945e-04
  153  665.795  154.711 4.453e-02 4.895e-02 6.640e-21 1.000e+00 0.000e+00 4.363e-01 3.915e-04
  154  667.023  154.401 4.420e-02 4.759e-02 7.980e-21 1.000e+00 0.000e+00 4.389e-01 3.885e-04
  155  668.263  154.028 4.387e-02 4.622e-02 9.022e-21 1.000e+00 0.000e+00 4.415e-01 3.855e-04
  156  669.518  153.439 4.354e-02 4.488e-02 9.638e-21 1.000e+00 0.000e+00 4.442e-01 3.825e-04
  157  670.755  152.834 4.321e-02 4.356e-02 9.943e-21 1.000e+00 0.000e+00 4.471e-01 3.796e-04
  158  671.990  152.273 4.289e-02 4.229e-02 1.010e-20 1.000e+00 0.000e+00 4.497e-01 3.767e-04
  159  673.245  151.870 4.257e-02 4.107e-02 1.027e-20 1.000e+00 0.000e+00 4.523e-01 3.738e-04
  160  674.503  151.619 4.225e-02 3.991e-02 1.027e-20 1.000e+00 0.000e+00 4.551e-01 3.710e-04
  161  675.731  151.421 4.194e-02 3.879e-02 9.926e-21 1.000e+00 0.000e+00 4.583e-01 3.681e-04
  162  676.963  151.155 4.163e-02 3.774e-02 9.232e-21 1.000e+00 0.000e+00 4.620e-01 3.654e-04
  163  678.208  150.791 4.132e-02 3.675e-02 8.304e-21 1.000e+00 0.000e+00 4.661e-01 3.626e-04
  164  679.448  150.430 4.102e-02 3.584e-02 7.379e-21 1.000e+00 0.000e+00 4.703e-01 3.599e-04
  165  680.680  149.905 4.072e-02 3.503e-02 6.552e-21 1.000e+00 0.000e+00 4.747e-01 3.572e-04
  166  681.919  149.251 4.042e-02 3.430e-02 5.895e-21 1.000e+00 0.000e+00 4.794e-01 3.545e-04
  167  683.171  148.503 4.012e-02 3.361e-02 5.490e-21 1.000e+00 0.000e+00 4.845e-01 3.518e-04
  168  684.417  147.884 3.983e-02 3.292e-02 5.184e-21 1.000e+00 0.000e+00 4.901e-01 3.492e-04
  169  685.657  147.515 3.953e-02 3.216e-02 4.905e-21 1.000e+00 0.000e+00 4.962e-01 3.466e-04
  170  686.894  147.425 3.924e-02 3.131e-02 4.525e-21 1.000e+00 0.000e+00 5.029e-01 3.440e-04
  171  688.143  147.400 3.896e-02 3.039e-02 4.024e-21 1.000e+00 0.000e+00 5.103e-01 3.414e-04
  172  689.394  147.153 3.867e-02 2.943e-02 3.539e-21 1.000e+00 0.000e+00 5.186e-01 3.389e-04
  173  690.647  146.715 3.839e-02 2.845e-02 3.144e-21 1.000e+00 0.000e+00 5.276e-01 3.363e-04
  174  691.888  146.143 3.811e-02 2.750e-02 2.906e-21 1.000e+00 0.000e+00 5.375e-01 3.338e-04
  175  693.130  145.684 3.784e-02 2.657e-02 2.763e-21 1.000e+00 0.000e+00 5.484e-01 3.314e-04
  176  694.382  145.196 3.756e-02 2.567e-02 2.656e-21 1.000e+00 0.000e+00 5.605e-01 3.289e-04
  177  695.644  144.701 3.729e-02 2.479e-02 2.542e-21 1.000e+00 0.000e+00 5.740e-01 3.265e-04
  178  696.891  144.099 3.702e-02 2.394e-02 2.429e-21 1.000e+00 0.000e+00 5.888e-01 3.241e-04
  179  698.118  143.280 3.676e-02 2.315e-02 2.343e-21 1.000e+00 0.000e+00 6.047e-01 3.217e-04
  180  699.376  142.397 3.649e-02 2.241e-02 2.369e-21 1.000e+00 0.000e+00 6.215e-01 3.193e-04
  181  700.612  141.532 3.623e-02 2.174e-02 2.581e-21 1.000e+00 0.000e+00 6.393e-01 3.170e-04
  182  701.858  141.039 3.597e-02 2.114e-02 3.030e-21 1.000e+00 0.000e+00 6.580e-01 3.147e-04
  183  703.097  140.869 3.571e-02 2.061e-02 3.660e-21 1.000e+00 0.000e+00 6.780e-01 3.124e-04
  184  704.354  140.969 3.546e-02 2.014e-02 4.374e-21 1.000e+00 0.000e+00 6.995e-01 3.101e-04
  185  705.593  140.996 3.521e-02 1.972e-02 4.920e-21 1.000e+00 0.000e+00 7.231e-01 3.078e-04
  186  706.833  140.760 3.496e-02 1.934e-02 5.156e-21 1.000e+00 0.000e+00 7.499e-01 3.056e-04
  187  708.089  140.307 3.471e-02 1.900e-02 5.111e-21 1.000e+00 0.000e+00 7.805e-01 3.034e-04
  188  709.337  139.705 3.446e-02 1.868e-02 4.920e-21 1.000e+00 0.000e+00 8.152e-01 3.012e-04
  189  710.581  139.142 3.422e-02 1.842e-02 4.776e-21 1.000e+00 0.000e+00 8.540e-01 2.990e-04
  190  711.826  138.503 3.398e-02 1.820e-02 4.601e-21 1.000e+00 0.000e+00 8.959e-01 2.968e-04
  191  713.068  137.918 3.374e-02 1.804e-02 4.294e-21 1.000e+00 0.000e+00 9.408e-01 2.947e-04
  192  714.316  137.373 3.350e-02 1.788e-02 3.751e-21 1.000e+00 0.000e+00 9.886e-01 2.926e-04
  193  716.817  136.139 3.303e-02 1.733e-02 2.447e-21 1.000e+00 0.000e+00 1.093e+00 2.884e-04
  194  719.298  134.747 3.257e-02 1.625e-02 1.823e-21 1.000e+00 0.000e+00 1.206e+00 2.843e-04
  195  721.800  134.248 3.212e-02 1.496e-02 1.858e-21 1.000e+00 0.000e+00 1.327e+00 2.802e-04
  196  724.303  134.303 3.167e-02 1.391e-02 1.678e-21 1.000e+00 0.000e+00 1.461e+00 2.763e-04
  197  726.796  133.424 3.124e-02 1.304e-02 1.167e-21 1.000e+00 0.000e+00 1.642e+00 2.724e-04
  198  729.299  132.173 3.081e-02 1.220e-02 8.984e-22 1.000e+00 0.000e+00 1.891e+00 2.686e-04
  199  731.790  131.770 3.038e-02 1.153e-02 9.392e-22 1.000e+00 0.000e+00 2.176e+00 2.648e-04
  200  734.281  131.420 2.997e-02 1.114e-02 1.157e-21 1.000e+00 0.000e+00 2.438e+00 2.611e-04
  201  736.791  130.150 2.956e-02 1.096e-02 1.301e-21 1.000e+00 0.000e+00 2.621e+00 2.575e-04
  202  739.287  128.259 2.916e-02 1.090e-02 1.303e-21 1.000e+00 0.000e+00 2.732e+00 2.539e-04
  203  740.535  127.659 2.897e-02 1.094e-02 1.339e-21 1.000e+00 0.000e+00 2.770e+00 2.521e-04
  204  741.785  127.339 2.877e-02 1.103e-02 1.496e-21 1.000e+00 0.000e+00 2.799e+00 2.504e-04
  205  743.046  127.458 2.857e-02 1.119e-02 1.813e-21 1.000e+00 0.000e+00 2.819e+00 2.486e-04
  206  744.286  127.660 2.838e-02 1.137e-02 2.155e-21 1.000e+00 0.000e+00 2.832e+00 2.469e-04
  207  745.534  127.796 2.819e-02 1.153e-02 2.323e-21 1.000e+00 0.000e+00 2.840e+00 2.452e-04
  208  746.789  127.697 2.800e-02 1.159e-02 2.205e-21 1.000e+00 0.000e+00 2.846e+00 2.435e-04
  209  748.041  127.310 2.781e-02 1.150e-02 1.876e-21 1.000e+00 0.000e+00 2.850e+00 2.419e-04
  210  749.279  126.838 2.762e-02 1.122e-02 1.554e-21 1.000e+00 0.000e+00 2.854e+00 2.402e-04
  211  750.540  126.351 2.744e-02 1.074e-02 1.390e-21 1.000e+00 0.000e+00 2.857e+00 2.386e-04
  212  751.792  126.028 2.725e-02 1.013e-02 1.397e-21 1.000e+00 0.000e+00 2.862e+00 2.369e-04
  213  753.042  125.814 2.707e-02 9.483e-03 1.443e-21 1.000e+00 0.000e+00 2.867e+00 2.353e-04
  214  754.294  125.571 2.689e-02 8.866e-03 1.420e-21 1.000e+00 0.000e+00 2.870e+00 2.337e-04
  215  755.542  125.152 2.671e-02 8.328e-03 1.307e-21 1.000e+00 0.000e+00 2.872e+00 2.321e-04
  216  756.802  124.719 2.654e-02 7.888e-03 1.121e-21 1.000e+00 0.000e+00 2.871e+00 2.305e-04
  217  758.051  124.328 2.636e-02 7.536e-03 8.963e-22 1.000e+00 0.000e+00 2.869e+00 2.290e-04
  218  759.299  124.043 2.618e-02 7.263e-03 6.951e-22 1.000e+00 0.000e+00 2.868e+00 2.274e-04
  219  760.558  123.914 2.601e-02 7.046e-03 5.663e-22 1.000e+00 0.000e+00 2.867e+00 2.259e-04
  220  761.802  123.750 2.584e-02 6.870e-03 5.311e-22 1.000e+00 0.000e+00 2.866e+00 2.243e-04
  221  763.060  123.256 2.567e-02 6.729e-03 5.615e-22 1.000e+00 0.000e+00 2.864e+00 2.228e-04
  222  764.310  122.509 2.550e-02 6.613e-03 6.061e-22 1.000e+00 0.000e+00 2.859e+00 2.213e-04
  223  765.557  121.681 2.534e-02 6.524e-03 6.186e-22 1.000e+00 0.000e+00 2.851e+00 2.198e-04
  224  766.815  121.062 2.517e-02 6.466e-03 5.746e-22 1.000e+00 0.000e+00 2.843e+00 2.184e-04
  225  768.071  120.731 2.500e-02 6.448e-03 4.879e-22 1.000e+00 0.000e+00 2.834e+00 2.169e-04
  226  769.326  120.550 2.484e-02 6.482e-03 3.904e-22 1.000e+00 0.000e+00 2.824e+00 2.155e-04
  227  770.564  120.456 2.468e-02 6.585e-03 3.155e-22 1.000e+00 0.000e+00 2.813e+00 2.140e-04
  228  771.823  120.093 2.452e-02 6.768e-03 2.764e-22 1.000e+00 0.000e+00 2.800e+00 2.126e-04
  229  773.074  119.833 2.436e-02 7.035e-03 2.723e-22 1.000e+00 0.000e+00 2.786e+00 2.112e-04
  230  774.338  119.604 2.420e-02 7.369e-03 2.949e-22 1.000e+00 0.000e+00 2.771e+00 2.098e-04
  231  776.832  119.136 2.389e-02 8.069e-03 3.684e-22 1.000e+00 0.000e+00 2.741e+00 2.070e-04
  232  779.336  118.623 2.358e-02 8.375e-03 4.135e-22 1.000e+00 0.000e+00 2.699e+00 2.043e-04
  233  781.843  118.090 2.328e-02 7.962e-03 4.360e-22 1.000e+00 0.000e+00 2.650e+00 2.016e-04
  234  784.350  117.590 2.298e-02 7.054e-03 4.865e-22 1.000e+00 0.000e+00 2.598e+00 1.990e-04
  235  786.855  117.193 2.269e-02 6.138e-03 6.189e-22 1.000e+00 0.000e+00 2.541e+00 1.964e-04
  236  789.367  116.427 2.240e-02 5.442e-03 8.418e-22 1.000e+00 0.000e+00 2.482e+00 1.939e-04
  237  791.865  114.579 2.212e-02 4.901e-03 7.865e-22 1.000e+00 0.000e+00 2.423e+00 1.914e-04
  238  794.382  113.306 2.184e-02 4.449e-03 4.479e-22 1.000e+00 0.000e+00 2.369e+00 1.889e-04
  239  796.881  113.682 2.157e-02 4.130e-03 2.896e-22 1.000e+00 0.000e+00 2.321e+00 1.865e-04
  240  799.394  113.560 2.130e-02 3.943e-03 3.150e-22 1.000e+00 0.000e+00 2.274e+00 1.841e-04
  241  801.901  112.589 2.104e-02 3.847e-03 3.325e-22 1.000e+00 0.000e+00 2.236e+00 1.818e-04
  242  804.409  111.657 2.078e-02 3.891e-03 2.312e-22 1.000e+00 0.000e+00 2.212e+00 1.794e-04
  243  806.913  110.856 2.052e-02 4.171e-03 1.138e-22 1.000e+00 0.000e+00 2.196e+00 1.772e-04
  244  809.428  110.319 2.027e-02 4.692e-03 9.675e-23 1.000e+00 0.000e+00 2.192e+00 1.750e-04
  245  811.932  110.212 2.003e-02 5.313e-03 1.269e-22 1.000e+00 0.000e+00 2.203e+00 1.728e-04
  246  814.440  109.950 1.979e-02 5.836e-03 1.403e-22 1.000e+00 0.000e+00 2.232e+00 1.706e-04
  247  816.943  108.713 1.955e-02 6.024e-03 1.070e-22 1.000e+00 0.000e+00 2.276e+00 1.685e-04
  248  819.456  107.005 1.932e-02 5.699e-03 6.941e-23 1.000e+00 0.000e+00 2.340e+00 1.665e-04
  249  821.961  106.334 1.908e-02 4.916e-03 6.586e-23 1.000e+00 0.000e+00 2.440e+00 1.644e-04
  250  824.462  106.615 1.885e-02 3.982e-03 8.298e-23 1.000e+00 0.000e+00 2.605e+00 1.623e-04
  251  826.984  106.526 1.862e-02 3.185e-03 1.014e-22 1.000e+00 0.000e+00 2.847e+00 1.603e-04
  252  829.489  105.761 1.840e-02 2.620e-03 1.147e-22 1.000e+00 0.000e+00 3.138e+00 1.583e-04
  253  832.005  104.362 1.817e-02 2.259e-03 1.471e-22 1.000e+00 0.000e+00 3.434e+00 1.564e-04
  254  834.507  103.505 1.795e-02 2.051e-03 1.970e-22 1.000e+00 0.000e+00 3.664e+00 1.544e-04
  255  837.018  103.416 1.774e-02 1.974e-03 1.945e-22 1.000e+00 0.000e+00 3.810e+00 1.526e-04
  256  839.516  103.189 1.754e-02 1.990e-03 1.761e-22 1.000e+00 0.000e+00 3.914e+00 1.508e-04
  257  842.031  102.548 1.733e-02 2.081e-03 1.913e-22 1.000e+00 0.000e+00 3.996e+00 1.489e-04
  258  844.538  101.894 1.713e-02 2.267e-03 1.738e-22 1.000e+00 0.000e+00 4.064e+00 1.471e-04
  259  847.062  100.764 1.693e-02 2.602e-03 1.158e-22 1.000e+00 0.000e+00 4.128e+00 1.453e-04
  260  849.572   98.537 1.673e-02 3.172e-03 7.480e-23 1.000e+00 0.000e+00 4.189e+00 1.436e-04
  261  852.086   94.626 1.654e-02 3.781e-03 8.119e-23 1.000e+00 0.000e+00 4.243e+00 1.419e-04
  262  854.586   92.389 1.634e-02 3.974e-03 1.025e-22 1.000e+00 0.000e+00 4.301e+00 1.402e-04
  263  857.103   95.844 1.614e-02 3.669e-03 8.662e-23 1.000e+00 0.000e+00 4.366e+00 1.385e-04
  264  859.594   98.543 1.595e-02 3.165e-03 6.504e-23 1.000e+00 0.000e+00 4.432e+00 1.368e-04
  265  862.112   97.885 1.577e-02 2.572e-03 6.390e-23 1.000e+00 0.000e+00 4.501e+00 1.352e-04
  266  864.610   94.383 1.560e-02 2.051e-03 5.998e-23 1.000e+00 0.000e+00 4.585e+00 1.336e-04
  267  867.113   92.034 1.542e-02 1.649e-03 6.107e-23 1.000e+00 0.000e+00 4.670e+00 1.321e-04
  268  869.613   94.195 1.524e-02 1.362e-03 6.062e-23 1.000e+00 0.000e+00 4.755e+00 1.305e-04
  269  872.129   95.128 1.507e-02 1.178e-03 5.796e-23 1.000e+00 0.000e+00 4.860e+00 1.290e-04
  270  874.636   94.383 1.490e-02 1.081e-03 6.097e-23 1.000e+00 0.000e+00 4.980e+00 1.275e-04
  271  877.145   94.042 1.472e-02 1.057e-03 6.736e-23 1.000e+00 0.000e+00 5.110e+00 1.260e-04
  272  879.637   93.568 1.456e-02 1.097e-03 7.289e-23 1.000e+00 0.000e+00 5.252e+00 1.245e-04
  273  882.136   93.350 1.440e-02 1.184e-03 7.406e-23 1.000e+00 0.000e+00 5.399e+00 1.231e-04
  274  884.639   93.096 1.424e-02 1.303e-03 7.027e-23 1.000e+00 0.000e+00 5.535e+00 1.217e-04
  275  887.130   92.483 1.408e-02 1.422e-03 7.840e-23 1.000e+00 0.000e+00 5.669e+00 1.203e-04
  276  889.598   92.305 1.393e-02 1.469e-03 1.132e-22 1.000e+00 0.000e+00 5.813e+00 1.190e-04
  277  892.093   91.818 1.378e-02 1.484e-03 1.219e-22 1.000e+00 0.000e+00 5.950e+00 1.177e-04
  278  894.601   91.425 1.364e-02 1.610e-03 9.420e-23 1.000e+00 0.000e+00 6.078e+00 1.164e-04
  279  939.713   81.998 1.109e-02 5.011e-04 7.228e-24 1.000e+00 0.000e+00 2.247e+01 9.450e-05
  280 1038.317   66.984 7.465e-03 3.476e-05 3.122e-27 1.000e+00 0.000e+00 2.308e+01 6.293e-05
  281 1248.550   44.519 3.536e-03 8.538e-09 1.212e-26 1.000e+00 0.000e+00 1.125e+02 2.952e-05
  282 1378.169   35.562 2.376e-03 1.117e-08 3.016e-26 1.000e+00 0.000e+00 5.588e+02 1.971e-05
  283 1618.034   23.487 1.252e-03 3.024e-09 8.983e-27 1.000e+00 0.000e+00 7.136e+02 1.026e-05
  284 2130.593    9.111 4.152e-04 1.149e-08 3.418e-26 1.000e+00 0.000e+00 2.521e+03 3.356e-06
  285 2258.429    7.397 3.292e-04 9.446e-09 2.821e-26 1.000e+00 0.000e+00 2.208e+03 2.651e-06


Loading default parameters for OCI from /opt/ocssw/share/oci/msl12_defaults.par
Loading parameters for suite SFREFL from /opt/ocssw/share/common/msl12_defaults_SFREFL.par
Loading parameters for suite SFREFL from /opt/ocssw/share/oci/msl12_defaults_SFREFL.par
Loading command line parameters

Loading user parameters for OCI

Internal data compression requested at compression level: 4
Opening filter file /opt/ocssw/share/oci/msl12_filter.dat
Setting 5 x 3 straylight filter on CLDICE mask

Filter Kernel
1 1 1 1 1 
1 1 1 1 1 
1 1 1 1 1 

Minimum fill set to 1 pixels


Opening OCI L1B file
OCI L1B Npix  :1272 Nlines:1710
file->nbands = 286
Allocated 32313760 bytes in L1 record.
Allocated 13157568 bytes in L2 record.

Opening: data/PACE_OCI.20240605T092137.L2_SFREFL.V2.nc


The following products will be included in data/PACE_OCI.20240605T092137.L2_SFREFL.V2.nc.
0 rhos
1 l2_flags



Begin l2gen Version 9.7.0-V2024.1 Processing
Sensor is OCI
Sensor ID is 30
Sensor has 286 reflective bands
Sensor has 0 emissive bands
Number of along-track detectors per band is 1
Number of input pixels per scan is 1272
Processing pixels 1 to 1272 by 1
Processing scans 1 to 1710 by 1
Ocean processing enabled
Land processing enabled
Atmospheric correction disabled

Begin MSl12 processing at 2024217025421000

Allocated 32313760 bytes in L1 record.
Allocated 32313760 bytes in L1 record.
Allocated 32313760 bytes in L1 record.
Loading land mask information from /opt/ocssw/share/common/gebco_ocssw_v2020.nc
Loading DEM information from /opt/ocssw/share/common/gebco_ocssw_v2020.nc
Loading ice mask file from /opt/ocssw/share/common/ice_climatology.hdf
Loaded monthly NSIDC ice climatology HDF file.
Loading DEM info from /opt/ocssw/share/common/gebco_ocssw_v2020.nc
Loading climatology file /opt/ocssw/share/common/sst_climatology.hdf
Loading SSS reference from Climatology file: /opt/ocssw/share/common/sss_climatology_woa2009.hdf


Opening meteorological files.
  met1   = /opt/ocssw/share/common/met_climatology_v2014.hdf
  met2   = 
  met3   = 
  ozone1 = /opt/ocssw/share/common/ozone_climatology_v2014.hdf
  ozone2 = 
  ozone3 = 
  no2    = /opt/ocssw/share/common/no2_climatology_v2013.hdf


Opening ozone file /opt/ocssw/share/common/ozone_climatology_v2014.hdf


Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_315_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_316_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_344_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_346_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_348_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_351_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_353_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_356_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_363_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_371_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_375_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_383_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_390_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_393_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_398_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_403_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_405_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_408_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_410_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_413_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_418_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_420_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_422_iqu.nc
Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_425_iqu.nc
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_432_iqu.nc
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Using  869.6 nm channel for cloud flagging over water.
Using  412.6 nm channel for cloud flagging over land.

Processing scan #     0 (1 of 1710) after     10 seconds
Processing scan #    50 (51 of 1710) after     28 seconds
Processing scan #   100 (101 of 1710) after     46 seconds
Processing scan #   150 (151 of 1710) after     64 seconds
Processing scan #   200 (201 of 1710) after     81 seconds
Processing scan #   250 (251 of 1710) after     98 seconds
Processing scan #   300 (301 of 1710) after    114 seconds
Processing scan #   350 (351 of 1710) after    131 seconds
Processing scan #   400 (401 of 1710) after    147 seconds
Processing scan #   450 (451 of 1710) after    164 seconds
Processing scan #   500 (501 of 1710) after    181 seconds
Processing scan #   550 (551 of 1710) after    197 seconds
Processing scan #   600 (601 of 1710) after    213 seconds
Processing scan #   650 (651 of 1710) after    231 seconds
Processing scan #   700 (701 of 1710) after    247 seconds
Processing scan #   750 (751 of 1710) after    264 seconds
Processing scan #   800 (801 of 1710) after    282 seconds
Processing scan #   850 (851 of 1710) after    300 seconds
Processing scan #   900 (901 of 1710) after    319 seconds
Processing scan #   950 (951 of 1710) after    338 seconds
Processing scan #  1000 (1001 of 1710) after    357 seconds
Processing scan #  1050 (1051 of 1710) after    375 seconds
Processing scan #  1100 (1101 of 1710) after    393 seconds
Processing scan #  1150 (1151 of 1710) after    411 seconds
Processing scan #  1200 (1201 of 1710) after    429 seconds
Processing scan #  1250 (1251 of 1710) after    447 seconds
Processing scan #  1300 (1301 of 1710) after    464 seconds
Processing scan #  1350 (1351 of 1710) after    483 seconds
Processing scan #  1400 (1401 of 1710) after    502 seconds
Processing scan #  1450 (1451 of 1710) after    521 seconds
Processing scan #  1500 (1501 of 1710) after    540 seconds
Processing scan #  1550 (1551 of 1710) after    560 seconds
Processing scan #  1600 (1601 of 1710) after    580 seconds
Processing scan #  1650 (1651 of 1710) after    599 seconds
Processing scan #  1700 (1701 of 1710) after    617 seconds

Percentage of pixels flagged:
Flag # 1:          ATMFAIL          0   0.0000
Flag # 2:             LAND    1791549  82.3655
Flag # 3:         PRODWARN          0   0.0000
Flag # 4:          HIGLINT      14899   0.6850
Flag # 5:             HILT      71193   3.2731
Flag # 6:         HISATZEN     309756  14.2409
Flag # 7:           COASTZ     121712   5.5956
Flag # 8:            SPARE          0   0.0000
Flag # 9:       STRAYLIGHT     286472  13.1704
Flag #10:           CLDICE     750283  34.4939
Flag #11:        COCCOLITH          0   0.0000
Flag #12:          TURBIDW          0   0.0000
Flag #13:         HISOLZEN          0   0.0000
Flag #14:            SPARE          0   0.0000
Flag #15:            LOWLW          0   0.0000
Flag #16:          CHLFAIL          0   0.0000
Flag #17:          NAVWARN          0   0.0000
Flag #18:           ABSAER          0   0.0000
Flag #19:            SPARE          0   0.0000
Flag #20:       MAXAERITER          0   0.0000
Flag #21:         MODGLINT      37871   1.7411
Flag #22:          CHLWARN          0   0.0000
Flag #23:          ATMWARN          0   0.0000
Flag #24:            SPARE          0   0.0000
Flag #25:           SEAICE          0   0.0000
Flag #26:          NAVFAIL          0   0.0000
Flag #27:           FILTER          0   0.0000
Flag #28:            SPARE          0   0.0000
Flag #29:        BOWTIEDEL          0   0.0000
Flag #30:            HIPOL          0   0.0000
Flag #31:         PRODFAIL          0   0.0000
Flag #32:            SPARE          0   0.0000

End MSl12 processing at 2024217030442000
Processing Rate = 2.753623 scans/sec

Closing oci l1b file

Processing Completed

If successful, the l2gen program created a netCDF file at the ofile path. The contents should include the chlor_a product from the BGC suite of products. Once this process is done, you are ready to visualize your “custom” L2 data. Use the robust=True option to ignore outlier chl a values.

dataset = xr.open_dataset(par["ofile"], group="geophysical_data")
artist = dataset["rhos"].sel({"wavelength_3d": 25}).plot(cmap="viridis", robust=True)

Feel free to explore l2gen options to produce the Level-2 dataset you need! The documentation for l2gen is kind of interactive, because so much depends on the data product being processed. For example, try l2gen ifile=data/PACE_OCI.20240605T092137.L1B.V2.nc dump_options=true to get a lot of information about the specifics of what the l2gen program generates.

The next step for this tutorial is to merge multiple Level-2 granules together.

back to top

4. Make MOANA Phytoplankton Community Products with l2gen

One of the most exciting new PACE algorithms for the ocean color community is the MOANA algorithm that produces phytoplankton abundances for three different groups: Synechococcus, Prochlorococcus and picoeukaryotes.

tspan = ("2024-03-09", "2024-03-09")
location = (20, -30)

results = earthaccess.search_data(
    short_name="PACE_OCI_L1B_SCI",
    temporal=tspan,
    point=location,
)
results[0]

Data: PACE_OCI.20240309T115927.L1B.V2.nc

Size: 1754.96 MB

Cloud Hosted: True

Download the granules found in the search.

paths = earthaccess.download(results, local_path="data")

The Level-1B files contain top-of-atmosphere reflectances, typically denoted as \(\rho_t\). On OCI, the reflectances are grouped into blue, red, and short-wave infrared (SWIR) wavelengths. Open the dataset’s “observatin_data” group in the NetCDF file using xarray to plot a “rhot_red” wavelength.

dataset = xr.open_dataset(paths[0], group="observation_data")
artist = dataset["rhot_red"].sel({"red_bands": 100}).plot()

ifile = paths[0]
par = {
    "ifile": ifile,
    "ofile": str(ifile).replace(".L1B.", ".L2_MOANA."),
    "suite": "BGC",
    "l2prod": "picoeuk_moana prococcus_moana syncoccus_moana rhos_465 rhos_555 rhos_645 poc chlor_a ",
    "atmocor": 1,
}
write_par("l2gen-moana.par", par)

Now run l2bin using your chosen parameters. Be very patient.

%%bash
source $OCSSWROOT/OCSSW_bash.env

l2gen par=l2gen-moana.par

Loading default parameters from /opt/ocssw/share/common/msl12_defaults.par
Input file data/PACE_OCI.20240309T115927.L1B.V2.nc is PACE L1B file.

Loading characteristics for OCI
Opening sensor information file /opt/ocssw/share/oci/msl12_sensor_info.dat
  Bnd   Lam       Fo    Tau_r     k_oz    k_no2    t_co2   awhite       aw      bbw
    0  314.550  112.026 4.873e-01 4.208e-01 3.281e-19 1.000e+00 0.000e+00 2.305e-01 6.356e-03
    1  316.239   92.478 6.485e-01 5.806e-01 2.961e-19 1.000e+00 0.000e+00 1.633e-01 7.727e-03
    2  318.262   85.195 7.410e-01 5.473e-01 2.844e-19 1.000e+00 0.000e+00 1.278e-01 8.187e-03
    3  320.303   82.175 7.809e-01 4.609e-01 2.833e-19 1.000e+00 0.000e+00 1.105e-01 8.271e-03
    4  322.433   80.733 7.906e-01 3.543e-01 2.898e-19 1.000e+00 0.000e+00 9.950e-02 8.190e-03
    5  324.649   86.251 7.915e-01 2.567e-01 3.018e-19 1.000e+00 0.000e+00 9.079e-02 8.041e-03
    6  326.828   95.932 7.891e-01 1.907e-01 3.132e-19 1.000e+00 0.000e+00 8.475e-02 7.871e-03
    7  328.988  101.672 7.700e-01 1.386e-01 3.251e-19 1.000e+00 0.000e+00 8.211e-02 7.627e-03
    8  331.305  101.708 7.404e-01 9.852e-02 3.417e-19 1.000e+00 0.000e+00 8.089e-02 7.342e-03
    9  333.958   97.745 7.204e-01 6.830e-02 3.572e-19 1.000e+00 0.000e+00 7.656e-02 7.132e-03
   10  336.815   93.497 7.112e-01 4.395e-02 3.736e-19 1.000e+00 0.000e+00 6.891e-02 6.975e-03
   11  339.160   96.099 7.034e-01 3.070e-02 3.963e-19 1.000e+00 0.000e+00 6.288e-02 6.834e-03
   12  341.321   98.332 6.898e-01 2.060e-02 4.076e-19 1.000e+00 0.000e+00 5.915e-02 6.663e-03
   13  343.632   95.167 6.720e-01 1.439e-02 4.137e-19 1.000e+00 0.000e+00 5.624e-02 6.474e-03
   14  346.017   92.958 6.529e-01 9.882e-03 4.395e-19 1.000e+00 0.000e+00 5.365e-02 6.285e-03
   15  348.468   95.422 6.342e-01 6.032e-03 4.610e-19 1.000e+00 0.000e+00 5.106e-02 6.097e-03
   16  350.912   99.423 6.163e-01 4.542e-03 4.617e-19 1.000e+00 0.000e+00 4.864e-02 5.913e-03
   17  353.344  102.927 5.988e-01 3.473e-03 4.768e-19 1.000e+00 0.000e+00 4.647e-02 5.735e-03
   18  355.782   99.180 5.823e-01 2.499e-03 5.019e-19 1.000e+00 0.000e+00 4.450e-02 5.562e-03
   19  358.235   93.459 5.642e-01 2.283e-03 5.089e-19 1.000e+00 0.000e+00 4.256e-02 5.394e-03
   20  360.695   97.255 5.472e-01 2.096e-03 5.117e-19 1.000e+00 0.000e+00 4.053e-02 5.233e-03
   21  363.137  105.330 5.320e-01 1.734e-03 5.326e-19 1.000e+00 0.000e+00 3.856e-02 5.079e-03
   22  365.610  113.914 5.178e-01 1.415e-03 5.533e-19 1.000e+00 0.000e+00 3.642e-02 4.932e-03
   23  368.083  118.845 5.043e-01 1.282e-03 5.555e-19 1.000e+00 0.000e+00 3.417e-02 4.789e-03
   24  370.534  115.549 4.908e-01 1.286e-03 5.590e-19 1.000e+00 0.000e+00 3.126e-02 4.651e-03
   25  372.991  107.218 4.773e-01 1.342e-03 5.744e-19 1.000e+00 0.000e+00 2.719e-02 4.520e-03
   26  375.482  108.880 4.630e-01 1.283e-03 5.834e-19 1.000e+00 0.000e+00 2.270e-02 4.392e-03
   27  377.926  118.137 4.513e-01 1.115e-03 5.861e-19 1.000e+00 0.000e+00 1.843e-02 4.269e-03
   28  380.419  111.060 4.406e-01 1.167e-03 5.945e-19 1.000e+00 0.000e+00 1.508e-02 4.151e-03
   29  382.876   96.370 4.280e-01 1.379e-03 6.014e-19 1.000e+00 0.000e+00 1.316e-02 4.037e-03
   30  385.359   96.688 4.156e-01 1.389e-03 6.039e-19 1.000e+00 0.000e+00 1.228e-02 3.928e-03
   31  387.811  107.161 4.051e-01 1.257e-03 6.130e-19 1.000e+00 0.000e+00 1.166e-02 3.822e-03
   32  390.297  112.501 3.955e-01 1.196e-03 6.227e-19 1.000e+00 0.000e+00 1.104e-02 3.718e-03
   33  392.764  106.686 3.857e-01 1.256e-03 6.193e-19 1.000e+00 0.000e+00 1.065e-02 3.619e-03
   34  395.238  106.058 3.747e-01 1.271e-03 6.157e-19 1.000e+00 0.000e+00 1.040e-02 3.523e-03
   35  397.706  127.304 3.647e-01 1.082e-03 6.328e-19 1.000e+00 0.000e+00 9.891e-03 3.430e-03
   36  400.178  157.144 3.564e-01 9.418e-04 6.342e-19 1.000e+00 0.000e+00 8.906e-03 3.341e-03
   37  402.654  170.763 3.486e-01 9.296e-04 6.155e-19 1.000e+00 0.000e+00 7.976e-03 3.255e-03
   38  405.127  168.889 3.400e-01 9.759e-04 6.015e-19 1.000e+00 0.000e+00 7.534e-03 3.171e-03
   39  407.605  168.988 3.314e-01 1.065e-03 6.101e-19 1.000e+00 0.000e+00 7.203e-03 3.090e-03
   40  410.074  173.399 3.233e-01 1.143e-03 6.226e-19 1.000e+00 0.000e+00 6.868e-03 3.011e-03
   41  412.557  177.268 3.155e-01 1.158e-03 6.161e-19 1.000e+00 0.000e+00 6.656e-03 2.935e-03
   42  415.025  177.759 3.079e-01 1.218e-03 5.856e-19 1.000e+00 0.000e+00 6.564e-03 2.861e-03
   43  417.512  175.925 3.004e-01 1.325e-03 5.698e-19 1.000e+00 0.000e+00 6.661e-03 2.789e-03
   44  419.988  175.156 2.932e-01 1.448e-03 5.927e-19 1.000e+00 0.000e+00 6.771e-03 2.720e-03
   45  422.453  174.012 2.863e-01 1.774e-03 6.054e-19 1.000e+00 0.000e+00 6.878e-03 2.654e-03
   46  424.940  170.766 2.796e-01 2.153e-03 5.793e-19 1.000e+00 0.000e+00 7.006e-03 2.590e-03
   47  427.398  162.027 2.732e-01 2.242e-03 5.468e-19 1.000e+00 0.000e+00 6.986e-03 2.527e-03
   48  429.885  154.088 2.664e-01 2.290e-03 5.331e-19 1.000e+00 0.000e+00 6.994e-03 2.464e-03
   49  432.379  161.564 2.597e-01 2.492e-03 5.452e-19 1.000e+00 0.000e+00 7.152e-03 2.404e-03
   50  434.869  174.172 2.539e-01 2.644e-03 5.549e-19 1.000e+00 0.000e+00 7.438e-03 2.347e-03
   51  437.351  178.115 2.482e-01 3.023e-03 5.355e-19 1.000e+00 0.000e+00 8.014e-03 2.291e-03
   52  439.828  182.229 2.424e-01 3.903e-03 4.968e-19 1.000e+00 0.000e+00 8.606e-03 2.238e-03
   53  442.327  190.795 2.368e-01 4.600e-03 4.726e-19 1.000e+00 0.000e+00 9.139e-03 2.185e-03
   54  444.811  195.628 2.315e-01 4.590e-03 4.945e-19 1.000e+00 0.000e+00 9.759e-03 2.133e-03
   55  447.309  199.848 2.261e-01 4.547e-03 5.107e-19 1.000e+00 0.000e+00 1.052e-02 2.082e-03
   56  449.795  205.764 2.211e-01 4.968e-03 4.798e-19 1.000e+00 0.000e+00 1.131e-02 2.034e-03
   57  452.280  205.708 2.162e-01 5.368e-03 4.441e-19 1.000e+00 0.000e+00 1.179e-02 1.987e-03
   58  454.769  204.450 2.114e-01 5.945e-03 4.252e-19 1.000e+00 0.000e+00 1.203e-02 1.942e-03
   59  457.262  205.953 2.067e-01 7.420e-03 4.263e-19 1.000e+00 0.000e+00 1.212e-02 1.898e-03
   60  459.757  207.117 2.022e-01 9.301e-03 4.351e-19 1.000e+00 0.000e+00 1.214e-02 1.855e-03
   61  462.252  207.870 1.977e-01 1.011e-02 4.326e-19 1.000e+00 0.000e+00 1.219e-02 1.813e-03
   62  464.737  205.886 1.935e-01 9.683e-03 4.061e-19 1.000e+00 0.000e+00 1.238e-02 1.772e-03
   63  467.244  203.675 1.893e-01 9.647e-03 3.691e-19 1.000e+00 0.000e+00 1.242e-02 1.733e-03
   64  469.729  203.713 1.852e-01 1.043e-02 3.441e-19 1.000e+00 0.000e+00 1.244e-02 1.694e-03
   65  472.202  205.281 1.812e-01 1.115e-02 3.582e-19 1.000e+00 0.000e+00 1.276e-02 1.657e-03
   66  474.700  207.058 1.774e-01 1.242e-02 3.801e-19 1.000e+00 0.000e+00 1.326e-02 1.621e-03
   67  477.189  208.385 1.736e-01 1.528e-02 3.580e-19 1.000e+00 0.000e+00 1.393e-02 1.586e-03
   68  479.689  209.553 1.700e-01 1.895e-02 3.338e-19 1.000e+00 0.000e+00 1.437e-02 1.552e-03
   69  482.183  206.590 1.665e-01 2.122e-02 3.022e-19 1.000e+00 0.000e+00 1.472e-02 1.518e-03
   70  484.689  195.340 1.631e-01 2.114e-02 2.725e-19 1.000e+00 0.000e+00 1.533e-02 1.485e-03
   71  487.182  189.524 1.595e-01 2.040e-02 2.939e-19 1.000e+00 0.000e+00 1.612e-02 1.454e-03
   72  489.674  195.470 1.562e-01 2.101e-02 3.044e-19 1.000e+00 0.000e+00 1.694e-02 1.423e-03
   73  492.176  199.211 1.530e-01 2.224e-02 2.853e-19 1.000e+00 0.000e+00 1.789e-02 1.393e-03
   74  494.686  200.274 1.499e-01 2.354e-02 2.822e-19 1.000e+00 0.000e+00 1.916e-02 1.364e-03
   75  497.182  199.355 1.469e-01 2.613e-02 2.498e-19 1.000e+00 0.000e+00 2.072e-02 1.336e-03
   76  499.688  194.720 1.440e-01 3.087e-02 2.022e-19 1.000e+00 0.000e+00 2.233e-02 1.309e-03
   77  502.190  192.753 1.410e-01 3.665e-02 2.151e-19 1.000e+00 0.000e+00 2.438e-02 1.281e-03
   78  504.695  195.557 1.382e-01 4.082e-02 2.384e-19 1.000e+00 0.000e+00 2.700e-02 1.255e-03
   79  507.198  197.605 1.355e-01 4.179e-02 2.315e-19 1.000e+00 0.000e+00 3.003e-02 1.230e-03
   80  509.720  196.520 1.328e-01 4.101e-02 2.296e-19 1.000e+00 0.000e+00 3.389e-02 1.206e-03
   81  512.213  193.098 1.302e-01 4.110e-02 2.157e-19 1.000e+00 0.000e+00 3.784e-02 1.181e-03
   82  514.729  185.769 1.277e-01 4.275e-02 1.772e-19 1.000e+00 0.000e+00 4.045e-02 1.157e-03
   83  517.219  179.326 1.252e-01 4.504e-02 1.597e-19 1.000e+00 0.000e+00 4.179e-02 1.134e-03
   84  519.747  182.521 1.227e-01 4.767e-02 1.620e-19 1.000e+00 0.000e+00 4.270e-02 1.111e-03
   85  522.249  189.089 1.203e-01 5.134e-02 1.624e-19 1.000e+00 0.000e+00 4.337e-02 1.089e-03
   86  524.771  188.823 1.180e-01 5.654e-02 1.755e-19 1.000e+00 0.000e+00 4.387e-02 1.067e-03
   87  527.276  187.920 1.158e-01 6.292e-02 1.771e-19 1.000e+00 0.000e+00 4.454e-02 1.049e-03
   88  529.798  191.821 1.137e-01 6.884e-02 1.592e-19 1.000e+00 0.000e+00 4.553e-02 1.031e-03
   89  532.314  193.286 1.114e-01 7.264e-02 1.423e-19 1.000e+00 0.000e+00 4.646e-02 1.008e-03
   90  534.859  191.915 1.092e-01 7.422e-02 1.168e-19 1.000e+00 0.000e+00 4.742e-02 9.861e-04
   91  537.346  190.229 1.072e-01 7.488e-02 1.024e-19 1.000e+00 0.000e+00 4.852e-02 9.673e-04
   92  539.878  187.754 1.052e-01 7.665e-02 1.097e-19 1.000e+00 0.000e+00 4.966e-02 9.489e-04
   93  542.395  188.298 1.032e-01 7.989e-02 1.240e-19 1.000e+00 0.000e+00 5.116e-02 9.303e-04
   94  544.904  189.892 1.013e-01 8.325e-02 1.296e-19 1.000e+00 0.000e+00 5.328e-02 9.125e-04
   95  547.441  189.629 9.940e-02 8.591e-02 1.237e-19 1.000e+00 0.000e+00 5.584e-02 8.953e-04
   96  549.994  189.342 9.756e-02 8.809e-02 1.129e-19 1.000e+00 0.000e+00 5.851e-02 8.784e-04
   97  552.511  189.725 9.575e-02 9.044e-02 9.907e-20 1.000e+00 0.000e+00 6.062e-02 8.617e-04
   98  555.044  188.862 9.400e-02 9.359e-02 8.268e-20 1.000e+00 0.000e+00 6.191e-02 8.454e-04
   99  557.576  185.867 9.230e-02 9.815e-02 6.751e-20 1.000e+00 0.000e+00 6.298e-02 8.297e-04
  100  560.104  184.284 9.062e-02 1.041e-01 6.704e-20 1.000e+00 0.000e+00 6.443e-02 8.146e-04
  101  562.642  184.903 8.899e-02 1.101e-01 8.271e-20 1.000e+00 0.000e+00 6.592e-02 7.997e-04
  102  565.190  184.929 8.737e-02 1.152e-01 8.817e-20 1.000e+00 0.000e+00 6.740e-02 7.846e-04
  103  567.710  184.394 8.579e-02 1.194e-01 8.097e-20 1.000e+00 0.000e+00 6.954e-02 7.698e-04
  104  570.259  184.337 8.424e-02 1.231e-01 8.258e-20 1.000e+00 0.000e+00 7.243e-02 7.555e-04
  105  572.796  185.701 8.273e-02 1.258e-01 7.445e-20 1.000e+00 0.000e+00 7.601e-02 7.418e-04
  106  575.343  185.860 8.130e-02 1.262e-01 5.358e-20 1.000e+00 0.000e+00 8.077e-02 7.290e-04
  107  577.902  184.295 7.992e-02 1.245e-01 4.606e-20 1.000e+00 0.000e+00 8.675e-02 7.169e-04
  108  580.450  184.370 7.850e-02 1.217e-01 4.637e-20 1.000e+00 0.000e+00 9.411e-02 7.037e-04
  109  582.996  184.516 7.711e-02 1.191e-01 4.563e-20 1.000e+00 0.000e+00 1.036e-01 6.904e-04
  110  585.553  182.261 7.581e-02 1.175e-01 4.880e-20 1.000e+00 0.000e+00 1.147e-01 6.784e-04
  111  588.086  178.467 7.455e-02 1.172e-01 5.159e-20 1.000e+00 0.000e+00 1.271e-01 6.670e-04
  112  590.548  177.770 7.336e-02 1.186e-01 5.765e-20 1.000e+00 0.000e+00 1.411e-01 6.570e-04
  113  593.084  179.810 7.228e-02 1.222e-01 5.611e-20 1.000e+00 0.000e+00 1.572e-01 6.487e-04
  114  595.679  179.992 7.117e-02 1.275e-01 4.249e-20 1.000e+00 0.000e+00 1.772e-01 6.390e-04
  115  598.262  178.361 6.999e-02 1.328e-01 3.893e-20 1.000e+00 0.000e+00 2.030e-01 6.276e-04
  116  600.545  176.370 6.757e-02 1.365e-01 3.874e-20 1.000e+00 0.000e+00 2.467e-01 5.992e-04
  117  602.920  176.174 6.651e-02 1.374e-01 3.034e-20 1.000e+00 0.000e+00 2.611e-01 5.899e-04
  118  605.461  176.473 6.543e-02 1.353e-01 2.076e-20 1.000e+00 0.000e+00 2.702e-01 5.801e-04
  119  607.986  174.705 6.437e-02 1.310e-01 1.990e-20 1.000e+00 0.000e+00 2.728e-01 5.706e-04
  120  610.360  172.381 6.335e-02 1.256e-01 2.700e-20 1.000e+00 0.000e+00 2.733e-01 5.614e-04
  121  612.730  170.269 6.236e-02 1.202e-01 3.487e-20 1.000e+00 0.000e+00 2.746e-01 5.524e-04
  122  615.145  167.881 6.137e-02 1.152e-01 3.541e-20 1.000e+00 0.000e+00 2.763e-01 5.434e-04
  123  617.605  167.707 6.038e-02 1.107e-01 3.180e-20 1.000e+00 0.000e+00 2.790e-01 5.346e-04
  124  620.061  168.940 5.942e-02 1.070e-01 2.798e-20 1.000e+00 0.000e+00 2.832e-01 5.259e-04
  125  622.530  167.529 5.848e-02 1.038e-01 2.439e-20 1.000e+00 0.000e+00 2.876e-01 5.173e-04
  126  624.988  165.875 5.754e-02 1.007e-01 2.069e-20 1.000e+00 0.000e+00 2.918e-01 5.089e-04
  127  627.434  166.459 5.663e-02 9.740e-02 1.634e-20 1.000e+00 0.000e+00 2.963e-01 5.006e-04
  128  629.898  165.893 5.575e-02 9.400e-02 1.319e-20 1.000e+00 0.000e+00 3.008e-01 4.925e-04
  129  632.376  164.212 5.486e-02 9.046e-02 1.304e-20 1.000e+00 0.000e+00 3.055e-01 4.846e-04
  130  634.830  163.727 5.400e-02 8.676e-02 1.402e-20 1.000e+00 0.000e+00 3.097e-01 4.768e-04
  131  637.305  163.541 5.316e-02 8.287e-02 1.464e-20 1.000e+00 0.000e+00 3.137e-01 4.692e-04
  132  639.791  162.086 5.234e-02 7.890e-02 1.583e-20 1.000e+00 0.000e+00 3.191e-01 4.618e-04
  133  641.029  161.259 5.193e-02 7.696e-02 1.681e-20 1.000e+00 0.000e+00 3.224e-01 4.581e-04
  134  642.255  160.668 5.152e-02 7.512e-02 1.767e-20 1.000e+00 0.000e+00 3.258e-01 4.545e-04
  135  643.479  160.372 5.112e-02 7.339e-02 1.849e-20 1.000e+00 0.000e+00 3.293e-01 4.509e-04
  136  644.716  160.231 5.073e-02 7.176e-02 1.919e-20 1.000e+00 0.000e+00 3.327e-01 4.473e-04
  137  645.966  159.889 5.034e-02 7.021e-02 1.946e-20 1.000e+00 0.000e+00 3.360e-01 4.437e-04
  138  647.188  159.260 4.995e-02 6.871e-02 1.898e-20 1.000e+00 0.000e+00 3.396e-01 4.402e-04
  139  648.435  158.731 4.956e-02 6.727e-02 1.756e-20 1.000e+00 0.000e+00 3.436e-01 4.367e-04
  140  649.667  158.341 4.918e-02 6.588e-02 1.544e-20 1.000e+00 0.000e+00 3.486e-01 4.333e-04
  141  650.913  158.275 4.880e-02 6.453e-02 1.328e-20 1.000e+00 0.000e+00 3.546e-01 4.299e-04
  142  652.153  157.789 4.843e-02 6.321e-02 1.167e-20 1.000e+00 0.000e+00 3.616e-01 4.265e-04
  143  653.388  155.177 4.807e-02 6.193e-02 1.068e-20 1.000e+00 0.000e+00 3.693e-01 4.231e-04
  144  654.622  151.698 4.771e-02 6.060e-02 9.722e-21 1.000e+00 0.000e+00 3.774e-01 4.198e-04
  145  655.869  148.463 4.733e-02 5.922e-02 8.805e-21 1.000e+00 0.000e+00 3.858e-01 4.166e-04
  146  657.101  147.695 4.695e-02 5.782e-02 7.987e-21 1.000e+00 0.000e+00 3.947e-01 4.133e-04
  147  658.340  149.658 4.658e-02 5.648e-02 7.170e-21 1.000e+00 0.000e+00 4.036e-01 4.101e-04
  148  659.600  152.493 4.623e-02 5.523e-02 6.329e-21 1.000e+00 0.000e+00 4.119e-01 4.070e-04
  149  660.833  154.868 4.590e-02 5.404e-02 5.541e-21 1.000e+00 0.000e+00 4.192e-01 4.038e-04
  150  662.067  155.409 4.555e-02 5.283e-02 4.976e-21 1.000e+00 0.000e+00 4.251e-01 4.007e-04
  151  663.300  155.290 4.521e-02 5.158e-02 4.897e-21 1.000e+00 0.000e+00 4.297e-01 3.976e-04
  152  664.564  155.005 4.487e-02 5.029e-02 5.478e-21 1.000e+00 0.000e+00 4.334e-01 3.945e-04
  153  665.795  154.711 4.453e-02 4.895e-02 6.640e-21 1.000e+00 0.000e+00 4.363e-01 3.915e-04
  154  667.023  154.401 4.420e-02 4.759e-02 7.980e-21 1.000e+00 0.000e+00 4.389e-01 3.885e-04
  155  668.263  154.028 4.387e-02 4.622e-02 9.022e-21 1.000e+00 0.000e+00 4.415e-01 3.855e-04
  156  669.518  153.439 4.354e-02 4.488e-02 9.638e-21 1.000e+00 0.000e+00 4.442e-01 3.825e-04
  157  670.755  152.834 4.321e-02 4.356e-02 9.943e-21 1.000e+00 0.000e+00 4.471e-01 3.796e-04
  158  671.990  152.273 4.289e-02 4.229e-02 1.010e-20 1.000e+00 0.000e+00 4.497e-01 3.767e-04
  159  673.245  151.870 4.257e-02 4.107e-02 1.027e-20 1.000e+00 0.000e+00 4.523e-01 3.738e-04
  160  674.503  151.619 4.225e-02 3.991e-02 1.027e-20 1.000e+00 0.000e+00 4.551e-01 3.710e-04
  161  675.731  151.421 4.194e-02 3.879e-02 9.926e-21 1.000e+00 0.000e+00 4.583e-01 3.681e-04
  162  676.963  151.155 4.163e-02 3.774e-02 9.232e-21 1.000e+00 0.000e+00 4.620e-01 3.654e-04
  163  678.208  150.791 4.132e-02 3.675e-02 8.304e-21 1.000e+00 0.000e+00 4.661e-01 3.626e-04
  164  679.448  150.430 4.102e-02 3.584e-02 7.379e-21 1.000e+00 0.000e+00 4.703e-01 3.599e-04
  165  680.680  149.905 4.072e-02 3.503e-02 6.552e-21 1.000e+00 0.000e+00 4.747e-01 3.572e-04
  166  681.919  149.251 4.042e-02 3.430e-02 5.895e-21 1.000e+00 0.000e+00 4.794e-01 3.545e-04
  167  683.171  148.503 4.012e-02 3.361e-02 5.490e-21 1.000e+00 0.000e+00 4.845e-01 3.518e-04
  168  684.417  147.884 3.983e-02 3.292e-02 5.184e-21 1.000e+00 0.000e+00 4.901e-01 3.492e-04
  169  685.657  147.515 3.953e-02 3.216e-02 4.905e-21 1.000e+00 0.000e+00 4.962e-01 3.466e-04
  170  686.894  147.425 3.924e-02 3.131e-02 4.525e-21 1.000e+00 0.000e+00 5.029e-01 3.440e-04
  171  688.143  147.400 3.896e-02 3.039e-02 4.024e-21 1.000e+00 0.000e+00 5.103e-01 3.414e-04
  172  689.394  147.153 3.867e-02 2.943e-02 3.539e-21 1.000e+00 0.000e+00 5.186e-01 3.389e-04
  173  690.647  146.715 3.839e-02 2.845e-02 3.144e-21 1.000e+00 0.000e+00 5.276e-01 3.363e-04
  174  691.888  146.143 3.811e-02 2.750e-02 2.906e-21 1.000e+00 0.000e+00 5.375e-01 3.338e-04
  175  693.130  145.684 3.784e-02 2.657e-02 2.763e-21 1.000e+00 0.000e+00 5.484e-01 3.314e-04
  176  694.382  145.196 3.756e-02 2.567e-02 2.656e-21 1.000e+00 0.000e+00 5.605e-01 3.289e-04
  177  695.644  144.701 3.729e-02 2.479e-02 2.542e-21 1.000e+00 0.000e+00 5.740e-01 3.265e-04
  178  696.891  144.099 3.702e-02 2.394e-02 2.429e-21 1.000e+00 0.000e+00 5.888e-01 3.241e-04
  179  698.118  143.280 3.676e-02 2.315e-02 2.343e-21 1.000e+00 0.000e+00 6.047e-01 3.217e-04
  180  699.376  142.397 3.649e-02 2.241e-02 2.369e-21 1.000e+00 0.000e+00 6.215e-01 3.193e-04
  181  700.612  141.532 3.623e-02 2.174e-02 2.581e-21 1.000e+00 0.000e+00 6.393e-01 3.170e-04
  182  701.858  141.039 3.597e-02 2.114e-02 3.030e-21 1.000e+00 0.000e+00 6.580e-01 3.147e-04
  183  703.097  140.869 3.571e-02 2.061e-02 3.660e-21 1.000e+00 0.000e+00 6.780e-01 3.124e-04
  184  704.354  140.969 3.546e-02 2.014e-02 4.374e-21 1.000e+00 0.000e+00 6.995e-01 3.101e-04
  185  705.593  140.996 3.521e-02 1.972e-02 4.920e-21 1.000e+00 0.000e+00 7.231e-01 3.078e-04
  186  706.833  140.760 3.496e-02 1.934e-02 5.156e-21 1.000e+00 0.000e+00 7.499e-01 3.056e-04
  187  708.089  140.307 3.471e-02 1.900e-02 5.111e-21 1.000e+00 0.000e+00 7.805e-01 3.034e-04
  188  709.337  139.705 3.446e-02 1.868e-02 4.920e-21 1.000e+00 0.000e+00 8.152e-01 3.012e-04
  189  710.581  139.142 3.422e-02 1.842e-02 4.776e-21 1.000e+00 0.000e+00 8.540e-01 2.990e-04
  190  711.826  138.503 3.398e-02 1.820e-02 4.601e-21 1.000e+00 0.000e+00 8.959e-01 2.968e-04
  191  713.068  137.918 3.374e-02 1.804e-02 4.294e-21 1.000e+00 0.000e+00 9.408e-01 2.947e-04
  192  714.316  137.373 3.350e-02 1.788e-02 3.751e-21 1.000e+00 0.000e+00 9.886e-01 2.926e-04
  193  716.817  136.139 3.303e-02 1.733e-02 2.447e-21 1.000e+00 0.000e+00 1.093e+00 2.884e-04
  194  719.298  134.747 3.257e-02 1.625e-02 1.823e-21 1.000e+00 0.000e+00 1.206e+00 2.843e-04
  195  721.800  134.248 3.212e-02 1.496e-02 1.858e-21 1.000e+00 0.000e+00 1.327e+00 2.802e-04
  196  724.303  134.303 3.167e-02 1.391e-02 1.678e-21 1.000e+00 0.000e+00 1.461e+00 2.763e-04
  197  726.796  133.424 3.124e-02 1.304e-02 1.167e-21 1.000e+00 0.000e+00 1.642e+00 2.724e-04
  198  729.299  132.173 3.081e-02 1.220e-02 8.984e-22 1.000e+00 0.000e+00 1.891e+00 2.686e-04
  199  731.790  131.770 3.038e-02 1.153e-02 9.392e-22 1.000e+00 0.000e+00 2.176e+00 2.648e-04
  200  734.281  131.420 2.997e-02 1.114e-02 1.157e-21 1.000e+00 0.000e+00 2.438e+00 2.611e-04
  201  736.791  130.150 2.956e-02 1.096e-02 1.301e-21 1.000e+00 0.000e+00 2.621e+00 2.575e-04
  202  739.287  128.259 2.916e-02 1.090e-02 1.303e-21 1.000e+00 0.000e+00 2.732e+00 2.539e-04
  203  740.535  127.659 2.897e-02 1.094e-02 1.339e-21 1.000e+00 0.000e+00 2.770e+00 2.521e-04
  204  741.785  127.339 2.877e-02 1.103e-02 1.496e-21 1.000e+00 0.000e+00 2.799e+00 2.504e-04
  205  743.046  127.458 2.857e-02 1.119e-02 1.813e-21 1.000e+00 0.000e+00 2.819e+00 2.486e-04
  206  744.286  127.660 2.838e-02 1.137e-02 2.155e-21 1.000e+00 0.000e+00 2.832e+00 2.469e-04
  207  745.534  127.796 2.819e-02 1.153e-02 2.323e-21 1.000e+00 0.000e+00 2.840e+00 2.452e-04
  208  746.789  127.697 2.800e-02 1.159e-02 2.205e-21 1.000e+00 0.000e+00 2.846e+00 2.435e-04
  209  748.041  127.310 2.781e-02 1.150e-02 1.876e-21 1.000e+00 0.000e+00 2.850e+00 2.419e-04
  210  749.279  126.838 2.762e-02 1.122e-02 1.554e-21 1.000e+00 0.000e+00 2.854e+00 2.402e-04
  211  750.540  126.351 2.744e-02 1.074e-02 1.390e-21 1.000e+00 0.000e+00 2.857e+00 2.386e-04
  212  751.792  126.028 2.725e-02 1.013e-02 1.397e-21 1.000e+00 0.000e+00 2.862e+00 2.369e-04
  213  753.042  125.814 2.707e-02 9.483e-03 1.443e-21 1.000e+00 0.000e+00 2.867e+00 2.353e-04
  214  754.294  125.571 2.689e-02 8.866e-03 1.420e-21 1.000e+00 0.000e+00 2.870e+00 2.337e-04
  215  755.542  125.152 2.671e-02 8.328e-03 1.307e-21 1.000e+00 0.000e+00 2.872e+00 2.321e-04
  216  756.802  124.719 2.654e-02 7.888e-03 1.121e-21 1.000e+00 0.000e+00 2.871e+00 2.305e-04
  217  758.051  124.328 2.636e-02 7.536e-03 8.963e-22 1.000e+00 0.000e+00 2.869e+00 2.290e-04
  218  759.299  124.043 2.618e-02 7.263e-03 6.951e-22 1.000e+00 0.000e+00 2.868e+00 2.274e-04
  219  760.558  123.914 2.601e-02 7.046e-03 5.663e-22 1.000e+00 0.000e+00 2.867e+00 2.259e-04
  220  761.802  123.750 2.584e-02 6.870e-03 5.311e-22 1.000e+00 0.000e+00 2.866e+00 2.243e-04
  221  763.060  123.256 2.567e-02 6.729e-03 5.615e-22 1.000e+00 0.000e+00 2.864e+00 2.228e-04
  222  764.310  122.509 2.550e-02 6.613e-03 6.061e-22 1.000e+00 0.000e+00 2.859e+00 2.213e-04
  223  765.557  121.681 2.534e-02 6.524e-03 6.186e-22 1.000e+00 0.000e+00 2.851e+00 2.198e-04
  224  766.815  121.062 2.517e-02 6.466e-03 5.746e-22 1.000e+00 0.000e+00 2.843e+00 2.184e-04
  225  768.071  120.731 2.500e-02 6.448e-03 4.879e-22 1.000e+00 0.000e+00 2.834e+00 2.169e-04
  226  769.326  120.550 2.484e-02 6.482e-03 3.904e-22 1.000e+00 0.000e+00 2.824e+00 2.155e-04
  227  770.564  120.456 2.468e-02 6.585e-03 3.155e-22 1.000e+00 0.000e+00 2.813e+00 2.140e-04
  228  771.823  120.093 2.452e-02 6.768e-03 2.764e-22 1.000e+00 0.000e+00 2.800e+00 2.126e-04
  229  773.074  119.833 2.436e-02 7.035e-03 2.723e-22 1.000e+00 0.000e+00 2.786e+00 2.112e-04
  230  774.338  119.604 2.420e-02 7.369e-03 2.949e-22 1.000e+00 0.000e+00 2.771e+00 2.098e-04
  231  776.832  119.136 2.389e-02 8.069e-03 3.684e-22 1.000e+00 0.000e+00 2.741e+00 2.070e-04
  232  779.336  118.623 2.358e-02 8.375e-03 4.135e-22 1.000e+00 0.000e+00 2.699e+00 2.043e-04
  233  781.843  118.090 2.328e-02 7.962e-03 4.360e-22 1.000e+00 0.000e+00 2.650e+00 2.016e-04
  234  784.350  117.590 2.298e-02 7.054e-03 4.865e-22 1.000e+00 0.000e+00 2.598e+00 1.990e-04
  235  786.855  117.193 2.269e-02 6.138e-03 6.189e-22 1.000e+00 0.000e+00 2.541e+00 1.964e-04
  236  789.367  116.427 2.240e-02 5.442e-03 8.418e-22 1.000e+00 0.000e+00 2.482e+00 1.939e-04
  237  791.865  114.579 2.212e-02 4.901e-03 7.865e-22 1.000e+00 0.000e+00 2.423e+00 1.914e-04
  238  794.382  113.306 2.184e-02 4.449e-03 4.479e-22 1.000e+00 0.000e+00 2.369e+00 1.889e-04
  239  796.881  113.682 2.157e-02 4.130e-03 2.896e-22 1.000e+00 0.000e+00 2.321e+00 1.865e-04
  240  799.394  113.560 2.130e-02 3.943e-03 3.150e-22 1.000e+00 0.000e+00 2.274e+00 1.841e-04
  241  801.901  112.589 2.104e-02 3.847e-03 3.325e-22 1.000e+00 0.000e+00 2.236e+00 1.818e-04
  242  804.409  111.657 2.078e-02 3.891e-03 2.312e-22 1.000e+00 0.000e+00 2.212e+00 1.794e-04
  243  806.913  110.856 2.052e-02 4.171e-03 1.138e-22 1.000e+00 0.000e+00 2.196e+00 1.772e-04
  244  809.428  110.319 2.027e-02 4.692e-03 9.675e-23 1.000e+00 0.000e+00 2.192e+00 1.750e-04
  245  811.932  110.212 2.003e-02 5.313e-03 1.269e-22 1.000e+00 0.000e+00 2.203e+00 1.728e-04
  246  814.440  109.950 1.979e-02 5.836e-03 1.403e-22 1.000e+00 0.000e+00 2.232e+00 1.706e-04
  247  816.943  108.713 1.955e-02 6.024e-03 1.070e-22 1.000e+00 0.000e+00 2.276e+00 1.685e-04
  248  819.456  107.005 1.932e-02 5.699e-03 6.941e-23 1.000e+00 0.000e+00 2.340e+00 1.665e-04
  249  821.961  106.334 1.908e-02 4.916e-03 6.586e-23 1.000e+00 0.000e+00 2.440e+00 1.644e-04
  250  824.462  106.615 1.885e-02 3.982e-03 8.298e-23 1.000e+00 0.000e+00 2.605e+00 1.623e-04
  251  826.984  106.526 1.862e-02 3.185e-03 1.014e-22 1.000e+00 0.000e+00 2.847e+00 1.603e-04
  252  829.489  105.761 1.840e-02 2.620e-03 1.147e-22 1.000e+00 0.000e+00 3.138e+00 1.583e-04
  253  832.005  104.362 1.817e-02 2.259e-03 1.471e-22 1.000e+00 0.000e+00 3.434e+00 1.564e-04
  254  834.507  103.505 1.795e-02 2.051e-03 1.970e-22 1.000e+00 0.000e+00 3.664e+00 1.544e-04
  255  837.018  103.416 1.774e-02 1.974e-03 1.945e-22 1.000e+00 0.000e+00 3.810e+00 1.526e-04
  256  839.516  103.189 1.754e-02 1.990e-03 1.761e-22 1.000e+00 0.000e+00 3.914e+00 1.508e-04
  257  842.031  102.548 1.733e-02 2.081e-03 1.913e-22 1.000e+00 0.000e+00 3.996e+00 1.489e-04
  258  844.538  101.894 1.713e-02 2.267e-03 1.738e-22 1.000e+00 0.000e+00 4.064e+00 1.471e-04
  259  847.062  100.764 1.693e-02 2.602e-03 1.158e-22 1.000e+00 0.000e+00 4.128e+00 1.453e-04
  260  849.572   98.537 1.673e-02 3.172e-03 7.480e-23 1.000e+00 0.000e+00 4.189e+00 1.436e-04
  261  852.086   94.626 1.654e-02 3.781e-03 8.119e-23 1.000e+00 0.000e+00 4.243e+00 1.419e-04
  262  854.586   92.389 1.634e-02 3.974e-03 1.025e-22 1.000e+00 0.000e+00 4.301e+00 1.402e-04
  263  857.103   95.844 1.614e-02 3.669e-03 8.662e-23 1.000e+00 0.000e+00 4.366e+00 1.385e-04
  264  859.594   98.543 1.595e-02 3.165e-03 6.504e-23 1.000e+00 0.000e+00 4.432e+00 1.368e-04
  265  862.112   97.885 1.577e-02 2.572e-03 6.390e-23 1.000e+00 0.000e+00 4.501e+00 1.352e-04
  266  864.610   94.383 1.560e-02 2.051e-03 5.998e-23 1.000e+00 0.000e+00 4.585e+00 1.336e-04
  267  867.113   92.034 1.542e-02 1.649e-03 6.107e-23 1.000e+00 0.000e+00 4.670e+00 1.321e-04
  268  869.613   94.195 1.524e-02 1.362e-03 6.062e-23 1.000e+00 0.000e+00 4.755e+00 1.305e-04
  269  872.129   95.128 1.507e-02 1.178e-03 5.796e-23 1.000e+00 0.000e+00 4.860e+00 1.290e-04
  270  874.636   94.383 1.490e-02 1.081e-03 6.097e-23 1.000e+00 0.000e+00 4.980e+00 1.275e-04
  271  877.145   94.042 1.472e-02 1.057e-03 6.736e-23 1.000e+00 0.000e+00 5.110e+00 1.260e-04
  272  879.637   93.568 1.456e-02 1.097e-03 7.289e-23 1.000e+00 0.000e+00 5.252e+00 1.245e-04
  273  882.136   93.350 1.440e-02 1.184e-03 7.406e-23 1.000e+00 0.000e+00 5.399e+00 1.231e-04
  274  884.639   93.096 1.424e-02 1.303e-03 7.027e-23 1.000e+00 0.000e+00 5.535e+00 1.217e-04
  275  887.130   92.483 1.408e-02 1.422e-03 7.840e-23 1.000e+00 0.000e+00 5.669e+00 1.203e-04
  276  889.598   92.305 1.393e-02 1.469e-03 1.132e-22 1.000e+00 0.000e+00 5.813e+00 1.190e-04
  277  892.093   91.818 1.378e-02 1.484e-03 1.219e-22 1.000e+00 0.000e+00 5.950e+00 1.177e-04
  278  894.601   91.425 1.364e-02 1.610e-03 9.420e-23 1.000e+00 0.000e+00 6.078e+00 1.164e-04
  279  939.713   81.998 1.109e-02 5.011e-04 7.228e-24 1.000e+00 0.000e+00 2.247e+01 9.450e-05
  280 1038.317   66.984 7.465e-03 3.476e-05 3.122e-27 1.000e+00 0.000e+00 2.308e+01 6.293e-05
  281 1248.550   44.519 3.536e-03 8.538e-09 1.212e-26 1.000e+00 0.000e+00 1.125e+02 2.952e-05
  282 1378.169   35.562 2.376e-03 1.117e-08 3.016e-26 1.000e+00 0.000e+00 5.588e+02 1.971e-05
  283 1618.034   23.487 1.252e-03 3.024e-09 8.983e-27 1.000e+00 0.000e+00 7.136e+02 1.026e-05
  284 2130.593    9.111 4.152e-04 1.149e-08 3.418e-26 1.000e+00 0.000e+00 2.521e+03 3.356e-06
  285 2258.429    7.397 3.292e-04 9.446e-09 2.821e-26 1.000e+00 0.000e+00 2.208e+03 2.651e-06


Loading default parameters for OCI from /opt/ocssw/share/oci/msl12_defaults.par
Loading parameters for suite BGC from /opt/ocssw/share/oci/msl12_defaults_BGC.par
Loading command line parameters

Loading user parameters for OCI

Internal data compression requested at compression level: 4
Opening filter file /opt/ocssw/share/oci/msl12_filter.dat
Setting 5 x 3 straylight filter on CLDICE mask

Filter Kernel
1 1 1 1 1 
1 1 1 1 1 
1 1 1 1 1 

Minimum fill set to 1 pixels


Opening OCI L1B file
OCI L1B Npix  :1272 Nlines:1710
file->nbands = 286
Allocated 32313760 bytes in L1 record.
Allocated 14633960 bytes in error record.
Allocated 16067904 bytes in L2 record.

Opening: data/PACE_OCI.20240309T115927.L2_MOANA.V2.nc


The following products will be included in data/PACE_OCI.20240309T115927.L2_MOANA.V2.nc.
0 picoeuk_moana
1 prococcus_moana
2 syncoccus_moana
3 rhos_465
4 rhos_555
5 rhos_645
6 poc
7 chlor_a
8 l2_flags



Begin l2gen Version 9.7.0-V2024.1 Processing
Sensor is OCI
Sensor ID is 30
Sensor has 286 reflective bands
Sensor has 0 emissive bands
Number of along-track detectors per band is 1
Number of input pixels per scan is 1272
Processing pixels 1 to 1272 by 1
Processing scans 1 to 1710 by 1
Ocean processing enabled
Land processing enabled
Atmospheric correction enabled

Begin MSl12 processing at 2024217030520000

Allocated 32313760 bytes in L1 record.
Allocated 32313760 bytes in L1 record.
Allocated 32313760 bytes in L1 record.
Allocated 14633960 bytes in error record.
Allocated 14633960 bytes in error record.
Allocated 14633960 bytes in error record.
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Loading Rayleigh LUT /opt/ocssw/share/oci/rayleigh/rayleigh_oci_2258_iqu.nc

Using  869.6 nm channel for cloud flagging over water.
Using  412.6 nm channel for cloud flagging over land.

Reading uncertainty from: /opt/ocssw/share/oci/uncertainty.nc
Processing scan #     0 (1 of 1710) after      9 seconds
Aerosol selection bands 751 and 870
NIR correction enabled --> for spectral matching.
Loading aerosol models from /opt/ocssw/share/oci/aerosol/aerosol_oci
Number of Wavelengths                          286
Number of Solar Zenith Angles                  45
Number of View Zenith Angles                   41
Number of Relative Azimuth Angles              20
Number of Principal Components                 30
Number of tau 870 Angles                       9

Limiting aerosol models based on RH.

Using Spectral Matching of aerosols reflectance for
wavelength from 750.5 nm to 869.6 nm for model selection
Allocated 14633960 bytes in error record.
Allocated 14633960 bytes in error record.
80 aerosol models: 8 humidities x 10 size fractions
model 0, rh=30.000002, sd=5, alpha=2.195868, name=r30f95
model 1, rh=30.000002, sd=20, alpha=2.080902, name=r30f80
model 2, rh=30.000002, sd=50, alpha=1.741297, name=r30f50
model 3, rh=30.000002, sd=70, alpha=1.353765, name=r30f30
model 4, rh=30.000002, sd=80, alpha=1.055717, name=r30f20
model 5, rh=30.000002, sd=90, alpha=0.613691, name=r30f10
model 6, rh=30.000002, sd=95, alpha=0.291905, name=r30f05
model 7, rh=30.000002, sd=98, alpha=0.041746, name=r30f02
model 8, rh=30.000002, sd=99, alpha=-0.055294, name=r30f01
model 9, rh=30.000002, sd=100, alpha=-0.160986, name=r30f00
model 10, rh=50.000000, sd=5, alpha=2.185652, name=r50f95
model 11, rh=50.000000, sd=20, alpha=2.072113, name=r50f80
model 12, rh=50.000000, sd=50, alpha=1.736037, name=r50f50
model 13, rh=50.000000, sd=70, alpha=1.351452, name=r50f30
model 14, rh=50.000000, sd=80, alpha=1.055006, name=r50f20
model 15, rh=50.000000, sd=90, alpha=0.614437, name=r50f10
model 16, rh=50.000000, sd=95, alpha=0.293084, name=r50f05
model 17, rh=50.000000, sd=98, alpha=0.042913, name=r50f02
model 18, rh=50.000000, sd=99, alpha=-0.054214, name=r50f01
model 19, rh=50.000000, sd=100, alpha=-0.160053, name=r50f00
model 20, rh=70.000000, sd=5, alpha=2.162975, name=r70f95
model 21, rh=70.000000, sd=20, alpha=2.066226, name=r70f80
model 22, rh=70.000000, sd=50, alpha=1.770589, name=r70f50
model 23, rh=70.000000, sd=70, alpha=1.416016, name=r70f30
model 24, rh=70.000000, sd=80, alpha=1.131202, name=r70f20
model 25, rh=70.000000, sd=90, alpha=0.689151, name=r70f10
model 26, rh=70.000000, sd=95, alpha=0.351549, name=r70f05
model 27, rh=70.000000, sd=98, alpha=0.078747, name=r70f02
model 28, rh=70.000000, sd=99, alpha=-0.029792, name=r70f01
model 29, rh=70.000000, sd=100, alpha=-0.149895, name=r70f00
model 30, rh=75.000000, sd=5, alpha=2.118432, name=r75f95
model 31, rh=75.000000, sd=20, alpha=2.038649, name=r75f80
model 32, rh=75.000000, sd=50, alpha=1.786870, name=r75f50
model 33, rh=75.000000, sd=70, alpha=1.469576, name=r75f30
model 34, rh=75.000000, sd=80, alpha=1.202941, name=r75f20
model 35, rh=75.000000, sd=90, alpha=0.768258, name=r75f10
model 36, rh=75.000000, sd=95, alpha=0.418238, name=r75f05
model 37, rh=75.000000, sd=98, alpha=0.122661, name=r75f02
model 38, rh=75.000000, sd=99, alpha=0.001526, name=r75f01
model 39, rh=75.000000, sd=100, alpha=-0.135091, name=r75f00
model 40, rh=80.000000, sd=5, alpha=2.023311, name=r80f95
model 41, rh=80.000000, sd=20, alpha=1.955203, name=r80f80
model 42, rh=80.000000, sd=50, alpha=1.735948, name=r80f50
model 43, rh=80.000000, sd=70, alpha=1.450873, name=r80f30
model 44, rh=80.000000, sd=80, alpha=1.204292, name=r80f20
model 45, rh=80.000000, sd=90, alpha=0.789448, name=r80f10
model 46, rh=80.000000, sd=95, alpha=0.444207, name=r80f05
model 47, rh=80.000000, sd=98, alpha=0.144784, name=r80f02
model 48, rh=80.000000, sd=99, alpha=0.019897, name=r80f01
model 49, rh=80.000000, sd=100, alpha=-0.122552, name=r80f00
model 50, rh=85.000000, sd=5, alpha=1.941783, name=r85f95
model 51, rh=85.000000, sd=20, alpha=1.880749, name=r85f80
model 52, rh=85.000000, sd=50, alpha=1.681969, name=r85f50
model 53, rh=85.000000, sd=70, alpha=1.418650, name=r85f30
model 54, rh=85.000000, sd=80, alpha=1.186841, name=r85f20
model 55, rh=85.000000, sd=90, alpha=0.789202, name=r85f10
model 56, rh=85.000000, sd=95, alpha=0.451528, name=r85f05
model 57, rh=85.000000, sd=98, alpha=0.153919, name=r85f02
model 58, rh=85.000000, sd=99, alpha=0.028486, name=r85f01
model 59, rh=85.000000, sd=100, alpha=-0.115537, name=r85f00
model 60, rh=90.000000, sd=5, alpha=1.860837, name=r90f95
model 61, rh=90.000000, sd=20, alpha=1.808119, name=r90f80
model 62, rh=90.000000, sd=50, alpha=1.633757, name=r90f50
model 63, rh=90.000000, sd=70, alpha=1.396786, name=r90f30
model 64, rh=90.000000, sd=80, alpha=1.182832, name=r90f20
model 65, rh=90.000000, sd=90, alpha=0.804794, name=r90f10
model 66, rh=90.000000, sd=95, alpha=0.473155, name=r90f05
model 67, rh=90.000000, sd=98, alpha=0.172704, name=r90f02
model 68, rh=90.000000, sd=99, alpha=0.043690, name=r90f01
model 69, rh=90.000000, sd=100, alpha=-0.106277, name=r90f00
model 70, rh=95.000000, sd=5, alpha=1.741890, name=r95f95
model 71, rh=95.000000, sd=20, alpha=1.702224, name=r95f80
model 72, rh=95.000000, sd=50, alpha=1.567437, name=r95f50
model 73, rh=95.000000, sd=70, alpha=1.375453, name=r95f30
model 74, rh=95.000000, sd=80, alpha=1.193434, name=r95f20
model 75, rh=95.000000, sd=90, alpha=0.851522, name=r95f10
model 76, rh=95.000000, sd=95, alpha=0.529470, name=r95f05
model 77, rh=95.000000, sd=98, alpha=0.218423, name=r95f02
model 78, rh=95.000000, sd=99, alpha=0.078690, name=r95f01
model 79, rh=95.000000, sd=100, alpha=-0.088852, name=r95f00
chl_hu: using  442.33  547.44  669.52
rh_ndims=5 rh_dimids=4 3 2 1 0 
morel f/q file dimensions n_a=13 n_n=17 n_c=6 n_s=6 n_w=7 

Reading foq file /opt/ocssw/share/common/morel_fq.nc ndims=5 nvars=6 sds_id=5 var=foq


Closing foq file /opt/ocssw/share/common/morel_fq.nc


Morel f/Q table from file /opt/ocssw/share/common/morel_fq.nc

Applying ocean BRDF including:
    Reflection/refraction for upwelling radiance.
    Reflection/refraction for downwelling radiance.
    Morel f/Q

Compute Raman scattering correction #2. 

Loading Raman coefficients from: /opt/ocssw/share/oci/raman.nc.
Warning: Cannot apply GMAO total extinction absorbing aerosol test without
         anc_aerosol inputs defined
         Setting absaer_opt=0

Reading pca table for picophyto from: /opt/ocssw/share/common/pca_picophyto.h5
Processing scan #    50 (51 of 1710) after    112 seconds
Processing scan #   100 (101 of 1710) after    216 seconds
Processing scan #   150 (151 of 1710) after    318 seconds
Processing scan #   200 (201 of 1710) after    426 seconds
Processing scan #   250 (251 of 1710) after    540 seconds
Processing scan #   300 (301 of 1710) after    659 seconds
Processing scan #   350 (351 of 1710) after    790 seconds
Processing scan #   400 (401 of 1710) after    938 seconds
Processing scan #   450 (451 of 1710) after   1097 seconds
Processing scan #   500 (501 of 1710) after   1270 seconds
Processing scan #   550 (551 of 1710) after   1385 seconds
Processing scan #   600 (601 of 1710) after   1469 seconds
Processing scan #   650 (651 of 1710) after   1548 seconds
Processing scan #   700 (701 of 1710) after   1627 seconds
Processing scan #   750 (751 of 1710) after   1707 seconds
Processing scan #   800 (801 of 1710) after   1791 seconds
Processing scan #   850 (851 of 1710) after   1868 seconds
Processing scan #   900 (901 of 1710) after   1936 seconds
Processing scan #   950 (951 of 1710) after   2005 seconds
Processing scan #  1000 (1001 of 1710) after   2071 seconds
Processing scan #  1050 (1051 of 1710) after   2137 seconds
Processing scan #  1100 (1101 of 1710) after   2206 seconds
Processing scan #  1150 (1151 of 1710) after   2274 seconds
Processing scan #  1200 (1201 of 1710) after   2337 seconds
Processing scan #  1250 (1251 of 1710) after   2397 seconds
Processing scan #  1300 (1301 of 1710) after   2455 seconds
Processing scan #  1350 (1351 of 1710) after   2510 seconds
Processing scan #  1400 (1401 of 1710) after   2557 seconds
Processing scan #  1450 (1451 of 1710) after   2594 seconds
Processing scan #  1500 (1501 of 1710) after   2630 seconds
Processing scan #  1550 (1551 of 1710) after   2658 seconds
Processing scan #  1600 (1601 of 1710) after   2685 seconds
Processing scan #  1650 (1651 of 1710) after   2713 seconds
Processing scan #  1700 (1701 of 1710) after   2744 seconds

Percentage of pixels flagged:
Flag # 1:          ATMFAIL        453   0.0208
Flag # 2:             LAND     973253  44.7448
Flag # 3:         PRODWARN          0   0.0000
Flag # 4:          HIGLINT          0   0.0000
Flag # 5:             HILT      43466   1.9983
Flag # 6:         HISATZEN     312761  14.3790
Flag # 7:           COASTZ       5152   0.2369
Flag # 8:            SPARE          0   0.0000
Flag # 9:       STRAYLIGHT     244154  11.2249
Flag #10:           CLDICE     766199  35.2256
Flag #11:        COCCOLITH       2166   0.0996
Flag #12:          TURBIDW       1944   0.0894
Flag #13:         HISOLZEN          0   0.0000
Flag #14:            SPARE          0   0.0000
Flag #15:            LOWLW       2511   0.1154
Flag #16:          CHLFAIL        646   0.0297
Flag #17:          NAVWARN          0   0.0000
Flag #18:           ABSAER          0   0.0000
Flag #19:            SPARE          0   0.0000
Flag #20:       MAXAERITER       1023   0.0470
Flag #21:         MODGLINT          0   0.0000
Flag #22:          CHLWARN        172   0.0079
Flag #23:          ATMWARN       1114   0.0512
Flag #24:            SPARE       2738   0.1259
Flag #25:           SEAICE          0   0.0000
Flag #26:          NAVFAIL          0   0.0000
Flag #27:           FILTER          0   0.0000
Flag #28:            SPARE          0   0.0000
Flag #29:        BOWTIEDEL          0   0.0000
Flag #30:            HIPOL          0   0.0000
Flag #31:         PRODFAIL    1514553  69.6308
Flag #32:            SPARE          0   0.0000

End MSl12 processing at 2024217035110000
Processing Rate = 0.621818 scans/sec

Closing oci l1b file

Processing Completed

dataset = xr.open_dataset(par["ofile"], group="geophysical_data")
artist = dataset["picoeuk_moana"].plot(cmap="viridis", robust=True)

5. Composite L2 Data with l2bin

It can be useful to merge adjacent scenes to create a single, larger image. Let’s do it with a chlorophyll product.

Searching on a location defined as a line, rather than a point, is a good way to get granules that are adjacent to eachother. Pass a list of latitude and longitude tuples to the line argument of search_data.

tspan = ("2024-04-27", "2024-04-27")
location = [(-56.5, 49.8), (-55.0, 49.8)]

results = earthaccess.search_data(
    short_name="PACE_OCI_L2_BGC_NRT",
    temporal=tspan,
    line=location,
)

for item in results:
    display(item)

Data: PACE_OCI.20240427T143834.L2.OC_BGC.V2_0.NRT.nc

Size: 12.26 MB

Cloud Hosted: True

Data: PACE_OCI.20240427T161654.L2.OC_BGC.V2_0.NRT.nc

Size: 13.92 MB

Cloud Hosted: True

paths = earthaccess.download(results, "data")

While we have the downloaded location stored in the list paths, write the list to a text file for future use.

paths = [str(i) for i in paths]
with open("l2bin_ifile.txt", "w") as file:
    file.write("\n".join(paths))

The OCSSW program that performs merging, also known as “compositing” of remote sensing images, is called l2bin. Take a look at the program’s options.

%%bash
source $OCSSWROOT/OCSSW_bash.env

l2bin help

l2bin 7.0.7 (Jul 17 2024 13:15:06)
7.0.7
Usage: l2bin argument-list

  The argument-list is a set of keyword=value pairs. The arguments can
  be specified on the commandline, or put into a parameter file, or the
  two methods can be used together, with commandline over-riding.

  return value: 0=OK, 1=error, 110=north,south,east,west does not intersect
  file data.

The list of valid keywords follows:

   help (boolean) (alias=h) (default=false) = print usage information
   version (boolean) (default=false) = print the version
        information
   dump_options (boolean) (default=false) = print
        information about each option
   dump_options_paramfile (ofile) = print
        information about each option to paramfile
   dump_options_xmlfile (ofile) = print
        information about each option to XML file
   par (ifile) (alias=parfile) = input parameter file
   ifile (ifile) (alias=infile) = input L2 file name
   ofile (ofile) (default=output) = output file name
   fileuse (ofile) = write filenames of the input files used into this file
   suite (string) = suite for default parameters
   qual_prod (string) = quality product field name
   deflate (int) (default=5) = deflation level.  0=off or 1=low through 9=high
   verbose (boolean) (default=off) = Allow more verbose screen messages
   night (boolean) (default=off) = set to 1 for SST night processing
   qual_max (int) (default=2) = maximum acceptable quality
   rowgroup (int) (default=-1) = # of bin rows to process at once.
   sday (int) (default=1970001) = start datadate (YYYYDDD) [ignored for "regional" prodtype]
   eday (int) (default=2038018) = end datadate (YYYYDDD) [ignored for "regional" prodtype]
   latnorth (float) (default=90) = northern most latitude
   latsouth (float) (default=-90) = southern most latitude
   loneast (float) (default=0) = eastern most longitude
   lonwest (float) (default=0) = western most longitude
   minobs (int) (default=0) = required minimum number of observations
   delta_crossing_time (float) (default=0.0) = equator crossing time delta in
         minutes
         Caveat...if zero, the sensor default equator crossing time will be used
         This is not necessarily noon
   resolution (string) (alias=resolve) (default=H) = bin resolution
         H: 0.5km
         Q: 250m
        HQ: 100m
        HH: 50m
         1: 1.1km
         2: 2.3km
         4: 4.6km
         9: 9.2km
        18: 18.5km
        36: 36km
        1D: 1 degree
        HD: 0.5 degree
        QD: 0.25 degree
   prodtype (string) (default=day) = product type (Set to "regional" to bin all scans.)
   pversion (string) (default=unspecified) = production version
   composite_scheme (string) = composite scheme (min/max)
   composite_prod (string) = composite product fieldname
   flaguse (string) (default=ATMFAIL,LAND,HILT,HISATZEN,STRAYLIGHT,CLDICE,COCCOLITH,LOWLW,CHLFAIL,CHLWARN,NAVWARN,ABSAER,MAXAERITER,ATMWARN,HISOLZEN,NAVFAIL,FILTER) = flags masked [see /SENSOR/l2bin_defaults.par]
   l3bprod (string) (default=ALL) = l3bprod = bin products [default=all products]
        Set to "ALL" or "all" for all L2 products in 1st input file.
        Use ':' or ',' or ' ' as delimiters.
        Use ';' or '=' to delineate minimum values.
   area_weighting (int) (default=0) = Enable area weighting
        0: off
        1: pixel box
        2: pixel bounding box
        3: pixel polygon
   output_wavelengths (string) (default=ALL) = comma separated list of
        wavelengths for multi-wavelength products
   doi (string) = Digital Object Identifier (DOI) string
   oprodname (string) = comma separated list of output L3 product names.
        This option allows the user to specify the output product names which differ from the original l2 product names.
        Usage: original_l2_name:output_l3_name, i.e. oprodname=cloud_flag:cloud_fraction

Write a parameter file with the previously saved list of Level-2 BGC files standing in for the usual “ifile” value. We can leave the datetime out of the “ofile” name rather than extracing a time period from the granules chosen for binning.

ofile = "data/PACE_OCI.L3B.nc"
par = {
    "ifile": "l2bin_ifile.txt",
    "ofile": ofile,
    "prodtype": "regional",
    "resolution": 9,
    "flaguse": "NONE",
    "rowgroup": 2000,
}
write_par("l2bin.par", par)

%%bash
source $OCSSWROOT/OCSSW_bash.env

l2bin par=l2bin.par

l2bin 7.0.7 (Jul 17 2024 13:15:06)
Loading default parameters from /opt/ocssw/share/common/l2bin_defaults.par
Loading default parameters from /opt/ocssw/share/oci/l2bin_defaults.par
Loading command line parameters

2 input files
Resolution: 9
Max Qual Allowed: 255
total number of bins: 5940422
Input row_group: 2000   Actual row_group: 1080
krow:     0 out of   2160  (-90.00 to   0.00) Sun Aug  4 03:51:19 2024
krow:  1080 out of   2160  (  0.00 to  90.00) Sun Aug  4 03:51:19 2024
# bins in row group : 2970211
# filled bins       :   29249
total_filled_bins: 29249

dataset = xr.open_dataset(par["ofile"], group="level-3_binned_data")
dataset

<xarray.Dataset> Size: 2MB
Dimensions:           (binListDim: 29249, binDataDim: 29249, binIndexDim: 2160)
Dimensions without coordinates: binListDim, binDataDim, binIndexDim
Data variables:
    BinList           (binListDim) {'names': ['bin_num', 'nobs', 'nscenes', 'weights', 'time_rec'], 'formats': ['<u4', '<i2', '<i2', '<f4', '<f4'], 'offsets': [0, 4, 6, 8, 12], 'itemsize': 16, 'aligned': True} 468kB ...
    chlor_a           (binDataDim) {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True} 234kB ...
    carbon_phyto      (binDataDim) {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True} 234kB ...
    poc               (binDataDim) {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True} 234kB ...
    chlor_a_unc       (binDataDim) {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True} 234kB ...
    carbon_phyto_unc  (binDataDim) {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True} 234kB ...
    BinIndex          (binIndexDim) {'names': ['start_num', 'begin', 'extent', 'max'], 'formats': ['<u4', '<u4', '<u4', '<u4'], 'offsets': [0, 4, 8, 12], 'itemsize': 16, 'aligned': True} 35kB ...

xarray.Dataset

• Dimensions:
  • binListDim: 29249
  • binDataDim: 29249
  • binIndexDim: 2160
• Coordinates: (0)
• Data variables: (7)
  • BinList
    (binListDim)
    {'names': ['bin_num', 'nobs', 'nscenes', 'weights', 'time_rec'], 'formats': ['<u4', '<i2', '<i2', '<f4', '<f4'], 'offsets': [0, 4, 6, 8, 12], 'itemsize': 16, 'aligned': True}
    ...

    [29249 values with dtype={'names': ['bin_num', 'nobs', 'nscenes', 'weights', 'time_rec'], 'formats': ['<u4', '<i2', '<i2', '<f4', '<f4'], 'offsets': [0, 4, 6, 8, 12], 'itemsize': 16, 'aligned': True}]

  • chlor_a
    (binDataDim)
    {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}
    ...

    [29249 values with dtype={'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}]

  • carbon_phyto
    (binDataDim)
    {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}
    ...

    [29249 values with dtype={'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}]

  • poc
    (binDataDim)
    {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}
    ...

    [29249 values with dtype={'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}]

  • chlor_a_unc
    (binDataDim)
    {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}
    ...

    [29249 values with dtype={'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}]

  • carbon_phyto_unc
    (binDataDim)
    {'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}
    ...

    [29249 values with dtype={'names': ['sum', 'sum_squared'], 'formats': ['<f4', '<f4'], 'offsets': [0, 4], 'itemsize': 8, 'aligned': True}]

  • BinIndex
    (binIndexDim)
    {'names': ['start_num', 'begin', 'extent', 'max'], 'formats': ['<u4', '<u4', '<u4', '<u4'], 'offsets': [0, 4, 8, 12], 'itemsize': 16, 'aligned': True}
    ...

    [2160 values with dtype={'names': ['start_num', 'begin', 'extent', 'max'], 'formats': ['<u4', '<u4', '<u4', '<u4'], 'offsets': [0, 4, 8, 12], 'itemsize': 16, 'aligned': True}]

• Indexes: (0)
• Attributes: (0)

back to top

5. Make a Map from Binned Data with l3mapgen

The l3mapgen function of OCSSW allows you to create maps with a wide array of options you can see below:

%%bash
source $OCSSWROOT/OCSSW_bash.env

l3mapgen help

l3mapgen 2.4.0-V2024.1 (Jul 17 2024 13:14:38)
Usage: l3mapgen argument-list

  This program takes a product (or products if netCDF output) from an L3 bin
  or SMI file, reprojects the data using proj.4 and writes a mapped file in
  the requested output format.

  Return values
    0 = All Good
    1 = Error
    110 = No valid data to map

  The argument list is a set of keyword=value pairs.  Arguments can
  be specified on the command line, or put into a parameter file, or the
  two methods can be used together, with command line overriding.

The list of valid keywords follows:

   help (boolean) (alias=h) (default=false) = print usage information
   version (boolean) (default=false) = print the version
        information
   dump_options (boolean) (default=false) = print
        information about each option
   dump_options_paramfile (ofile) = print
        information about each option to paramfile
   dump_options_xmlfile (ofile) = print
        information about each option to XML file
   par (ifile) = input parameter file
   suite (string) = suite for default parameters
   ifile (ifile) = input L3 bin filename

   ofile (ofile) (default=output) = output filename
   oformat (string) (default=netcdf4) = output file format
        netcdf4: netCDF4 file, can contain more than one product
        hdf4:    HDF4 file (old SMI format)
        png:     PNG image file
        ppm:     PPM image file
        tiff:    TIFF file with georeference tags
   ofile_product_tag (string) (default=PRODUCT) = sub-string in ofile name that will be substituted by the product name
   ofile2 (ofile) = second output filename
   oformat2 (string) (default=png) = second output file format
        same options as oformat
   deflate (int) (default=4) = netCDF4 deflation level

   product (string) = comma separated list of products.
        Each product can have an optional colon and modifier appended.
        For example, "product=chlor_a,chlor_a:stdev,Kd_490:nobs"
        Available modifiers:
            avg       average value (default)
            stdev     standard deviation
            var       variance
            nobs      number of observations in the bin
            nscenes   number of contributing scenes
            obs_time  average observation time (TAI93)
            bin_num   bin ID number

   wavelength_3d (string) = comma separated list of wavelengths for 3D products
   resolution (string) = size of output pixel (default from input file)
        in meters or SMI dimensions
        90km: 432 x 216 image for full globe
        36km: 1080 x 540
        18km: 2160 x 1080
         9km: 4320 x 2160
         4km: 8640 x 4320
         2km: 17280 x 8640
         1km: 34560 x 17280
         hkm: 69120 x 34560
         qkm: 138240 x 69120
         smi: 4096 x 2048
        smi4: 8192 x 4096
        land: 8640 x 4320
         #.#:  width of a pixel in meters
       #.#km:  width of a pixel in kilometers
      #.#deg:  width of a pixel in degrees
   width (int) = width of output image in pixels; supercedes resolution parameter.

   projection (string) (default=platecarree) = proj.4 projection string or one
        of the following predefined projections:
        smi:       Standard Mapped image, cylindrical projection,
                   uses central_meridian.  NSEW defaults to whole globe.
                   projection="+proj=eqc +lon_0=<central_meridian>"
        platecarree: Plate Carree image, cylindrical projection,
                   uses central_meridian.
                   projection="+proj=eqc +lon_0=<central_meridian>"
        mollweide: Mollweide projection
                   projection="+proj=moll +lon_0=<central_meridian>"
        lambert:   Lambert conformal conic (2SP) projection
                   projection="+proj=lcc +lon_0=<central_meridian>
                                +lat_0=<scene center latitude>
                                +lat_1=<scene south latitude>
                                +lat_2=<scene north latitude>"
        albersconic: Albers Equal Area Conic projection
                   projection="+proj=aea +lon_0=<central_meridian>
                                +lat_0=<scene center latitude>
                                +lat_1=<scene south latitude>
                                +lat_2=<scene north latitude>"
        aeqd:      Azimuthal Equidistant projection
                   projection="+proj=aeqd +lon_0=<central_meridian>
                                +lat_0=<scene center latitude>"
        mercator:  Mercator cylindrical map projection
                   projection="+proj=merc +lon_0=<central_meridian>"
        transmerc:  Transverse Mercator cylindrical map projection
                   projection="+proj=tmerc +lon_0=<central_meridian>
                                +lat_0=<scene center latitude>"
        utm:  Universal Transverse Mercator cylindrical map projection
                   projection="+proj=utm +zone=<utm_zone> [+south]"
        obliquemerc:  Oblique Mercator cylindrical map projection
                   projection="+proj=omerc +gamma=0 +lat_0=<lat_0>
                          +lonc=<central_meridian> +alpha=<azimuth>
                          +k_0=1 +x_0=0 +y_0=0"
        ease2:     EASE-Grid 2.0 projection
                   projection="EPSG:6933"
        ortho:     Orthographic projection
                   projection="+proj=ortho +lat_0=<lat_0> +lon_0=<central_meridian>
                          +ellps=GRS80 +units=m"
        stere:     Stereographic projection
                   projection="+proj=stere +lat_0=<lat_0> +lat_ts=<lat_ts>
                          +lon_0=<central_meridian>
                          +ellps=WGS84 +datum=WGS84 +units=m"
        conus:     USA Contiguous Albers Equal Area Conic USGS version
                   projection="+proj=aea +lat_1=29.5 +lat_2=45.5
                         +lat_0=23.0 +lon_0=-96 +x_0=0 +y_0=0
                         +ellps=GRS80 +datum=NAD83 +units=m"
        alaska:    Alaskan Albers Equal Area Conic USGS version
                   projection="EPSG:3338"
        gibs:      latitudinally dependent projection
                   Plate Carree between 60S and 60N
                   else use Polar Sterographic
                   North Polar: projection="EPSG:3413"
                   South Polar: projection="EPSG:3031"
         raw:       Raw dump of bin file contents.

   write_projtext (boolean) (default=no) = write projection information to a text file.
   central_meridian (float) (default=-999) = central meridian for projection in deg east.
        Used only for raw dump and predefined projections as above.
   lat_ts (float) = latitude of true scale for projection in deg north.
        Used only for predefined projections above as required.
   lat_0 (float) = latitude of origin for projection in deg north.
        Used only for predefined projections above as required.
   lat_1 (float) = latitude of first standard parallel (south).
        Used only for predefined projections above as required.
   lat_2 (float) = latitude of second standard parallel (north).
        Used only for predefined projections above as required.
   azimuth (float) = projection rotation angle in deg north.
        Used only for predefined projections above as required.
   utm_zone (string) = UTM zone number.
        Used only for the UTM projection;
        Append 'S' for southern hemisphere zones (e.g. 59S).
   north (float) (default=-999) = Northernmost Latitude (default: file north)
   south (float) (default=-999) = Southernmost Latitude (default: file south)
   east (float) (default=-999) = Easternmost Longitude (default: file east)
   west (float) (default=-999) = Westernmost Longitude (default: file west)
   trimNSEW (boolean) (default=no) = should we trim output
        to match input NSEW range

   interp (string) (default=nearest) = interpolation method:
        nearest: use the value of the nearest bin for the pixel
        bin:     bin all of the pixels that intersect the area of the
                  output pixel
        area:    bin weighted by area of all the pixels that intersect
                  the area of the output pixel

   apply_pal (boolean) (default=yes) = apply color palette:
        yes: color image
         no: grayscale image
   palfile (ifile) = palette filename (default from product.xml)
   use_transparency (boolean) (default=no) = make missing data transparent (only valid for color PNG and TIFF)
   datamin (float) = minimum value for scaling (default from product.xml)
   datamax (float) = maximum value for scaling (default from product.xml)
   scale_type (string) = data scaling type (default from product.xml)
        linear:  linear scaling
        log:     logarithmic scaling
        arctan:  arc tangent scaling

   quiet (boolean) (default=false) = stop the status printing
   pversion (string) (default=Unspecified) = processing version string
   use_quality (boolean) (default=yes) = should we do quality factor processing
   quality_product (string) = product to use for quality factor processing
   use_rgb (boolean) (default=no) = should we use product_rgb to make a
        pseudo-true color image
   product_rgb (string) (default=rhos_670,rhos_555,rhos_412) = 
        Three products to use for RGB.  Default is sensor-specific.
   fudge (float) (default=1.0) = fudge factor used to modify size of L3 pixels
   threshold (float) (default=0) = minimum percentage of filled pixels before
        an image is generated
   num_cache (int) (default=500) = number of rows to cache in memory.
   mask_land (boolean) (default=no) = set land pixels to pixel value 254
   rgb_land (string) (default=160,82,45) = RGB value to use for land mask; comma separate string
   land (ifile) (default=$OCDATAROOT/common/landmask_GMT15ARC.nc) = land mask file
   full_latlon (boolean) (default=yes) = write full latitude and longitude arrays.

   doi (string) = Digital Object Identifier (DOI) string

Run l3mapgen to make a 9km map with a Plate Carree projection.

ifile = "data/PACE_OCI.L3B.nc"
ofile = ifile.replace(".L3B.", ".L3M.")
par = {
    "ifile": ifile,
    "ofile": ofile,
    "projection": "platecarree",
    "resolution": "9km",
    "interp": "bin",
    "use_quality": 0,
    "apply_pal": 0,
}
write_par("l3mapgen.par", par)

%%bash
source $OCSSWROOT/OCSSW_bash.env

l3mapgen par=l3mapgen.par

Loading default parameters from /opt/ocssw/share/oci/l3mapgen_defaults.par
l3mapgen 2.4.0-V2024.1 (Jul 17 2024 13:14:38)
ifile      : data/PACE_OCI.L3B.nc
ofile      : data/PACE_OCI.L3M.nc
oformat    : netcdf4
projection : platecarree
resolution : 9276.624m
product    : chlor_a,carbon_phyto,poc,chlor_a_unc,carbon_phyto_unc
north      :   57.708
south      :   35.458
east       :  -15.967
west       :  -72.537
image size : 269 x 681

99% complete

actual data min       : 0.001000
actual data max       : 1996.799805
num filled pixels     : 48565
percent filled pixels : 26.51%

Open the output with XArray, note that there is no group anymore and that lat and lon are coordinates as well as indexes.

dataset = xr.open_dataset(par["ofile"])
dataset

<xarray.Dataset> Size: 4MB
Dimensions:           (lat: 269, lon: 681, rgb: 3, eightbitcolor: 256)
Coordinates:
  * lat               (lat) float32 1kB 57.67 57.58 57.5 ... 35.67 35.58 35.5
  * lon               (lon) float32 3kB -72.49 -72.41 -72.33 ... -16.09 -16.01
Dimensions without coordinates: rgb, eightbitcolor
Data variables:
    chlor_a           (lat, lon) float32 733kB ...
    carbon_phyto      (lat, lon) float32 733kB ...
    poc               (lat, lon) float32 733kB ...
    chlor_a_unc       (lat, lon) float32 733kB ...
    carbon_phyto_unc  (lat, lon) float32 733kB ...
    palette           (rgb, eightbitcolor) uint8 768B ...
Attributes: (12/61)
    product_name:                     PACE_OCI.L3M.nc
    instrument:                       OCI
    title:                            OCI Level-3 Equidistant Cylindrical Map...
    project:                          Ocean Biology Processing Group (NASA/GS...
    platform:                         PACE
    source:                           satellite observations from OCI-PACE
    ...                               ...
    processing_level:                 L3 Mapped
    cdm_data_type:                    grid
    proj4_string:                     +proj=eqc +lat_ts=0 +lat_0=0 +x_0=0 +y_...
    data_bins:                        48565
    data_minimum:                     0.0009999998
    data_maximum:                     1996.7998

xarray.Dataset

• Dimensions:
  • lat: 269
  • lon: 681
  • rgb: 3
  • eightbitcolor: 256
• Coordinates: (2)
  • lat
    (lat)
    float32
    57.67 57.58 57.5 ... 35.58 35.5

    long_name :

    Latitude

    units :

    degrees_north

    standard_name :

    latitude

    valid_min :

    -90.0

    valid_max :

    90.0

    array([57.666977, 57.584263, 57.50155 , ..., 35.665115, 35.5824  , 35.49969 ],
          dtype=float32)

  • lon
    (lon)
    float32
    -72.49 -72.41 ... -16.09 -16.01

    long_name :

    Longitude

    units :

    degrees_east

    standard_name :

    longitude

    valid_min :

    -180.0

    valid_max :

    180.0

    array([-72.49498 , -72.41191 , -72.32884 , ..., -16.174524, -16.091455,
           -16.008387], dtype=float32)

• Data variables: (6)
  • chlor_a
    (lat, lon)
    float32
    ...

    long_name :

    Chlorophyll Concentration, OCI Algorithm

    units :

    mg m^-3

    standard_name :

    mass_concentration_of_chlorophyll_in_sea_water

    valid_min :

    0.001

    valid_max :

    100.0

    reference :

    Hu, C., Lee Z., and Franz, B.A. (2012). Chlorophyll-a algorithms for oligotrophic oceans: A novel approach based on three-band reflectance difference, J. Geophys. Res., 117, C01011, doi:10.1029/2011JC007395.

    display_scale :

    log

    display_min :

    0.01

    display_max :

    20.0

    [183189 values with dtype=float32]

  • carbon_phyto
    (lat, lon)
    float32
    ...

    long_name :

    Phytoplankton Carbon

    units :

    mg m^-3

    valid_min :

    0.0

    valid_max :

    1000.0

    reference :

    Graff, J.R., Westberry, T.K., Milligan, A.J., Brown, M.B., Dall'Olmo, G., Dongen-Vogels, V.v., Reifel, K.M., and Behrenfeld, M.J. (2015). Analytical phytoplankton carbon measurements spanning diverse ecosystems. Deep Sea Research Part I: Oceanographic Research Papers, 102, 16-25

    display_scale :

    linear

    display_min :

    0.0

    display_max :

    1000.0

    [183189 values with dtype=float32]

  • poc
    (lat, lon)
    float32
    ...

    long_name :

    Particulate Organic Carbon, D. Stramski, 2022 (hybrid version)

    units :

    mg m^-3

    valid_min :

    -32000

    valid_max :

    -22000

    reference :

    Stramski, D., et al. "Ocean color algorithms to estimate the concentration of particulate organic carbon in surface waters of the global ocean in support of a long-term data record from multiple satellite missions." Remote Sensing of Environment 269 (2022)

    display_scale :

    log

    display_min :

    10.0

    display_max :

    1000.0

    [183189 values with dtype=float32]

  • chlor_a_unc
    (lat, lon)
    float32
    ...

    long_name :

    Uncertainty in chlorophyll a concentration

    units :

    mg m^-3

    standard_name :

    chlorophyll_concentration_in_sea_water standard_error

    valid_min :

    0.001

    valid_max :

    100.0

    display_scale :

    log

    display_min :

    0.01

    display_max :

    20.0

    [183189 values with dtype=float32]

  • carbon_phyto_unc
    (lat, lon)
    float32
    ...

    long_name :

    Phytoplankton Carbon standard uncertainty

    units :

    mg m^-3

    valid_min :

    0.0

    valid_max :

    1000.0

    reference :

    Graff, J.R., Westberry, T.K., Milligan, A.J., Brown, M.B., Dall'Olmo, G., Dongen-Vogels, V.v., Reifel, K.M., and Behrenfeld, M.J. (2015). Analytical phytoplankton carbon measurements spanning diverse ecosystems. Deep Sea Research Part I: Oceanographic Research Papers, 102, 16-25

    display_scale :

    linear

    display_min :

    0.0

    display_max :

    1000.0

    [183189 values with dtype=float32]

  • palette
    (rgb, eightbitcolor)
    uint8
    ...

    [768 values with dtype=uint8]

• Indexes: (2)
  • lat
    PandasIndex

    PandasIndex(Index([ 57.66697692871094,  57.58426284790039, 57.501548767089844,
             57.4188346862793,  57.33612060546875,   57.2534065246582,
           57.170692443847656,  57.08797836303711,  57.00526428222656,
           56.922550201416016,
           ...
            36.24411392211914, 36.161399841308594,  36.07868576049805,
             35.9959716796875,  35.91325759887695, 35.830543518066406,
            35.74782943725586,  35.66511535644531, 35.582401275634766,
           35.499691009521484],
          dtype='float32', name='lat', length=269))

  • lon
    PandasIndex

    PandasIndex(Index([ -72.49497985839844,  -72.41191101074219,  -72.32884216308594,
            -72.24577331542969,  -72.16270446777344,  -72.07963562011719,
            -71.99656677246094,  -71.91349792480469,  -71.83042907714844,
            -71.74736022949219,
           ...
            -16.75600242614746, -16.672935485839844, -16.589866638183594,
           -16.506797790527344, -16.423728942871094, -16.340660095214844,
           -16.257591247558594, -16.174524307250977, -16.091455459594727,
           -16.008386611938477],
          dtype='float32', name='lon', length=681))

• Attributes: (61)

  product_name :

  PACE_OCI.L3M.nc

  instrument :

  OCI

  title :

  OCI Level-3 Equidistant Cylindrical Mapped Image

  project :

  Ocean Biology Processing Group (NASA/GSFC/OBPG)

  platform :

  PACE

  source :

  satellite observations from OCI-PACE

  temporal_range :

  2-hour

  processing_version :

  Unspecified

  date_created :

  2024-08-04T03:51:24.000Z

  history :

  l3mapgen par=l3mapgen.par

  l2_flag_names :

  NONE

  time_coverage_start :

  2024-04-27T14:38:34.000Z

  time_coverage_end :

  2024-04-27T16:21:53.000Z

  start_orbit_number :

  0

  end_orbit_number :

  0

  map_projection :

  PlateCarree

  latitude_units :

  degrees_north

  longitude_units :

  degrees_east

  northernmost_latitude :

  57.708332

  southernmost_latitude :

  35.458332

  westernmost_longitude :

  -72.536514

  easternmost_longitude :

  -15.966851

  geospatial_lat_max :

  57.708332

  geospatial_lat_min :

  35.458332

  geospatial_lon_max :

  -15.966851

  geospatial_lon_min :

  -72.536514

  latitude_step :

  0.08271375

  longitude_step :

  0.08306852

  sw_point_latitude :

  35.499687

  sw_point_longitude :

  -72.49498

  spatialResolution :

  9.276624 km

  geospatial_lon_resolution :

  9.276624 km

  geospatial_lat_resolution :

  9.276624 km

  geospatial_lat_units :

  degrees_north

  geospatial_lon_units :

  degrees_east

  number_of_lines :

  269

  number_of_columns :

  681

  measure :

  Mean

  suggested_image_scaling_minimum :

  0.01

  suggested_image_scaling_maximum :

  20.0

  suggested_image_scaling_type :

  LOG

  suggested_image_scaling_applied :

  No

  _lastModified :

  2024-08-04T03:51:24.000Z

  Conventions :

  CF-1.6 ACDD-1.3

  institution :

  NASA Goddard Space Flight Center, Ocean Ecology Laboratory, Ocean Biology Processing Group

  standard_name_vocabulary :

  CF Standard Name Table v36

  naming_authority :

  gov.nasa.gsfc.sci.oceandata

  id :

  L3/data/PACE_OCI.L3B.nc

  license :

  https://science.nasa.gov/earth-science/earth-science-data/data-information-policy/

  creator_name :

  NASA/GSFC/OBPG

  publisher_name :

  NASA/GSFC/OBPG

  creator_email :

  data@oceancolor.gsfc.nasa.gov

  publisher_email :

  data@oceancolor.gsfc.nasa.gov

  creator_url :

  https://oceandata.sci.gsfc.nasa.gov

  publisher_url :

  https://oceandata.sci.gsfc.nasa.gov

  processing_level :

  L3 Mapped

  cdm_data_type :

  grid

  proj4_string :

  +proj=eqc +lat_ts=0 +lat_0=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +lon_0=-44.251682

  data_bins :

  48565

  data_minimum :

  0.0009999998

  data_maximum :

  1996.7998

Now that we have projected chlorophyll data, we can make a map with coastines and gridlines provided by Cartopy. The projection argument to plt.axes indicates the projection we want to have in the visualization. The transform argument in the Dataset.plot call indicates the projection the data are in. Cartopy does reprojection easilly between two projected coordinate reference systems.

fig = plt.figure(figsize=(10, 3))
ax = plt.axes(projection=ccrs.AlbersEqualArea(-45))
artist = dataset["chlor_a"].plot(x="lon", y="lat", cmap="viridis", robust=True, ax=ax, transform=ccrs.PlateCarree())
ax.gridlines(draw_labels={"left": "y", "bottom": "x"}, linewidth=0.2)
ax.coastlines(linewidth=0.5)
plt.show()

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