WFC3 IR Grism

ABSCAL Example Notebook

This notebook will take you through the steps of downloading sample MAST data and running the WFC3 IR grism abscal scripts on that data.

Set up Python Environment

This step imports the python modules used by this script.

[1]:
import glob
import os
import numpy as np
import shutil

from astroquery.mast import Observations
from pathlib import Path
from tempfile import TemporaryDirectory

from abscal.wfc3.preprocess_table_create import populate_table
from abscal.wfc3.reduce_grism_coadd import coadd
from abscal.wfc3.reduce_grism_wavelength import wlmeas, wlmake

%matplotlib inline

work_dir = os.getcwd()
Matplotlib is building the font cache; this may take a moment.

Optional: Set up temporary directory for data

By default, notebooks store downloaded files (etc.) in the directory in which they are running. If you don’t wish to do this (or don’t have access to that directory), you can set up a temporary directory and store data in it.

[2]:
# Set this flag to True if you wish to use a temporary directory
use_temporary_dir = True

# Set this flag if you want to define a custom directory to work in
use_custom_dir = False

if use_temporary_dir:
    data_dir = TemporaryDirectory()
    os.chdir(data_dir.name)
    work_dir = data_dir.name

if use_custom_dir:
    work_dir = "/Users/york/Projects/abscal/examples/notebook_dev"

print("Storing data in {}".format(work_dir))
Storing data in /tmp/tmpr8lduj_p

Optional: Download input data from MAST

This notebook is designed to be run with any WFC3 IR grism data (although planetary nebula observations of a known target will be required for the wavelength steps). In order to simply see how these scripts work with example data, or to test their operation, you can use a set of example data.

The next cell defines a function that will download all non-HLA data from a specific HST observing program (i.e. data whose observation ID does not begin with “hst_”), and copy the downloaded files into a single directory (here, the same directory where the notebook is running). This function may be more generally useful for retrieving observations from MAST, and can be copied and used separately (or modified to suit) as long as the following import statements are included:

from astroquery.mast import Observations
import os
import shutil

The following cell will download two sets of example data (a flux calibration target and a planetary nebula target) from MAST. In particular, it will download program 15587 for flux calibration, and 13582 for planetary nebula data.

If you already have downloaded data with which you want to work, these cells can be skipped entirely.

[3]:
def download_mast_program(proposal_id, download_dir, skip_existing_files=True):
    flux_table = Observations.query_criteria(proposal_id=proposal_id)
    obs_mask = [x[:4] != 'hst_' for x in flux_table['obs_id']]
    obs_filter = [id for id in flux_table['obs_id'] if id[:4] != 'hst_']
    flux_table = flux_table[obs_mask]
    obs_ids = flux_table['obsid']
    if skip_existing_files:
        i = 0
        while i < len(obs_filter):
            # This is an idiom for going through a list and potentially removing items from it. If you're going
            # through a list in a for loop, the result of removing items from the list during the loop is not
            # well-defined, so this method is used instead.
            if len(glob.glob(os.path.join(download_dir, obs_filter[i]+"*"))) > 0:
                obs_filter.remove(obs_filter[i])
            else:
                i += 1
    data_products = Observations.get_product_list(obs_ids)
    if len(data_products) > 0 and len(obs_filter) > 0:
        manifest = Observations.download_products(data_products, download_dir=download_dir, extension=["fits"],
                                                  obs_id=obs_filter)

        for file_name in manifest['Local Path']:
            base_file = os.path.basename(file_name)
            print("Copying {}".format(base_file))
            shutil.copy(os.path.join(download_dir, file_name), os.path.join(download_dir, base_file))
[4]:
# Download the planetary nebula program
download_mast_program(13582, work_dir)

# Download the flux calibration program
download_mast_program(15587, work_dir)
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aaq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aaq/ich901aaq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901abq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901abq/ich901abq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901acq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901acq/ich901acq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901adq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901adq/ich901adq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aeq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aeq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aeq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aeq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aej_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aej_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aej_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aej_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aeq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aeq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aeq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aeq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aeq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aeq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aeq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aeq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aeq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aeq/ich901aeq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901afq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901afq/ich901afq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901agq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901agq/ich901agq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901ajq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901ajq/ich901ajq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901akq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901akq/ich901akq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901alq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901alq/ich901alq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901amq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901amq/ich901amq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901anq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901anq/ich901anq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aoq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aoq/ich901aoq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901apq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901apq/ich901apq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich901aqq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich901aqq/ich901aqq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ccq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ccq/ich902ccq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cdq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cdq/ich902cdq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ceq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902ceq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ceq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902ceq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cej_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902cej_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cej_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902cej_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ceq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902ceq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ceq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902ceq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ceq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902ceq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ceq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902ceq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ceq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ceq/ich902ceq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902cfq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902cfq/ich902cfq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902chq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902chq/ich902chq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ciq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ciq/ich902ciq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/ich902ciq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/ich902ciq/ich902ciq_ima.fits ... [Done]
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Copying ich901aaq_flt_hlet.fits
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Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01p9q_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01p9q/idvj01p9q_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01p9q_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01p9q/idvj01p9q_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01p9q_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01p9q/idvj01p9q_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01p9q_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01p9q/idvj01p9q_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01p9q_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01p9q/idvj01p9q_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01paq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01paq/idvj01paq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pbq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pbq/idvj01pbq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pgq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pgq/idvj01pgq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01phq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01phq/idvj01phq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01piq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01piq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01piq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01piq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pij_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01pij_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pij_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01pij_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01piq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01piq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01piq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01piq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01piq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01piq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01piq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01piq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01piq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01piq/idvj01piq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pjq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pjq/idvj01pjq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pkq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pkq/idvj01pkq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01plq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01plq/idvj01plq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01pnq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01pnq/idvj01pnq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01poq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01poq/idvj01poq_flt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppq_flt_hlet.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppq_flt_hlet.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppq_ima.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppq_ima.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppj_jif.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppj_jif.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppj_jit.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppj_jit.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppq_spt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppq_spt.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppq_trl.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppq_trl.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppq_raw.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppq_raw.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppq_drz.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppq_drz.fits ... [Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/idvj01ppq_flt.fits to /tmp/tmpr8lduj_p/mastDownload/HST/idvj01ppq/idvj01ppq_flt.fits ... [Done]
Copying idvj01p3q_flt_hlet.fits
Copying idvj01p3q_ima.fits
Copying idvj01p3j_jif.fits
Copying idvj01p3j_jit.fits
Copying idvj01p3q_spt.fits
Copying idvj01p3q_trl.fits
Copying idvj01p3q_raw.fits
Copying idvj01p3q_drz.fits
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Copying idvj01p4q_flt_hlet.fits
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Copying idvj01p4j_jit.fits
Copying idvj01p4q_spt.fits
Copying idvj01p4q_trl.fits
Copying idvj01p4q_raw.fits
Copying idvj01p4q_drz.fits
Copying idvj01p4q_flt.fits
Copying idvj01p5q_flt_hlet.fits
Copying idvj01p5q_ima.fits
Copying idvj01p5j_jif.fits
Copying idvj01p5j_jit.fits
Copying idvj01p5q_spt.fits
Copying idvj01p5q_trl.fits
Copying idvj01p5q_raw.fits
Copying idvj01p5q_drz.fits
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Copying idvj01p6q_flt_hlet.fits
Copying idvj01p6q_ima.fits
Copying idvj01p6j_jif.fits
Copying idvj01p6j_jit.fits
Copying idvj01p6q_spt.fits
Copying idvj01p6q_trl.fits
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Copying idvj01p6q_drz.fits
Copying idvj01p6q_flt.fits
Copying idvj01p7q_flt_hlet.fits
Copying idvj01p7q_ima.fits
Copying idvj01p7j_jif.fits
Copying idvj01p7j_jit.fits
Copying idvj01p7q_spt.fits
Copying idvj01p7q_trl.fits
Copying idvj01p7q_raw.fits
Copying idvj01p7q_drz.fits
Copying idvj01p7q_flt.fits
Copying idvj01p8q_flt_hlet.fits
Copying idvj01p8q_ima.fits
Copying idvj01p8j_jif.fits
Copying idvj01p8j_jit.fits
Copying idvj01p8q_spt.fits
Copying idvj01p8q_trl.fits
Copying idvj01p8q_raw.fits
Copying idvj01p8q_drz.fits
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Copying idvj01p9j_jif.fits
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Copying idvj01p9q_spt.fits
Copying idvj01p9q_trl.fits
Copying idvj01p9q_raw.fits
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Copying idvj01paj_jif.fits
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Copying idvj01paq_spt.fits
Copying idvj01paq_trl.fits
Copying idvj01paq_raw.fits
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Copying idvj01pbq_spt.fits
Copying idvj01pbq_trl.fits
Copying idvj01pbq_raw.fits
Copying idvj01pbq_drz.fits
Copying idvj01pbq_flt.fits
Copying idvj01pgq_flt_hlet.fits
Copying idvj01pgq_ima.fits
Copying idvj01pgj_jif.fits
Copying idvj01pgj_jit.fits
Copying idvj01pgq_spt.fits
Copying idvj01pgq_trl.fits
Copying idvj01pgq_raw.fits
Copying idvj01pgq_drz.fits
Copying idvj01pgq_flt.fits
Copying idvj01phq_flt_hlet.fits
Copying idvj01phq_ima.fits
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Copying idvj01phj_jit.fits
Copying idvj01phq_spt.fits
Copying idvj01phq_trl.fits
Copying idvj01phq_raw.fits
Copying idvj01phq_drz.fits
Copying idvj01phq_flt.fits
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Copying idvj01piq_ima.fits
Copying idvj01pij_jif.fits
Copying idvj01pij_jit.fits
Copying idvj01piq_spt.fits
Copying idvj01piq_trl.fits
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Copying idvj01pkq_ima.fits
Copying idvj01pkj_jif.fits
Copying idvj01pkj_jit.fits
Copying idvj01pkq_spt.fits
Copying idvj01pkq_trl.fits
Copying idvj01pkq_raw.fits
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Copying idvj01pkq_flt.fits
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Copying idvj01ppj_jit.fits
Copying idvj01ppq_spt.fits
Copying idvj01ppq_trl.fits
Copying idvj01ppq_raw.fits
Copying idvj01ppq_drz.fits
Copying idvj01ppq_flt.fits

Set up the initial data table

This cell will cet up a data table of all WFC3 data in the current directory. Note that, in succeeding steps, only the IR grism data will actually be reduced (except that filter data taken at the same position and POSTARG during the same visit will be used, if available, to derive an initial location of the grism zeroth-order), so the presence of data other than IR grism data will not confuse the remaining scripts.

The populate_table function called below can take a variety of arguments. In particular, if you have an existing table of observations (in the form of an AbscalDataTable), you can pass in that table and add any additional observations to that table. Also, the function can take arbitrary keyword arguments, which are currently used to set whether to use verbose output, and whether to output an IDL-compatible data table, in the future there may be additional settable parameters that will affect the way that data is ingested into a table.

[5]:
verbose_output = True

data_table = populate_table(verbose=True, search_dirs=work_dir)
create_table: searching /tmp/tmpr8lduj_p...
create_table: adding /tmp/tmpr8lduj_p/idvj01p5q_flt.fits
create_table: idvj01p5q: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253345795281575
        Delta RA,DEC = -0.7395210119967652,-3.9075242891897815
        Final RA,DEC = 194.25949457749667,22.03021457658634
create_table: adding /tmp/tmpr8lduj_p/ich901abq_flt.fits
create_table: ich901abq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93711957762548
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01pbq_flt.fits
create_table: idvj01pbq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253456525875208
        Delta RA,DEC = -0.7395252651588666,-3.907546762295951
        Final RA,DEC = 194.25949457631523,22.03021457034381
create_table: adding /tmp/tmpr8lduj_p/idvj01p9q_flt.fits
create_table: idvj01p9q: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253454052511415
        Delta RA,DEC = -0.7395251701569634,-3.907546260319349
        Final RA,DEC = 194.25949457634164,22.030214570483245
create_table: adding /tmp/tmpr8lduj_p/idvj01p4q_flt.fits
create_table: idvj01p4q: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.25334484398786
        Delta RA,DEC = -0.7395209754575737,-3.9075240961218682
        Final RA,DEC = 194.2594945775068,22.030214576639967
create_table: adding /tmp/tmpr8lduj_p/idvj01pgq_flt.fits
create_table: idvj01pgq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253483510908154
        Delta RA,DEC = -0.7395263016539821,-3.9075522389893425
        Final RA,DEC = 194.25949457602732,22.030214568822505
create_table: adding /tmp/tmpr8lduj_p/ich902cdq_flt.fits
create_table: ich902cdq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93766533485541
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901afq_flt.fits
create_table: ich901afq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937132166412994
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902cqq_flt.fits
create_table: ich902cqq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93772234906146
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01paq_flt.fits
create_table: idvj01paq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253455574581494
        Delta RA,DEC = -0.7395252286196751,-3.907546569228038
        Final RA,DEC = 194.25949457632538,22.030214570397437
create_table: adding /tmp/tmpr8lduj_p/idvj01poq_flt.fits
create_table: idvj01poq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253518074581507
        Delta RA,DEC = -0.7395276292446756,-3.9075592537905406
        Final RA,DEC = 194.25949457565855,22.030214566873948
create_table: adding /tmp/tmpr8lduj_p/idvj01p6q_flt.fits
create_table: idvj01p6q: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.25344609335366
        Delta RA,DEC = -0.739524864445714,-3.907544644984405
        Final RA,DEC = 194.25949457642656,22.03021457093195
create_table: adding /tmp/tmpr8lduj_p/ich901adq_flt.fits
create_table: ich901adq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937122114409021
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901alq_flt.fits
create_table: ich901alq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937166983764655
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01pkq_flt.fits
create_table: idvj01pkq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253493404363326
        Delta RA,DEC = -0.7395266816615953,-3.9075542468957503
        Final RA,DEC = 194.25949457592176,22.030214568264753
create_table: adding /tmp/tmpr8lduj_p/ich902cfq_flt.fits
create_table: ich902cfq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937667966768231
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902crq_flt.fits
create_table: ich902crq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93772380771179
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902coq_flt.fits
create_table: ich902coq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937714802130813
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901anq_flt.fits
create_table: ich901anq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937174277016766
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902cnq_flt.fits
create_table: ich902cnq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93771362886855
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901apq_flt.fits
create_table: ich901apq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937177067478387
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01pnq_flt.fits
create_table: idvj01pnq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253516552511428
        Delta RA,DEC = -0.7395275707819638,-3.9075589448818517
        Final RA,DEC = 194.25949457567478,22.030214566959756
create_table: adding /tmp/tmpr8lduj_p/ich902clq_flt.fits
create_table: ich902clq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93771064814814
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01ppq_flt.fits
create_table: idvj01ppq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253519469812318
        Delta RA,DEC = -0.7395276828354911,-3.9075595369568195
        Final RA,DEC = 194.25949457564366,22.03021456679529
create_table: adding /tmp/tmpr8lduj_p/ich901acq_flt.fits
create_table: ich901acq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937120846017251
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901akq_flt.fits
create_table: ich901akq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937165715372885
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901aqq_flt.fits
create_table: ich901aqq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937178335870158
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902csq_flt.fits
create_table: ich902csq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937724980974053
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01pjq_flt.fits
create_table: idvj01pjq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253491882293247
        Delta RA,DEC = -0.7395266231988835,-3.9075539379870614
        Final RA,DEC = 194.25949457593802,22.030214568350562
create_table: adding /tmp/tmpr8lduj_p/idvj01piq_flt.fits
create_table: idvj01piq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253486428209044
        Delta RA,DEC = -0.7395264137075093,-3.90755283106431
        Final RA,DEC = 194.2594945759962,22.03021456865804
create_table: adding /tmp/tmpr8lduj_p/ich901ajq_flt.fits
create_table: ich901ajq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937164193302806
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902cpq_flt.fits
create_table: ich902cpq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93772082699138
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01plq_flt.fits
create_table: idvj01plq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253494799594137
        Delta RA,DEC = -0.7395267352524107,-3.9075545300620287
        Final RA,DEC = 194.25949457590687,22.030214568186096
create_table: adding /tmp/tmpr8lduj_p/ich901amq_flt.fits
create_table: ich901amq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937168252156198
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902ciq_flt.fits
create_table: ich902ciq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937678018772203
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01p8q_flt.fits
create_table: idvj01p8q: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253448566717452
        Delta RA,DEC = -0.7395249594476172,-3.907545146961007
        Final RA,DEC = 194.25949457640016,22.030214570792513
create_table: adding /tmp/tmpr8lduj_p/ich902cmq_flt.fits
create_table: ich902cmq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93771217021822
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01p3q_flt.fits
create_table: idvj01p3q: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253343321917782
        Delta RA,DEC = -0.739520916994862,-3.90752378721318
        Final RA,DEC = 194.25949457752307,22.030214576725776
create_table: adding /tmp/tmpr8lduj_p/ich901aeq_flt.fits
create_table: ich901aeq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93712693429734
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902ccq_flt.fits
create_table: ich902ccq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937663812785331
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901aoq_flt.fits
create_table: ich901aoq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937175799086845
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902cjq_flt.fits
create_table: ich902cjq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937683250887858
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich902ceq_flt.fits
create_table: ich902ceq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937666793505741
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901agq_flt.fits
create_table: ich901agq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937137398528648
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01p7q_flt.fits
create_table: idvj01p7q: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253447615423738
        Delta RA,DEC = -0.7395249229084258,-3.907544953893094
        Final RA,DEC = 194.2594945764103,22.03021457084614
create_table: adding /tmp/tmpr8lduj_p/ich902chq_flt.fits
create_table: ich902chq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.937672786656549
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/ich901aaq_flt.fits
create_table: ich901aaq: Target Star: IC5117
        Epoch RA,DEC = 323.12904167,44.59652778
        Time Since Epoch = 13.93711805555563
        Delta RA,DEC = 0.0,0.0
        Final RA,DEC = 323.12904167,44.59652778
create_table: adding /tmp/tmpr8lduj_p/idvj01phq_flt.fits
create_table: idvj01phq: Target Star: GD-153
        Epoch RA,DEC = 194.2597,22.0313
        Time Since Epoch = 19.253485032978233
        Delta RA,DEC = -0.7395263601166938,-3.9075525478980313
        Final RA,DEC = 194.2594945760111,22.030214568736696

Now that there’s a data table, let’s take a look at what’s in it (and what its features are). The data table holds a list of observations along with metadata describing the date, program, visit, grism or filter used, and other exposure parameters. There are also a number of columns related to the current abscal run, of which only two (the path at which the observation can be found, and the file name used to obtain the other metadata) are currently filled in. The AbscalDataTable class subclasses the Astropy table class, so for or less anything from the Astropy table documentationi at https://docs.astropy.org/en/stable/table/access_table.html can be used here.

Reduce the WFC3 Grism Data

This cell will take the data table from populate_table() and reduce all of the grism exposures in it. coadd() function allows for many default parameters to be reset at runtime.

NOTE: Jupyter notebooks do not allow blocking calls in the middle of cells. When run as a script, ABSCAL uses blocking figures with text-input boxes to allow user interaction. As such, when running ABSCAL from a notebook, there is currently no way to use interactive elements.

[6]:
reduced_table = coadd(data_table, out_dir=work_dir, verbose=True, plots=True)
{'out_dir': '/tmp/tmpr8lduj_p', 'verbose': True, 'plots': True}
wfc3: grism: coadd: Starting WFC3 coadd for GRISM data.
wfc3: grism: coadd: Input table is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich901aaq ich901 ...             True
ich901abq ich901 ...             True
ich901acq ich901 ...             True
ich901adq ich901 ...             True
ich901aeq ich901 ...             True  No corresponding filter exposure found.
ich901afq ich901 ...             True  No corresponding filter exposure found.
ich901agq ich901 ...             True  No corresponding filter exposure found.
ich901ajq ich901 ...             True
ich901akq ich901 ...             True
ich901alq ich901 ...             True
      ...    ... ...              ...                                      ...
idvj01paq idvj01 ...            False
idvj01pbq idvj01 ...            False
idvj01pgq idvj01 ...            False
idvj01phq idvj01 ...            False
idvj01piq idvj01 ...            False
idvj01pjq idvj01 ...            False
idvj01pkq idvj01 ...            False
idvj01plq idvj01 ...            False
idvj01pnq idvj01 ...            False
idvj01poq idvj01 ...            False
idvj01ppq idvj01 ...            False
Length = 48 rows
wfc3: grism: coadd: Found 3 unique obsets: ['ich901', 'ich902', 'idvj01']
wfc3: grism: coadd: Co-adding ich901
wfc3: grism: coadd: ich901 table for G102 is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich901adq ich901 ...             True
ich901aeq ich901 ...             True  No corresponding filter exposure found.
ich901afq ich901 ...             True  No corresponding filter exposure found.
ich901agq ich901 ...             True  No corresponding filter exposure found.
ich901amq ich901 ...             True
ich901aqq ich901 ...             True
wfc3: grism: coadd: ich901: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich901adq (G102)
wfc3: grism: extract: Reference Image is ich901acq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich901adq: starting ich901adq_flt.fits.
wfc3: grism: extract: stare: ich901adq: x,y-dither from dir image at (506.0,506.0) is (-2.3703705664956942e-11,9.089262675843202e-11) px.
wfc3: grism: extract: stare: ich901adq: manually searching for target image.
wfc3: grism: extract: stare: ich901adq: Predicted target image position (343.43956788223227,557.6520139281431)
wfc3: grism: extract: stare: ich901adq: Including error, predicted position is (343.43956788223227,557.6520139281431)
wfc3: grism: extract: stare: ich901adq: 1st Z-ord centroid from astrom+ Petro starts at (91.43956788223227,553.6520139281431)
wfc3: grism: extract: stare: ich901adq: Testing centroiding methods...
        1d Gaussian: xc,yc=91.8414224091803,554.0912613625911
        2d Gaussian: xc,yc=91.84727921146114,553.9561636460757
        2d Centre of Mass: xc,yc=91.59202355349535,554.2973385852498
        DAOFind: xc=92.90220764950308, yc=552.4536892696387
../_images/abscal_notebooks_example_wfc3_ir_grism_12_1.png
wfc3: grism: extract: stare: ich901adq: Chosen centroiding method is default.
        Centroid set to DAO at (92.90220764950308,552.4536892696387)
wfc3_grism_reduce_wave_zord: ich901adq: starting.
wfc3_grism_reduce_wave_zord: ich901adq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich901adq: finishing.
wfc3: grism: extract: stare: ich901adq: Zero-ord centroid at (92.90220764950308,552.4536892696387)
        Search area 31X31 pix
        X,Y astrom error=(-1.4626397672708151,1.1983246585043617)
wfc3: grism: extract: stare: ich901adq: Beginning flatfield.
wfc3: grism: extract: stare: ich901adq: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: ich901adq: wfc_flatscl: Avg bkg = 19.41144561767578 +/- 1.3183380365371704 for gwidth=6
wfc3: grism: extract: stare: ich901adq: wfc_flatscl: Flatfield Scale Ratio = 3.2933926582336426
wfc3: grism: extract: stare: ich901adq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich901adq: Starting iord=-1
wfc3: grism: extract: stare: ich901adq: Starting iord=1
wfc3: grism: extract: stare: ich901adq: iord=1; x,y search range=(411,491), (551,561)
wfc3: grism: extract: stare: ich901adq: Profile maximum 3816.3828125 at 7 (558)
wfc3: grism: extract: stare: ich901adq: order 1, contin. x,y position=(451.0,557.961874836898)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_5.png
wfc3: grism: extract: stare: ich901adq: Starting iord=2
wfc3: grism: extract: stare: ich901adq: iord=2; x,y search range=(730,890), (555,565)
        2nd ord yposit tweak yrange=557,567 by 1.6957664223928077
wfc3: grism: extract: stare: ich901adq: Profile maximum 307.343017578125 at 5 (562)
wfc3: grism: extract: stare: ich901adq: order 2, contin. x,y position=(810.0,562.0365042827534)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_7.png
wfc3: grism: extract: stare: ich901adq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901adq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901adq: X and Y found values: [ 92.90220765 451.         810.        ], [552.45368927 557.96187484 562.03650428]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_9.png
wfc3: grism: extract: stare: ich901adq: G102:, angle=0.7655684516156136
wfc3: grism: extract: stare: ich901adq: Extract background spectra
wfc3: grism: extract: stare: ich901adq: loerr=0.30272311547746084, uperr=0.5594049008094639, sigless=0.30272311547746084
wfc3: grism: extract: stare: ich901adq: 812 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901adq: Lower fit has error 0.136183356682045 on second pass.
wfc3: grism: extract: stare: ich901adq: Lower fit has coefficients [-2.82937658e-16  8.35975701e-13 -9.05500580e-10  4.32728536e-07
 -8.68869041e-05  6.43770287e-03 -9.07841845e-01]
wfc3: grism: extract: stare: ich901adq: 472 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901adq: Upper fit has error 0.11774001862895254 on second pass.
wfc3: grism: extract: stare: ich901adq: Upper fit has coefficients [-2.40294944e-16  7.21691339e-13 -8.48000079e-10  5.08816706e-07
 -1.70660019e-04  2.88727747e-02 -1.44453438e+00]
wfc3: grism: extract: stare: ich901adq: 1014 points, 812 good low points, 472 good high points
wfc3: grism: extract: stare: ich901adq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_11.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_12.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_13.png
wfc3: grism: extract: stare: ich901adq: For x=71 extraction range=(550,555) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=581 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=584 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=586 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=587 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=591 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=596 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=598 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=599 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=600 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=601 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=610 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=612 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=614 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=621 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=626 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=629 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=631 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=634 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=635 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=638 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=640 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=641 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=642 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=644 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=646 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=650 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=651 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=653 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=657 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=658 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=660 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=661 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=665 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=667 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=668 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=685 extraction range=(559,564) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=688 extraction range=(559,564) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: For x=689 extraction range=(559,564) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901adq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_15.png
Extraction Output is:
   root   obset  filter aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ -------- ... ------- --------- ---------------- -----
ich901adq ich901   G102       IR ...              -1.0             True
wfc3: grism: coadd: ich901: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich901aeq (G102)
wfc3: grism: extract: Reference Image is NONE
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich901aeq: starting ich901aeq_flt.fits.
wfc3: grism: extract: stare: ich901aeq: x,y-dither from dir image at (506.0,506.0) is (-2.3703705664956942e-11,9.089262675843202e-11) px.
wfc3: grism: extract: stare: ich901aeq: manually searching for target image.
wfc3: grism: extract: stare: ich901aeq: Predicted target image position (339.74338465787355,561.7952437192724)
wfc3: grism: extract: stare: ich901aeq: Including error, predicted position is (339.74338465787355,561.7952437192724)
wfc3: grism: extract: stare: ich901aeq: 1st Z-ord centroid from astrom+ Petro starts at (87.74338465787355,557.7952437192724)
wfc3: grism: extract: stare: ich901aeq: Testing centroiding methods...
        1d Gaussian: xc,yc=88.21352892533412,558.1802263597157
        2d Gaussian: xc,yc=88.21950354993407,558.0428650337441
        2d Centre of Mass: xc,yc=88.0906419782765,558.3833063450942
        DAOFind: xc=89.1546697612535, yc=556.6635242745508
../_images/abscal_notebooks_example_wfc3_ir_grism_12_17.png
wfc3: grism: extract: stare: ich901aeq: Chosen centroiding method is default.
        Centroid set to DAO at (89.1546697612535,556.6635242745508)
wfc3_grism_reduce_wave_zord: ich901aeq: starting.
wfc3_grism_reduce_wave_zord: ich901aeq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich901aeq: finishing.
wfc3: grism: extract: stare: ich901aeq: Zero-ord centroid at (89.1546697612535,556.6635242745508)
        Search area 31X31 pix
        X,Y astrom error=(-1.411285103379953,1.1317194447216252)
wfc3: grism: extract: stare: ich901aeq: Beginning flatfield.
wfc3: grism: extract: stare: ich901aeq: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: ich901aeq: wfc_flatscl: Avg bkg = 17.995262145996094 +/- 1.3167458772659302 for gwidth=6
wfc3: grism: extract: stare: ich901aeq: wfc_flatscl: Flatfield Scale Ratio = 3.0529379844665527
wfc3: grism: extract: stare: ich901aeq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich901aeq: Starting iord=-1
wfc3: grism: extract: stare: ich901aeq: Starting iord=1
wfc3: grism: extract: stare: ich901aeq: iord=1; x,y search range=(407,488), (555,565)
wfc3: grism: extract: stare: ich901aeq: Profile maximum 3977.3251953125 at 7 (562)
wfc3: grism: extract: stare: ich901aeq: order 1, contin. x,y position=(447.5,561.9826654786766)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_21.png
wfc3: grism: extract: stare: ich901aeq: Starting iord=2
wfc3: grism: extract: stare: ich901aeq: iord=2; x,y search range=(726,886), (559,569)
        2nd ord yposit tweak yrange=561,571 by 1.509409848485575
wfc3: grism: extract: stare: ich901aeq: Profile maximum 278.7611083984375 at 5 (566)
wfc3: grism: extract: stare: ich901aeq: order 2, contin. x,y position=(806.0,566.0566959046478)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_23.png
wfc3: grism: extract: stare: ich901aeq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901aeq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901aeq: X and Y found values: [ 89.15466976 447.5        806.        ], [556.66352427 561.98266548 566.0566959 ]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_25.png
wfc3: grism: extract: stare: ich901aeq: G102:, angle=0.7507242221013085
wfc3: grism: extract: stare: ich901aeq: Extract background spectra
wfc3: grism: extract: stare: ich901aeq: loerr=0.3014343150413119, uperr=0.5653105175946317, sigless=0.3014343150413119
wfc3: grism: extract: stare: ich901aeq: 802 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901aeq: Lower fit has error 0.13334661363930908 on second pass.
wfc3: grism: extract: stare: ich901aeq: Lower fit has coefficients [-2.65488713e-16  7.82534881e-13 -8.42673861e-10  3.97204268e-07
 -7.70448438e-05  5.27851873e-03 -8.72693830e-01]
wfc3: grism: extract: stare: ich901aeq: 481 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901aeq: Upper fit has error 0.12103343865685001 on second pass.
wfc3: grism: extract: stare: ich901aeq: Upper fit has coefficients [-2.12504888e-16  6.39348171e-13 -7.58507436e-10  4.65705736e-07
 -1.62037009e-04  2.83928013e-02 -1.43935844e+00]
wfc3: grism: extract: stare: ich901aeq: 1014 points, 802 good low points, 481 good high points
wfc3: grism: extract: stare: ich901aeq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_27.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_28.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_29.png
wfc3: grism: extract: stare: ich901aeq: For x=21 extraction range=(554,559) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=68 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=133 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=306 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=364 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=583 extraction range=(561,566) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=591 extraction range=(561,566) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=593 extraction range=(561,566) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=594 extraction range=(561,566) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=608 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=610 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=616 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=621 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=626 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=634 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=637 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=641 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=643 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=646 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=647 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=648 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=650 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=651 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=653 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=654 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=655 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=657 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=658 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=659 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=660 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=662 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=664 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=667 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=677 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=680 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=681 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=683 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: For x=686 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aeq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_31.png
Extraction Output is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich901aeq ich901 ...             True  No corresponding filter exposure found.
wfc3: grism: coadd: ich901: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich901afq (G102)
wfc3: grism: extract: Reference Image is NONE
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich901afq: starting ich901afq_flt.fits.
wfc3: grism: extract: stare: ich901afq: x,y-dither from dir image at (506.0,506.0) is (-2.3703705664956942e-11,9.089262675843202e-11) px.
wfc3: grism: extract: stare: ich901afq: manually searching for target image.
wfc3: grism: extract: stare: ich901afq: Predicted target image position (336.047036598556,565.9384916681086)
wfc3: grism: extract: stare: ich901afq: Including error, predicted position is (336.047036598556,565.9384916681086)
wfc3: grism: extract: stare: ich901afq: 1st Z-ord centroid from astrom+ Petro starts at (84.04703659855602,561.9384916681086)
wfc3: grism: extract: stare: ich901afq: Testing centroiding methods...
        1d Gaussian: xc,yc=84.6333704891739,562.3434022064523
        2d Gaussian: xc,yc=84.6383623971972,562.2073199982175
        2d Centre of Mass: xc,yc=84.42492877001095,562.5314696593251
        DAOFind: xc=83.58786916877996, yc=561.2411352114326
../_images/abscal_notebooks_example_wfc3_ir_grism_12_33.png
wfc3: grism: extract: stare: ich901afq: Chosen centroiding method is default.
        Centroid set to DAO at (83.58786916877996,561.2411352114326)
wfc3_grism_reduce_wave_zord: ich901afq: starting.
wfc3_grism_reduce_wave_zord: ich901afq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich901afq: finishing.
wfc3: grism: extract: stare: ich901afq: Zero-ord centroid at (83.58786916877996,561.2411352114326)
        Search area 31X31 pix
        X,Y astrom error=(0.45916742977605907,0.6973564566759478)
wfc3: grism: extract: stare: ich901afq: Beginning flatfield.
wfc3: grism: extract: stare: ich901afq: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: ich901afq: wfc_flatscl: Avg bkg = 16.236783027648926 +/- 1.3209844827651978 for gwidth=6
wfc3: grism: extract: stare: ich901afq: wfc_flatscl: Flatfield Scale Ratio = 2.754364252090454
wfc3: grism: extract: stare: ich901afq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich901afq: Starting iord=-1
wfc3: grism: extract: stare: ich901afq: Starting iord=1
wfc3: grism: extract: stare: ich901afq: iord=1; x,y search range=(402,482), (560,570)
wfc3: grism: extract: stare: ich901afq: Profile maximum 3560.6083984375 at 6 (566)
wfc3: grism: extract: stare: ich901afq: order 1, contin. x,y position=(442.0,565.9820213927769)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_37.png
wfc3: grism: extract: stare: ich901afq: Starting iord=2
wfc3: grism: extract: stare: ich901afq: iord=2; x,y search range=(720,880), (564,574)
        2nd ord yposit tweak yrange=565,575 by 0.9251204924123613
wfc3: grism: extract: stare: ich901afq: Profile maximum 292.2415771484375 at 5 (570)
wfc3: grism: extract: stare: ich901afq: order 2, contin. x,y position=(800.0,570.0766575603767)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_39.png
wfc3: grism: extract: stare: ich901afq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901afq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901afq: X and Y found values: [ 83.58786917 442.         800.        ], [561.24113521 565.98202139 570.07665756]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_41.png
wfc3: grism: extract: stare: ich901afq: G102:, angle=0.706603779386073
wfc3: grism: extract: stare: ich901afq: Extract background spectra
wfc3: grism: extract: stare: ich901afq: loerr=0.30228809666124823, uperr=0.5857066300832701, sigless=0.30228809666124823
wfc3: grism: extract: stare: ich901afq: 791 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901afq: Lower fit has error 0.13398379888444226 on second pass.
wfc3: grism: extract: stare: ich901afq: Lower fit has coefficients [-3.02417897e-16  8.82674225e-13 -9.40801429e-10  4.39175494e-07
 -8.47504332e-05  5.89635749e-03 -8.85749825e-01]
wfc3: grism: extract: stare: ich901afq: 459 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901afq: Upper fit has error 0.1256994027451417 on second pass.
wfc3: grism: extract: stare: ich901afq: Upper fit has coefficients [-2.96923595e-16  9.20145277e-13 -1.11904723e-09  6.88381303e-07
 -2.27956388e-04  3.59700682e-02 -1.56997677e+00]
wfc3: grism: extract: stare: ich901afq: 1014 points, 791 good low points, 459 good high points
wfc3: grism: extract: stare: ich901afq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_43.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_44.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_45.png
wfc3: grism: extract: stare: ich901afq: For x=50 extraction range=(559,564) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=64 extraction range=(559,564) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=333 extraction range=(562,567) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=568 extraction range=(565,570) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=572 extraction range=(565,570) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=576 extraction range=(565,570) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=580 extraction range=(565,570) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=581 extraction range=(565,570) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=592 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=606 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=607 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=608 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=615 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=619 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=620 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=624 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=625 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=632 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=642 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=643 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=648 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=650 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=651 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=654 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=655 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=661 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=662 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=663 extraction range=(566,571) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=664 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: For x=675 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901afq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_47.png
Extraction Output is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich901afq ich901 ...             True  No corresponding filter exposure found.
wfc3: grism: coadd: ich901: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich901agq (G102)
wfc3: grism: extract: Reference Image is NONE
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich901agq: starting ich901agq_flt.fits.
wfc3: grism: extract: stare: ich901agq: x,y-dither from dir image at (506.0,506.0) is (-2.3703705664956942e-11,9.089262675843202e-11) px.
wfc3: grism: extract: stare: ich901agq: manually searching for target image.
wfc3: grism: extract: stare: ich901agq: Predicted target image position (334.5681182096064,567.5961607324259)
wfc3: grism: extract: stare: ich901agq: Including error, predicted position is (334.5681182096064,567.5961607324259)
wfc3: grism: extract: stare: ich901agq: 1st Z-ord centroid from astrom+ Petro starts at (82.56811820960638,563.5961607324259)
wfc3: grism: extract: stare: ich901agq: Testing centroiding methods...
        1d Gaussian: xc,yc=83.17787958826263,563.9908738247191
        2d Gaussian: xc,yc=83.18071730687029,563.8501778093313
        2d Centre of Mass: xc,yc=83.02690315574445,564.2465626952054
        DAOFind: xc=82.12237846718806, yc=563.2954733778824
../_images/abscal_notebooks_example_wfc3_ir_grism_12_49.png
wfc3: grism: extract: stare: ich901agq: Chosen centroiding method is default.
        Centroid set to DAO at (82.12237846718806,563.2954733778824)
wfc3_grism_reduce_wave_zord: ich901agq: starting.
wfc3_grism_reduce_wave_zord: ich901agq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich901agq: finishing.
wfc3: grism: extract: stare: ich901agq: Zero-ord centroid at (82.12237846718806,563.2954733778824)
        Search area 31X31 pix
        X,Y astrom error=(0.4457397424183256,0.30068735454347006)
wfc3: grism: extract: stare: ich901agq: Beginning flatfield.
wfc3: grism: extract: stare: ich901agq: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: ich901agq: wfc_flatscl: Avg bkg = 15.028942108154297 +/- 1.3387219905853271 for gwidth=6
wfc3: grism: extract: stare: ich901agq: wfc_flatscl: Flatfield Scale Ratio = 2.5492355823516846
wfc3: grism: extract: stare: ich901agq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich901agq: Starting iord=-1
wfc3: grism: extract: stare: ich901agq: Starting iord=1
wfc3: grism: extract: stare: ich901agq: iord=1; x,y search range=(400,480), (562,572)
wfc3: grism: extract: stare: ich901agq: Profile maximum 3849.412109375 at 5 (567)
wfc3: grism: extract: stare: ich901agq: order 1, contin. x,y position=(440.0,567.0649775080801)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_53.png
wfc3: grism: extract: stare: ich901agq: Starting iord=2
wfc3: grism: extract: stare: ich901agq: iord=2; x,y search range=(718,879), (566,576)
        2nd ord yposit tweak yrange=566,576 by -0.04057100848262962
wfc3: grism: extract: stare: ich901agq: Profile maximum 342.1595458984375 at 6 (572)
wfc3: grism: extract: stare: ich901agq: order 2, contin. x,y position=(798.5,572.0058014520451)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_55.png
wfc3: grism: extract: stare: ich901agq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901agq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901agq: X and Y found values: [ 82.12237847 440.         798.5       ], [563.29547338 567.06497751 572.00580145]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_57.png
wfc3: grism: extract: stare: ich901agq: G102:, angle=0.6966434144072491
wfc3: grism: extract: stare: ich901agq: Extract background spectra
wfc3: grism: extract: stare: ich901agq: loerr=0.30686215849067144, uperr=0.6084014524332749, sigless=0.30686215849067144
wfc3: grism: extract: stare: ich901agq: 782 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901agq: Lower fit has error 0.13293992787901832 on second pass.
wfc3: grism: extract: stare: ich901agq: Lower fit has coefficients [-2.60910760e-16  7.56050616e-13 -7.95092235e-10  3.60797813e-07
 -6.49908779e-05  3.87830508e-03 -8.45075242e-01]
wfc3: grism: extract: stare: ich901agq: 486 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901agq: Upper fit has error 0.11783160662630142 on second pass.
wfc3: grism: extract: stare: ich901agq: Upper fit has coefficients [-2.13678791e-16  6.61139983e-13 -8.15672231e-10  5.23921747e-07
 -1.87198116e-04  3.19368740e-02 -1.43755180e+00]
wfc3: grism: extract: stare: ich901agq: 1014 points, 782 good low points, 486 good high points
wfc3: grism: extract: stare: ich901agq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_59.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_60.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_61.png
wfc3: grism: extract: stare: ich901agq: For x=63 extraction range=(561,566) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=303 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=321 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=566 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=568 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=575 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=576 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=580 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=581 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=582 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=589 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=590 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=596 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=604 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=607 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=609 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=612 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=616 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=620 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=622 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=624 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=625 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=633 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=635 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=637 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=639 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=640 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=641 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=643 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=647 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=651 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=652 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=653 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=654 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=657 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=658 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=659 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=660 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=661 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=662 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=663 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=665 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: For x=672 extraction range=(568,573) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901agq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_63.png
Extraction Output is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich901agq ich901 ...             True  No corresponding filter exposure found.
wfc3: grism: coadd: ich901: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich901amq (G102)
wfc3: grism: extract: Reference Image is ich901alq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich901amq: starting ich901amq_flt.fits.
wfc3: grism: extract: stare: ich901amq: x,y-dither from dir image at (506.0,506.0) is (-2.376054908381775e-11,9.089262675843202e-11) px.
wfc3: grism: extract: stare: ich901amq: manually searching for target image.
wfc3: grism: extract: stare: ich901amq: Predicted target image position (343.0895562944001,929.6851234527571)
wfc3: grism: extract: stare: ich901amq: Including error, predicted position is (343.0895562944001,929.6851234527571)
wfc3: grism: extract: stare: ich901amq: 1st Z-ord centroid from astrom+ Petro starts at (91.0895562944001,925.6851234527571)
wfc3: grism: extract: stare: ich901amq: Testing centroiding methods...
        1d Gaussian: xc,yc=98.06934504038323,920.7713771655217
        2d Gaussian: xc,yc=98.0722043223507,920.6356343616819
        2d Centre of Mass: xc,yc=97.18533694851556,921.7149039457494
        DAOFind: xc=98.83844153389084, yc=918.8688876923203
../_images/abscal_notebooks_example_wfc3_ir_grism_12_65.png
wfc3: grism: extract: stare: ich901amq: Chosen centroiding method is default.
        Centroid set to DAO at (98.83844153389084,918.8688876923203)
wfc3_grism_reduce_wave_zord: ich901amq: starting.
wfc3_grism_reduce_wave_zord: ich901amq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich901amq: finishing.
wfc3: grism: extract: stare: ich901amq: Zero-ord centroid at (98.83844153389084,918.8688876923203)
        Search area 31X31 pix
        X,Y astrom error=(-7.748885239490747,6.816235760436825)
wfc3: grism: extract: stare: ich901amq: Beginning flatfield.
wfc3: grism: extract: stare: ich901amq: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: ich901amq: wfc_flatscl: Avg bkg = 10.271007299423218 +/- 1.2517386674880981 for gwidth=6
wfc3: grism: extract: stare: ich901amq: wfc_flatscl: Flatfield Scale Ratio = 1.7298563718795776
wfc3: grism: extract: stare: ich901amq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich901amq: Starting iord=-1
wfc3: grism: extract: stare: ich901amq: Starting iord=1
wfc3: grism: extract: stare: ich901amq: iord=1; x,y search range=(410,489), (918,928)
wfc3: grism: extract: stare: ich901amq: Profile maximum 3646.857421875 at 6 (924)
wfc3: grism: extract: stare: ich901amq: order 1, contin. x,y position=(449.5,923.98948937965)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_69.png
wfc3: grism: extract: stare: ich901amq: Starting iord=2
wfc3: grism: extract: stare: ich901amq: iord=2; x,y search range=(722,879), (921,931)
        2nd ord yposit tweak yrange=922,932 by 1.3926741272908885
wfc3: grism: extract: stare: ich901amq: Profile maximum 419.5797119140625 at 7 (929)
wfc3: grism: extract: stare: ich901amq: order 2, contin. x,y position=(800.5,928.9558422938458)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_71.png
wfc3: grism: extract: stare: ich901amq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901amq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901amq: X and Y found values: [ 98.83844153 449.5        800.5       ], [918.86888769 923.98948938 928.95584229]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_73.png
wfc3: grism: extract: stare: ich901amq: G102:, angle=0.8236145278061592
wfc3: grism: extract: stare: ich901amq: Extract background spectra
wfc3: grism: extract: stare: ich901amq: loerr=0.3077239380478693, uperr=0.5870104322469476, sigless=0.3077239380478693
wfc3: grism: extract: stare: ich901amq: 805 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901amq: Lower fit has error 0.14198977481992398 on second pass.
wfc3: grism: extract: stare: ich901amq: Lower fit has coefficients [-3.20228004e-16  9.33807307e-13 -9.91039176e-10  4.56752821e-07
 -8.50923925e-05  5.59096201e-03 -5.98569175e-01]
wfc3: grism: extract: stare: ich901amq: 528 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901amq: Upper fit has error 0.10928075871960768 on second pass.
wfc3: grism: extract: stare: ich901amq: Upper fit has coefficients [-1.23310532e-16  3.52214928e-13 -4.11132521e-10  2.75036954e-07
 -1.18693486e-04  2.64321110e-02 -1.22386366e+00]
wfc3: grism: extract: stare: ich901amq: 1014 points, 805 good low points, 528 good high points
wfc3: grism: extract: stare: ich901amq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_75.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_76.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_77.png
wfc3: grism: extract: stare: ich901amq: For x=71 extraction range=(916,921) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=273 extraction range=(919,924) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=315 extraction range=(920,925) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=322 extraction range=(920,925) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=575 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=577 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=580 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=581 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=582 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=583 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=584 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=585 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=587 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=594 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=595 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=597 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=599 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=600 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=609 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=610 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=620 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=621 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=624 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=629 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=630 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=631 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=632 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=633 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=634 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=635 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=638 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=640 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=644 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=645 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=648 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=649 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=654 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=656 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=659 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=660 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=661 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=662 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=663 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=664 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=665 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=666 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=667 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=668 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=669 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=670 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: For x=672 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901amq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_79.png
Extraction Output is:
   root   obset  filter aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ -------- ... ------- --------- ---------------- -----
ich901amq ich901   G102       IR ...              -1.0             True
wfc3: grism: coadd: ich901: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich901aqq (G102)
wfc3: grism: extract: Reference Image is ich901apq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich901aqq: starting ich901aqq_flt.fits.
wfc3: grism: extract: stare: ich901aqq: x,y-dither from dir image at (506.0,506.0) is (-2.3703705664956942e-11,9.089262675843202e-11) px.
wfc3: grism: extract: stare: ich901aqq: manually searching for target image.
wfc3: grism: extract: stare: ich901aqq: Predicted target image position (343.77795547252236,185.62008914213197)
wfc3: grism: extract: stare: ich901aqq: Including error, predicted position is (343.77795547252236,185.62008914213197)
wfc3: grism: extract: stare: ich901aqq: 1st Z-ord centroid from astrom+ Petro starts at (91.77795547252236,181.62008914213197)
wfc3: grism: extract: stare: ich901aqq: Testing centroiding methods...
        1d Gaussian: xc,yc=84.78314794724797,179.06838608075728
        2d Gaussian: xc,yc=84.80329715289712,178.9624342732535
        2d Centre of Mass: xc,yc=85.41538429103747,179.63565939617447
        DAOFind: xc=85.9715763859539, yc=177.5253292189974
../_images/abscal_notebooks_example_wfc3_ir_grism_12_81.png
wfc3: grism: extract: stare: ich901aqq: Chosen centroiding method is default.
        Centroid set to DAO at (85.9715763859539,177.5253292189974)
wfc3_grism_reduce_wave_zord: ich901aqq: starting.
wfc3_grism_reduce_wave_zord: ich901aqq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich901aqq: finishing.
wfc3: grism: extract: stare: ich901aqq: Zero-ord centroid at (85.9715763859539,177.5253292189974)
        Search area 31X31 pix
        X,Y astrom error=(5.8063790865684695,4.094759923134575)
wfc3: grism: extract: stare: ich901aqq: Beginning flatfield.
wfc3: grism: extract: stare: ich901aqq: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: ich901aqq: wfc_flatscl: Avg bkg = 7.8620288372039795 +/- 0.7229164242744446 for gwidth=6
wfc3: grism: extract: stare: ich901aqq: wfc_flatscl: Flatfield Scale Ratio = 1.3423229455947876
wfc3: grism: extract: stare: ich901aqq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich901aqq: Starting iord=-1
wfc3: grism: extract: stare: ich901aqq: Starting iord=1
wfc3: grism: extract: stare: ich901aqq: iord=1; x,y search range=(412,494), (176,186)
wfc3: grism: extract: stare: ich901aqq: Profile maximum 2938.0947265625 at 7 (183)
wfc3: grism: extract: stare: ich901aqq: order 1, contin. x,y position=(453.0,183.03678045701042)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_85.png
wfc3: grism: extract: stare: ich901aqq: Starting iord=2
wfc3: grism: extract: stare: ich901aqq: iord=2; x,y search range=(737,901), (180,190)
        2nd ord yposit tweak yrange=182,192 by 1.6039538482308444
wfc3: grism: extract: stare: ich901aqq: Profile maximum 282.7117919921875 at 5 (187)
wfc3: grism: extract: stare: ich901aqq: order 2, contin. x,y position=(819.0,187.0777043919715)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_87.png
wfc3: grism: extract: stare: ich901aqq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901aqq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich901aqq: X and Y found values: [ 85.97157639 453.         819.        ], [177.52532922 183.03678046 187.07770439]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_89.png
wfc3: grism: extract: stare: ich901aqq: G102:, angle=0.7466543223873094
wfc3: grism: extract: stare: ich901aqq: Extract background spectra
wfc3: grism: extract: stare: ich901aqq: loerr=0.2912388770951406, uperr=0.5277367776210639, sigless=0.2912388770951406
wfc3: grism: extract: stare: ich901aqq: 797 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901aqq: Lower fit has error 0.1328566225450086 on second pass.
wfc3: grism: extract: stare: ich901aqq: Lower fit has coefficients [-3.01267037e-16  8.86240427e-13 -9.55054320e-10  4.53057130e-07
 -8.96552422e-05  6.53765752e-03 -4.62093336e-01]
wfc3: grism: extract: stare: ich901aqq: 445 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich901aqq: Upper fit has error 0.10995499567503376 on second pass.
wfc3: grism: extract: stare: ich901aqq: Upper fit has coefficients [-2.63539437e-16  7.82871134e-13 -8.96011588e-10  5.10809202e-07
 -1.59406630e-04  2.56918763e-02 -8.74971446e-01]
wfc3: grism: extract: stare: ich901aqq: 1014 points, 797 good low points, 445 good high points
wfc3: grism: extract: stare: ich901aqq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_91.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_92.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_93.png
wfc3: grism: extract: stare: ich901aqq: For x=39 extraction range=(175,180) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=52 extraction range=(175,180) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=328 extraction range=(179,184) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=581 extraction range=(182,187) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=588 extraction range=(182,187) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=591 extraction range=(182,187) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=595 extraction range=(182,187) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=599 extraction range=(182,187) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=622 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=629 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=630 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=636 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=642 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=643 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=645 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=655 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=660 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=661 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=662 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=663 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=665 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=667 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=669 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=670 extraction range=(183,188) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=680 extraction range=(184,189) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=682 extraction range=(184,189) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=686 extraction range=(184,189) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: For x=690 extraction range=(184,189) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich901aqq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_95.png
Extraction Output is:
   root   obset  filter aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ -------- ... ------- --------- ---------------- -----
ich901aqq ich901   G102       IR ...              -1.0             True
wfc3: grism: coadd: ich901: G102: Starting Co-Add for Order -1
wfc3: grism: coadd: ich901: G102: No Good Data in wavelength range (7500.0,11800.0) for order -1
wfc3: grism: coadd: ich901: G102: Starting Co-Add for Order 1
wfc3: grism: coadd: ich901: G102: 6 spectra to cross-correlate for order=1.
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 7500.0-11800.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901aeq: offset -0.16405426827600245 from translated code.
cross_correlate: ich901aeq: numpy offset calculated as -0.16402752285445388.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901aeq_IC5117_x1d.fits shift=-0.16405426827600245 for order 1
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 7500.0-11800.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901afq: offset -2.128310789145212 from translated code.
cross_correlate: ich901afq: numpy offset calculated as -2.128228400776564.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901afq_IC5117_x1d.fits shift=-2.128310789145212 for order 1
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 7500.0-11800.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901agq: offset -2.14522560537681 from translated code.
cross_correlate: ich901agq: numpy offset calculated as -2.1451607623094873.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901agq_IC5117_x1d.fits shift=-2.14522560537681 for order 1
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 7500.0-11800.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901amq: offset -0.38325362208598257 from translated code.
cross_correlate: ich901amq: numpy offset calculated as -0.38322572974691127.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901amq_IC5117_x1d.fits shift=-0.38325362208598257 for order 1
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 7500.0-11800.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901aqq: offset 0.023532734409540623 from translated code.
cross_correlate: ich901aqq: numpy offset calculated as 0.02355764496546442.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901aqq_IC5117_x1d.fits shift=0.023532734409540623 for order 1
../_images/abscal_notebooks_example_wfc3_ir_grism_12_97.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_98.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_99.png
wfc3: grism: coadd: ich901: G102: Starting Co-Add for Order 2
wfc3: grism: coadd: ich901: G102: 6 spectra to cross-correlate for order=2.
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 15500.0-18000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901aeq: offset -0.011786401841655803 from translated code.
cross_correlate: ich901aeq: numpy offset calculated as 0.011656859341940162.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901aeq_IC5117_x1d.fits shift=-0.011786401841655803 for order 2
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 15500.0-18000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901afq: offset -2.096741101407833 from translated code.
cross_correlate: ich901afq: numpy offset calculated as 0.08398526969337894.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901afq_IC5117_x1d.fits shift=-2.096741101407833 for order 2
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 15500.0-18000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901agq: offset -2.0464278641325375 from translated code.
cross_correlate: ich901agq: numpy offset calculated as 0.08048702595075241.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901agq_IC5117_x1d.fits shift=-2.0464278641325375 for order 2
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 15500.0-18000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901amq: offset -0.43265278066459345 from translated code.
cross_correlate: ich901amq: numpy offset calculated as -0.016530174680568166.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901amq_IC5117_x1d.fits shift=-0.43265278066459345 for order 2
wfc3: grism: coadd: ich901: G102: Cross-correlate WL range 15500.0-18000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich901aqq: offset -0.002150054116071942 from translated code.
cross_correlate: ich901aqq: numpy offset calculated as 0.00038494179213444113.
wfc3: grism: coadd: ich901: G102: ich901adq_IC5117_x1d.fits vs. ich901aqq_IC5117_x1d.fits shift=-0.002150054116071942 for order 2
../_images/abscal_notebooks_example_wfc3_ir_grism_12_101.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_102.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_103.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_104.png
wfc3: grism: coadd: ich901: G102: Finished filter.
wfc3: grism: coadd: ich901: Finished obs
wfc3: grism: coadd: Co-adding ich902
wfc3: grism: coadd: ich902 table for G141 is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich902cfq ich902 ...             True
ich902chq ich902 ...             True  No corresponding filter exposure found.
ich902ciq ich902 ...             True  No corresponding filter exposure found.
ich902cjq ich902 ...             True  No corresponding filter exposure found.
ich902coq ich902 ...             True
ich902csq ich902 ...             True
wfc3: grism: coadd: ich902: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich902cfq (G141)
wfc3: grism: extract: Reference Image is ich902ceq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich902cfq: starting ich902cfq_flt.fits.
wfc3: grism: extract: stare: ich902cfq: x,y-dither from dir image at (506.0,506.0) is (-2.3419488570652902e-11,9.094947017729282e-11) px.
wfc3: grism: extract: stare: ich902cfq: manually searching for target image.
wfc3: grism: extract: stare: ich902cfq: Predicted target image position (343.43669643244135,557.6527003189076)
wfc3: grism: extract: stare: ich902cfq: Including error, predicted position is (343.43669643244135,557.6527003189076)
wfc3: grism: extract: stare: ich902cfq: 1st Z-ord centroid from astrom+ Petro starts at (155.43669643244135,556.6527003189076)
wfc3: grism: extract: stare: ich902cfq: Testing centroiding methods...
        1d Gaussian: xc,yc=156.28609282132928,558.3858316391642
        2d Gaussian: xc,yc=156.32696258601413,558.2720510028772
        2d Centre of Mass: xc,yc=156.11032532608496,558.515073293146
        DAOFind: xc=155.28018758492018, yc=557.4458179351916
../_images/abscal_notebooks_example_wfc3_ir_grism_12_106.png
wfc3: grism: extract: stare: ich902cfq: Chosen centroiding method is default.
        Centroid set to DAO at (155.28018758492018,557.4458179351916)
wfc3_grism_reduce_wave_zord: ich902cfq: starting.
wfc3_grism_reduce_wave_zord: ich902cfq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich902cfq: finishing.
wfc3: grism: extract: stare: ich902cfq: Zero-ord centroid at (155.28018758492018,557.4458179351916)
        Search area 31X31 pix
        X,Y astrom error=(0.15650884752116667,-0.7931176162840075)
wfc3: grism: extract: stare: ich902cfq: Beginning flatfield.
wfc3: grism: extract: stare: ich902cfq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: ich902cfq: wfc_flatscl: Avg bkg = 24.640889167785645 +/- 2.945671796798706 for gwidth=6
wfc3: grism: extract: stare: ich902cfq: wfc_flatscl: Flatfield Scale Ratio = 4.153705596923828
wfc3: grism: extract: stare: ich902cfq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich902cfq: Starting iord=-1
wfc3: grism: extract: stare: ich902cfq: Starting iord=1
wfc3: grism: extract: stare: ich902cfq: iord=1; x,y search range=(383,493), (555,565)
wfc3: grism: extract: stare: ich902cfq: Profile maximum 11650.63671875 at 5 (560)
wfc3: grism: extract: stare: ich902cfq: order 1, contin. x,y position=(438.0,559.986771174433)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_110.png
wfc3: grism: extract: stare: ich902cfq: Starting iord=2
wfc3: grism: extract: stare: ich902cfq: iord=2; x,y search range=(610,702), (556,566)
        2nd ord yposit tweak yrange=556,566 by 0.46852733283969883
wfc3: grism: extract: stare: ich902cfq: Profile maximum 633.533203125 at 5 (561)
wfc3: grism: extract: stare: ich902cfq: order 2, contin. x,y position=(656.0,560.9912647809925)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_112.png
wfc3: grism: extract: stare: ich902cfq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902cfq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902cfq: X and Y found values: [155.28018758 438.         656.        ], [557.44581794 559.98677117 560.99126478]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_114.png
wfc3: grism: extract: stare: ich902cfq: G141:, angle=0.4109732910980116
wfc3: grism: extract: stare: ich902cfq: Extract background spectra
wfc3: grism: extract: stare: ich902cfq: loerr=0.3351169362358038, uperr=1.7307984934344407, sigless=0.3351169362358038
wfc3: grism: extract: stare: ich902cfq: 737 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902cfq: Lower fit has error 0.16227472718740252 on second pass.
wfc3: grism: extract: stare: ich902cfq: Lower fit has coefficients [-2.31702906e-16  6.18877775e-13 -5.63413738e-10  1.88825174e-07
 -1.26023506e-05 -2.43502549e-04 -1.68883166e+00]
wfc3: grism: extract: stare: ich902cfq: 369 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902cfq: Upper fit has error 0.14584773289962835 on second pass.
wfc3: grism: extract: stare: ich902cfq: Upper fit has coefficients [-1.69294164e-16  9.17334754e-13 -1.82156274e-09  1.71062880e-06
 -7.77426511e-04  1.44277037e-01 -5.25027602e+00]
wfc3: grism: extract: stare: ich902cfq: 1014 points, 737 good low points, 369 good high points
wfc3: grism: extract: stare: ich902cfq: Setting initial fit to lower fit
wfc3: grism: extract: stare: ich902cfq: Setting 20 points to upper fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_116.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_117.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_118.png
wfc3: grism: extract: stare: ich902cfq: For x=22 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=23 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=27 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=29 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=37 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=38 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=48 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=75 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=135 extraction range=(555,560) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=254 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=260 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=263 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=543 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: For x=551 extraction range=(558,563) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cfq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_120.png
Extraction Output is:
   root   obset  filter aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ -------- ... ------- --------- ---------------- -----
ich902cfq ich902   G141       IR ...              -1.0             True
wfc3: grism: coadd: ich902: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: ich902chq: changed y_offset to -10 because Weird flux in columns ~650-850. An offset is needed to properly centre on the zero-order image. from Found during reduction 2021-05-26
wfc3: grism: extract: ich902chq: changed slope to None because Weird flux in columns ~650-850. Left to itself, fits a negative slope that ends up missing a lot of the trace. from Found during reduction 2021-05-26
wfc3: grism: extract: Reducing ich902chq (G141)
wfc3: grism: extract: Reference Image is NONE
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich902chq: starting ich902chq_flt.fits.
wfc3: grism: extract: stare: ich902chq: x,y-dither from dir image at (506.0,506.0) is (-2.3419488570652902e-11,9.094947017729282e-11) px.
wfc3: grism: extract: stare: ich902chq: manually searching for target image.
wfc3: grism: extract: stare: ich902chq: Predicted target image position (339.74048280835314,561.7962302150243)
wfc3: grism: extract: stare: ich902chq: Including error, predicted position is (339.74048280835314,561.7962302150243)
wfc3: grism: extract: stare: ich902chq: 1st Z-ord centroid from astrom+ Petro starts at (151.74048280835314,560.7962302150243)
wfc3: grism: extract: stare: ich902chq: Testing centroiding methods...
        1d Gaussian: xc,yc=152.62204798909983,562.5424676262998
        2d Gaussian: xc,yc=152.64984904864386,562.4328607816747
        2d Centre of Mass: xc,yc=152.56966605806704,562.6365659895985
        DAOFind: xc=152.72010196657487, yc=568.7028039381489
../_images/abscal_notebooks_example_wfc3_ir_grism_12_122.png
wfc3: grism: extract: stare: ich902chq: Chosen centroiding method is default.
        Centroid set to DAO at (152.72010196657487,568.7028039381489)
wfc3_grism_reduce_wave_zord: ich902chq: starting.
wfc3_grism_reduce_wave_zord: ich902chq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich902chq: finishing.
wfc3: grism: extract: stare: ich902chq: Zero-ord centroid at (152.72010196657487,568.7028039381489)
        Search area 31X31 pix
        X,Y astrom error=(-0.9796191582217375,-7.906573723124666)
wfc3: grism: extract: stare: ich902chq: Beginning flatfield.
wfc3: grism: extract: stare: ich902chq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: ich902chq: wfc_flatscl: Avg bkg = 22.893593788146973 +/- 2.891106367111206 for gwidth=6
wfc3: grism: extract: stare: ich902chq: wfc_flatscl: Flatfield Scale Ratio = 3.858800172805786
wfc3: grism: extract: stare: ich902chq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_125.png
wfc3: grism: extract: stare: ich902chq: G141:, angle=0.42000000000000004
wfc3: grism: extract: stare: ich902chq: Extract background spectra
wfc3: grism: extract: stare: ich902chq: loerr=0.5720200783340532, uperr=7.5277864585811205, sigless=0.5720200783340532
wfc3: grism: extract: stare: ich902chq: 756 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902chq: Lower fit has error 0.24588646462642136 on second pass.
wfc3: grism: extract: stare: ich902chq: Lower fit has coefficients [-3.52519705e-16  9.82518740e-13 -9.69510338e-10  3.92782921e-07
 -5.65605628e-05  2.81768280e-03 -1.53806279e+00]
wfc3: grism: extract: stare: ich902chq: 104 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902chq: Upper fit has error 0.14360685047050256 on second pass.
wfc3: grism: extract: stare: ich902chq: Upper fit has coefficients [-3.96756173e-15  1.47890854e-11 -2.19083944e-08  1.61585516e-05
 -5.98830367e-03  9.40742665e-01 -2.64435531e+01]
wfc3: grism: extract: stare: ich902chq: 1014 points, 756 good low points, 104 good high points
wfc3: grism: extract: stare: ich902chq: Setting initial fit to lower fit
wfc3: grism: extract: stare: ich902chq: Setting 92 points to upper fit
wfc3: grism: extract: stare: ich902chq: Setting fit to lower fit.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_127.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_128.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_129.png
wfc3: grism: extract: stare: ich902chq: For x=30 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=31 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=32 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=34 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=41 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=42 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=44 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=46 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=48 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=51 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=53 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=54 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=55 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=60 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=71 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=72 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=74 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=75 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=76 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=77 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=83 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=85 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=92 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=93 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=100 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=104 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=111 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=112 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=115 extraction range=(556,561) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=132 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=228 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=238 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=241 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=244 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=258 extraction range=(557,562) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=545 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=549 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=558 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=559 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=561 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=562 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=564 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=565 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=567 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: For x=569 extraction range=(560,565) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902chq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_131.png
Extraction Output is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich902chq ich902 ...             True  No corresponding filter exposure found.
wfc3: grism: coadd: ich902: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich902ciq (G141)
wfc3: grism: extract: Reference Image is NONE
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich902ciq: starting ich902ciq_flt.fits.
wfc3: grism: extract: stare: ich902ciq: x,y-dither from dir image at (506.0,506.0) is (-2.3419488570652902e-11,9.094947017729282e-11) px.
wfc3: grism: extract: stare: ich902ciq: manually searching for target image.
wfc3: grism: extract: stare: ich902ciq: Predicted target image position (336.0440978834401,565.9393901143934)
wfc3: grism: extract: stare: ich902ciq: Including error, predicted position is (336.0440978834401,565.9393901143934)
wfc3: grism: extract: stare: ich902ciq: 1st Z-ord centroid from astrom+ Petro starts at (148.0440978834401,564.9393901143934)
wfc3: grism: extract: stare: ich902ciq: Testing centroiding methods...
        1d Gaussian: xc,yc=149.0058964783054,566.6545104582297
        2d Gaussian: xc,yc=149.04568945283364,566.5353664935346
        2d Centre of Mass: xc,yc=148.90691234727427,566.7430370392676
        DAOFind: xc=148.0015511786853, yc=565.5518669407384
../_images/abscal_notebooks_example_wfc3_ir_grism_12_133.png
wfc3: grism: extract: stare: ich902ciq: Chosen centroiding method is default.
        Centroid set to DAO at (148.0015511786853,565.5518669407384)
wfc3_grism_reduce_wave_zord: ich902ciq: starting.
wfc3_grism_reduce_wave_zord: ich902ciq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich902ciq: finishing.
wfc3: grism: extract: stare: ich902ciq: Zero-ord centroid at (148.0015511786853,565.5518669407384)
        Search area 31X31 pix
        X,Y astrom error=(0.04254670475478406,-0.6124768263449596)
wfc3: grism: extract: stare: ich902ciq: Beginning flatfield.
wfc3: grism: extract: stare: ich902ciq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: ich902ciq: wfc_flatscl: Avg bkg = 21.93604803085327 +/- 2.8168418407440186 for gwidth=6
wfc3: grism: extract: stare: ich902ciq: wfc_flatscl: Flatfield Scale Ratio = 3.6969614028930664
wfc3: grism: extract: stare: ich902ciq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
wfc3: grism: extract: stare: ich902ciq: Starting iord=-1
wfc3: grism: extract: stare: ich902ciq: Starting iord=1
wfc3: grism: extract: stare: ich902ciq: iord=1; x,y search range=(375,485), (563,573)
wfc3: grism: extract: stare: ich902ciq: Profile maximum 10416.7109375 at 5 (568)
wfc3: grism: extract: stare: ich902ciq: order 1, contin. x,y position=(430.0,568.0143019674853)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_137.png
wfc3: grism: extract: stare: ich902ciq: Starting iord=2
wfc3: grism: extract: stare: ich902ciq: iord=2; x,y search range=(602,695), (564,574)
        2nd ord yposit tweak yrange=564,574 by 0.39529694431087137
wfc3: grism: extract: stare: ich902ciq: Profile maximum 831.28515625 at 5 (569)
wfc3: grism: extract: stare: ich902ciq: order 2, contin. x,y position=(648.5,569.0163123986318)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_139.png
wfc3: grism: extract: stare: ich902ciq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902ciq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902ciq: X and Y found values: [148.00155118 430.         648.5       ], [565.55186694 568.01430197 569.0163124 ]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_141.png
wfc3: grism: extract: stare: ich902ciq: G141:, angle=0.40151028277038825
wfc3: grism: extract: stare: ich902ciq: Extract background spectra
wfc3: grism: extract: stare: ich902ciq: loerr=0.33838287556164737, uperr=1.8078619931532367, sigless=0.33838287556164737
wfc3: grism: extract: stare: ich902ciq: 747 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902ciq: Lower fit has error 0.15790960124403114 on second pass.
wfc3: grism: extract: stare: ich902ciq: Lower fit has coefficients [-1.96031136e-16  5.00298646e-13 -4.14823222e-10  1.02841591e-07
  9.97610191e-06 -2.61441886e-03 -1.56182880e+00]
wfc3: grism: extract: stare: ich902ciq: 407 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902ciq: Upper fit has error 0.14601700843590826 on second pass.
wfc3: grism: extract: stare: ich902ciq: Upper fit has coefficients [-3.87429177e-16  1.65213467e-12 -2.78062783e-09  2.31099641e-06
 -9.54489542e-04  1.63430951e-01 -5.38743126e+00]
wfc3: grism: extract: stare: ich902ciq: 1014 points, 747 good low points, 407 good high points
wfc3: grism: extract: stare: ich902ciq: Setting initial fit to lower fit
wfc3: grism: extract: stare: ich902ciq: Setting 19 points to upper fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_143.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_144.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_145.png
wfc3: grism: extract: stare: ich902ciq: For x=20 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=22 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=39 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=41 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=72 extraction range=(563,568) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=128 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=245 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=250 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=561 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: For x=566 extraction range=(567,572) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902ciq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_147.png
Extraction Output is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich902ciq ich902 ...             True  No corresponding filter exposure found.
wfc3: grism: coadd: ich902: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich902cjq (G141)
wfc3: grism: extract: Reference Image is NONE
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich902cjq: starting ich902cjq_flt.fits.
wfc3: grism: extract: stare: ich902cjq: x,y-dither from dir image at (506.0,506.0) is (-2.3419488570652902e-11,9.094947017729282e-11) px.
wfc3: grism: extract: stare: ich902cjq: manually searching for target image.
wfc3: grism: extract: stare: ich902cjq: Predicted target image position (334.5651640996125,567.5967151990474)
wfc3: grism: extract: stare: ich902cjq: Including error, predicted position is (334.5651640996125,567.5967151990474)
wfc3: grism: extract: stare: ich902cjq: 1st Z-ord centroid from astrom+ Petro starts at (146.5651640996125,566.5967151990474)
wfc3: grism: extract: stare: ich902cjq: Testing centroiding methods...
        1d Gaussian: xc,yc=147.55950026588602,568.2842109165265
        2d Gaussian: xc,yc=147.6010540803426,568.1718301605213
        2d Centre of Mass: xc,yc=147.51626861636356,568.4561373205484
        DAOFind: xc=146.69648695621822, yc=566.8953818839457
../_images/abscal_notebooks_example_wfc3_ir_grism_12_149.png
wfc3: grism: extract: stare: ich902cjq: Chosen centroiding method is default.
        Centroid set to DAO at (146.69648695621822,566.8953818839457)
wfc3_grism_reduce_wave_zord: ich902cjq: starting.
wfc3_grism_reduce_wave_zord: ich902cjq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich902cjq: finishing.
wfc3: grism: extract: stare: ich902cjq: Zero-ord centroid at (146.69648695621822,566.8953818839457)
        Search area 31X31 pix
        X,Y astrom error=(-0.13132285660572052,-0.2986666848983077)
wfc3: grism: extract: stare: ich902cjq: Beginning flatfield.
wfc3: grism: extract: stare: ich902cjq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: ich902cjq: wfc_flatscl: Avg bkg = 21.54277467727661 +/- 2.9879229068756104 for gwidth=6
wfc3: grism: extract: stare: ich902cjq: wfc_flatscl: Flatfield Scale Ratio = 3.6307332515716553
wfc3: grism: extract: stare: ich902cjq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich902cjq: Starting iord=-1
wfc3: grism: extract: stare: ich902cjq: Starting iord=1
wfc3: grism: extract: stare: ich902cjq: iord=1; x,y search range=(374,484), (564,574)
wfc3: grism: extract: stare: ich902cjq: Profile maximum 12247.99609375 at 6 (570)
wfc3: grism: extract: stare: ich902cjq: order 1, contin. x,y position=(429.0,569.9562341433027)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_153.png
wfc3: grism: extract: stare: ich902cjq: Starting iord=2
wfc3: grism: extract: stare: ich902cjq: iord=2; x,y search range=(601,693), (566,576)
        2nd ord yposit tweak yrange=567,577 by 0.9914779594009815
wfc3: grism: extract: stare: ich902cjq: Profile maximum 702.69921875 at 4 (571)
wfc3: grism: extract: stare: ich902cjq: order 2, contin. x,y position=(647.0,570.9708024459688)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_155.png
wfc3: grism: extract: stare: ich902cjq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902cjq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902cjq: X and Y found values: [146.69648696 429.         647.        ], [566.89538188 569.95623414 570.97080245]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_157.png
wfc3: grism: extract: stare: ich902cjq: G141:, angle=0.4741437200167128
wfc3: grism: extract: stare: ich902cjq: Extract background spectra
wfc3: grism: extract: stare: ich902cjq: loerr=0.3337677744455869, uperr=1.8394892040969364, sigless=0.3337677744455869
wfc3: grism: extract: stare: ich902cjq: 739 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902cjq: Lower fit has error 0.153230929058506 on second pass.
wfc3: grism: extract: stare: ich902cjq: Lower fit has coefficients [-1.33809492e-16  3.14228752e-13 -2.05809027e-10 -5.91302771e-09
  3.60442825e-05 -5.10113675e-03 -1.55373646e+00]
wfc3: grism: extract: stare: ich902cjq: 378 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902cjq: Upper fit has error 0.13964105269001176 on second pass.
wfc3: grism: extract: stare: ich902cjq: Upper fit has coefficients [-4.91566754e-16  2.01707277e-12 -3.27809530e-09  2.64131066e-06
 -1.06243132e-03  1.78028778e-01 -5.71472657e+00]
wfc3: grism: extract: stare: ich902cjq: 1014 points, 739 good low points, 378 good high points
wfc3: grism: extract: stare: ich902cjq: Setting initial fit to lower fit
wfc3: grism: extract: stare: ich902cjq: Setting 20 points to upper fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_159.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_160.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_161.png
wfc3: grism: extract: stare: ich902cjq: For x=21 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=22 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=23 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=25 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=28 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=36 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=39 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=40 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=53 extraction range=(564,569) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: For x=127 extraction range=(565,570) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902cjq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_163.png
Extraction Output is:
   root   obset  ... planetary_nebula                  notes
--------- ------ ... ---------------- ----------------------------------------
ich902cjq ich902 ...             True  No corresponding filter exposure found.
wfc3: grism: coadd: ich902: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich902coq (G141)
wfc3: grism: extract: Reference Image is ich902cnq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich902coq: starting ich902coq_flt.fits.
wfc3: grism: extract: stare: ich902coq: x,y-dither from dir image at (506.0,506.0) is (-2.347633198951371e-11,9.094947017729282e-11) px.
wfc3: grism: extract: stare: ich902coq: manually searching for target image.
wfc3: grism: extract: stare: ich902coq: Predicted target image position (343.08710797990426,929.686288083613)
wfc3: grism: extract: stare: ich902coq: Including error, predicted position is (343.08710797990426,929.686288083613)
wfc3: grism: extract: stare: ich902coq: 1st Z-ord centroid from astrom+ Petro starts at (155.08710797990426,928.686288083613)
wfc3: grism: extract: stare: ich902coq: Testing centroiding methods...
        1d Gaussian: xc,yc=161.19674551620994,924.6501011856752
        2d Gaussian: xc,yc=161.22196264438554,924.620129419086
        2d Centre of Mass: xc,yc=159.95891432707322,927.5864582632612
        DAOFind: xc=160.1430054682258, yc=923.7636747190726
../_images/abscal_notebooks_example_wfc3_ir_grism_12_165.png
wfc3: grism: extract: stare: ich902coq: Chosen centroiding method is default.
        Centroid set to DAO at (160.1430054682258,923.7636747190726)
wfc3_grism_reduce_wave_zord: ich902coq: starting.
wfc3_grism_reduce_wave_zord: ich902coq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich902coq: finishing.
wfc3: grism: extract: stare: ich902coq: Zero-ord centroid at (160.1430054682258,923.7636747190726)
        Search area 31X31 pix
        X,Y astrom error=(-5.055897488321534,4.922613364540439)
wfc3: grism: extract: stare: ich902coq: Beginning flatfield.
wfc3: grism: extract: stare: ich902coq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: ich902coq: wfc_flatscl: Avg bkg = 16.331153869628906 +/- 2.776463747024536 for gwidth=6
wfc3: grism: extract: stare: ich902coq: wfc_flatscl: Flatfield Scale Ratio = 2.7216081619262695
wfc3: grism: extract: stare: ich902coq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich902coq: Starting iord=-1
wfc3: grism: extract: stare: ich902coq: Starting iord=1
wfc3: grism: extract: stare: ich902coq: iord=1; x,y search range=(383,491), (921,931)
wfc3: grism: extract: stare: ich902coq: Profile maximum 11179.56640625 at 5 (926)
wfc3: grism: extract: stare: ich902coq: order 1, contin. x,y position=(437.0,926.0107495938792)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_169.png
wfc3: grism: extract: stare: ich902coq: Starting iord=2
wfc3: grism: extract: stare: ich902coq: iord=2; x,y search range=(605,695), (922,932)
        2nd ord yposit tweak yrange=922,932 by 0.21762528323074548
wfc3: grism: extract: stare: ich902coq: Profile maximum 884.7705078125 at 5 (927)
wfc3: grism: extract: stare: ich902coq: order 2, contin. x,y position=(650.0,927.0198556121912)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_171.png
wfc3: grism: extract: stare: ich902coq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902coq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902coq: X and Y found values: [160.14300547 437.         650.        ], [923.76367472 926.01074959 927.01985561]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_173.png
wfc3: grism: extract: stare: ich902coq: G141:, angle=0.38496237750276796
wfc3: grism: extract: stare: ich902coq: Extract background spectra
wfc3: grism: extract: stare: ich902coq: loerr=0.3345597809209209, uperr=2.130854869793292, sigless=0.3345597809209209
wfc3: grism: extract: stare: ich902coq: 728 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902coq: Lower fit has error 0.15529305552536773 on second pass.
wfc3: grism: extract: stare: ich902coq: Lower fit has coefficients [-2.44910734e-16  6.31401464e-13 -5.36163020e-10  1.43692686e-07
  9.37843838e-06 -3.99573165e-03 -9.35754263e-01]
wfc3: grism: extract: stare: ich902coq: 314 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902coq: Upper fit has error 0.15454729287438831 on second pass.
wfc3: grism: extract: stare: ich902coq: Upper fit has coefficients [ 2.09082826e-17  4.00402668e-13 -1.35178525e-09  1.58278191e-06
 -8.07952580e-04  1.60495687e-01 -5.37286152e+00]
wfc3: grism: extract: stare: ich902coq: 1014 points, 728 good low points, 314 good high points
wfc3: grism: extract: stare: ich902coq: Setting initial fit to lower fit
wfc3: grism: extract: stare: ich902coq: Setting 24 points to upper fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_175.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_176.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_177.png
wfc3: grism: extract: stare: ich902coq: For x=25 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=27 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=28 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=31 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=33 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=34 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=39 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=42 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=68 extraction range=(921,926) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=135 extraction range=(922,927) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=253 extraction range=(923,928) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=255 extraction range=(923,928) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=256 extraction range=(923,928) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=267 extraction range=(923,928) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=268 extraction range=(923,928) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=542 extraction range=(924,929) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: For x=565 extraction range=(925,930) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902coq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_179.png
Extraction Output is:
   root   obset  filter aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ -------- ... ------- --------- ---------------- -----
ich902coq ich902   G141       IR ...              -1.0             True
wfc3: grism: coadd: ich902: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing ich902csq (G141)
wfc3: grism: extract: Reference Image is ich902crq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: ich902csq: starting ich902csq_flt.fits.
wfc3: grism: extract: stare: ich902csq: x,y-dither from dir image at (506.0,506.0) is (-2.3419488570652902e-11,9.094947017729282e-11) px.
wfc3: grism: extract: stare: ich902csq: manually searching for target image.
wfc3: grism: extract: stare: ich902csq: Predicted target image position (343.77487888082385,185.62052536948)
wfc3: grism: extract: stare: ich902csq: Including error, predicted position is (343.77487888082385,185.62052536948)
wfc3: grism: extract: stare: ich902csq: 1st Z-ord centroid from astrom+ Petro starts at (155.77487888082385,184.62052536948)
wfc3: grism: extract: stare: ich902csq: Testing centroiding methods...
        1d Gaussian: xc,yc=150.692754223476,183.69260376151678
        2d Gaussian: xc,yc=150.7422481288774,183.60812316912038
        2d Centre of Mass: xc,yc=151.4363759939529,184.72876623650475
        DAOFind: xc=151.6231432131139, yc=181.97665466253844
../_images/abscal_notebooks_example_wfc3_ir_grism_12_181.png
wfc3: grism: extract: stare: ich902csq: Chosen centroiding method is default.
        Centroid set to DAO at (151.6231432131139,181.97665466253844)
wfc3_grism_reduce_wave_zord: ich902csq: starting.
wfc3_grism_reduce_wave_zord: ich902csq: Adding offset 0
wfc3_grism_reduce_wave_zord: ich902csq: finishing.
wfc3: grism: extract: stare: ich902csq: Zero-ord centroid at (151.6231432131139,181.97665466253844)
        Search area 31X31 pix
        X,Y astrom error=(4.151735667709943,2.6438707069415557)
wfc3: grism: extract: stare: ich902csq: Beginning flatfield.
wfc3: grism: extract: stare: ich902csq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: ich902csq: wfc_flatscl: Avg bkg = 11.841687440872192 +/- 0.9900911450386047 for gwidth=6
wfc3: grism: extract: stare: ich902csq: wfc_flatscl: Flatfield Scale Ratio = 2.007059097290039
wfc3: grism: extract: stare: ich902csq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: ich902csq: Starting iord=-1
wfc3: grism: extract: stare: ich902csq: Starting iord=1
wfc3: grism: extract: stare: ich902csq: iord=1; x,y search range=(384,497), (179,189)
wfc3: grism: extract: stare: ich902csq: Profile maximum 9737.78515625 at 7 (186)
wfc3: grism: extract: stare: ich902csq: order 1, contin. x,y position=(440.5,185.89865316427907)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_185.png
wfc3: grism: extract: stare: ich902csq: Starting iord=2
wfc3: grism: extract: stare: ich902csq: iord=2; x,y search range=(617,711), (181,191)
        2nd ord yposit tweak yrange=183,193 by 1.8081046656255637
wfc3: grism: extract: stare: ich902csq: Profile maximum 713.22705078125 at 4 (187)
wfc3: grism: extract: stare: ich902csq: order 2, contin. x,y position=(664.0,186.97675528487898)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_187.png
wfc3: grism: extract: stare: ich902csq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902csq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: ich902csq: X and Y found values: [151.62314321 440.5        664.        ], [181.97665466 185.89865316 186.97675528]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_189.png
wfc3: grism: extract: stare: ich902csq: G141:, angle=0.5695448281449966
wfc3: grism: extract: stare: ich902csq: Extract background spectra
wfc3: grism: extract: stare: ich902csq: loerr=0.34946440889818825, uperr=1.3615573903996514, sigless=0.34946440889818825
wfc3: grism: extract: stare: ich902csq: 716 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902csq: Lower fit has error 0.17598411261294555 on second pass.
wfc3: grism: extract: stare: ich902csq: Lower fit has coefficients [-2.15976786e-16  5.51129814e-13 -4.50970074e-10  1.01073243e-07
  1.86295249e-05 -4.23698167e-03 -3.90571441e-01]
wfc3: grism: extract: stare: ich902csq: 470 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: ich902csq: Upper fit has error 0.16597538147330074 on second pass.
wfc3: grism: extract: stare: ich902csq: Upper fit has coefficients [-3.86998249e-16  1.45717974e-12 -2.22997621e-09  1.74435307e-06
 -7.02717293e-04  1.20795402e-01 -3.07542409e+00]
wfc3: grism: extract: stare: ich902csq: 1014 points, 716 good low points, 470 good high points
wfc3: grism: extract: stare: ich902csq: Setting initial fit to lower fit
wfc3: grism: extract: stare: ich902csq: Setting 15 points to upper fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_191.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_192.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_193.png
wfc3: grism: extract: stare: ich902csq: For x=17 extraction range=(179,184) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=23 extraction range=(179,184) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=44 extraction range=(179,184) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=47 extraction range=(179,184) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=54 extraction range=(179,184) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=59 extraction range=(179,184) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=136 extraction range=(180,185) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=239 extraction range=(181,186) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=241 extraction range=(181,186) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=243 extraction range=(181,186) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=247 extraction range=(181,186) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=265 extraction range=(181,186) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=550 extraction range=(184,189) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=566 extraction range=(184,189) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: For x=570 extraction range=(184,189) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: ich902csq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_195.png
Extraction Output is:
   root   obset  filter aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ -------- ... ------- --------- ---------------- -----
ich902csq ich902   G141       IR ...              -1.0             True
wfc3: grism: coadd: ich902: G141: Starting Co-Add for Order -1
wfc3: grism: coadd: ich902: G141: No Good Data in wavelength range (10000.0,17500.0) for order -1
wfc3: grism: coadd: ich902: G141: Starting Co-Add for Order 1
wfc3: grism: coadd: ich902: G141: 6 spectra to cross-correlate for order=1.
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 10000.0-17500.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902chq: offset 0.8972937032712842 from translated code.
cross_correlate: ich902chq: numpy offset calculated as 0.8975009523380777.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902chq_IC5117_x1d.fits shift=0.8972937032712842 for order 1
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 10000.0-17500.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902ciq: offset -0.04283867852665679 from translated code.
cross_correlate: ich902ciq: numpy offset calculated as -0.04274165001115193.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902ciq_IC5117_x1d.fits shift=-0.04283867852665679 for order 1
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 10000.0-17500.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902cjq: offset 0.11091085934130085 from translated code.
cross_correlate: ich902cjq: numpy offset calculated as 0.11093304559025796.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902cjq_IC5117_x1d.fits shift=0.11091085934130085 for order 1
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 10000.0-17500.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902coq: offset -0.12763428512316466 from translated code.
cross_correlate: ich902coq: numpy offset calculated as -0.12734574725601533.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902coq_IC5117_x1d.fits shift=-0.12763428512316466 for order 1
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 10000.0-17500.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902csq: offset 1.801099290603485 from translated code.
cross_correlate: ich902csq: numpy offset calculated as 1.7959587814865756.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902csq_IC5117_x1d.fits shift=1.801099290603485 for order 1
../_images/abscal_notebooks_example_wfc3_ir_grism_12_197.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_198.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_199.png
wfc3: grism: coadd: ich902: G141: Starting Co-Add for Order 2
wfc3: grism: coadd: ich902: G141: 6 spectra to cross-correlate for order=2.
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 20000.0-35000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902chq: offset 0.8114520412600683 from translated code.
cross_correlate: ich902chq: numpy offset calculated as 0.8114446306296088.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902chq_IC5117_x1d.fits shift=0.8114520412600683 for order 2
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 20000.0-35000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902ciq: offset -0.04513800328525441 from translated code.
cross_correlate: ich902ciq: numpy offset calculated as -0.04513155694428406.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902ciq_IC5117_x1d.fits shift=-0.04513800328525441 for order 2
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 20000.0-35000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902cjq: offset 0.0840170179671329 from translated code.
cross_correlate: ich902cjq: numpy offset calculated as 0.0840183558823071.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902cjq_IC5117_x1d.fits shift=0.0840170179671329 for order 2
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 20000.0-35000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902coq: offset -0.14960562723558368 from translated code.
cross_correlate: ich902coq: numpy offset calculated as -0.14960276653002325.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902coq_IC5117_x1d.fits shift=-0.14960562723558368 for order 2
wfc3: grism: coadd: ich902: G141: Cross-correlate WL range 20000.0-35000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: ich902csq: offset 1.8018005114776354 from translated code.
cross_correlate: ich902csq: numpy offset calculated as 1.8017963700209805.
wfc3: grism: coadd: ich902: G141: ich902cfq_IC5117_x1d.fits vs. ich902csq_IC5117_x1d.fits shift=1.8018005114776354 for order 2
../_images/abscal_notebooks_example_wfc3_ir_grism_12_201.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_202.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_203.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_204.png
wfc3: grism: coadd: ich902: G141: Finished filter.
wfc3: grism: coadd: ich902: Finished obs
wfc3: grism: coadd: Co-adding idvj01
wfc3: grism: coadd: idvj01 table for G102 is:
   root   obset  filter  aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ --------- ... ------- --------- ---------------- -----
idvj01p5q idvj01   G102 GRISM1024 ...              -1.0            False
idvj01p8q idvj01   G102 GRISM1024 ...              -1.0            False
idvj01pbq idvj01   G102 GRISM1024 ...              -1.0            False
wfc3: grism: coadd: idvj01: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing idvj01p5q (G102)
wfc3: grism: extract: Reference Image is idvj01p4q
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: idvj01p5q: starting idvj01p5q_flt.fits.
wfc3: grism: extract: stare: idvj01p5q: x,y-dither from dir image at (506.0,506.0) is (-8.020606401260011e-11,-5.945821612840518e-11) px.
wfc3: grism: extract: stare: idvj01p5q: manually searching for target image.
wfc3: grism: extract: stare: idvj01p5q: Predicted target image position (329.45871964385367,527.42028553729)
wfc3: grism: extract: stare: idvj01p5q: Including error, predicted position is (329.45871964385367,527.42028553729)
wfc3: grism: extract: stare: idvj01p5q: 1st Z-ord centroid from astrom+ Petro starts at (77.45871964385367,523.42028553729)
wfc3: grism: extract: stare: idvj01p5q: Testing centroiding methods...
        1d Gaussian: xc,yc=75.83845619205297,522.4841065415353
        2d Gaussian: xc,yc=75.51515618338097,522.4152993428698
        2d Centre of Mass: xc,yc=76.04281050265998,522.6130815580059
        DAOFind: xc=75.98221168845387, yc=522.5509338942012
../_images/abscal_notebooks_example_wfc3_ir_grism_12_206.png
wfc3: grism: extract: stare: idvj01p5q: Chosen centroiding method is default.
        Centroid set to DAO at (75.98221168845387,522.5509338942012)
wfc3_grism_reduce_wave_zord: idvj01p5q: starting.
wfc3_grism_reduce_wave_zord: idvj01p5q: Adding offset 0
wfc3_grism_reduce_wave_zord: idvj01p5q: finishing.
wfc3: grism: extract: stare: idvj01p5q: Zero-ord centroid at (75.98221168845387,522.5509338942012)
        Search area 31X31 pix
        X,Y astrom error=(1.4765079553997964,0.8693516430888621)
wfc3: grism: extract: stare: idvj01p5q: Beginning flatfield.
wfc3: grism: extract: stare: idvj01p5q: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: idvj01p5q: wfc_flatscl: Avg bkg = 3.617628335952759 +/- 0.008357073180377483 for gwidth=6
wfc3: grism: extract: stare: idvj01p5q: wfc_flatscl: Flatfield Scale Ratio = 0.6138248443603516
wfc3: grism: extract: stare: idvj01p5q: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: idvj01p5q: Starting iord=-1
wfc3: grism: extract: stare: idvj01p5q: Starting iord=1
wfc3: grism: extract: stare: idvj01p5q: iord=1; x,y search range=(395,475), (521,531)
wfc3: grism: extract: stare: idvj01p5q: Profile maximum 10892.384796142578 at 6 (527)
wfc3: grism: extract: stare: idvj01p5q: order 1, contin. x,y position=(435.0,527.0573354452747)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_210.png
wfc3: grism: extract: stare: idvj01p5q: Starting iord=2
wfc3: grism: extract: stare: idvj01p5q: iord=2; x,y search range=(714,874), (525,535)
        2nd ord yposit tweak yrange=526,536 by 0.6841878464806541
wfc3: grism: extract: stare: idvj01p5q: Profile maximum 1255.7431755065918 at 5 (531)
wfc3: grism: extract: stare: idvj01p5q: order 2, contin. x,y position=(794.0,531.0991991990373)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_212.png
wfc3: grism: extract: stare: idvj01p5q: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01p5q: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01p5q: X and Y found values: [ 75.98221169 435.         794.        ], [522.55093389 527.05733545 531.0991992 ]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_214.png
wfc3: grism: extract: stare: idvj01p5q: G102:, angle=0.6820953653884931
wfc3: grism: extract: stare: idvj01p5q: Extract background spectra
wfc3: grism: extract: stare: idvj01p5q: loerr=0.03856254259973963, uperr=0.03392072850351296, sigless=0.03392072850351296
wfc3: grism: extract: stare: idvj01p5q: 599 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01p5q: Lower fit has error 0.018024870491101845 on second pass.
wfc3: grism: extract: stare: idvj01p5q: Lower fit has coefficients [-2.61923408e-17  7.73199781e-14 -8.39945012e-11  4.05868171e-08
 -8.26296999e-06  5.19722573e-04  1.70294428e-03]
wfc3: grism: extract: stare: idvj01p5q: 710 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01p5q: Upper fit has error 0.016991029022173545 on second pass.
wfc3: grism: extract: stare: idvj01p5q: Upper fit has coefficients [-2.00062804e-17  5.32054767e-14 -5.07701477e-11  2.06935099e-08
 -3.38412587e-06  2.23463519e-04 -1.83943060e-02]
wfc3: grism: extract: stare: idvj01p5q: 1014 points, 599 good low points, 710 good high points
wfc3: grism: extract: stare: idvj01p5q: Setting initial fit to upper fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_216.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_217.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_218.png
wfc3: grism: extract: stare: idvj01p5q: For x=57 extraction range=(520,525) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01p5q: For x=166 extraction range=(522,527) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01p5q: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_220.png
Extraction Output is:
   root   obset  filter  aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ --------- ... ------- --------- ---------------- -----
idvj01p5q idvj01   G102 GRISM1024 ...              -1.0            False
wfc3: grism: coadd: idvj01: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing idvj01p8q (G102)
wfc3: grism: extract: Reference Image is idvj01p7q
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: idvj01p8q: starting idvj01p8q_flt.fits.
wfc3: grism: extract: stare: idvj01p8q: x,y-dither from dir image at (506.0,506.0) is (-8.020606401260011e-11,-5.945821612840518e-11) px.
wfc3: grism: extract: stare: idvj01p8q: manually searching for target image.
wfc3: grism: extract: stare: idvj01p8q: Predicted target image position (329.5812105979702,403.4181699050509)
wfc3: grism: extract: stare: idvj01p8q: Including error, predicted position is (329.5812105979702,403.4181699050509)
wfc3: grism: extract: stare: idvj01p8q: 1st Z-ord centroid from astrom+ Petro starts at (77.5812105979702,399.4181699050509)
wfc3: grism: extract: stare: idvj01p8q: Testing centroiding methods...
        1d Gaussian: xc,yc=73.59302787188653,398.1629461358093
        2d Gaussian: xc,yc=73.78381255987495,398.13574119992063
        2d Centre of Mass: xc,yc=74.83987817960819,398.3995560470248
        DAOFind: xc=73.90310527864352, yc=398.15647214324696
WARNING: The fit may be unsuccessful; check fit_info['message'] for more information. [astropy.modeling.fitting]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_223.png
wfc3: grism: extract: stare: idvj01p8q: Chosen centroiding method is default.
        Centroid set to DAO at (73.90310527864352,398.15647214324696)
wfc3_grism_reduce_wave_zord: idvj01p8q: starting.
wfc3_grism_reduce_wave_zord: idvj01p8q: Adding offset 0
wfc3_grism_reduce_wave_zord: idvj01p8q: finishing.
wfc3: grism: extract: stare: idvj01p8q: Zero-ord centroid at (73.90310527864352,398.15647214324696)
        Search area 31X31 pix
        X,Y astrom error=(3.6781053193266757,1.26169776180393)
wfc3: grism: extract: stare: idvj01p8q: Beginning flatfield.
wfc3: grism: extract: stare: idvj01p8q: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: idvj01p8q: wfc_flatscl: Avg bkg = 4.246010899543762 +/- 0.0074850874952971935 for gwidth=6
wfc3: grism: extract: stare: idvj01p8q: wfc_flatscl: Flatfield Scale Ratio = 0.7204074859619141
wfc3: grism: extract: stare: idvj01p8q: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: idvj01p8q: Starting iord=-1
wfc3: grism: extract: stare: idvj01p8q: Starting iord=1
wfc3: grism: extract: stare: idvj01p8q: iord=1; x,y search range=(395,476), (397,407)
wfc3: grism: extract: stare: idvj01p8q: Profile maximum 10232.062805175781 at 6 (403)
wfc3: grism: extract: stare: idvj01p8q: order 1, contin. x,y position=(435.5,402.93762608835004)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_227.png
wfc3: grism: extract: stare: idvj01p8q: Starting iord=2
wfc3: grism: extract: stare: idvj01p8q: iord=2; x,y search range=(716,878), (401,411)
        2nd ord yposit tweak yrange=402,412 by 0.9368054347384032
wfc3: grism: extract: stare: idvj01p8q: Profile maximum 1076.6203002929688 at 5 (407)
wfc3: grism: extract: stare: idvj01p8q: order 2, contin. x,y position=(797.0,406.9275462866052)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_229.png
wfc3: grism: extract: stare: idvj01p8q: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01p8q: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01p8q: X and Y found values: [ 73.90310528 435.5        797.        ], [398.15647214 402.93762609 406.92754629]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_231.png
wfc3: grism: extract: stare: idvj01p8q: G102:, angle=0.6949592931834958
wfc3: grism: extract: stare: idvj01p8q: Extract background spectra
wfc3: grism: extract: stare: idvj01p8q: loerr=0.03458588829255044, uperr=0.03194194155219591, sigless=0.03194194155219591
wfc3: grism: extract: stare: idvj01p8q: 694 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01p8q: Lower fit has error 0.016665026644151617 on second pass.
wfc3: grism: extract: stare: idvj01p8q: Lower fit has coefficients [-1.35076289e-17  3.75012360e-14 -3.83029825e-11  1.73181312e-08
 -3.20208952e-06  1.52516881e-04 -4.56999954e-04]
wfc3: grism: extract: stare: idvj01p8q: 688 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01p8q: Upper fit has error 0.015326597273905038 on second pass.
wfc3: grism: extract: stare: idvj01p8q: Upper fit has coefficients [ 7.67344425e-18 -2.68678400e-14  3.64455477e-11 -2.40282046e-08
  7.82226674e-06 -1.09172008e-03  3.16569209e-02]
wfc3: grism: extract: stare: idvj01p8q: 1014 points, 694 good low points, 688 good high points
wfc3: grism: extract: stare: idvj01p8q: Setting initial fit to upper fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_233.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_234.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_235.png
wfc3: grism: extract: stare: idvj01p8q: For x=1 extraction range=(395,400) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01p8q: For x=49 extraction range=(396,401) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01p8q: For x=54 extraction range=(396,401) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01p8q: For x=58 extraction range=(396,401) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01p8q: For x=196 extraction range=(398,403) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01p8q: For x=287 extraction range=(399,404) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01p8q: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_237.png
Extraction Output is:
   root   obset  filter  aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ --------- ... ------- --------- ---------------- -----
idvj01p8q idvj01   G102 GRISM1024 ...              -1.0            False
wfc3: grism: coadd: idvj01: G102: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing idvj01pbq (G102)
wfc3: grism: extract: Reference Image is idvj01paq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: idvj01pbq: starting idvj01pbq_flt.fits.
wfc3: grism: extract: stare: idvj01pbq: x,y-dither from dir image at (506.0,506.0) is (-8.020606401260011e-11,-5.945821612840518e-11) px.
wfc3: grism: extract: stare: idvj01pbq: manually searching for target image.
wfc3: grism: extract: stare: idvj01pbq: Predicted target image position (329.350776766432,651.4207348292431)
wfc3: grism: extract: stare: idvj01pbq: Including error, predicted position is (329.350776766432,651.4207348292431)
wfc3: grism: extract: stare: idvj01pbq: 1st Z-ord centroid from astrom+ Petro starts at (77.35077676643198,647.4207348292431)
wfc3: grism: extract: stare: idvj01pbq: Testing centroiding methods...
        1d Gaussian: xc,yc=78.1830536314919,645.8221927806538
        2d Gaussian: xc,yc=78.31463630679595,645.8060845274638
        2d Centre of Mass: xc,yc=77.73698329692552,646.1747284094732
        DAOFind: xc=78.45311750448352, yc=645.7109667988565
../_images/abscal_notebooks_example_wfc3_ir_grism_12_239.png
wfc3: grism: extract: stare: idvj01pbq: Chosen centroiding method is default.
        Centroid set to DAO at (78.45311750448352,645.7109667988565)
wfc3_grism_reduce_wave_zord: idvj01pbq: starting.
wfc3_grism_reduce_wave_zord: idvj01pbq: Adding offset 0
wfc3_grism_reduce_wave_zord: idvj01pbq: finishing.
wfc3: grism: extract: stare: idvj01pbq: Zero-ord centroid at (78.45311750448352,645.7109667988565)
        Search area 31X31 pix
        X,Y astrom error=(-1.102340738051538,1.7097680303866127)
wfc3: grism: extract: stare: idvj01pbq: Beginning flatfield.
wfc3: grism: extract: stare: idvj01pbq: wfc_flatscl: Using flatfield WFC3.IR.G102.sky.V1.0.fits
wfc3: grism: extract: stare: idvj01pbq: wfc_flatscl: Avg bkg = 3.678993344306946 +/- 0.008074500598013401 for gwidth=6
wfc3: grism: extract: stare: idvj01pbq: wfc_flatscl: Flatfield Scale Ratio = 0.6242231726646423
wfc3: grism: extract: stare: idvj01pbq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G102: starting
wfc3_grism_reduce_flatfield: i: G102: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G102: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: idvj01pbq: Starting iord=-1
wfc3: grism: extract: stare: idvj01pbq: Starting iord=1
wfc3: grism: extract: stare: idvj01pbq: iord=1; x,y search range=(395,475), (645,655)
wfc3: grism: extract: stare: idvj01pbq: Profile maximum 9924.878814697266 at 5 (650)
wfc3: grism: extract: stare: idvj01pbq: order 1, contin. x,y position=(435.0,650.1293494612344)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_243.png
wfc3: grism: extract: stare: idvj01pbq: Starting iord=2
wfc3: grism: extract: stare: idvj01pbq: iord=2; x,y search range=(712,871), (648,658)
        2nd ord yposit tweak yrange=649,659 by 0.6224749804397334
wfc3: grism: extract: stare: idvj01pbq: Profile maximum 1055.299789428711 at 5 (654)
wfc3: grism: extract: stare: idvj01pbq: order 2, contin. x,y position=(791.5,654.208693109497)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_245.png
wfc3: grism: extract: stare: idvj01pbq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01pbq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01pbq: X and Y found values: [ 78.4531175 435.        791.5      ], [645.7109668  650.12934946 654.20869311]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_247.png
wfc3: grism: extract: stare: idvj01pbq: G102:, angle=0.6827899284292942
wfc3: grism: extract: stare: idvj01pbq: Extract background spectra
wfc3: grism: extract: stare: idvj01pbq: loerr=0.035667510069926425, uperr=0.0357938452530999, sigless=0.035667510069926425
wfc3: grism: extract: stare: idvj01pbq: 723 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01pbq: Lower fit has error 0.019304748176186746 on second pass.
wfc3: grism: extract: stare: idvj01pbq: Lower fit has coefficients [-1.35041029e-18 -1.13771230e-15  9.82438773e-12 -1.16640234e-08
  5.05860519e-06 -7.40630144e-04  1.25317066e-02]
wfc3: grism: extract: stare: idvj01pbq: 717 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01pbq: Upper fit has error 0.018529324711529595 on second pass.
wfc3: grism: extract: stare: idvj01pbq: Upper fit has coefficients [-2.50186682e-17  7.27489247e-14 -7.70565131e-11  3.53984463e-08
 -6.31251660e-06  2.22562976e-04  2.49239735e-03]
wfc3: grism: extract: stare: idvj01pbq: 1014 points, 723 good low points, 717 good high points
wfc3: grism: extract: stare: idvj01pbq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_249.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_250.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_251.png
wfc3: grism: extract: stare: idvj01pbq: For x=57 extraction range=(644,649) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01pbq: For x=241 extraction range=(646,651) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01pbq: For x=264 extraction range=(646,651) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01pbq: For x=643 extraction range=(650,655) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01pbq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_253.png
Extraction Output is:
   root   obset  filter  aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ --------- ... ------- --------- ---------------- -----
idvj01pbq idvj01   G102 GRISM1024 ...              -1.0            False
wfc3: grism: coadd: idvj01: G102: Starting Co-Add for Order -1
wfc3: grism: coadd: idvj01: G102: No Good Data in wavelength range (7500.0,11800.0) for order -1
wfc3: grism: coadd: idvj01: G102: Starting Co-Add for Order 1
wfc3: grism: coadd: idvj01: G102: 3 spectra to cross-correlate for order=1.
wfc3: grism: coadd: idvj01: G102: Cross-correlate WL range 7500.0-11800.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: idvj01p8q: offset 0.2616649257175112 from translated code.
cross_correlate: idvj01p8q: numpy offset calculated as 0.2524373628691734.
wfc3: grism: coadd: idvj01: G102: idvj01p5q_GD-153_x1d.fits vs. idvj01p8q_GD-153_x1d.fits shift=0.2616649257175112 for order 1
wfc3: grism: coadd: idvj01: G102: Cross-correlate WL range 7500.0-11800.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: idvj01pbq: offset 0.16437310149865603 from translated code.
cross_correlate: idvj01pbq: numpy offset calculated as 0.1581327906419716.
wfc3: grism: coadd: idvj01: G102: idvj01p5q_GD-153_x1d.fits vs. idvj01pbq_GD-153_x1d.fits shift=0.16437310149865603 for order 1
../_images/abscal_notebooks_example_wfc3_ir_grism_12_255.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_256.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_257.png
wfc3: grism: coadd: idvj01: G102: Starting Co-Add for Order 2
wfc3: grism: coadd: idvj01: G102: 3 spectra to cross-correlate for order=2.
wfc3: grism: coadd: idvj01: G102: Cross-correlate WL range 15500.0-18000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: idvj01p8q: offset 0.2743071667139887 from translated code.
cross_correlate: idvj01p8q: numpy offset calculated as -0.0058981180696591196.
wfc3: grism: coadd: idvj01: G102: idvj01p5q_GD-153_x1d.fits vs. idvj01p8q_GD-153_x1d.fits shift=0.2743071667139887 for order 2
wfc3: grism: coadd: idvj01: G102: Cross-correlate WL range 15500.0-18000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: idvj01pbq: offset -0.14345172418525287 from translated code.
cross_correlate: idvj01pbq: numpy offset calculated as -0.02098904625295006.
wfc3: grism: coadd: idvj01: G102: idvj01p5q_GD-153_x1d.fits vs. idvj01pbq_GD-153_x1d.fits shift=-0.14345172418525287 for order 2
../_images/abscal_notebooks_example_wfc3_ir_grism_12_259.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_260.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_261.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_262.png
wfc3: grism: coadd: idvj01: G102: Finished filter.
wfc3: grism: coadd: Co-adding idvj01
wfc3: grism: coadd: idvj01 table for G141 is:
   root   obset  filter  aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ --------- ... ------- --------- ---------------- -----
idvj01piq idvj01   G141 GRISM1024 ...              -1.0            False
idvj01plq idvj01   G141 GRISM1024 ...              -1.0            False
idvj01ppq idvj01   G141 GRISM1024 ...              -1.0            False
wfc3: grism: coadd: idvj01: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing idvj01piq (G141)
wfc3: grism: extract: Reference Image is idvj01phq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: idvj01piq: starting idvj01piq_flt.fits.
wfc3: grism: extract: stare: idvj01piq: x,y-dither from dir image at (506.0,506.0) is (-8.020606401260011e-11,-5.945821612840518e-11) px.
wfc3: grism: extract: stare: idvj01piq: manually searching for target image.
wfc3: grism: extract: stare: idvj01piq: Predicted target image position (329.46227319698994,527.4196337894547)
wfc3: grism: extract: stare: idvj01piq: Including error, predicted position is (329.46227319698994,527.4196337894547)
wfc3: grism: extract: stare: idvj01piq: 1st Z-ord centroid from astrom+ Petro starts at (141.46227319698994,526.4196337894547)
wfc3: grism: extract: stare: idvj01piq: Testing centroiding methods...
        1d Gaussian: xc,yc=140.9168642946096,529.0801549546449
        2d Gaussian: xc,yc=141.00312194116205,526.6655259646218
        2d Centre of Mass: xc,yc=141.02354297100808,526.0941053685663
        DAOFind: xc=141.04696688285443, yc=526.3031623524707
../_images/abscal_notebooks_example_wfc3_ir_grism_12_264.png
wfc3: grism: extract: stare: idvj01piq: Chosen centroiding method is default.
        Centroid set to DAO at (141.04696688285443,526.3031623524707)
wfc3_grism_reduce_wave_zord: idvj01piq: starting.
wfc3_grism_reduce_wave_zord: idvj01piq: Adding offset 0
wfc3_grism_reduce_wave_zord: idvj01piq: finishing.
wfc3: grism: extract: stare: idvj01piq: Zero-ord centroid at (141.04696688285443,526.3031623524707)
        Search area 31X31 pix
        X,Y astrom error=(0.4153063141355062,0.11647143698394302)
wfc3: grism: extract: stare: idvj01piq: Beginning flatfield.
wfc3: grism: extract: stare: idvj01piq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: idvj01piq: wfc_flatscl: Avg bkg = 6.588329315185547 +/- 0.011581232771277428 for gwidth=6
wfc3: grism: extract: stare: idvj01piq: wfc_flatscl: Flatfield Scale Ratio = 1.1098577976226807
wfc3: grism: extract: stare: idvj01piq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
wfc3: grism: extract: stare: idvj01piq: Starting iord=-1
wfc3: grism: extract: stare: idvj01piq: Starting iord=1
wfc3: grism: extract: stare: idvj01piq: iord=1; x,y search range=(369,479), (523,533)
wfc3: grism: extract: stare: idvj01piq: Profile maximum 12224.373413085938 at 6 (529)
wfc3: grism: extract: stare: idvj01piq: order 1, contin. x,y position=(424.0,528.768776525732)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_268.png
wfc3: grism: extract: stare: idvj01piq: Starting iord=2
wfc3: grism: extract: stare: idvj01piq: iord=2; x,y search range=(596,689), (525,535)
        2nd ord yposit tweak yrange=525,535 by 0.3914786851336203
wfc3: grism: extract: stare: idvj01piq: Profile maximum 968.0232353210449 at 5 (530)
wfc3: grism: extract: stare: idvj01piq: order 2, contin. x,y position=(642.5,530.2486679370274)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_270.png
wfc3: grism: extract: stare: idvj01piq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01piq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01piq: X and Y found values: [141.04696688 424.         642.5       ], [526.30316235 528.76877653 530.24866794]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_272.png
wfc3: grism: extract: stare: idvj01piq: G141:, angle=0.453132170755147
wfc3: grism: extract: stare: idvj01piq: Extract background spectra
wfc3: grism: extract: stare: idvj01piq: loerr=0.03823388347841589, uperr=0.042245301554401246, sigless=0.03823388347841589
wfc3: grism: extract: stare: idvj01piq: 667 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01piq: Lower fit has error 0.02072590117396577 on second pass.
wfc3: grism: extract: stare: idvj01piq: Lower fit has coefficients [-1.75391425e-17  4.94610166e-14 -5.02204989e-11  2.16083735e-08
 -3.40486017e-06  8.60957633e-05 -1.31344906e-02]
wfc3: grism: extract: stare: idvj01piq: 655 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01piq: Upper fit has error 0.020561029482860194 on second pass.
wfc3: grism: extract: stare: idvj01piq: Upper fit has coefficients [ 6.56757372e-18 -2.61169149e-14  3.99992675e-11 -2.88548224e-08
  9.65760570e-06 -1.23488951e-03  1.76848792e-02]
wfc3: grism: extract: stare: idvj01piq: 1014 points, 667 good low points, 655 good high points
wfc3: grism: extract: stare: idvj01piq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_274.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_275.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_276.png
wfc3: grism: extract: stare: idvj01piq: For x=14 extraction range=(523,528) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01piq: For x=121 extraction range=(524,529) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01piq: For x=167 extraction range=(525,530) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01piq: For x=215 extraction range=(525,530) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01piq: For x=308 extraction range=(526,531) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01piq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_278.png
Extraction Output is:
   root   obset  filter  aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ --------- ... ------- --------- ---------------- -----
idvj01piq idvj01   G141 GRISM1024 ...              -1.0            False
wfc3: grism: coadd: idvj01: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing idvj01plq (G141)
wfc3: grism: extract: Reference Image is idvj01pkq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: idvj01plq: starting idvj01plq_flt.fits.
wfc3: grism: extract: stare: idvj01plq: x,y-dither from dir image at (506.0,506.0) is (-8.020606401260011e-11,-5.945821612840518e-11) px.
wfc3: grism: extract: stare: idvj01plq: manually searching for target image.
wfc3: grism: extract: stare: idvj01plq: Predicted target image position (329.57605569312204,403.4151244560946)
wfc3: grism: extract: stare: idvj01plq: Including error, predicted position is (329.57605569312204,403.4151244560946)
wfc3: grism: extract: stare: idvj01plq: 1st Z-ord centroid from astrom+ Petro starts at (141.57605569312204,402.4151244560946)
wfc3: grism: extract: stare: idvj01plq: Testing centroiding methods...
        1d Gaussian: xc,yc=131.01976696108983,403.2869680947966
        2d Gaussian: xc,yc=138.4342782113469,402.2434278017481
        2d Centre of Mass: xc,yc=140.8260946117646,402.08313484426526
        DAOFind: xc=139.1716080254608, yc=402.1312199634663
../_images/abscal_notebooks_example_wfc3_ir_grism_12_280.png
wfc3: grism: extract: stare: idvj01plq: Chosen centroiding method is default.
        Centroid set to DAO at (139.1716080254608,402.1312199634663)
wfc3_grism_reduce_wave_zord: idvj01plq: starting.
wfc3_grism_reduce_wave_zord: idvj01plq: Adding offset 0
wfc3_grism_reduce_wave_zord: idvj01plq: finishing.
wfc3: grism: extract: stare: idvj01plq: Zero-ord centroid at (139.1716080254608,402.1312199634663)
        Search area 31X31 pix
        X,Y astrom error=(2.4044476676612305,0.2839044926282668)
wfc3: grism: extract: stare: idvj01plq: Beginning flatfield.
wfc3: grism: extract: stare: idvj01plq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: idvj01plq: wfc_flatscl: Avg bkg = 6.546623468399048 +/- 0.011389918625354767 for gwidth=6
wfc3: grism: extract: stare: idvj01plq: wfc_flatscl: Flatfield Scale Ratio = 1.1027203798294067
wfc3: grism: extract: stare: idvj01plq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: idvj01plq: Starting iord=-1
wfc3: grism: extract: stare: idvj01plq: Starting iord=1
wfc3: grism: extract: stare: idvj01plq: iord=1; x,y search range=(369,480), (399,409)
wfc3: grism: extract: stare: idvj01plq: Profile maximum 11454.15673828125 at 6 (405)
wfc3: grism: extract: stare: idvj01plq: order 1, contin. x,y position=(424.5,404.7047318963592)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_284.png
wfc3: grism: extract: stare: idvj01plq: Starting iord=2
wfc3: grism: extract: stare: idvj01plq: iord=2; x,y search range=(598,691), (401,411)
        2nd ord yposit tweak yrange=401,411 by 0.4856294694588996
wfc3: grism: extract: stare: idvj01plq: Profile maximum 1049.5410194396973 at 5 (406)
wfc3: grism: extract: stare: idvj01plq: order 2, contin. x,y position=(644.5,406.17389848252384)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_286.png
wfc3: grism: extract: stare: idvj01plq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01plq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01plq: X and Y found values: [139.17160803 424.5        644.5       ], [402.13121996 404.7047319  406.17389848]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_288.png
wfc3: grism: extract: stare: idvj01plq: G141:, angle=0.4611886140209965
wfc3: grism: extract: stare: idvj01plq: Extract background spectra
wfc3: grism: extract: stare: idvj01plq: loerr=0.037947871836927355, uperr=0.038465543361879725, sigless=0.037947871836927355
wfc3: grism: extract: stare: idvj01plq: 694 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01plq: Lower fit has error 0.019266830496203754 on second pass.
wfc3: grism: extract: stare: idvj01plq: Lower fit has coefficients [ 3.82817651e-19 -1.07317062e-14  2.75514469e-11 -2.64724813e-08
  1.08096553e-05 -1.60418711e-03  2.53016760e-02]
wfc3: grism: extract: stare: idvj01plq: 690 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01plq: Upper fit has error 0.020413627815891698 on second pass.
wfc3: grism: extract: stare: idvj01plq: Upper fit has coefficients [ 9.97566149e-18 -3.05315551e-14  3.78961451e-11 -2.37380682e-08
  7.21747756e-06 -7.86807615e-04  4.93939997e-03]
wfc3: grism: extract: stare: idvj01plq: 1014 points, 694 good low points, 690 good high points
wfc3: grism: extract: stare: idvj01plq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_290.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_291.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_292.png
wfc3: grism: extract: stare: idvj01plq: For x=23 extraction range=(399,404) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01plq: For x=122 extraction range=(400,405) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01plq: For x=164 extraction range=(400,405) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01plq: For x=175 extraction range=(401,406) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01plq: For x=287 extraction range=(401,406) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01plq: For x=335 extraction range=(402,407) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01plq: For x=343 extraction range=(402,407) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01plq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_294.png
Extraction Output is:
   root   obset  filter  aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ --------- ... ------- --------- ---------------- -----
idvj01plq idvj01   G141 GRISM1024 ...              -1.0            False
wfc3: grism: coadd: idvj01: G141: Unable to find extracted spectrum ''. Extracting.
wfc3: grism: extract: Starting WFC3 data reduction for GRISM data.
wfc3: grism: extract: Reducing idvj01ppq (G141)
wfc3: grism: extract: Reference Image is idvj01poq
wfc3: grism: extract: Reducing STARE MODE data.
wfc3: grism: extract: stare: idvj01ppq: starting idvj01ppq_flt.fits.
wfc3: grism: extract: stare: idvj01ppq: x,y-dither from dir image at (506.0,506.0) is (-8.020606401260011e-11,-5.945821612840518e-11) px.
wfc3: grism: extract: stare: idvj01ppq: manually searching for target image.
wfc3: grism: extract: stare: idvj01ppq: Predicted target image position (329.3437605831511,651.426378659185)
wfc3: grism: extract: stare: idvj01ppq: Including error, predicted position is (329.3437605831511,651.426378659185)
wfc3: grism: extract: stare: idvj01ppq: 1st Z-ord centroid from astrom+ Petro starts at (141.3437605831511,650.426378659185)
wfc3: grism: extract: stare: idvj01ppq: Testing centroiding methods...
        1d Gaussian: xc,yc=150.25072595399106,647.564068660746
        2d Gaussian: xc,yc=143.01381212633007,649.6234080367365
        2d Centre of Mass: xc,yc=141.75541546790285,649.8706468488041
        DAOFind: xc=142.81658109494052, yc=649.6192587369877
../_images/abscal_notebooks_example_wfc3_ir_grism_12_296.png
wfc3: grism: extract: stare: idvj01ppq: Chosen centroiding method is default.
        Centroid set to DAO at (142.81658109494052,649.6192587369877)
wfc3_grism_reduce_wave_zord: idvj01ppq: starting.
wfc3_grism_reduce_wave_zord: idvj01ppq: Adding offset 0
wfc3_grism_reduce_wave_zord: idvj01ppq: finishing.
wfc3: grism: extract: stare: idvj01ppq: Zero-ord centroid at (142.81658109494052,649.6192587369877)
        Search area 31X31 pix
        X,Y astrom error=(-1.472820511789422,0.8071199221973302)
wfc3: grism: extract: stare: idvj01ppq: Beginning flatfield.
wfc3: grism: extract: stare: idvj01ppq: wfc_flatscl: Using flatfield WFC3.IR.G141.sky.V1.0.fits
wfc3: grism: extract: stare: idvj01ppq: wfc_flatscl: Avg bkg = 6.609849214553833 +/- 0.012431940995156765 for gwidth=6
wfc3: grism: extract: stare: idvj01ppq: wfc_flatscl: Flatfield Scale Ratio = 1.1135036945343018
wfc3: grism: extract: stare: idvj01ppq: Finished flatfield
wfc3_grism_reduce_flatfield: i: G141: starting
wfc3_grism_reduce_flatfield: i: G141: flatfield for number of wave points 1014
wfc3_grism_reduce_flatfield: i: G141: finished
WARNING: VerifyWarning: Keyword name 'B+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+1ST' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'B+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
WARNING: VerifyWarning: Keyword name 'M+2ND' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]
wfc3: grism: extract: stare: idvj01ppq: Starting iord=-1
wfc3: grism: extract: stare: idvj01ppq: Starting iord=1
wfc3: grism: extract: stare: idvj01ppq: iord=1; x,y search range=(369,479), (647,657)
wfc3: grism: extract: stare: idvj01ppq: Profile maximum 13536.564086914062 at 5 (652)
wfc3: grism: extract: stare: idvj01ppq: order 1, contin. x,y position=(424.0,651.8874527423616)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_300.png
wfc3: grism: extract: stare: idvj01ppq: Starting iord=2
wfc3: grism: extract: stare: idvj01ppq: iord=2; x,y search range=(595,687), (648,658)
        2nd ord yposit tweak yrange=648,658 by 0.20703035075916887
wfc3: grism: extract: stare: idvj01ppq: Profile maximum 822.7213554382324 at 6 (654)
wfc3: grism: extract: stare: idvj01ppq: order 2, contin. x,y position=(641.0,653.6503780925583)
../_images/abscal_notebooks_example_wfc3_ir_grism_12_302.png
wfc3: grism: extract: stare: idvj01ppq: Initial good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01ppq: Final good orders are [0, 1, 2]
wfc3: grism: extract: stare: idvj01ppq: X and Y found values: [142.81658109 424.         641.        ], [649.61925874 651.88745274 653.65037809]
../_images/abscal_notebooks_example_wfc3_ir_grism_12_304.png
wfc3: grism: extract: stare: idvj01ppq: G141:, angle=0.4635373717421789
wfc3: grism: extract: stare: idvj01ppq: Extract background spectra
wfc3: grism: extract: stare: idvj01ppq: loerr=0.03608742250961041, uperr=0.035130001314116796, sigless=0.035130001314116796
wfc3: grism: extract: stare: idvj01ppq: 710 of 1014 low bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01ppq: Lower fit has error 0.018189639478492173 on second pass.
wfc3: grism: extract: stare: idvj01ppq: Lower fit has coefficients [-3.53973239e-18  5.91642911e-15  2.36559664e-12 -9.20285322e-09
  5.34156227e-06 -9.07374422e-04  3.89766790e-03]
wfc3: grism: extract: stare: idvj01ppq: 690 of 1014 high bkg points have residual < standard error.
wfc3: grism: extract: stare: idvj01ppq: Upper fit has error 0.01945085902497967 on second pass.
wfc3: grism: extract: stare: idvj01ppq: Upper fit has coefficients [-3.57948321e-20 -3.99824737e-15  1.12763601e-11 -1.09281744e-08
  4.23948989e-06 -5.54088241e-04  7.09962430e-03]
wfc3: grism: extract: stare: idvj01ppq: 1014 points, 710 good low points, 690 good high points
wfc3: grism: extract: stare: idvj01ppq: Setting initial fit to lower fit
../_images/abscal_notebooks_example_wfc3_ir_grism_12_306.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_307.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_308.png
wfc3: grism: extract: stare: idvj01ppq: For x=121 extraction range=(647,652) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01ppq: For x=184 extraction range=(648,653) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01ppq: For x=228 extraction range=(648,653) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01ppq: For x=342 extraction range=(649,654) time_weight = 0.0, time set to 102.93433380126953
wfc3: grism: extract: stare: idvj01ppq: extraction finished.
../_images/abscal_notebooks_example_wfc3_ir_grism_12_310.png
Extraction Output is:
   root   obset  filter  aperture ... coadded wl_offset planetary_nebula notes
--------- ------ ------ --------- ... ------- --------- ---------------- -----
idvj01ppq idvj01   G141 GRISM1024 ...              -1.0            False
wfc3: grism: coadd: idvj01: G141: Starting Co-Add for Order -1
wfc3: grism: coadd: idvj01: G141: No Good Data in wavelength range (10000.0,17500.0) for order -1
wfc3: grism: coadd: idvj01: G141: Starting Co-Add for Order 1
wfc3: grism: coadd: idvj01: G141: 3 spectra to cross-correlate for order=1.
wfc3: grism: coadd: idvj01: G141: Cross-correlate WL range 10000.0-17500.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: idvj01plq: offset -0.09135862360036562 from translated code.
cross_correlate: idvj01plq: numpy offset calculated as -0.09079568766969714.
wfc3: grism: coadd: idvj01: G141: idvj01piq_GD-153_x1d.fits vs. idvj01plq_GD-153_x1d.fits shift=-0.09135862360036562 for order 1
wfc3: grism: coadd: idvj01: G141: Cross-correlate WL range 10000.0-17500.0 for order 1
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: idvj01ppq: offset -0.0810540419407495 from translated code.
cross_correlate: idvj01ppq: numpy offset calculated as -0.07793261026986897.
wfc3: grism: coadd: idvj01: G141: idvj01piq_GD-153_x1d.fits vs. idvj01ppq_GD-153_x1d.fits shift=-0.0810540419407495 for order 1
../_images/abscal_notebooks_example_wfc3_ir_grism_12_312.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_313.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_314.png
wfc3: grism: coadd: idvj01: G141: Starting Co-Add for Order 2
wfc3: grism: coadd: idvj01: G141: 3 spectra to cross-correlate for order=2.
wfc3: grism: coadd: idvj01: G141: Cross-correlate WL range 20000.0-35000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: idvj01plq: offset -0.022247985510984947 from translated code.
cross_correlate: idvj01plq: numpy offset calculated as -0.03230982985922992.
wfc3: grism: coadd: idvj01: G141: idvj01piq_GD-153_x1d.fits vs. idvj01plq_GD-153_x1d.fits shift=-0.022247985510984947 for order 2
wfc3: grism: coadd: idvj01: G141: Cross-correlate WL range 20000.0-35000.0 for order 2
cross_correlate: Starting WFC3 cross-correlation of GRISM data.
cross_correlate: idvj01ppq: offset 0.08760125795586937 from translated code.
cross_correlate: idvj01ppq: numpy offset calculated as 0.06876952136897785.
wfc3: grism: coadd: idvj01: G141: idvj01piq_GD-153_x1d.fits vs. idvj01ppq_GD-153_x1d.fits shift=0.08760125795586937 for order 2
../_images/abscal_notebooks_example_wfc3_ir_grism_12_316.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_317.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_318.png
../_images/abscal_notebooks_example_wfc3_ir_grism_12_319.png
wfc3: grism: coadd: idvj01: G141: Finished filter.
wfc3: grism: coadd: idvj01: Finished obs
wfc3: grism: coadd: finished co-add

The main difference between data_table and reduced_table is that the latter has many more parameters filled in (zeroth order image location, extracted spectrum file, co-added file, etc.

Measure Wavelength Fit

This cell takes the planetary nebula exposures in reduced_table, and finds the location of a set of emission lines. When run interactively, this allows the user to override fit locations and choose to reject fits.

NOTE: The “notebook” flag is required in order to display non-interactive plots without being trapped in an endless loop.

[7]:
wavelength_table = wlmeas(reduced_table, verbose=True, plots=True, out_dir=work_dir, notebook=True)
wfc3: grism: wlmeas: Starting WFC3 wavelength measurement for GRISM data.
wfc3: grism: wlmeas: reducing ich901adq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich901adq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich901adq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename              xc                yc        xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ----------------- ----------------- ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- -----
ich901adq ich901   G102       IR           EXT IC5117  1014  1014 2013-12-09T01:11:52.000    13582 102.934334    -20.0      0.0       0.0 /tmp/tmpr8lduj_p True   ich901acq ich901adq_flt.fits 92.90220764950308 552.4536892696387  0.0  0.0 323.12946573712 44.590183752205 323.12904167 44.59652778 spec/ich901adq_IC5117_x1d.fits spec/IC5117_G102_ich901.fits      -1.0             True
wlmeas: ich901adq (G102) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_1.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_2.png
wlmeas: ich901adq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_4.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_5.png
wlmeas: ich901adq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_7.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (525,558)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=526.0217127456175, yc=561.5590081783407
../_images/abscal_notebooks_example_wfc3_ir_grism_15_9.png
wlmeas: ich901adq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901adq (G102) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_11.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_12.png
wlmeas: ich901adq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_14.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_15.png
wlmeas: ich901adq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_17.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_19.png
wlmeas: ich901adq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901adq (G102) (IC5117): Finished order 2.
wlmeas: ich901adq (G102) (IC5117): Finished obs ich901adq
wfc3: grism: wlmeas: reducing ich901aeq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich901aeq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich901aeq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename             xc                yc        xerr yerr     crval1         crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula                  notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ---------------- ----------------- ---- ---- ------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- ----------------------------------------
ich901aeq ich901   G102       IR           EXT IC5117  1014  1014 2013-12-09T01:14:37.000    13582 102.934334    -20.5      0.5       0.0 /tmp/tmpr8lduj_p True        NONE ich901aeq_flt.fits 89.1546697612535 556.6635242745508  0.0  0.0 323.129611892 44.590017179365 323.12904167 44.59652778 spec/ich901aeq_IC5117_x1d.fits spec/IC5117_G102_ich901.fits      -1.0             True  No corresponding filter exposure found.
wlmeas: ich901aeq (G102) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_21.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_22.png
wlmeas: ich901aeq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_24.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_25.png
wlmeas: ich901aeq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_27.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (522,563)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=522.1715814436318, yc=566.2489171695736
../_images/abscal_notebooks_example_wfc3_ir_grism_15_29.png
wlmeas: ich901aeq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901aeq (G102) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_31.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_32.png
wlmeas: ich901aeq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_34.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_35.png
wlmeas: ich901aeq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_37.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_39.png
wlmeas: ich901aeq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901aeq (G102) (IC5117): Finished order 2.
wlmeas: ich901aeq (G102) (IC5117): Finished obs ich901aeq
wfc3: grism: wlmeas: reducing ich901afq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich901afq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich901afq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename              xc                yc        xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula                  notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ----------------- ----------------- ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- ----------------------------------------
ich901afq ich901   G102       IR           EXT IC5117  1014  1014 2013-12-09T01:17:22.000    13582 102.934334    -21.0      1.0       0.0 /tmp/tmpr8lduj_p True        NONE ich901afq_flt.fits 83.58786916877996 561.2411352114326  0.0  0.0 323.12975804641 44.589850605335 323.12904167 44.59652778 spec/ich901afq_IC5117_x1d.fits spec/IC5117_G102_ich901.fits      -1.0             True  No corresponding filter exposure found.
wlmeas: ich901afq (G102) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_41.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_42.png
wlmeas: ich901afq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_44.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_45.png
wlmeas: ich901afq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_47.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (516,567)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=518.8968211465539, yc=570.2801329004997
../_images/abscal_notebooks_example_wfc3_ir_grism_15_49.png
wlmeas: ich901afq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901afq (G102) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_51.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_53.png
wlmeas: ich901afq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_55.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_56.png
wlmeas: ich901afq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_58.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_59.png
wlmeas: ich901afq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901afq (G102) (IC5117): Finished order 2.
wlmeas: ich901afq (G102) (IC5117): Finished obs ich901afq
wfc3: grism: wlmeas: reducing ich901agq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich901agq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich901agq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime    postarg1  postarg2 scan_rate       path       use  filter_root      filename              xc                yc        xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula                  notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- ---------- -------- --------- ---------------- ---- ----------- ------------------ ----------------- ----------------- ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- ----------------------------------------
ich901agq ich901   G102       IR           EXT IC5117  1014  1014 2013-12-09T01:20:07.000    13582 102.934334 -21.200001      1.2       0.0 /tmp/tmpr8lduj_p True        NONE ich901agq_flt.fits 82.12237846718806 563.2954733778824  0.0  0.0 323.12981650683 44.589783973405 323.12904167 44.59652778 spec/ich901agq_IC5117_x1d.fits spec/IC5117_G102_ich901.fits      -1.0             True  No corresponding filter exposure found.
wlmeas: ich901agq (G102) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_61.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_62.png
wlmeas: ich901agq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_64.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_65.png
wlmeas: ich901agq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_67.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (514,568)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=517.4255933118375, yc=571.5198958868343
../_images/abscal_notebooks_example_wfc3_ir_grism_15_69.png
wlmeas: ich901agq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901agq (G102) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_71.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_72.png
wlmeas: ich901agq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_74.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_75.png
wlmeas: ich901agq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_77.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_78.png
wlmeas: ich901agq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901agq (G102) (IC5117): Finished order 2.
wlmeas: ich901agq (G102) (IC5117): Finished obs ich901agq
wfc3: grism: wlmeas: reducing ich901amq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich901amq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich901amq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename              xc                yc        xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ----------------- ----------------- ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- -----
ich901amq ich901   G102       IR           EXT IC5117  1014  1014 2013-12-09T01:36:07.000    13582 102.934334    -20.0     45.0       0.0 /tmp/tmpr8lduj_p True   ich901alq ich901amq_flt.fits 98.83844153389084 918.8688876923203  0.0  0.0 323.14656754746 44.587370403084 323.12904167 44.59652778 spec/ich901amq_IC5117_x1d.fits spec/IC5117_G102_ich901.fits      -1.0             True
wlmeas: ich901amq (G102) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_80.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_81.png
wlmeas: ich901amq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_83.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_84.png
wlmeas: ich901amq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_86.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (522,925)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=523.0274328331046, yc=928.2491413322407
../_images/abscal_notebooks_example_wfc3_ir_grism_15_88.png
wlmeas: ich901amq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901amq (G102) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_90.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_91.png
wlmeas: ich901amq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_93.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_94.png
wlmeas: ich901amq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_96.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_97.png
wlmeas: ich901amq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901amq (G102) (IC5117): Finished order 2.
wlmeas: ich901amq (G102) (IC5117): Finished obs ich901amq
wfc3: grism: wlmeas: reducing ich901aqq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich901aqq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich901aqq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename             xc                yc        xerr yerr      crval1         crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ---------------- ----------------- ---- ---- --------------- -------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- -----
ich901aqq ich901   G102       IR           EXT IC5117  1014  1014 2013-12-09T01:41:25.000    13582 102.934334    -20.0    -45.0       0.0 /tmp/tmpr8lduj_p True   ich901apq ich901aqq_flt.fits 85.9715763859539 177.5253292189974  0.0  0.0 323.11236227153 44.59299454826 323.12904167 44.59652778 spec/ich901aqq_IC5117_x1d.fits spec/IC5117_G102_ich901.fits      -1.0             True
wlmeas: ich901aqq (G102) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_99.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_100.png
wlmeas: ich901aqq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_102.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_103.png
wlmeas: ich901aqq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_105.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (528,184)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=528.8835811950477, yc=187.44425080840386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_107.png
wlmeas: ich901aqq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901aqq (G102) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_109.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_111.png
wlmeas: ich901aqq (G102) (IC5117): Finished line 9071.08938024386
../_images/abscal_notebooks_example_wfc3_ir_grism_15_113.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_114.png
wlmeas: ich901aqq (G102) (IC5117): Finished line 9535.115005219806
../_images/abscal_notebooks_example_wfc3_ir_grism_15_116.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_118.png
wlmeas: ich901aqq (G102) (IC5117): Finished line 10832.966765456587
wlmeas: ich901aqq (G102) (IC5117): Finished order 2.
wlmeas: ich901aqq (G102) (IC5117): Finished obs ich901aqq
wfc3: grism: wlmeas: reducing ich902cfq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich902cfq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich902cfq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename              xc                 yc        xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ------------------ ----------------- ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- -----
ich902cfq ich902   G141       IR           EXT IC5117  1014  1014 2013-12-09T05:58:46.000    13582 102.934334    -20.0      0.0       0.0 /tmp/tmpr8lduj_p True   ich902ceq ich902cfq_flt.fits 155.28018758492018 557.4458179351916  0.0  0.0 323.12949135801 44.590184537066 323.12904167 44.59652778 spec/ich902cfq_IC5117_x1d.fits spec/IC5117_G141_ich902.fits      -1.0             True
wlmeas: ich902cfq (G141) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_120.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (383,559)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=385.95659088728723, yc=562.2230923199041
../_images/abscal_notebooks_example_wfc3_ir_grism_15_122.png
wlmeas: ich902cfq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_124.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_125.png
wlmeas: ich902cfq (G141) (IC5117): Finished line 12821.606541177514
../_images/abscal_notebooks_example_wfc3_ir_grism_15_127.png
WARNING: LINECEN: Bad profile, centroid set to midpoint.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_129.png
wlmeas: ich902cfq (G141) (IC5117): Finished line 16113.701339681786
../_images/abscal_notebooks_example_wfc3_ir_grism_15_131.png
WARNING: LINECEN: Bad profile, centroid set to midpoint.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_133.png
wlmeas: ich902cfq (G141) (IC5117): Finished line 16411.682380983588
wlmeas: ich902cfq (G141) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_135.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_137.png
wlmeas: ich902cfq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_139.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_141.png
wlmeas: ich902cfq (G141) (IC5117): Finished line 12821.606541177514
wlmeas: ich902cfq (G141) (IC5117): Finished order 2.
wlmeas: ich902cfq (G141) (IC5117): Finished obs ich902cfq
wfc3: grism: wlmeas: reducing ich902chq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich902chq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich902chq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename              xc                 yc        xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula                  notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ------------------ ----------------- ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- ----------------------------------------
ich902chq ich902   G141       IR           EXT IC5117  1014  1014 2013-12-09T06:01:31.000    13582 102.934334    -20.5      0.5       0.0 /tmp/tmpr8lduj_p True        NONE ich902chq_flt.fits 152.72010196657487 568.7028039381489  0.0  0.0 323.12963818404 44.590018260316 323.12904167 44.59652778 spec/ich902chq_IC5117_x1d.fits spec/IC5117_G141_ich902.fits      -1.0             True  No corresponding filter exposure found.
wlmeas: ich902chq (G141) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_143.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (380,560)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=381.86272629053525, yc=563.7675148626237
../_images/abscal_notebooks_example_wfc3_ir_grism_15_145.png
wlmeas: ich902chq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_147.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_148.png
wlmeas: ich902chq (G141) (IC5117): Finished line 12821.606541177514
../_images/abscal_notebooks_example_wfc3_ir_grism_15_150.png
WARNING: LINECEN: Bad profile, centroid set to midpoint.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_152.png
wlmeas: ich902chq (G141) (IC5117): Finished line 16113.701339681786
../_images/abscal_notebooks_example_wfc3_ir_grism_15_154.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_155.png
wlmeas: ich902chq (G141) (IC5117): Finished line 16411.682380983588
wlmeas: ich902chq (G141) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_157.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_159.png
wlmeas: ich902chq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_161.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_162.png
wlmeas: ich902chq (G141) (IC5117): Finished line 12821.606541177514
wlmeas: ich902chq (G141) (IC5117): Finished order 2.
wlmeas: ich902chq (G141) (IC5117): Finished obs ich902chq
wfc3: grism: wlmeas: reducing ich902ciq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich902ciq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich902ciq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename              xc                yc        xerr yerr     crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula                  notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ----------------- ----------------- ---- ---- -------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- ----------------------------------------
ich902ciq ich902   G141       IR           EXT IC5117  1014  1014 2013-12-09T06:04:16.000    13582 102.934334    -21.0      1.0       0.0 /tmp/tmpr8lduj_p True        NONE ich902ciq_flt.fits 148.0015511786853 565.5518669407384  0.0  0.0 323.1297850032 44.589851985386 323.12904167 44.59652778 spec/ich902ciq_IC5117_x1d.fits spec/IC5117_G141_ich902.fits      -1.0             True  No corresponding filter exposure found.
wlmeas: ich902ciq (G141) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_164.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (376,567)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=378.104480507636, yc=570.3529154634691
../_images/abscal_notebooks_example_wfc3_ir_grism_15_166.png
wlmeas: ich902ciq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_168.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_169.png
wlmeas: ich902ciq (G141) (IC5117): Finished line 12821.606541177514
../_images/abscal_notebooks_example_wfc3_ir_grism_15_171.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_173.png
wlmeas: ich902ciq (G141) (IC5117): Finished line 16113.701339681786
../_images/abscal_notebooks_example_wfc3_ir_grism_15_175.png
WARNING: Centred using bad DQ
WARNING: LINECEN: Bad profile, centroid set to midpoint.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_177.png
wlmeas: ich902ciq (G141) (IC5117): Finished line 16411.682380983588
wlmeas: ich902ciq (G141) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_179.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_180.png
wlmeas: ich902ciq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_182.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_184.png
wlmeas: ich902ciq (G141) (IC5117): Finished line 12821.606541177514
wlmeas: ich902ciq (G141) (IC5117): Finished order 2.
wlmeas: ich902ciq (G141) (IC5117): Finished obs ich902ciq
wfc3: grism: wlmeas: reducing ich902cjq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich902cjq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich902cjq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime    postarg1  postarg2 scan_rate       path       use  filter_root      filename              xc                 yc        xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula                  notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- ---------- -------- --------- ---------------- ---- ----------- ------------------ ------------------ ----------------- ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- ----------------------------------------
ich902cjq ich902   G141       IR           EXT IC5117  1014  1014 2013-12-09T06:07:01.000    13582 102.934334 -21.200001      1.2       0.0 /tmp/tmpr8lduj_p True        NONE ich902cjq_flt.fits 146.69648695621822 566.8953818839457  0.0  0.0 323.12984373401 44.589785476486 323.12904167 44.59652778 spec/ich902cjq_IC5117_x1d.fits spec/IC5117_G141_ich902.fits      -1.0             True  No corresponding filter exposure found.
wlmeas: ich902cjq (G141) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_186.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (374,569)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=377.11249245802674, yc=572.1733006092236
../_images/abscal_notebooks_example_wfc3_ir_grism_15_188.png
wlmeas: ich902cjq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_190.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_191.png
wlmeas: ich902cjq (G141) (IC5117): Finished line 12821.606541177514
../_images/abscal_notebooks_example_wfc3_ir_grism_15_193.png
WARNING: Centred using bad DQ
WARNING: LINECEN: Bad profile, centroid set to midpoint.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_195.png
wlmeas: ich902cjq (G141) (IC5117): Finished line 16113.701339681786
../_images/abscal_notebooks_example_wfc3_ir_grism_15_197.png
WARNING: LINECEN: Bad profile, centroid set to midpoint.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_199.png
wlmeas: ich902cjq (G141) (IC5117): Finished line 16411.682380983588
wlmeas: ich902cjq (G141) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_201.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_203.png
wlmeas: ich902cjq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_205.png
WARNING: Centred using bad DQ
../_images/abscal_notebooks_example_wfc3_ir_grism_15_207.png
wlmeas: ich902cjq (G141) (IC5117): Finished line 12821.606541177514
wlmeas: ich902cjq (G141) (IC5117): Finished order 2.
wlmeas: ich902cjq (G141) (IC5117): Finished obs ich902cjq
wfc3: grism: wlmeas: reducing ich902coq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich902coq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich902coq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename              xc                yc        xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ----------------- ----------------- ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- -----
ich902coq ich902   G141       IR           EXT IC5117  1014  1014 2013-12-09T06:23:23.000    13582 102.934334    -20.0     45.0       0.0 /tmp/tmpr8lduj_p True   ich902cnq ich902coq_flt.fits 160.1430054682258 923.7636747190726  0.0  0.0 323.14660446352 44.587406227775 323.12904167 44.59652778 spec/ich902coq_IC5117_x1d.fits spec/IC5117_G141_ich902.fits      -1.0             True
wlmeas: ich902coq (G141) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_209.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (383,925)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=386.10239728074197, yc=928.256661439214
../_images/abscal_notebooks_example_wfc3_ir_grism_15_211.png
wlmeas: ich902coq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_213.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_214.png
wlmeas: ich902coq (G141) (IC5117): Finished line 12821.606541177514
../_images/abscal_notebooks_example_wfc3_ir_grism_15_216.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_217.png
wlmeas: ich902coq (G141) (IC5117): Finished line 16113.701339681786
../_images/abscal_notebooks_example_wfc3_ir_grism_15_219.png
WARNING: LINECEN: Bad profile, centroid set to midpoint.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_221.png
wlmeas: ich902coq (G141) (IC5117): Finished line 16411.682380983588
wlmeas: ich902coq (G141) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_223.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_224.png
wlmeas: ich902coq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_226.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_227.png
wlmeas: ich902coq (G141) (IC5117): Finished line 12821.606541177514
wlmeas: ich902coq (G141) (IC5117): Finished order 2.
wlmeas: ich902coq (G141) (IC5117): Finished obs ich902coq
wfc3: grism: wlmeas: reducing ich902csq
        path is /tmp/tmpr8lduj_p
        extracted is spec/ich902csq_IC5117_x1d.fits
        file is /tmp/tmpr8lduj_p/spec/ich902csq_IC5117_x1d.fits
        row:
   root   obset  filter aperture exposure_type target xsize ysize           date          proposal  exptime   postarg1 postarg2 scan_rate       path       use  filter_root      filename              xc                yc         xerr yerr      crval1          crval2       ra_targ      dec_targ            extracted                      coadded            wl_offset planetary_nebula notes
--------- ------ ------ -------- ------------- ------ ----- ----- ----------------------- -------- ---------- -------- -------- --------- ---------------- ---- ----------- ------------------ ----------------- ------------------ ---- ---- --------------- --------------- ------------ ----------- ------------------------------ ---------------------------- --------- ---------------- -----
ich902csq ich902   G141       IR           EXT IC5117  1014  1014 2013-12-09T06:28:44.000    13582 102.934334    -20.0    -45.0       0.0 /tmp/tmpr8lduj_p True   ich902crq ich902csq_flt.fits 151.6231432131139 181.97665466253844  0.0  0.0 323.11237660877 44.592960285921 323.12904167 44.59652778 spec/ich902csq_IC5117_x1d.fits spec/IC5117_G141_ich902.fits      -1.0             True
wlmeas: ich902csq (G141) (IC5117): Finished order -1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_229.png
<class 'numpy.int32'> <class 'numpy.int32'>
WLIMAZ: 10830 line at approx (384,185)
WLIMAZ: 0 bad pixels repaired
        DAOFind: xc=384.99346284828897, yc=188.21679272160296
../_images/abscal_notebooks_example_wfc3_ir_grism_15_231.png
wlmeas: ich902csq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_233.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_234.png
wlmeas: ich902csq (G141) (IC5117): Finished line 12821.606541177514
../_images/abscal_notebooks_example_wfc3_ir_grism_15_236.png
WARNING: LINECEN: Bad profile, centroid set to midpoint.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_238.png
wlmeas: ich902csq (G141) (IC5117): Finished line 16113.701339681786
../_images/abscal_notebooks_example_wfc3_ir_grism_15_240.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_241.png
wlmeas: ich902csq (G141) (IC5117): Finished line 16411.682380983588
wlmeas: ich902csq (G141) (IC5117): Finished order 1.
../_images/abscal_notebooks_example_wfc3_ir_grism_15_243.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_244.png
wlmeas: ich902csq (G141) (IC5117): Finished line 10832.966765456587
../_images/abscal_notebooks_example_wfc3_ir_grism_15_246.png
../_images/abscal_notebooks_example_wfc3_ir_grism_15_247.png
wlmeas: ich902csq (G141) (IC5117): Finished line 12821.606541177514
wlmeas: ich902csq (G141) (IC5117): Finished order 2.
wlmeas: ich902csq (G141) (IC5117): Finished obs ich902csq
wlmeas: ich902csq (G141) (IC5117): finished wavelength measurement.

The wavelength_table is a standard Astropy table rather than an AbscalDataTable, and stores only information on the derived line positions.

Generate Wavelength Solution

This cell takes the results of the wavelength fit above, and uses it to derive a full-detector wavelength solution based on position relative to the zeroth order.

[8]:
fit_table = wlmake(reduced_table, wavelength_table, verbose=True, plots=True, out_dir=work_dir)
Starting wfc3: grism: wlmake
Input data:
   root    star  grism      X_0_ORD      ... 16113_notes 16411_pos 16411_notes
--------- ------ ----- ----------------- ... ----------- --------- -----------
ich901adq IC5117  G102 92.90220764950308 ...                -1.000
ich901adq IC5117  G102 92.90220764950308 ...                -1.000
ich901adq IC5117  G102 92.90220764950308 ...                -1.000
ich901aeq IC5117  G102  89.1546697612535 ...                -1.000
ich901aeq IC5117  G102  89.1546697612535 ...                -1.000
ich901aeq IC5117  G102  89.1546697612535 ...                -1.000
ich901afq IC5117  G102 83.58786916877996 ...                -1.000
ich901afq IC5117  G102 83.58786916877996 ...                -1.000
ich901afq IC5117  G102 83.58786916877996 ...                -1.000
ich901agq IC5117  G102 82.12237846718806 ...                -1.000
      ...    ...   ...               ... ...         ...       ...         ...
ich902ciq IC5117  G141 148.0015511786853 ...        good   495.000         bad
ich902ciq IC5117  G141 148.0015511786853 ...                -1.000
ich902cjq IC5117  G141 146.6964869562182 ...                -1.000
ich902cjq IC5117  G141 146.6964869562182 ...         bad   493.000         bad
ich902cjq IC5117  G141 146.6964869562182 ...                -1.000
ich902coq IC5117  G141 160.1430054682258 ...                -1.000
ich902coq IC5117  G141 160.1430054682258 ...        good   499.000         bad
ich902coq IC5117  G141 160.1430054682258 ...                -1.000
ich902csq IC5117  G141 151.6231432131139 ...                -1.000
ich902csq IC5117  G141 151.6231432131139 ...         bad   502.361        good
ich902csq IC5117  G141 151.6231432131139 ...                -1.000
Length = 36 rows
wfc3: grism: wlmake: starting grism G102
wfc3: grism: wlmake: G102: starting order -1
wfc3: grism: wlmake: G102: starting order 1
wfc3: grism: wlmake: G102: 1: Found 6 good rows
   root    star  grism      X_0_ORD      ... 16113_notes 16411_pos 16411_notes
--------- ------ ----- ----------------- ... ----------- --------- -----------
ich901adq IC5117  G102 92.90220764950308 ...                -1.000
ich901aeq IC5117  G102  89.1546697612535 ...                -1.000
ich901afq IC5117  G102 83.58786916877996 ...                -1.000
ich901agq IC5117  G102 82.12237846718806 ...                -1.000
ich901amq IC5117  G102 98.83844153389084 ...                -1.000
ich901aqq IC5117  G102  85.9715763859539 ...                -1.000
Checking line 9071 good  good  good  good  good  good 6 good of 6 adding line 9071.
Checking line 9535 good  good  good  good  good  good 6 good of 6 adding line 9535.
Checking line 10832 good  good  good  good  good  good 6 good of 6 adding line 10832.
b matrix is [[ 92.90220765 552.45368927 216.14496552]
 [ 89.15466976 556.66352427 171.16095833]
 [ 83.58786917 561.24113521  65.03991014]
 [ 82.12237847 563.29547338 186.10104411]
 [ 98.83844153 918.86888769 103.43878202]
 [ 85.97157639 177.52532922 164.7303219 ]]
wfc3: grism: wlmake: G102: 1: Z0 x-range is [82.12237846718806, 98.83844153389084]
         b1=-38.94545942318613, b2=2.973508639966734, b3=-0.13313141200908302
m matrix is [[ 92.90220765 552.45368927  24.59926394]
 [ 89.15466976 556.66352427  24.69440733]
 [ 83.58786917 561.24113521  24.84383439]
 [ 82.12237847 563.29547338  24.56679515]
 [ 98.83844153 918.86888769  25.38512856]
 [ 85.97157639 177.52532922  24.1650368 ]]
         m1=23.44556939924948, m2=0.004440971120355121, m3=0.0015663107586135344
wfc3: grism: wlmake: G102: 1: File      Xmeas (px)  Xfit   err (A)
                 ich901adq   452.79   453.11    -7.70 YZO=  552.45
                 ich901aeq   449.48   449.98   -12.27 YZO=  556.66
                 ich901afq   446.02   445.36    16.21 YZO=  561.24
                 ich901agq   443.71   444.13   -10.37 YZO=  563.30
                 ich901amq   452.03   451.73     7.50 YZO=  918.87
                 ich901aqq   454.46   454.19     6.36 YZO=  177.53
Line, rms (A) and avg=9070.0, 10.621053993137426, -0.04246573885613995, #Obs=6
wfc3: grism: wlmake: G102: 1: File      Xmeas (px)  Xfit   err (A)
                 ich901adq   471.94   471.92     0.54 YZO=  552.45
                 ich901aeq   467.80   468.80   -24.65 YZO=  556.66
                 ich901afq   465.17   464.19    24.10 YZO=  561.24
                 ich901agq   462.85   462.97    -2.84 YZO=  563.30
                 ich901amq   469.82   470.10    -6.89 YZO=  918.87
                 ich901aqq   474.11   473.49    14.98 YZO=  177.53
Line, rms (A) and avg=9535.1, 15.620283085158501, 0.8734300981973421, #Obs=6
wfc3: grism: wlmake: G102: 1: File      Xmeas (px)  Xfit   err (A)
                 ich901adq   524.48   524.43     1.21 YZO=  552.45
                 ich901aeq   520.89   521.33   -10.91 YZO=  556.66
                 ich901afq   517.00   516.77     5.71 YZO=  561.24
                 ich901agq   515.49   515.54    -1.34 YZO=  563.30
                 ich901amq   521.49   521.36     3.24 YZO=  918.87
                 ich901aqq   527.43   527.35     2.01 YZO=  177.53
Line, rms (A) and avg=10833.5, 5.313615579103874, -0.014043975249143617, #Obs=6
wfc3: grism: wlmake: G102: 1: File     ZX (px)    ZY    b fit (A)     bmeas     berr
               ich901adq    92.90   552.45   163.75   216.14     52.39
               ich901aeq    89.15   556.66   152.05   171.16     19.11
               ich901afq    83.59   561.24   134.88    65.04    -69.85
               ich901agq    82.12   563.30   130.25   186.10     55.85
               ich901amq    98.84   918.87   132.62   103.44    -29.18
               ich901aqq    85.97   177.53   193.06   164.73    -28.33
b rms=46.118933970342276
m rms=0.10068351406035829
../_images/abscal_notebooks_example_wfc3_ir_grism_18_1.png
wfc3: grism: wlmake: G102: 1: ich901adq
b=163.7511179725007, m=24.72345957757693
Measured Dispersion = 24.599263935996618
Measured b=216.14496552445962
b,m errors=-52.39384755195891, 0.12419564158031093
Angle=0.01336169013008736
../_images/abscal_notebooks_example_wfc3_ir_grism_18_3.png
wfc3: grism: wlmake: G102: 1: ich901aeq
b=152.04732040465865, m=24.713410779902958
Measured Dispersion = 24.69440733075544
Measured b=171.16095832772226
b,m errors=-19.113637923063607, 0.019003449147518836
Angle=0.01310260945014102
../_images/abscal_notebooks_example_wfc3_ir_grism_18_5.png
wfc3: grism: wlmake: G102: 1: ich901afq
b=134.88496693831138, m=24.695858740498192
Measured Dispersion = 24.843834390020348
Measured b=65.03991014122039
b,m errors=69.84505679709099, -0.1479756495221558
Angle=0.01233256245732261
../_images/abscal_notebooks_example_wfc3_ir_grism_18_7.png
wfc3: grism: wlmake: G102: 1: ich901agq
b=130.25382073449333, m=24.692568270587216
Measured Dispersion = 24.566795150579043
Measured b=186.1010441149374
b,m errors=-55.84722338044406, 0.12577312000817287
Angle=0.0121587212937418
../_images/abscal_notebooks_example_wfc3_ir_grism_18_9.png
wfc3: grism: wlmake: G102: 1: ich901amq
b=132.62118796899108, m=25.32374228823013
Measured Dispersion = 25.385128564708545
Measured b=103.43878201686857
b,m errors=29.182405952122508, -0.06138627647841588
Angle=0.01437478527747587
../_images/abscal_notebooks_example_wfc3_ir_grism_18_11.png
wfc3: grism: wlmake: G102: 1: ich901aqq
b=193.05756800570538, m=24.105426520233028
Measured Dispersion = 24.165036804968366
Measured b=164.73032189945116
b,m errors=28.327246106254222, -0.05961028473533858
Angle=0.01303157629990576
wfc3: grism: wlmake: G102: starting order 2
wfc3: grism: wlmake: G102: 2: Found 6 good rows
   root    star  grism      X_0_ORD      ... 16113_notes 16411_pos 16411_notes
--------- ------ ----- ----------------- ... ----------- --------- -----------
ich901adq IC5117  G102 92.90220764950308 ...                -1.000
ich901aeq IC5117  G102  89.1546697612535 ...                -1.000
ich901afq IC5117  G102 83.58786916877996 ...                -1.000
ich901agq IC5117  G102 82.12237846718806 ...                -1.000
ich901amq IC5117  G102 98.83844153389084 ...                -1.000
ich901aqq IC5117  G102  85.9715763859539 ...                -1.000
Checking line 9071 good  good  good  good  good  good 6 good of 6 adding line 9071.
Checking line 9535 good  good  good  good  good  good 6 good of 6 adding line 9535.
Checking line 10832 good  good  good  good  good  good 6 good of 6 adding line 10832.
b matrix is [[ 92.90220765 552.45368927 383.61282894]
 [ 89.15466976 556.66352427 168.54136397]
 [ 83.58786917 561.24113521 170.24019494]
 [ 82.12237847 563.29547338 308.46322384]
 [ 98.83844153 918.86888769 408.36352145]
 [ 85.97157639 177.52532922 289.17676191]]
wfc3: grism: wlmake: G102: 2: Z0 x-range is [82.12237846718806, 98.83844153389084]
         b1=-672.9325963798927, b2=11.022262527515457, b3=-0.031294327103145614
m matrix is [[ 92.90220765 552.45368927  24.6445999 ]
 [ 89.15466976 556.66352427  24.89945333]
 [ 83.58786917 561.24113521  24.85001903]
 [ 82.12237847 563.29547338  24.68198084]
 [ 98.83844153 918.86888769  25.13659506]
 [ 85.97157639 177.52532922  24.19690331]]
         m1=24.617598841696744, m2=-0.007416133046581515, m3=0.00139746373737238
wfc3: grism: wlmake: G102: 2: File      Xmeas (px)  Xfit   err (A)
                 ich901adq   813.45   813.83    -9.45 YZO=  552.45
                 ich901aeq   810.97   810.78     4.61 YZO=  556.66
                 ich901afq   806.77   806.31    11.41 YZO=  561.24
                 ich901agq   804.62   805.09   -11.65 YZO=  563.30
                 ich901amq   804.30   804.22     2.01 YZO=  918.87
                 ich901aqq   823.75   823.63     2.96 YZO=  177.53
Line, rms (A) and avg=9071.4, 8.054011837931345, -0.018579652668871294, #Obs=6
wfc3: grism: wlmake: G102: 2: File      Xmeas (px)  Xfit   err (A)
                 ich901adq   852.02   851.38    15.82 YZO=  552.45
                 ich901aeq   847.97   848.27    -7.47 YZO=  556.66
                 ich901afq   843.95   843.72     5.53 YZO=  561.24
                 ich901agq   843.10   842.49    15.04 YZO=  563.30
                 ich901amq   841.96   841.06    22.68 YZO=  918.87
                 ich901aqq   861.81   861.91    -2.27 YZO=  177.53
Line, rms (A) and avg=9535.1, 10.622145822738918, 8.219643310053124, #Obs=6
wfc3: grism: wlmake: G102: 2: File      Xmeas (px)  Xfit   err (A)
                 ich901adq   956.43   956.49    -1.43 YZO=  552.45
                 ich901aeq   952.48   953.24   -18.76 YZO=  556.66
                 ich901afq   948.56   948.49     1.77 YZO=  561.24
                 ich901agq   947.39   947.20     4.59 YZO=  563.30
                 ich901amq   944.48   944.22     6.51 YZO=  918.87
                 ich901aqq   969.38   969.07     7.50 YZO=  177.53
Line, rms (A) and avg=10833.4, 8.915508730504694, 0.02977485991123589, #Obs=6
wfc3: grism: wlmake: G102: 2: File     ZX (px)    ZY    b fit (A)     bmeas     berr
               ich901adq    92.90   552.45   333.77   383.61     49.84
               ich901aeq    89.15   556.66   292.33   168.54   -123.79
               ich901afq    83.59   561.24   230.83   170.24    -60.59
               ich901agq    82.12   563.30   214.61   308.46     93.85
               ich901amq    98.84   918.87   387.74   408.36     20.63
               ich901aqq    85.97   177.53   269.11   289.18     20.06
b rms=72.01346568654769
m rms=0.09126841077715814
../_images/abscal_notebooks_example_wfc3_ir_grism_18_13.png
wfc3: grism: wlmake: G102: 2: ich901adq
b=333.7712592573412, m=24.700657706778795
Measured Dispersion = 24.6445999032553
Measured b=383.6128289416156
b,m errors=-49.84156968427436, 0.05605780352349399
Angle=0.01336169013008736
../_images/abscal_notebooks_example_wfc3_ir_grism_18_15.png
wfc3: grism: wlmake: G102: 2: ich901aeq
b=292.3331688675495, m=24.734333038114844
Measured Dispersion = 24.899453331367447
Measured b=168.5413639742983
b,m errors=123.7918048932512, -0.16512029325260258
Angle=0.01310260945014102
../_images/abscal_notebooks_example_wfc3_ir_grism_18_17.png
wfc3: grism: wlmake: G102: 2: ich901afq
b=230.83117804496788, m=24.78201421724051
Measured Dispersion = 24.850019032997785
Measured b=170.24019493729793
b,m errors=60.590983107669956, -0.06800481575727702
Angle=0.01233256245732261
../_images/abscal_notebooks_example_wfc3_ir_grism_18_19.png
wfc3: grism: wlmake: G102: 2: ich901agq
b=214.61386566982776, m=24.795753354353955
Measured Dispersion = 24.68198084037637
Measured b=308.4632238375307
b,m errors=-93.84935816770292, 0.1137725139775867
Angle=0.0121587212937418
../_images/abscal_notebooks_example_wfc3_ir_grism_18_21.png
wfc3: grism: wlmake: G102: 2: ich901amq
b=387.7352704807927, m=25.168685759114354
Measured Dispersion = 25.136595059860174
Measured b=408.36352144553166
b,m errors=-20.62825096473898, 0.032090699254180066
Angle=0.01437478527747587
../_images/abscal_notebooks_example_wfc3_ir_grism_18_23.png
wfc3: grism: wlmake: G102: 2: ich901aqq
b=269.1131527287667, m=24.228107403042806
Measured Dispersion = 24.19690331078809
Measured b=289.1767619129678
b,m errors=-20.063609184201084, 0.031204092254714766
Angle=0.01303157629990576
wfc3: grism: wlmake: starting grism G141
wfc3: grism: wlmake: G141: starting order -1
wfc3: grism: wlmake: G141: starting order 1
wfc3: grism: wlmake: G141: 1: Found 6 good rows
   root    star  grism      X_0_ORD      ... 16113_notes 16411_pos 16411_notes
--------- ------ ----- ----------------- ... ----------- --------- -----------
ich902cfq IC5117  G141 155.2801875849202 ...         bad   502.000         bad
ich902chq IC5117  G141 152.7201019665749 ...         bad   497.075        good
ich902ciq IC5117  G141 148.0015511786853 ...        good   495.000         bad
ich902cjq IC5117  G141 146.6964869562182 ...         bad   493.000         bad
ich902coq IC5117  G141 160.1430054682258 ...        good   499.000         bad
ich902csq IC5117  G141 151.6231432131139 ...         bad   502.361        good
Checking line 10832 good  good  good  good  good  good 6 good of 6 adding line 10832.
Checking line 12821 good  good  good  good  good  good 6 good of 6 adding line 12821.
Checking line 16411 bad  good  bad  bad  bad  good 2 good of 6 rejected.
b matrix is [[155.28018758 557.44581794 316.66454485]
 [152.72010197 568.70280394 220.92296823]
 [148.00155118 565.55186694  86.2090013 ]
 [146.69648696 566.89538188 233.9971107 ]
 [160.14300547 923.76367472 309.79768433]
 [151.62314321 181.97665466 149.31500225]]
wfc3: grism: wlmake: G141: 1: Z0 x-range is [146.6964869562182, 160.1430054682258]
         b1=-1393.7687691733474, b2=10.21860201028484, b3=0.09956507621052291
m matrix is [[155.28018758 557.44581794  45.91194575]
 [152.72010197 568.70280394  46.60349491]
 [148.00155118 565.55186694  47.02346708]
 [146.69648696 566.89538188  46.34980179]
 [160.14300547 923.76367472  46.93313362]
 [151.62314321 181.97665466  46.07274221]]
         m1=50.83937788782487, m2=-0.03430165835751078, m3=0.0015533424033862264
wfc3: grism: wlmake: G141: 1: File      Xmeas (px)  Xfit   err (A)
                 ich902cfq   384.35   383.51    38.78 YZO=  557.45
                 ich902chq   380.44   380.97   -24.65 YZO=  568.70
                 ich902ciq   376.56   376.53     1.33 YZO=  565.55
                 ich902cjq   375.39   375.28     5.06 YZO=  566.90
                 ich902coq   384.37   384.57    -9.24 YZO=  923.76
                 ich902csq   383.52   383.76   -10.75 YZO=  181.98
Line, rms (A) and avg=10834.6, 19.747328039928682, 0.08900410069672689, #Obs=6
wfc3: grism: wlmake: G141: 1: File      Xmeas (px)  Xfit   err (A)
                 ich902cfq   427.61   426.33    58.98 YZO=  557.45
                 ich902chq   423.06   423.70   -29.73 YZO=  568.70
                 ich902ciq   418.79   419.11   -14.82 YZO=  565.55
                 ich902cjq   418.23   417.82    19.55 YZO=  566.90
                 ich902coq   426.69   427.03   -15.67 YZO=  923.76
                 ich902csq   426.63   427.01   -17.28 YZO=  181.98
Line, rms (A) and avg=12820.8, 30.300875882773525, 0.17153800724892557, #Obs=6
wfc3: grism: wlmake: G141: 1: File     ZX (px)    ZY    b fit (A)     bmeas     berr
               ich902cfq   155.28   557.45   248.48   316.66     68.18
               ich902chq   152.72   568.70   223.44   220.92     -2.52
               ich902ciq   148.00   565.55   174.91    86.21    -88.70
               ich902cjq   146.70   566.90   161.71   234.00     72.29
               ich902coq   160.14   923.76   334.64   309.80    -24.85
               ich902csq   151.62   181.98   173.73   149.32    -24.41
b rms=56.21729628104654
m rms=0.2997011395737293
../_images/abscal_notebooks_example_wfc3_ir_grism_18_25.png
wfc3: grism: wlmake: G141: 1: ich902cfq
b=248.47980318527988, m=46.3789141701858
Measured Dispersion = 45.91194574858416
Measured b=316.66454485063514
b,m errors=-68.18474166535526, 0.4669684216016421
Angle=0.007172837067417405
../_images/abscal_notebooks_example_wfc3_ir_grism_18_27.png
wfc3: grism: wlmake: G141: 1: ich902chq
b=223.44010980844058, m=46.48421530612497
Measured Dispersion = 46.60349491326727
Measured b=220.92296822752905
b,m errors=2.5171415809115274, -0.11927960714229613
Angle=0.007330382858376184
../_images/abscal_notebooks_example_wfc3_ir_grism_18_29.png
wfc3: grism: wlmake: G141: 1: ich902ciq
b=174.90939395939893, m=46.64117493914525
Measured Dispersion = 47.02346708133452
Measured b=86.20900130279551
b,m errors=88.70039265660341, -0.38229214218927154
Angle=0.007007676414956734
../_images/abscal_notebooks_example_wfc3_ir_grism_18_31.png
wfc3: grism: wlmake: G141: 1: ich902cjq
b=161.70722923985625, m=46.688027744969794
Measured Dispersion = 46.34980178660513
Measured b=233.997110703398
b,m errors=-72.28988146354175, 0.3382259583646672
Angle=0.008275369041945781
../_images/abscal_notebooks_example_wfc3_ir_grism_18_33.png
wfc3: grism: wlmake: G141: 1: ich902coq
b=334.6434691112379, m=46.78112851255782
Measured Dispersion = 46.93313361933715
Measured b=309.79768433272875
b,m errors=24.84578477850914, -0.15200510677932755
Angle=0.006718860983728647
../_images/abscal_notebooks_example_wfc3_ir_grism_18_35.png
wfc3: grism: wlmake: G141: 1: ich902csq
b=173.72630635989628, m=45.921124684350396
Measured Dispersion = 46.072742208203174
Measured b=149.31500224709453
b,m errors=24.41130411280176, -0.15161752385277794
Angle=0.009940432488835459
wfc3: grism: wlmake: G141: starting order 2
wfc3: grism: wlmake: G141: 2: Found 6 good rows
   root    star  grism      X_0_ORD      ... 16113_notes 16411_pos 16411_notes
--------- ------ ----- ----------------- ... ----------- --------- -----------
ich902cfq IC5117  G141 155.2801875849202 ...                -1.000
ich902chq IC5117  G141 152.7201019665749 ...                -1.000
ich902ciq IC5117  G141 148.0015511786853 ...                -1.000
ich902cjq IC5117  G141 146.6964869562182 ...                -1.000
ich902coq IC5117  G141 160.1430054682258 ...                -1.000
ich902csq IC5117  G141 151.6231432131139 ...                -1.000
Checking line 10832 good  good  good  good  good  good 6 good of 6 adding line 10832.
Checking line 12821 good  good  good  good  good  good 6 good of 6 adding line 12821.
Checking line 16411 bad  bad  bad  bad  bad  bad 0 good of 6 rejected.
b matrix is [[155.28018758 557.44581794 107.14383098]
 [152.72010197 568.70280394 251.34167566]
 [148.00155118 565.55186694 255.22174088]
 [146.69648696 566.89538188  53.38366765]
 [160.14300547 923.76367472 191.11862871]
 [151.62314321 181.97665466  63.97689753]]
wfc3: grism: wlmake: G141: 2: Z0 x-range is [146.6964869562182, 160.1430054682258]
         b1=310.13333754760396, b2=-1.7434611786044656, b3=0.19490315202969355
m matrix is [[155.28018758 557.44581794  47.2474143 ]
 [152.72010197 568.70280394  47.03640601]
 [148.00155118 565.55186694  46.90385916]
 [146.69648696 566.89538188  47.36560968]
 [160.14300547 923.76367472  48.01250038]
 [151.62314321 181.97665466  46.42143879]]
         m1=44.549914541227615, m2=0.009693865002500036, m3=0.002028051143288273
wfc3: grism: wlmake: G141: 2: File      Xmeas (px)  Xfit   err (A)
                 ich902cfq   611.55   611.28    12.76 YZO=  557.45
                 ich902chq   607.98   608.60   -29.56 YZO=  568.70
                 ich902ciq   604.46   604.23    11.05 YZO=  565.55
                 ich902cjq   602.97   602.96     0.17 YZO=  566.90
                 ich902coq   607.40   607.33     3.42 YZO=  923.76
                 ich902csq   616.95   616.90     2.08 YZO=  181.98
Line, rms (A) and avg=10833.4, 13.993716064629366, -0.011854555327747299, #Obs=6
wfc3: grism: wlmake: G141: 2: File      Xmeas (px)  Xfit   err (A)
                 ich902cfq   695.68   695.52     7.57 YZO=  557.45
                 ich902chq   692.48   692.84   -17.11 YZO=  568.70
                 ich902ciq   689.21   688.56    30.35 YZO=  565.55
                 ich902cjq   686.89   687.32   -20.30 YZO=  566.90
                 ich902coq   690.19   690.18     0.38 YZO=  923.76
                 ich902csq   702.57   702.59    -0.71 YZO=  181.98
Line, rms (A) and avg=12821.0, 16.75342869914053, 0.02939865286679429, #Obs=6
wfc3: grism: wlmake: G141: 2: File     ZX (px)    ZY    b fit (A)     bmeas     berr
               ich902cfq   155.28   557.45   148.06   107.14    -40.91
               ich902chq   152.72   568.70   154.71   251.34     96.63
               ich902ciq   148.00   565.55   162.33   255.22     92.90
               ich902cjq   146.70   566.90   164.86    53.38   -111.48
               ich902coq   160.14   923.76   210.97   191.12    -19.86
               ich902csq   151.62   181.98    81.25    63.98    -17.28
b rms=73.89270779664528
m rms=0.15236820594451095
../_images/abscal_notebooks_example_wfc3_ir_grism_18_37.png
wfc3: grism: wlmake: G141: 2: ich902cfq
b=148.05630568821596, m=47.185708345623446
Measured Dispersion = 47.24741429502768
Measured b=107.14383098210601
b,m errors=40.91247470610995, -0.06170594940423513
Angle=0.007172837067417405
../_images/abscal_notebooks_example_wfc3_ir_grism_18_39.png
wfc3: grism: wlmake: G141: 2: ich902chq
b=154.7137376320352, m=47.18372096457764
Measured Dispersion = 47.03640600914989
Measured b=251.34167565883763
b,m errors=-96.62793802680244, 0.14731495542774553
Angle=0.007330382858376184
../_images/abscal_notebooks_example_wfc3_ir_grism_18_41.png
wfc3: grism: wlmake: G141: 2: ich902ciq
b=162.3262201973519, m=47.13158970885237
Measured Dispersion = 46.90385916156879
Measured b=255.22174087747044
b,m errors=-92.89552068011855, 0.22773054728357778
Angle=0.007007676414956734
../_images/abscal_notebooks_example_wfc3_ir_grism_18_43.png
wfc3: grism: wlmake: G141: 2: ich902cjq
b=164.86340430203904, m=47.12166330947678
Measured Dispersion = 47.365609678462185
Measured b=53.383667652331496
b,m errors=111.47973664970755, -0.24394636898540512
Angle=0.008275369041945781
../_images/abscal_notebooks_example_wfc3_ir_grism_18_45.png
wfc3: grism: wlmake: G141: 2: ich902coq
b=210.97467642198944, m=47.97575919397341
Measured Dispersion = 48.01250037529829
Measured b=191.1186287096789
b,m errors=19.856047712310556, -0.036741181324877914
Angle=0.006718860983728647
../_images/abscal_notebooks_example_wfc3_ir_grism_18_47.png
wfc3: grism: wlmake: G141: 2: ich902csq
b=81.25209716710246, m=46.38878678533041
Measured Dispersion = 46.421438788324835
Measured b=63.97689752829319
b,m errors=17.27519963880927, -0.032652002994424834
Angle=0.009940432488835459

The fit_table contains only the fit parameters, and does not preserve any of the standard error information.


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