From 33b14ca4c77f320c1f5621d49e840b8fe0207f0e Mon Sep 17 00:00:00 2001
From: jmbhughes <jmbhughes@users.noreply.github.com>
Date: Thu, 17 Oct 2024 20:29:03 +0000
Subject: [PATCH] deploy: 48a77ad602d307b0ea328b258d126fff70f27a7e

---
 .../autoapi/punchbowl/level1/index.rst.txt    |   1 +
 .../punchbowl/level1/sqrt/index.rst.txt       | 157 +++
 .../punchbowl/level1/tests/index.rst.txt      |   1 +
 .../level1/tests/test_sqrt/index.rst.txt      |  37 +
 autoapi/index.html                            |   4 +
 autoapi/punchbowl/data/history/index.html     |   2 +
 autoapi/punchbowl/data/index.html             |   2 +
 autoapi/punchbowl/data/io/index.html          |   2 +
 autoapi/punchbowl/data/meta/index.html        |   2 +
 autoapi/punchbowl/data/tests/index.html       |   2 +
 .../data/tests/test_history/index.html        |   2 +
 .../punchbowl/data/tests/test_io/index.html   |   2 +
 .../punchbowl/data/tests/test_meta/index.html |   2 +
 .../punchbowl/data/tests/test_wcs/index.html  |   2 +
 autoapi/punchbowl/data/units/index.html       |   2 +
 autoapi/punchbowl/data/wcs/index.html         |   2 +
 autoapi/punchbowl/exceptions/index.html       |   2 +
 autoapi/punchbowl/index.html                  |   2 +
 autoapi/punchbowl/level1/alignment/index.html |   2 +
 .../level1/deficient_pixel/index.html         |   2 +
 autoapi/punchbowl/level1/despike/index.html   |   2 +
 autoapi/punchbowl/level1/destreak/index.html  |   2 +
 autoapi/punchbowl/level1/flow/index.html      |   2 +
 autoapi/punchbowl/level1/index.html           |   3 +
 .../level1/initial_uncertainty/index.html     |   2 +
 autoapi/punchbowl/level1/psf/index.html       |   2 +
 .../punchbowl/level1/quartic_fit/index.html   |   8 +-
 autoapi/punchbowl/level1/sqrt/index.html      | 922 ++++++++++++++++++
 .../punchbowl/level1/stray_light/index.html   |   8 +-
 autoapi/punchbowl/level1/tests/index.html     |   3 +
 .../level1/tests/test_alignment/index.html    |   2 +
 .../tests/test_deficient_pixel/index.html     |   2 +
 .../level1/tests/test_despike/index.html      |   2 +
 .../level1/tests/test_destreak/index.html     |   2 +
 .../level1/tests/test_flow/index.html         |   2 +
 .../level1/tests/test_pointing/index.html     |   2 +
 .../level1/tests/test_psf/index.html          |   2 +
 .../level1/tests/test_quartic_fit/index.html  |   8 +-
 .../level1/tests/test_sqrt/index.html         | 712 ++++++++++++++
 .../level1/tests/test_stray_light/index.html  |   8 +-
 .../level1/tests/test_vignette/index.html     |   2 +
 autoapi/punchbowl/level1/vignette/index.html  |   2 +
 .../level2/bright_structure/index.html        |   2 +
 autoapi/punchbowl/level2/flow/index.html      |   2 +
 autoapi/punchbowl/level2/index.html           |   2 +
 autoapi/punchbowl/level2/merge/index.html     |   2 +
 .../punchbowl/level2/polarization/index.html  |   2 +
 autoapi/punchbowl/level2/resample/index.html  |   2 +
 autoapi/punchbowl/level2/tests/index.html     |   2 +
 .../tests/test_bright_structure/index.html    |   2 +
 .../level2/tests/test_flow/index.html         |   2 +
 .../level2/tests/test_merge/index.html        |   2 +
 .../level2/tests/test_polarization/index.html |   2 +
 .../level2/tests/test_quality/index.html      |   2 +
 .../level2/tests/test_resample/index.html     |   2 +
 .../level3/f_corona_model/index.html          |   2 +
 autoapi/punchbowl/level3/flow/index.html      |   2 +
 autoapi/punchbowl/level3/index.html           |   2 +
 .../punchbowl/level3/motion_filter/index.html |   2 +
 .../punchbowl/level3/polarization/index.html  |   2 +
 autoapi/punchbowl/level3/stellar/index.html   |   2 +
 autoapi/punchbowl/level3/tests/index.html     |   2 +
 .../tests/test_f_corona_model/index.html      |   2 +
 .../level3/tests/test_stellar/index.html      |   2 +
 autoapi/punchbowl/util/index.html             |   2 +
 genindex.html                                 |  62 +-
 objects.inv                                   | Bin 14990 -> 15460 bytes
 py-modindex.html                              |  10 +
 searchindex.js                                |   2 +-
 69 files changed, 2030 insertions(+), 20 deletions(-)
 create mode 100644 _sources/autoapi/punchbowl/level1/sqrt/index.rst.txt
 create mode 100644 _sources/autoapi/punchbowl/level1/tests/test_sqrt/index.rst.txt
 create mode 100644 autoapi/punchbowl/level1/sqrt/index.html
 create mode 100644 autoapi/punchbowl/level1/tests/test_sqrt/index.html

diff --git a/_sources/autoapi/punchbowl/level1/index.rst.txt b/_sources/autoapi/punchbowl/level1/index.rst.txt
index 9f87c109..5466662e 100644
--- a/_sources/autoapi/punchbowl/level1/index.rst.txt
+++ b/_sources/autoapi/punchbowl/level1/index.rst.txt
@@ -27,6 +27,7 @@ Submodules
    /autoapi/punchbowl/level1/initial_uncertainty/index
    /autoapi/punchbowl/level1/psf/index
    /autoapi/punchbowl/level1/quartic_fit/index
+   /autoapi/punchbowl/level1/sqrt/index
    /autoapi/punchbowl/level1/stray_light/index
    /autoapi/punchbowl/level1/vignette/index
 
diff --git a/_sources/autoapi/punchbowl/level1/sqrt/index.rst.txt b/_sources/autoapi/punchbowl/level1/sqrt/index.rst.txt
new file mode 100644
index 00000000..ce364bcf
--- /dev/null
+++ b/_sources/autoapi/punchbowl/level1/sqrt/index.rst.txt
@@ -0,0 +1,157 @@
+punchbowl.level1.sqrt
+=====================
+
+.. py:module:: punchbowl.level1.sqrt
+
+
+Attributes
+----------
+
+.. autoapisummary::
+
+   punchbowl.level1.sqrt.TABLE_PATH
+
+
+Functions
+---------
+
+.. autoapisummary::
+
+   punchbowl.level1.sqrt.decode_sqrt
+   punchbowl.level1.sqrt.encode_sqrt
+   punchbowl.level1.sqrt.decode_sqrt_simple
+   punchbowl.level1.sqrt.noise_pdf
+   punchbowl.level1.sqrt.mean_b_offset
+   punchbowl.level1.sqrt.decode_sqrt_corrected
+   punchbowl.level1.sqrt.generate_decode_sqrt_table
+   punchbowl.level1.sqrt.decode_sqrt_by_table
+   punchbowl.level1.sqrt.decode_sqrt_data
+
+
+Module Contents
+---------------
+
+.. py:data:: TABLE_PATH
+
+.. py:function:: decode_sqrt(data: numpy.ndarray | float, from_bits: int = 16, to_bits: int = 12, ccd_gain: float = 1 / 4.3, ccd_offset: float = 100, ccd_read_noise: float = 17, overwrite_table: bool = False) -> numpy.ndarray
+
+   Square root decode between specified bitrate values.
+
+   :param data: Input encoded data array
+   :param from_bits: Specified bitrate of encoded image to unpack
+   :param to_bits: Specified bitrate of output data (decoded)
+   :param ccd_gain: CCD gain [photons / DN]
+   :param ccd_offset: CCD bias level [DN]
+   :param ccd_read_noise: CCD read noise level [DN]
+   :param overwrite_table: Toggle to regenerate and overwrite existing decoding table
+
+   :returns: Square root decoded version of the input image
+   :rtype: np.ndarray
+
+
+.. py:function:: encode_sqrt(data: numpy.ndarray | float, from_bits: int = 16, to_bits: int = 12) -> numpy.ndarray
+
+   Square root encode between specified bitrate values.
+
+   :param data: Input data array
+   :param from_bits: Specified bitrate of original input image
+   :param to_bits: Specified bitrate of output encoded image
+
+   :returns: Encoded version of input data
+   :rtype: np.ndarray
+
+
+.. py:function:: decode_sqrt_simple(data: numpy.ndarray | float, from_bits: int = 16, to_bits: int = 12) -> numpy.ndarray
+
+   Perform a simple decoding using the naive squaring strategy.
+
+   :param data: Input data array
+   :param from_bits: Specified bitrate of original input image
+   :param to_bits: Specified bitrate of output encoded image
+
+   :returns: Decoded version of input data
+   :rtype: np.ndarray
+
+
+.. py:function:: noise_pdf(data_value: numpy.ndarray | float, ccd_gain: float = 1 / 4.3, ccd_offset: float = 100, ccd_read_noise: float = 17, n_sigma: int = 5, n_steps: int = 10000) -> tuple
+
+   Generate a probability distribution function (pdf) from an input data value.
+
+   :param data_value: Input data value
+   :param ccd_gain: CCD gain [DN / electron]
+   :param ccd_offset: CCD bias level [DN]
+   :param ccd_read_noise: CCD read noise level [DN]
+   :param n_sigma: Number of sigma steps
+   :param n_steps: Number of data steps
+
+   :returns: * *np.ndarray* -- Data step distribution
+             * *normal* -- Data normal distribution
+
+
+.. py:function:: mean_b_offset(data_value: float, from_bits: int = 16, to_bits: int = 12, ccd_gain: float = 1 / 4.3, ccd_offset: float = 100, ccd_read_noise: float = 17) -> float
+
+   Compute an offset from the naive and robust decoding processes.
+
+   :param data_value: Input data value [DN]
+   :param from_bits: Specified bitrate of encoded image to unpack
+   :param to_bits: Specified bitrate of output data (decoded)
+   :param ccd_gain: CCD gain [DN / electron]
+   :param ccd_offset: CCD bias level [DN]
+   :param ccd_read_noise: CCD read noise level [DN]
+
+   :returns: Generated decoding value for use in constructing a decoding table
+   :rtype: float
+
+
+.. py:function:: decode_sqrt_corrected(data_value: float, from_bits: int = 16, to_bits: int = 12, ccd_gain: float = 1 / 4.3, ccd_offset: float = 100, ccd_read_noise: float = 17) -> float
+
+   Compute an individual decoding value for an input data value.
+
+   :param data_value: Input data value [DN]
+   :param from_bits: Specified bitrate of encoded image to unpack
+   :param to_bits: Specified bitrate of output data (decoded)
+   :param ccd_gain: CCD gain [DN / electron]
+   :param ccd_offset: CCD bias level [DN]
+   :param ccd_read_noise: CCD read noise level [DN]
+
+   :returns: Generated decoding value for use in constructing a decoding table
+   :rtype: float
+
+
+.. py:function:: generate_decode_sqrt_table(from_bits: int = 16, to_bits: int = 12, ccd_gain: float = 1 / 4.3, ccd_offset: float = 100, ccd_read_noise: float = 17) -> numpy.ndarray
+
+   Generate a square root decode table between specified bitrate values and CCD parameters.
+
+   :param from_bits: Specified bitrate of encoded image to unpack
+   :param to_bits: Specified bitrate of output data (decoded)
+   :param ccd_gain: CCD gain [DN / electron]
+   :param ccd_offset: CCD bias level [DN]
+   :param ccd_read_noise: CCD read noise level [DN]
+
+   :returns: Generated square root decoding table
+   :rtype: table
+
+
+.. py:function:: decode_sqrt_by_table(data: numpy.ndarray | float, table: numpy.ndarray) -> numpy.ndarray
+
+   Generate a square root decode table between specified bitrate values and CCD parameters.
+
+   :param data: Input encoded data array
+   :param table: Square root decoding table
+
+   :returns: Decoded version of input data
+   :rtype: np.ndarray
+
+
+.. py:function:: decode_sqrt_data(data_object: ndcube.NDCube, overwrite_table: bool = False) -> ndcube.NDCube
+
+   Prefect task in the pipeline to decode square root encoded data.
+
+   :param data_object: the object you wish to decode
+   :type data_object: NDCube
+   :param overwrite_table: Toggle to regenerate and overwrite existing decoding table
+
+   :returns: a modified version of the input with the data square root decoded
+   :rtype: NDCube
+
+
diff --git a/_sources/autoapi/punchbowl/level1/tests/index.rst.txt b/_sources/autoapi/punchbowl/level1/tests/index.rst.txt
index 83079f05..e62588ce 100644
--- a/_sources/autoapi/punchbowl/level1/tests/index.rst.txt
+++ b/_sources/autoapi/punchbowl/level1/tests/index.rst.txt
@@ -18,6 +18,7 @@ Submodules
    /autoapi/punchbowl/level1/tests/test_pointing/index
    /autoapi/punchbowl/level1/tests/test_psf/index
    /autoapi/punchbowl/level1/tests/test_quartic_fit/index
+   /autoapi/punchbowl/level1/tests/test_sqrt/index
    /autoapi/punchbowl/level1/tests/test_stray_light/index
    /autoapi/punchbowl/level1/tests/test_vignette/index
 
diff --git a/_sources/autoapi/punchbowl/level1/tests/test_sqrt/index.rst.txt b/_sources/autoapi/punchbowl/level1/tests/test_sqrt/index.rst.txt
new file mode 100644
index 00000000..fd5a227e
--- /dev/null
+++ b/_sources/autoapi/punchbowl/level1/tests/test_sqrt/index.rst.txt
@@ -0,0 +1,37 @@
+punchbowl.level1.tests.test_sqrt
+================================
+
+.. py:module:: punchbowl.level1.tests.test_sqrt
+
+
+Functions
+---------
+
+.. autoapisummary::
+
+   punchbowl.level1.tests.test_sqrt.sample_punchdata
+   punchbowl.level1.tests.test_sqrt.test_encoding
+   punchbowl.level1.tests.test_sqrt.test_decoding
+   punchbowl.level1.tests.test_sqrt.test_encode_then_decode
+   punchbowl.level1.tests.test_sqrt.test_decode_sqrt_data_task
+
+
+Module Contents
+---------------
+
+.. py:function:: sample_punchdata()
+
+   Generate a sample PUNCHData object for testing
+
+
+.. py:function:: test_encoding()
+
+.. py:function:: test_decoding()
+
+.. py:function:: test_encode_then_decode(from_bits, to_bits)
+
+.. py:function:: test_decode_sqrt_data_task(sample_punchdata)
+
+   Test the decode_sqrt_data prefect task using a test harness
+
+
diff --git a/autoapi/index.html b/autoapi/index.html
index 775335dd..dcf7eaa5 100644
--- a/autoapi/index.html
+++ b/autoapi/index.html
@@ -407,6 +407,7 @@
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -419,6 +420,7 @@
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
@@ -542,6 +544,7 @@ <h1>API Reference<a class="headerlink" href="#api-reference" title="Link to this
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="punchbowl/level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -554,6 +557,7 @@ <h1>API Reference<a class="headerlink" href="#api-reference" title="Link to this
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="punchbowl/level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/history/index.html b/autoapi/punchbowl/data/history/index.html
index 7a46d606..02bab809 100644
--- a/autoapi/punchbowl/data/history/index.html
+++ b/autoapi/punchbowl/data/history/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/index.html b/autoapi/punchbowl/data/index.html
index b9a5ff2a..8320b6a8 100644
--- a/autoapi/punchbowl/data/index.html
+++ b/autoapi/punchbowl/data/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/io/index.html b/autoapi/punchbowl/data/io/index.html
index 1a4d4868..20251798 100644
--- a/autoapi/punchbowl/data/io/index.html
+++ b/autoapi/punchbowl/data/io/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/meta/index.html b/autoapi/punchbowl/data/meta/index.html
index d836d01b..784b4e0a 100644
--- a/autoapi/punchbowl/data/meta/index.html
+++ b/autoapi/punchbowl/data/meta/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/tests/index.html b/autoapi/punchbowl/data/tests/index.html
index 6af48720..591d68ee 100644
--- a/autoapi/punchbowl/data/tests/index.html
+++ b/autoapi/punchbowl/data/tests/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/tests/test_history/index.html b/autoapi/punchbowl/data/tests/test_history/index.html
index 85a95bdf..730472fd 100644
--- a/autoapi/punchbowl/data/tests/test_history/index.html
+++ b/autoapi/punchbowl/data/tests/test_history/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/tests/test_io/index.html b/autoapi/punchbowl/data/tests/test_io/index.html
index d135a5a4..272938d2 100644
--- a/autoapi/punchbowl/data/tests/test_io/index.html
+++ b/autoapi/punchbowl/data/tests/test_io/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/tests/test_meta/index.html b/autoapi/punchbowl/data/tests/test_meta/index.html
index c922fad4..bbcd33e9 100644
--- a/autoapi/punchbowl/data/tests/test_meta/index.html
+++ b/autoapi/punchbowl/data/tests/test_meta/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/tests/test_wcs/index.html b/autoapi/punchbowl/data/tests/test_wcs/index.html
index 86a3b481..2ca969a0 100644
--- a/autoapi/punchbowl/data/tests/test_wcs/index.html
+++ b/autoapi/punchbowl/data/tests/test_wcs/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/units/index.html b/autoapi/punchbowl/data/units/index.html
index c8a9b7da..f8c84959 100644
--- a/autoapi/punchbowl/data/units/index.html
+++ b/autoapi/punchbowl/data/units/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/data/wcs/index.html b/autoapi/punchbowl/data/wcs/index.html
index e854ec46..d4c05d30 100644
--- a/autoapi/punchbowl/data/wcs/index.html
+++ b/autoapi/punchbowl/data/wcs/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/exceptions/index.html b/autoapi/punchbowl/exceptions/index.html
index c81f7db5..265ec6cf 100644
--- a/autoapi/punchbowl/exceptions/index.html
+++ b/autoapi/punchbowl/exceptions/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/index.html b/autoapi/punchbowl/index.html
index 21c64b75..86eeecba 100644
--- a/autoapi/punchbowl/index.html
+++ b/autoapi/punchbowl/index.html
@@ -407,6 +407,7 @@
 <li class="toctree-l4"><a class="reference internal" href="level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -419,6 +420,7 @@
 <li class="toctree-l3"><a class="reference internal" href="level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/alignment/index.html b/autoapi/punchbowl/level1/alignment/index.html
index 8eeee8a2..790f7b0e 100644
--- a/autoapi/punchbowl/level1/alignment/index.html
+++ b/autoapi/punchbowl/level1/alignment/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/deficient_pixel/index.html b/autoapi/punchbowl/level1/deficient_pixel/index.html
index 046da7a4..d6f90170 100644
--- a/autoapi/punchbowl/level1/deficient_pixel/index.html
+++ b/autoapi/punchbowl/level1/deficient_pixel/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/despike/index.html b/autoapi/punchbowl/level1/despike/index.html
index a1ca3692..139ce364 100644
--- a/autoapi/punchbowl/level1/despike/index.html
+++ b/autoapi/punchbowl/level1/despike/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/destreak/index.html b/autoapi/punchbowl/level1/destreak/index.html
index 4c67ae38..4cdfeeb9 100644
--- a/autoapi/punchbowl/level1/destreak/index.html
+++ b/autoapi/punchbowl/level1/destreak/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/flow/index.html b/autoapi/punchbowl/level1/flow/index.html
index 9d14949d..64306811 100644
--- a/autoapi/punchbowl/level1/flow/index.html
+++ b/autoapi/punchbowl/level1/flow/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/index.html b/autoapi/punchbowl/level1/index.html
index d5c662a7..ce4e572b 100644
--- a/autoapi/punchbowl/level1/index.html
+++ b/autoapi/punchbowl/level1/index.html
@@ -407,6 +407,7 @@
 <li class="toctree-l4"><a class="reference internal" href="tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -419,6 +420,7 @@
 <li class="toctree-l3"><a class="reference internal" href="initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
@@ -539,6 +541,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l1"><a class="reference internal" href="initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l1"><a class="reference internal" href="psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l1"><a class="reference internal" href="quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l1"><a class="reference internal" href="sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l1"><a class="reference internal" href="stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l1"><a class="reference internal" href="vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/initial_uncertainty/index.html b/autoapi/punchbowl/level1/initial_uncertainty/index.html
index 0f871df5..ac68f40c 100644
--- a/autoapi/punchbowl/level1/initial_uncertainty/index.html
+++ b/autoapi/punchbowl/level1/initial_uncertainty/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3 current active"><a class="current reference internal" href="#">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/psf/index.html b/autoapi/punchbowl/level1/psf/index.html
index 9be31933..7d95ca54 100644
--- a/autoapi/punchbowl/level1/psf/index.html
+++ b/autoapi/punchbowl/level1/psf/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3 current active"><a class="current reference internal" href="#">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/quartic_fit/index.html b/autoapi/punchbowl/level1/quartic_fit/index.html
index 4fe400af..6c5fcad4 100644
--- a/autoapi/punchbowl/level1/quartic_fit/index.html
+++ b/autoapi/punchbowl/level1/quartic_fit/index.html
@@ -44,7 +44,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'autoapi/punchbowl/level1/quartic_fit/index';</script>
     <link rel="index" title="Index" href="../../../../genindex.html" />
     <link rel="search" title="Search" href="../../../../search.html" />
-    <link rel="next" title="punchbowl.level1.stray_light" href="../stray_light/index.html" />
+    <link rel="next" title="punchbowl.level1.sqrt" href="../sqrt/index.html" />
     <link rel="prev" title="punchbowl.level1.psf" href="../psf/index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -407,6 +407,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -419,6 +420,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3 current active"><a class="current reference internal" href="#">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
@@ -678,11 +680,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
       </div>
     </a>
     <a class="right-next"
-       href="../stray_light/index.html"
+       href="../sqrt/index.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">punchbowl.level1.stray_light</p>
+        <p class="prev-next-title">punchbowl.level1.sqrt</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
diff --git a/autoapi/punchbowl/level1/sqrt/index.html b/autoapi/punchbowl/level1/sqrt/index.html
new file mode 100644
index 00000000..6037e631
--- /dev/null
+++ b/autoapi/punchbowl/level1/sqrt/index.html
@@ -0,0 +1,922 @@
+
+<!DOCTYPE html>
+
+
+<html lang="en" data-content_root="../../../../" >
+
+  <head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <link href="../../../../_static/favicon.ico" rel="icon" type="image/x-icon">
+    <title>punchbowl.level1.sqrt &#8212; punchbowl 0.0.1 documentation</title>
+  
+  
+  
+  <script data-cfasync="false">
+    document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+  </script>
+  
+  <!-- Loaded before other Sphinx assets -->
+  <link href="../../../../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../../../../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+
+  
+  <link href="../../../../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+
+    <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css?v=a746c00c" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/graphviz.css?v=4ae1632d" />
+  
+  <!-- Pre-loaded scripts that we'll load fully later -->
+  <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../../../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
+
+    <script src="../../../../_static/documentation_options.js?v=d45e8c67"></script>
+    <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
+    <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script>DOCUMENTATION_OPTIONS.pagename = 'autoapi/punchbowl/level1/sqrt/index';</script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" />
+    <link rel="next" title="punchbowl.level1.stray_light" href="../stray_light/index.html" />
+    <link rel="prev" title="punchbowl.level1.quartic_fit" href="../quartic_fit/index.html" />
+  <meta name="viewport" content="width=device-width, initial-scale=1"/>
+  <meta name="docsearch:language" content="en"/>
+  </head>
+  
+  
+  <body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
+
+  
+  
+  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
+  
+  <div id="pst-scroll-pixel-helper"></div>
+  
+  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
+    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
+
+  
+  <input type="checkbox"
+          class="sidebar-toggle"
+          id="pst-primary-sidebar-checkbox"/>
+  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+  
+  <input type="checkbox"
+          class="sidebar-toggle"
+          id="pst-secondary-sidebar-checkbox"/>
+  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+  
+  <div class="search-button__wrapper">
+    <div class="search-button__overlay"></div>
+    <div class="search-button__search-container">
+<form class="bd-search d-flex align-items-center"
+      action="../../../../search.html"
+      method="get">
+  <i class="fa-solid fa-magnifying-glass"></i>
+  <input type="search"
+         class="form-control"
+         name="q"
+         id="search-input"
+         placeholder="Search the docs ..."
+         aria-label="Search the docs ..."
+         autocomplete="off"
+         autocorrect="off"
+         autocapitalize="off"
+         spellcheck="false"/>
+  <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
+</form></div>
+  </div>
+
+  <div class="pst-async-banner-revealer d-none">
+  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
+</div>
+
+  
+    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
+<div class="bd-header__inner bd-page-width">
+  <button class="pst-navbar-icon sidebar-toggle primary-toggle" aria-label="Site navigation">
+    <span class="fa-solid fa-bars"></span>
+  </button>
+  
+  
+  <div class="col-lg-3 navbar-header-items__start">
+    
+      <div class="navbar-item">
+
+  
+    
+  
+
+<a class="navbar-brand logo" href="../../../../index.html">
+  
+  
+  
+  
+  
+    
+    
+      
+    
+    
+    <img src="../../../../_static/logo.png" class="logo__image only-light" alt=""/>
+    <script>document.write(`<img src="../../../../_static/logo.png" class="logo__image only-dark" alt=""/>`);</script>
+  
+  
+    <p class="title logo__title">punchbowl</p>
+  
+</a></div>
+    
+  </div>
+  
+  <div class="col-lg-9 navbar-header-items">
+    
+    <div class="me-auto navbar-header-items__center">
+      
+        <div class="navbar-item">
+<nav>
+  <ul class="bd-navbar-elements navbar-nav">
+    
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../intro.html">
+    Introduction
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../data/index.html">
+    Data
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../pipeline/index.html">
+    Pipeline
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../help.html">
+    Help
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../contribute.html">
+    Contribute
+  </a>
+</li>
+
+            <li class="nav-item dropdown">
+                <button class="btn dropdown-toggle nav-item" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-controls="pst-nav-more-links">
+                    More
+                </button>
+                <ul id="pst-nav-more-links" class="dropdown-menu">
+                    
+<li class=" current active">
+  <a class="nav-link dropdown-item nav-internal" href="../../../index.html">
+    API Reference
+  </a>
+</li>
+
+                </ul>
+            </li>
+            
+  </ul>
+</nav></div>
+      
+    </div>
+    
+    
+    <div class="navbar-header-items__end">
+      
+        <div class="navbar-item navbar-persistent--container">
+          
+
+ <script>
+ document.write(`
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
+    <span class="search-button__default-text">Search</span>
+    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
+   </button>
+ `);
+ </script>
+        </div>
+      
+      
+        <div class="navbar-item">
+
+<script>
+document.write(`
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  </button>
+`);
+</script></div>
+      
+        <div class="navbar-item"><ul class="navbar-icon-links"
+    aria-label="Icon Links">
+        <li class="nav-item">
+          
+          
+          
+          
+          
+          
+          
+          
+          <a href="https://github.com/punch-mission/punchbowl" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-github fa-lg" aria-hidden="true"></i>
+            <span class="sr-only">GitHub</span></a>
+        </li>
+</ul></div>
+      
+    </div>
+    
+  </div>
+  
+  
+    <div class="navbar-persistent--mobile">
+
+ <script>
+ document.write(`
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
+    <span class="search-button__default-text">Search</span>
+    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
+   </button>
+ `);
+ </script>
+    </div>
+  
+
+  
+    <button class="pst-navbar-icon sidebar-toggle secondary-toggle" aria-label="On this page">
+      <span class="fa-solid fa-outdent"></span>
+    </button>
+  
+</div>
+
+    </header>
+  
+
+  <div class="bd-container">
+    <div class="bd-container__inner bd-page-width">
+      
+      
+      
+      <div class="bd-sidebar-primary bd-sidebar">
+        
+
+  
+  <div class="sidebar-header-items sidebar-primary__section">
+    
+    
+      <div class="sidebar-header-items__center">
+        
+          
+          
+            <div class="navbar-item">
+<nav>
+  <ul class="bd-navbar-elements navbar-nav">
+    
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../intro.html">
+    Introduction
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../data/index.html">
+    Data
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../pipeline/index.html">
+    Pipeline
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../help.html">
+    Help
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../contribute.html">
+    Contribute
+  </a>
+</li>
+
+
+<li class="nav-item current active">
+  <a class="nav-link nav-internal" href="../../../index.html">
+    API Reference
+  </a>
+</li>
+
+  </ul>
+</nav></div>
+          
+        
+      </div>
+    
+    
+    
+      <div class="sidebar-header-items__end">
+        
+          <div class="navbar-item">
+
+<script>
+document.write(`
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  </button>
+`);
+</script></div>
+        
+          <div class="navbar-item"><ul class="navbar-icon-links"
+    aria-label="Icon Links">
+        <li class="nav-item">
+          
+          
+          
+          
+          
+          
+          
+          
+          <a href="https://github.com/punch-mission/punchbowl" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-github fa-lg" aria-hidden="true"></i>
+            <span class="sr-only">GitHub</span></a>
+        </li>
+</ul></div>
+        
+      </div>
+    
+  </div>
+  
+    <div class="sidebar-primary-items__start sidebar-primary__section">
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
+     aria-label="Section Navigation">
+  <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
+  <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="../../index.html">punchbowl</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l2 has-children"><a class="reference internal" href="../../data/index.html">punchbowl.data</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../data/tests/index.html">punchbowl.data.tests</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../data/tests/test_history/index.html">punchbowl.data.tests.test_history</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../data/tests/test_io/index.html">punchbowl.data.tests.test_io</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../data/tests/test_meta/index.html">punchbowl.data.tests.test_meta</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../data/tests/test_wcs/index.html">punchbowl.data.tests.test_wcs</a></li>
+</ul>
+</details></li>
+<li class="toctree-l3"><a class="reference internal" href="../../data/history/index.html">punchbowl.data.history</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../data/io/index.html">punchbowl.data.io</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../data/meta/index.html">punchbowl.data.meta</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../data/units/index.html">punchbowl.data.units</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../data/wcs/index.html">punchbowl.data.wcs</a></li>
+</ul>
+</details></li>
+<li class="toctree-l2 current active has-children"><a class="reference internal" href="../index.html">punchbowl.level1</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l3 has-children"><a class="reference internal" href="../tests/index.html">punchbowl.level1.tests</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_alignment/index.html">punchbowl.level1.tests.test_alignment</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_deficient_pixel/index.html">punchbowl.level1.tests.test_deficient_pixel</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_despike/index.html">punchbowl.level1.tests.test_despike</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_destreak/index.html">punchbowl.level1.tests.test_destreak</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_flow/index.html">punchbowl.level1.tests.test_flow</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
+</ul>
+</details></li>
+<li class="toctree-l3"><a class="reference internal" href="../alignment/index.html">punchbowl.level1.alignment</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deficient_pixel/index.html">punchbowl.level1.deficient_pixel</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../despike/index.html">punchbowl.level1.despike</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../destreak/index.html">punchbowl.level1.destreak</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../flow/index.html">punchbowl.level1.flow</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3 current active"><a class="current reference internal" href="#">punchbowl.level1.sqrt</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
+</ul>
+</details></li>
+<li class="toctree-l2 has-children"><a class="reference internal" href="../../level2/index.html">punchbowl.level2</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../level2/tests/index.html">punchbowl.level2.tests</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../level2/tests/test_bright_structure/index.html">punchbowl.level2.tests.test_bright_structure</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level2/tests/test_flow/index.html">punchbowl.level2.tests.test_flow</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level2/tests/test_merge/index.html">punchbowl.level2.tests.test_merge</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level2/tests/test_polarization/index.html">punchbowl.level2.tests.test_polarization</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level2/tests/test_quality/index.html">punchbowl.level2.tests.test_quality</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level2/tests/test_resample/index.html">punchbowl.level2.tests.test_resample</a></li>
+</ul>
+</details></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level2/bright_structure/index.html">punchbowl.level2.bright_structure</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level2/flow/index.html">punchbowl.level2.flow</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level2/merge/index.html">punchbowl.level2.merge</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level2/polarization/index.html">punchbowl.level2.polarization</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level2/resample/index.html">punchbowl.level2.resample</a></li>
+</ul>
+</details></li>
+<li class="toctree-l2 has-children"><a class="reference internal" href="../../level3/index.html">punchbowl.level3</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../level3/tests/index.html">punchbowl.level3.tests</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../level3/tests/test_f_corona_model/index.html">punchbowl.level3.tests.test_f_corona_model</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level3/tests/test_stellar/index.html">punchbowl.level3.tests.test_stellar</a></li>
+</ul>
+</details></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level3/f_corona_model/index.html">punchbowl.level3.f_corona_model</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level3/flow/index.html">punchbowl.level3.flow</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level3/motion_filter/index.html">punchbowl.level3.motion_filter</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level3/polarization/index.html">punchbowl.level3.polarization</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level3/stellar/index.html">punchbowl.level3.stellar</a></li>
+</ul>
+</details></li>
+<li class="toctree-l2"><a class="reference internal" href="../../exceptions/index.html">punchbowl.exceptions</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../util/index.html">punchbowl.util</a></li>
+</ul>
+</details></li>
+</ul>
+</div>
+</nav></div>
+    </div>
+  
+  
+  <div class="sidebar-primary-items__end sidebar-primary__section">
+  </div>
+  
+  <div id="rtd-footer-container"></div>
+
+
+      </div>
+      
+      <main id="main-content" class="bd-main" role="main">
+        
+        
+          <div class="bd-content">
+            <div class="bd-article-container">
+              
+              <div class="bd-header-article d-print-none">
+<div class="header-article-items header-article__inner">
+  
+    <div class="header-article-items__start">
+      
+        <div class="header-article-item">
+
+
+
+
+
+<nav aria-label="Breadcrumb" class="d-print-none">
+  <ul class="bd-breadcrumbs">
+    
+    <li class="breadcrumb-item breadcrumb-home">
+      <a href="../../../../index.html" class="nav-link" aria-label="Home">
+        <i class="fa-solid fa-home"></i>
+      </a>
+    </li>
+    
+    <li class="breadcrumb-item"><a href="../../../index.html" class="nav-link">API Reference</a></li>
+    
+    
+    <li class="breadcrumb-item"><i class="fa-solid fa-ellipsis"></i></li>
+    
+    
+    <li class="breadcrumb-item"><a href="../index.html" class="nav-link">punchbowl.level1</a></li>
+    
+    <li class="breadcrumb-item active" aria-current="page">punchbowl.le...</li>
+  </ul>
+</nav>
+</div>
+      
+    </div>
+  
+  
+</div>
+</div>
+              
+              
+              
+                
+<div id="searchbox"></div>
+                <article class="bd-article">
+                  
+  <section id="module-punchbowl.level1.sqrt">
+<span id="punchbowl-level1-sqrt"></span><h1>punchbowl.level1.sqrt<a class="headerlink" href="#module-punchbowl.level1.sqrt" title="Link to this heading">#</a></h1>
+<section id="attributes">
+<h2>Attributes<a class="headerlink" href="#attributes" title="Link to this heading">#</a></h2>
+<div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.TABLE_PATH" title="punchbowl.level1.sqrt.TABLE_PATH"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TABLE_PATH</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<section id="functions">
+<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading">#</a></h2>
+<div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.decode_sqrt" title="punchbowl.level1.sqrt.decode_sqrt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">decode_sqrt</span></code></a>(→ numpy.ndarray)</p></td>
+<td><p>Square root decode between specified bitrate values.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.encode_sqrt" title="punchbowl.level1.sqrt.encode_sqrt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">encode_sqrt</span></code></a>(→ numpy.ndarray)</p></td>
+<td><p>Square root encode between specified bitrate values.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.decode_sqrt_simple" title="punchbowl.level1.sqrt.decode_sqrt_simple"><code class="xref py py-obj docutils literal notranslate"><span class="pre">decode_sqrt_simple</span></code></a>(→ numpy.ndarray)</p></td>
+<td><p>Perform a simple decoding using the naive squaring strategy.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.noise_pdf" title="punchbowl.level1.sqrt.noise_pdf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">noise_pdf</span></code></a>(→ tuple)</p></td>
+<td><p>Generate a probability distribution function (pdf) from an input data value.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.mean_b_offset" title="punchbowl.level1.sqrt.mean_b_offset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mean_b_offset</span></code></a>(→ float)</p></td>
+<td><p>Compute an offset from the naive and robust decoding processes.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.decode_sqrt_corrected" title="punchbowl.level1.sqrt.decode_sqrt_corrected"><code class="xref py py-obj docutils literal notranslate"><span class="pre">decode_sqrt_corrected</span></code></a>(→ float)</p></td>
+<td><p>Compute an individual decoding value for an input data value.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.generate_decode_sqrt_table" title="punchbowl.level1.sqrt.generate_decode_sqrt_table"><code class="xref py py-obj docutils literal notranslate"><span class="pre">generate_decode_sqrt_table</span></code></a>(→ numpy.ndarray)</p></td>
+<td><p>Generate a square root decode table between specified bitrate values and CCD parameters.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.decode_sqrt_by_table" title="punchbowl.level1.sqrt.decode_sqrt_by_table"><code class="xref py py-obj docutils literal notranslate"><span class="pre">decode_sqrt_by_table</span></code></a>(→ numpy.ndarray)</p></td>
+<td><p>Generate a square root decode table between specified bitrate values and CCD parameters.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.sqrt.decode_sqrt_data" title="punchbowl.level1.sqrt.decode_sqrt_data"><code class="xref py py-obj docutils literal notranslate"><span class="pre">decode_sqrt_data</span></code></a>(→ ndcube.NDCube)</p></td>
+<td><p>Prefect task in the pipeline to decode square root encoded data.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading">#</a></h2>
+<dl class="py data">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.TABLE_PATH">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">TABLE_PATH</span></span><a class="headerlink" href="#punchbowl.level1.sqrt.TABLE_PATH" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.decode_sqrt">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">decode_sqrt</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">numpy.ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_gain</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span> <span class="pre">/</span> <span class="pre">4.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_offset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_read_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">17</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite_table</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">numpy.ndarray</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.decode_sqrt" title="Link to this definition">#</a></dt>
+<dd><p>Square root decode between specified bitrate values.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>data</strong> – Input encoded data array</p></li>
+<li><p><strong>from_bits</strong> – Specified bitrate of encoded image to unpack</p></li>
+<li><p><strong>to_bits</strong> – Specified bitrate of output data (decoded)</p></li>
+<li><p><strong>ccd_gain</strong> – CCD gain [photons / DN]</p></li>
+<li><p><strong>ccd_offset</strong> – CCD bias level [DN]</p></li>
+<li><p><strong>ccd_read_noise</strong> – CCD read noise level [DN]</p></li>
+<li><p><strong>overwrite_table</strong> – Toggle to regenerate and overwrite existing decoding table</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Square root decoded version of the input image</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>np.ndarray</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.encode_sqrt">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">encode_sqrt</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">numpy.ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">numpy.ndarray</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.encode_sqrt" title="Link to this definition">#</a></dt>
+<dd><p>Square root encode between specified bitrate values.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>data</strong> – Input data array</p></li>
+<li><p><strong>from_bits</strong> – Specified bitrate of original input image</p></li>
+<li><p><strong>to_bits</strong> – Specified bitrate of output encoded image</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Encoded version of input data</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>np.ndarray</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.decode_sqrt_simple">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">decode_sqrt_simple</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">numpy.ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">numpy.ndarray</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.decode_sqrt_simple" title="Link to this definition">#</a></dt>
+<dd><p>Perform a simple decoding using the naive squaring strategy.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>data</strong> – Input data array</p></li>
+<li><p><strong>from_bits</strong> – Specified bitrate of original input image</p></li>
+<li><p><strong>to_bits</strong> – Specified bitrate of output encoded image</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Decoded version of input data</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>np.ndarray</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.noise_pdf">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">noise_pdf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">numpy.ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_gain</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span> <span class="pre">/</span> <span class="pre">4.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_offset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_read_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">17</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_steps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">tuple</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.noise_pdf" title="Link to this definition">#</a></dt>
+<dd><p>Generate a probability distribution function (pdf) from an input data value.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>data_value</strong> – Input data value</p></li>
+<li><p><strong>ccd_gain</strong> – CCD gain [DN / electron]</p></li>
+<li><p><strong>ccd_offset</strong> – CCD bias level [DN]</p></li>
+<li><p><strong>ccd_read_noise</strong> – CCD read noise level [DN]</p></li>
+<li><p><strong>n_sigma</strong> – Number of sigma steps</p></li>
+<li><p><strong>n_steps</strong> – Number of data steps</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><ul class="simple">
+<li><p><em>np.ndarray</em> – Data step distribution</p></li>
+<li><p><em>normal</em> – Data normal distribution</p></li>
+</ul>
+</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.mean_b_offset">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">mean_b_offset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_gain</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span> <span class="pre">/</span> <span class="pre">4.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_offset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_read_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">17</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.mean_b_offset" title="Link to this definition">#</a></dt>
+<dd><p>Compute an offset from the naive and robust decoding processes.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>data_value</strong> – Input data value [DN]</p></li>
+<li><p><strong>from_bits</strong> – Specified bitrate of encoded image to unpack</p></li>
+<li><p><strong>to_bits</strong> – Specified bitrate of output data (decoded)</p></li>
+<li><p><strong>ccd_gain</strong> – CCD gain [DN / electron]</p></li>
+<li><p><strong>ccd_offset</strong> – CCD bias level [DN]</p></li>
+<li><p><strong>ccd_read_noise</strong> – CCD read noise level [DN]</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated decoding value for use in constructing a decoding table</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.decode_sqrt_corrected">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">decode_sqrt_corrected</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_gain</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span> <span class="pre">/</span> <span class="pre">4.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_offset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_read_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">17</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.decode_sqrt_corrected" title="Link to this definition">#</a></dt>
+<dd><p>Compute an individual decoding value for an input data value.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>data_value</strong> – Input data value [DN]</p></li>
+<li><p><strong>from_bits</strong> – Specified bitrate of encoded image to unpack</p></li>
+<li><p><strong>to_bits</strong> – Specified bitrate of output data (decoded)</p></li>
+<li><p><strong>ccd_gain</strong> – CCD gain [DN / electron]</p></li>
+<li><p><strong>ccd_offset</strong> – CCD bias level [DN]</p></li>
+<li><p><strong>ccd_read_noise</strong> – CCD read noise level [DN]</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated decoding value for use in constructing a decoding table</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.generate_decode_sqrt_table">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">generate_decode_sqrt_table</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">from_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_bits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_gain</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span> <span class="pre">/</span> <span class="pre">4.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_offset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ccd_read_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">17</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">numpy.ndarray</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.generate_decode_sqrt_table" title="Link to this definition">#</a></dt>
+<dd><p>Generate a square root decode table between specified bitrate values and CCD parameters.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>from_bits</strong> – Specified bitrate of encoded image to unpack</p></li>
+<li><p><strong>to_bits</strong> – Specified bitrate of output data (decoded)</p></li>
+<li><p><strong>ccd_gain</strong> – CCD gain [DN / electron]</p></li>
+<li><p><strong>ccd_offset</strong> – CCD bias level [DN]</p></li>
+<li><p><strong>ccd_read_noise</strong> – CCD read noise level [DN]</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated square root decoding table</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>table</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.decode_sqrt_by_table">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">decode_sqrt_by_table</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">numpy.ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">table</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">numpy.ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">numpy.ndarray</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.decode_sqrt_by_table" title="Link to this definition">#</a></dt>
+<dd><p>Generate a square root decode table between specified bitrate values and CCD parameters.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>data</strong> – Input encoded data array</p></li>
+<li><p><strong>table</strong> – Square root decoding table</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Decoded version of input data</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>np.ndarray</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.sqrt.decode_sqrt_data">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.sqrt.</span></span><span class="sig-name descname"><span class="pre">decode_sqrt_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndcube.NDCube</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite_table</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndcube.NDCube</span></span></span><a class="headerlink" href="#punchbowl.level1.sqrt.decode_sqrt_data" title="Link to this definition">#</a></dt>
+<dd><p>Prefect task in the pipeline to decode square root encoded data.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>data_object</strong> (<em>NDCube</em>) – the object you wish to decode</p></li>
+<li><p><strong>overwrite_table</strong> – Toggle to regenerate and overwrite existing decoding table</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>a modified version of the input with the data square root decoded</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>NDCube</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</section>
+
+
+                </article>
+              
+              
+              
+              
+              
+                <footer class="prev-next-footer d-print-none">
+                  
+<div class="prev-next-area">
+    <a class="left-prev"
+       href="../quartic_fit/index.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">punchbowl.level1.quartic_fit</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="../stray_light/index.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">punchbowl.level1.stray_light</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
+</div>
+                </footer>
+              
+            </div>
+            
+            
+              
+                <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
+
+
+  <div class="sidebar-secondary-item">
+<div
+    id="pst-page-navigation-heading-2"
+    class="page-toc tocsection onthispage">
+    <i class="fa-solid fa-list"></i> On this page
+  </div>
+  <nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
+    <ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#attributes">Attributes</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#functions">Functions</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-contents">Module Contents</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.TABLE_PATH"><code class="docutils literal notranslate"><span class="pre">TABLE_PATH</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.decode_sqrt"><code class="docutils literal notranslate"><span class="pre">decode_sqrt()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.encode_sqrt"><code class="docutils literal notranslate"><span class="pre">encode_sqrt()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.decode_sqrt_simple"><code class="docutils literal notranslate"><span class="pre">decode_sqrt_simple()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.noise_pdf"><code class="docutils literal notranslate"><span class="pre">noise_pdf()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.mean_b_offset"><code class="docutils literal notranslate"><span class="pre">mean_b_offset()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.decode_sqrt_corrected"><code class="docutils literal notranslate"><span class="pre">decode_sqrt_corrected()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.generate_decode_sqrt_table"><code class="docutils literal notranslate"><span class="pre">generate_decode_sqrt_table()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.decode_sqrt_by_table"><code class="docutils literal notranslate"><span class="pre">decode_sqrt_by_table()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.sqrt.decode_sqrt_data"><code class="docutils literal notranslate"><span class="pre">decode_sqrt_data()</span></code></a></li>
+</ul>
+</li>
+</ul>
+  </nav></div>
+
+  <div class="sidebar-secondary-item">
+
+  
+  <div class="tocsection editthispage">
+    <a href="https://github.com/punch-mission/punchbowl/edit/main/docs/source/autoapi/punchbowl/level1/sqrt/index.rst">
+      <i class="fa-solid fa-pencil"></i>
+      
+      
+        
+          Edit on GitHub
+        
+      
+    </a>
+  </div>
+</div>
+
+</div></div>
+              
+            
+          </div>
+          <footer class="bd-footer-content">
+            
+          </footer>
+        
+      </main>
+    </div>
+  </div>
+  
+  <!-- Scripts loaded after <body> so the DOM is not blocked -->
+  <script src="../../../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+
+  <footer class="bd-footer">
+<div class="bd-footer__inner bd-page-width">
+  
+    <div class="footer-items__start">
+      
+        <div class="footer-item">
+
+  <p class="copyright">
+    
+      © Copyright 2024, PUNCH Science Operations Center.
+      <br/>
+    
+  </p>
+</div>
+      
+        <div class="footer-item">
+
+  <p class="sphinx-version">
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 8.1.3.
+    <br/>
+  </p>
+</div>
+      
+    </div>
+  
+  
+  
+    <div class="footer-items__end">
+      
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.15.4.
+</p></div>
+      
+    </div>
+  
+</div>
+
+  </footer>
+  </body>
+</html>
\ No newline at end of file
diff --git a/autoapi/punchbowl/level1/stray_light/index.html b/autoapi/punchbowl/level1/stray_light/index.html
index db34aacf..779da0bf 100644
--- a/autoapi/punchbowl/level1/stray_light/index.html
+++ b/autoapi/punchbowl/level1/stray_light/index.html
@@ -43,7 +43,7 @@
     <link rel="index" title="Index" href="../../../../genindex.html" />
     <link rel="search" title="Search" href="../../../../search.html" />
     <link rel="next" title="punchbowl.level1.vignette" href="../vignette/index.html" />
-    <link rel="prev" title="punchbowl.level1.quartic_fit" href="../quartic_fit/index.html" />
+    <link rel="prev" title="punchbowl.level1.sqrt" href="../sqrt/index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3 current active"><a class="current reference internal" href="#">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
@@ -582,12 +584,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
                   
 <div class="prev-next-area">
     <a class="left-prev"
-       href="../quartic_fit/index.html"
+       href="../sqrt/index.html"
        title="previous page">
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">punchbowl.level1.quartic_fit</p>
+        <p class="prev-next-title">punchbowl.level1.sqrt</p>
       </div>
     </a>
     <a class="right-next"
diff --git a/autoapi/punchbowl/level1/tests/index.html b/autoapi/punchbowl/level1/tests/index.html
index 6bd18c2b..763d0b74 100644
--- a/autoapi/punchbowl/level1/tests/index.html
+++ b/autoapi/punchbowl/level1/tests/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
@@ -534,6 +536,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l1"><a class="reference internal" href="test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l1"><a class="reference internal" href="test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l1"><a class="reference internal" href="test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l1"><a class="reference internal" href="test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l1"><a class="reference internal" href="test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/tests/test_alignment/index.html b/autoapi/punchbowl/level1/tests/test_alignment/index.html
index b0591146..f27988f3 100644
--- a/autoapi/punchbowl/level1/tests/test_alignment/index.html
+++ b/autoapi/punchbowl/level1/tests/test_alignment/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html b/autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html
index 8b10f991..964e2c22 100644
--- a/autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html
+++ b/autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/tests/test_despike/index.html b/autoapi/punchbowl/level1/tests/test_despike/index.html
index 3c5bae36..ab759774 100644
--- a/autoapi/punchbowl/level1/tests/test_despike/index.html
+++ b/autoapi/punchbowl/level1/tests/test_despike/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/tests/test_destreak/index.html b/autoapi/punchbowl/level1/tests/test_destreak/index.html
index 4ce6fa8a..a1a61baa 100644
--- a/autoapi/punchbowl/level1/tests/test_destreak/index.html
+++ b/autoapi/punchbowl/level1/tests/test_destreak/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/tests/test_flow/index.html b/autoapi/punchbowl/level1/tests/test_flow/index.html
index b1498304..3a1f5645 100644
--- a/autoapi/punchbowl/level1/tests/test_flow/index.html
+++ b/autoapi/punchbowl/level1/tests/test_flow/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/tests/test_pointing/index.html b/autoapi/punchbowl/level1/tests/test_pointing/index.html
index a7274002..49804b88 100644
--- a/autoapi/punchbowl/level1/tests/test_pointing/index.html
+++ b/autoapi/punchbowl/level1/tests/test_pointing/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4 current active"><a class="current reference internal" href="#">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/tests/test_psf/index.html b/autoapi/punchbowl/level1/tests/test_psf/index.html
index 9c34bed1..cff15d27 100644
--- a/autoapi/punchbowl/level1/tests/test_psf/index.html
+++ b/autoapi/punchbowl/level1/tests/test_psf/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4 current active"><a class="current reference internal" href="#">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/tests/test_quartic_fit/index.html b/autoapi/punchbowl/level1/tests/test_quartic_fit/index.html
index 95e5d48c..21b1d19e 100644
--- a/autoapi/punchbowl/level1/tests/test_quartic_fit/index.html
+++ b/autoapi/punchbowl/level1/tests/test_quartic_fit/index.html
@@ -42,7 +42,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'autoapi/punchbowl/level1/tests/test_quartic_fit/index';</script>
     <link rel="index" title="Index" href="../../../../../genindex.html" />
     <link rel="search" title="Search" href="../../../../../search.html" />
-    <link rel="next" title="punchbowl.level1.tests.test_stray_light" href="../test_stray_light/index.html" />
+    <link rel="next" title="punchbowl.level1.tests.test_sqrt" href="../test_sqrt/index.html" />
     <link rel="prev" title="punchbowl.level1.tests.test_psf" href="../test_psf/index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4 current active"><a class="current reference internal" href="#">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
@@ -640,11 +642,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
       </div>
     </a>
     <a class="right-next"
-       href="../test_stray_light/index.html"
+       href="../test_sqrt/index.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">punchbowl.level1.tests.test_stray_light</p>
+        <p class="prev-next-title">punchbowl.level1.tests.test_sqrt</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
diff --git a/autoapi/punchbowl/level1/tests/test_sqrt/index.html b/autoapi/punchbowl/level1/tests/test_sqrt/index.html
new file mode 100644
index 00000000..46de2bac
--- /dev/null
+++ b/autoapi/punchbowl/level1/tests/test_sqrt/index.html
@@ -0,0 +1,712 @@
+
+<!DOCTYPE html>
+
+
+<html lang="en" data-content_root="../../../../../" >
+
+  <head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <link href="../../../../../_static/favicon.ico" rel="icon" type="image/x-icon">
+    <title>punchbowl.level1.tests.test_sqrt &#8212; punchbowl 0.0.1 documentation</title>
+  
+  
+  
+  <script data-cfasync="false">
+    document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+  </script>
+  
+  <!-- Loaded before other Sphinx assets -->
+  <link href="../../../../../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../../../../../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../../../../../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+
+  
+  <link href="../../../../../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../../../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../../../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../../../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+
+    <link rel="stylesheet" type="text/css" href="../../../../../_static/pygments.css?v=a746c00c" />
+    <link rel="stylesheet" type="text/css" href="../../../../../_static/graphviz.css?v=4ae1632d" />
+  
+  <!-- Pre-loaded scripts that we'll load fully later -->
+  <link rel="preload" as="script" href="../../../../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../../../../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../../../../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
+
+    <script src="../../../../../_static/documentation_options.js?v=d45e8c67"></script>
+    <script src="../../../../../_static/doctools.js?v=9bcbadda"></script>
+    <script src="../../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script>DOCUMENTATION_OPTIONS.pagename = 'autoapi/punchbowl/level1/tests/test_sqrt/index';</script>
+    <link rel="index" title="Index" href="../../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../../search.html" />
+    <link rel="next" title="punchbowl.level1.tests.test_stray_light" href="../test_stray_light/index.html" />
+    <link rel="prev" title="punchbowl.level1.tests.test_quartic_fit" href="../test_quartic_fit/index.html" />
+  <meta name="viewport" content="width=device-width, initial-scale=1"/>
+  <meta name="docsearch:language" content="en"/>
+  </head>
+  
+  
+  <body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
+
+  
+  
+  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
+  
+  <div id="pst-scroll-pixel-helper"></div>
+  
+  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
+    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
+
+  
+  <input type="checkbox"
+          class="sidebar-toggle"
+          id="pst-primary-sidebar-checkbox"/>
+  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+  
+  <input type="checkbox"
+          class="sidebar-toggle"
+          id="pst-secondary-sidebar-checkbox"/>
+  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+  
+  <div class="search-button__wrapper">
+    <div class="search-button__overlay"></div>
+    <div class="search-button__search-container">
+<form class="bd-search d-flex align-items-center"
+      action="../../../../../search.html"
+      method="get">
+  <i class="fa-solid fa-magnifying-glass"></i>
+  <input type="search"
+         class="form-control"
+         name="q"
+         id="search-input"
+         placeholder="Search the docs ..."
+         aria-label="Search the docs ..."
+         autocomplete="off"
+         autocorrect="off"
+         autocapitalize="off"
+         spellcheck="false"/>
+  <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
+</form></div>
+  </div>
+
+  <div class="pst-async-banner-revealer d-none">
+  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
+</div>
+
+  
+    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
+<div class="bd-header__inner bd-page-width">
+  <button class="pst-navbar-icon sidebar-toggle primary-toggle" aria-label="Site navigation">
+    <span class="fa-solid fa-bars"></span>
+  </button>
+  
+  
+  <div class="col-lg-3 navbar-header-items__start">
+    
+      <div class="navbar-item">
+
+  
+    
+  
+
+<a class="navbar-brand logo" href="../../../../../index.html">
+  
+  
+  
+  
+  
+    
+    
+      
+    
+    
+    <img src="../../../../../_static/logo.png" class="logo__image only-light" alt=""/>
+    <script>document.write(`<img src="../../../../../_static/logo.png" class="logo__image only-dark" alt=""/>`);</script>
+  
+  
+    <p class="title logo__title">punchbowl</p>
+  
+</a></div>
+    
+  </div>
+  
+  <div class="col-lg-9 navbar-header-items">
+    
+    <div class="me-auto navbar-header-items__center">
+      
+        <div class="navbar-item">
+<nav>
+  <ul class="bd-navbar-elements navbar-nav">
+    
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../intro.html">
+    Introduction
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../data/index.html">
+    Data
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../pipeline/index.html">
+    Pipeline
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../help.html">
+    Help
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../contribute.html">
+    Contribute
+  </a>
+</li>
+
+            <li class="nav-item dropdown">
+                <button class="btn dropdown-toggle nav-item" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-controls="pst-nav-more-links">
+                    More
+                </button>
+                <ul id="pst-nav-more-links" class="dropdown-menu">
+                    
+<li class=" current active">
+  <a class="nav-link dropdown-item nav-internal" href="../../../../index.html">
+    API Reference
+  </a>
+</li>
+
+                </ul>
+            </li>
+            
+  </ul>
+</nav></div>
+      
+    </div>
+    
+    
+    <div class="navbar-header-items__end">
+      
+        <div class="navbar-item navbar-persistent--container">
+          
+
+ <script>
+ document.write(`
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
+    <span class="search-button__default-text">Search</span>
+    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
+   </button>
+ `);
+ </script>
+        </div>
+      
+      
+        <div class="navbar-item">
+
+<script>
+document.write(`
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  </button>
+`);
+</script></div>
+      
+        <div class="navbar-item"><ul class="navbar-icon-links"
+    aria-label="Icon Links">
+        <li class="nav-item">
+          
+          
+          
+          
+          
+          
+          
+          
+          <a href="https://github.com/punch-mission/punchbowl" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-github fa-lg" aria-hidden="true"></i>
+            <span class="sr-only">GitHub</span></a>
+        </li>
+</ul></div>
+      
+    </div>
+    
+  </div>
+  
+  
+    <div class="navbar-persistent--mobile">
+
+ <script>
+ document.write(`
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
+    <span class="search-button__default-text">Search</span>
+    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
+   </button>
+ `);
+ </script>
+    </div>
+  
+
+  
+    <button class="pst-navbar-icon sidebar-toggle secondary-toggle" aria-label="On this page">
+      <span class="fa-solid fa-outdent"></span>
+    </button>
+  
+</div>
+
+    </header>
+  
+
+  <div class="bd-container">
+    <div class="bd-container__inner bd-page-width">
+      
+      
+      
+      <div class="bd-sidebar-primary bd-sidebar">
+        
+
+  
+  <div class="sidebar-header-items sidebar-primary__section">
+    
+    
+      <div class="sidebar-header-items__center">
+        
+          
+          
+            <div class="navbar-item">
+<nav>
+  <ul class="bd-navbar-elements navbar-nav">
+    
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../intro.html">
+    Introduction
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../data/index.html">
+    Data
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../pipeline/index.html">
+    Pipeline
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../help.html">
+    Help
+  </a>
+</li>
+
+
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../../contribute.html">
+    Contribute
+  </a>
+</li>
+
+
+<li class="nav-item current active">
+  <a class="nav-link nav-internal" href="../../../../index.html">
+    API Reference
+  </a>
+</li>
+
+  </ul>
+</nav></div>
+          
+        
+      </div>
+    
+    
+    
+      <div class="sidebar-header-items__end">
+        
+          <div class="navbar-item">
+
+<script>
+document.write(`
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  </button>
+`);
+</script></div>
+        
+          <div class="navbar-item"><ul class="navbar-icon-links"
+    aria-label="Icon Links">
+        <li class="nav-item">
+          
+          
+          
+          
+          
+          
+          
+          
+          <a href="https://github.com/punch-mission/punchbowl" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-github fa-lg" aria-hidden="true"></i>
+            <span class="sr-only">GitHub</span></a>
+        </li>
+</ul></div>
+        
+      </div>
+    
+  </div>
+  
+    <div class="sidebar-primary-items__start sidebar-primary__section">
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
+     aria-label="Section Navigation">
+  <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
+  <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="../../../index.html">punchbowl</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l2 has-children"><a class="reference internal" href="../../../data/index.html">punchbowl.data</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../data/tests/index.html">punchbowl.data.tests</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../data/tests/test_history/index.html">punchbowl.data.tests.test_history</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../data/tests/test_io/index.html">punchbowl.data.tests.test_io</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../data/tests/test_meta/index.html">punchbowl.data.tests.test_meta</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../data/tests/test_wcs/index.html">punchbowl.data.tests.test_wcs</a></li>
+</ul>
+</details></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../data/history/index.html">punchbowl.data.history</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../data/io/index.html">punchbowl.data.io</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../data/meta/index.html">punchbowl.data.meta</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../data/units/index.html">punchbowl.data.units</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../data/wcs/index.html">punchbowl.data.wcs</a></li>
+</ul>
+</details></li>
+<li class="toctree-l2 current active has-children"><a class="reference internal" href="../../index.html">punchbowl.level1</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l3 current active has-children"><a class="reference internal" href="../index.html">punchbowl.level1.tests</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="../test_alignment/index.html">punchbowl.level1.tests.test_alignment</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_deficient_pixel/index.html">punchbowl.level1.tests.test_deficient_pixel</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_despike/index.html">punchbowl.level1.tests.test_despike</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_destreak/index.html">punchbowl.level1.tests.test_destreak</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_flow/index.html">punchbowl.level1.tests.test_flow</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4 current active"><a class="current reference internal" href="#">punchbowl.level1.tests.test_sqrt</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
+</ul>
+</details></li>
+<li class="toctree-l3"><a class="reference internal" href="../../alignment/index.html">punchbowl.level1.alignment</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../deficient_pixel/index.html">punchbowl.level1.deficient_pixel</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../despike/index.html">punchbowl.level1.despike</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../destreak/index.html">punchbowl.level1.destreak</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../flow/index.html">punchbowl.level1.flow</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
+</ul>
+</details></li>
+<li class="toctree-l2 has-children"><a class="reference internal" href="../../../level2/index.html">punchbowl.level2</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../level2/tests/index.html">punchbowl.level2.tests</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../level2/tests/test_bright_structure/index.html">punchbowl.level2.tests.test_bright_structure</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level2/tests/test_flow/index.html">punchbowl.level2.tests.test_flow</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level2/tests/test_merge/index.html">punchbowl.level2.tests.test_merge</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level2/tests/test_polarization/index.html">punchbowl.level2.tests.test_polarization</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level2/tests/test_quality/index.html">punchbowl.level2.tests.test_quality</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level2/tests/test_resample/index.html">punchbowl.level2.tests.test_resample</a></li>
+</ul>
+</details></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level2/bright_structure/index.html">punchbowl.level2.bright_structure</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level2/flow/index.html">punchbowl.level2.flow</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level2/merge/index.html">punchbowl.level2.merge</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level2/polarization/index.html">punchbowl.level2.polarization</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level2/resample/index.html">punchbowl.level2.resample</a></li>
+</ul>
+</details></li>
+<li class="toctree-l2 has-children"><a class="reference internal" href="../../../level3/index.html">punchbowl.level3</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../level3/tests/index.html">punchbowl.level3.tests</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../level3/tests/test_f_corona_model/index.html">punchbowl.level3.tests.test_f_corona_model</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level3/tests/test_stellar/index.html">punchbowl.level3.tests.test_stellar</a></li>
+</ul>
+</details></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level3/f_corona_model/index.html">punchbowl.level3.f_corona_model</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level3/flow/index.html">punchbowl.level3.flow</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level3/motion_filter/index.html">punchbowl.level3.motion_filter</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level3/polarization/index.html">punchbowl.level3.polarization</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level3/stellar/index.html">punchbowl.level3.stellar</a></li>
+</ul>
+</details></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../exceptions/index.html">punchbowl.exceptions</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../util/index.html">punchbowl.util</a></li>
+</ul>
+</details></li>
+</ul>
+</div>
+</nav></div>
+    </div>
+  
+  
+  <div class="sidebar-primary-items__end sidebar-primary__section">
+  </div>
+  
+  <div id="rtd-footer-container"></div>
+
+
+      </div>
+      
+      <main id="main-content" class="bd-main" role="main">
+        
+        
+          <div class="bd-content">
+            <div class="bd-article-container">
+              
+              <div class="bd-header-article d-print-none">
+<div class="header-article-items header-article__inner">
+  
+    <div class="header-article-items__start">
+      
+        <div class="header-article-item">
+
+
+
+
+
+<nav aria-label="Breadcrumb" class="d-print-none">
+  <ul class="bd-breadcrumbs">
+    
+    <li class="breadcrumb-item breadcrumb-home">
+      <a href="../../../../../index.html" class="nav-link" aria-label="Home">
+        <i class="fa-solid fa-home"></i>
+      </a>
+    </li>
+    
+    <li class="breadcrumb-item"><a href="../../../../index.html" class="nav-link">API Reference</a></li>
+    
+    
+    <li class="breadcrumb-item"><i class="fa-solid fa-ellipsis"></i></li>
+    
+    
+    <li class="breadcrumb-item"><a href="../index.html" class="nav-link">punchbowl.level1.tests</a></li>
+    
+    <li class="breadcrumb-item active" aria-current="page">punchbowl.le...</li>
+  </ul>
+</nav>
+</div>
+      
+    </div>
+  
+  
+</div>
+</div>
+              
+              
+              
+                
+<div id="searchbox"></div>
+                <article class="bd-article">
+                  
+  <section id="module-punchbowl.level1.tests.test_sqrt">
+<span id="punchbowl-level1-tests-test-sqrt"></span><h1>punchbowl.level1.tests.test_sqrt<a class="headerlink" href="#module-punchbowl.level1.tests.test_sqrt" title="Link to this heading">#</a></h1>
+<section id="functions">
+<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading">#</a></h2>
+<div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.tests.test_sqrt.sample_punchdata" title="punchbowl.level1.tests.test_sqrt.sample_punchdata"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sample_punchdata</span></code></a>()</p></td>
+<td><p>Generate a sample PUNCHData object for testing</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#punchbowl.level1.tests.test_sqrt.test_encoding" title="punchbowl.level1.tests.test_sqrt.test_encoding"><code class="xref py py-obj docutils literal notranslate"><span class="pre">test_encoding</span></code></a>()</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.tests.test_sqrt.test_decoding" title="punchbowl.level1.tests.test_sqrt.test_decoding"><code class="xref py py-obj docutils literal notranslate"><span class="pre">test_decoding</span></code></a>()</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#punchbowl.level1.tests.test_sqrt.test_encode_then_decode" title="punchbowl.level1.tests.test_sqrt.test_encode_then_decode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">test_encode_then_decode</span></code></a>(from_bits, to_bits)</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#punchbowl.level1.tests.test_sqrt.test_decode_sqrt_data_task" title="punchbowl.level1.tests.test_sqrt.test_decode_sqrt_data_task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">test_decode_sqrt_data_task</span></code></a>(sample_punchdata)</p></td>
+<td><p>Test the decode_sqrt_data prefect task using a test harness</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading">#</a></h2>
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.tests.test_sqrt.sample_punchdata">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.tests.test_sqrt.</span></span><span class="sig-name descname"><span class="pre">sample_punchdata</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#punchbowl.level1.tests.test_sqrt.sample_punchdata" title="Link to this definition">#</a></dt>
+<dd><p>Generate a sample PUNCHData object for testing</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.tests.test_sqrt.test_encoding">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.tests.test_sqrt.</span></span><span class="sig-name descname"><span class="pre">test_encoding</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#punchbowl.level1.tests.test_sqrt.test_encoding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.tests.test_sqrt.test_decoding">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.tests.test_sqrt.</span></span><span class="sig-name descname"><span class="pre">test_decoding</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#punchbowl.level1.tests.test_sqrt.test_decoding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.tests.test_sqrt.test_encode_then_decode">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.tests.test_sqrt.</span></span><span class="sig-name descname"><span class="pre">test_encode_then_decode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">from_bits</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_bits</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#punchbowl.level1.tests.test_sqrt.test_encode_then_decode" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="punchbowl.level1.tests.test_sqrt.test_decode_sqrt_data_task">
+<span class="sig-prename descclassname"><span class="pre">punchbowl.level1.tests.test_sqrt.</span></span><span class="sig-name descname"><span class="pre">test_decode_sqrt_data_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sample_punchdata</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#punchbowl.level1.tests.test_sqrt.test_decode_sqrt_data_task" title="Link to this definition">#</a></dt>
+<dd><p>Test the decode_sqrt_data prefect task using a test harness</p>
+</dd></dl>
+
+</section>
+</section>
+
+
+                </article>
+              
+              
+              
+              
+              
+                <footer class="prev-next-footer d-print-none">
+                  
+<div class="prev-next-area">
+    <a class="left-prev"
+       href="../test_quartic_fit/index.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">punchbowl.level1.tests.test_quartic_fit</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="../test_stray_light/index.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">punchbowl.level1.tests.test_stray_light</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
+</div>
+                </footer>
+              
+            </div>
+            
+            
+              
+                <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
+
+
+  <div class="sidebar-secondary-item">
+<div
+    id="pst-page-navigation-heading-2"
+    class="page-toc tocsection onthispage">
+    <i class="fa-solid fa-list"></i> On this page
+  </div>
+  <nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
+    <ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#functions">Functions</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-contents">Module Contents</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.tests.test_sqrt.sample_punchdata"><code class="docutils literal notranslate"><span class="pre">sample_punchdata()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.tests.test_sqrt.test_encoding"><code class="docutils literal notranslate"><span class="pre">test_encoding()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.tests.test_sqrt.test_decoding"><code class="docutils literal notranslate"><span class="pre">test_decoding()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.tests.test_sqrt.test_encode_then_decode"><code class="docutils literal notranslate"><span class="pre">test_encode_then_decode()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#punchbowl.level1.tests.test_sqrt.test_decode_sqrt_data_task"><code class="docutils literal notranslate"><span class="pre">test_decode_sqrt_data_task()</span></code></a></li>
+</ul>
+</li>
+</ul>
+  </nav></div>
+
+  <div class="sidebar-secondary-item">
+
+  
+  <div class="tocsection editthispage">
+    <a href="https://github.com/punch-mission/punchbowl/edit/main/docs/source/autoapi/punchbowl/level1/tests/test_sqrt/index.rst">
+      <i class="fa-solid fa-pencil"></i>
+      
+      
+        
+          Edit on GitHub
+        
+      
+    </a>
+  </div>
+</div>
+
+</div></div>
+              
+            
+          </div>
+          <footer class="bd-footer-content">
+            
+          </footer>
+        
+      </main>
+    </div>
+  </div>
+  
+  <!-- Scripts loaded after <body> so the DOM is not blocked -->
+  <script src="../../../../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../../../../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+
+  <footer class="bd-footer">
+<div class="bd-footer__inner bd-page-width">
+  
+    <div class="footer-items__start">
+      
+        <div class="footer-item">
+
+  <p class="copyright">
+    
+      © Copyright 2024, PUNCH Science Operations Center.
+      <br/>
+    
+  </p>
+</div>
+      
+        <div class="footer-item">
+
+  <p class="sphinx-version">
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 8.1.3.
+    <br/>
+  </p>
+</div>
+      
+    </div>
+  
+  
+  
+    <div class="footer-items__end">
+      
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.15.4.
+</p></div>
+      
+    </div>
+  
+</div>
+
+  </footer>
+  </body>
+</html>
\ No newline at end of file
diff --git a/autoapi/punchbowl/level1/tests/test_stray_light/index.html b/autoapi/punchbowl/level1/tests/test_stray_light/index.html
index 2dc6195f..18009bbd 100644
--- a/autoapi/punchbowl/level1/tests/test_stray_light/index.html
+++ b/autoapi/punchbowl/level1/tests/test_stray_light/index.html
@@ -43,7 +43,7 @@
     <link rel="index" title="Index" href="../../../../../genindex.html" />
     <link rel="search" title="Search" href="../../../../../search.html" />
     <link rel="next" title="punchbowl.level1.tests.test_vignette" href="../test_vignette/index.html" />
-    <link rel="prev" title="punchbowl.level1.tests.test_quartic_fit" href="../test_quartic_fit/index.html" />
+    <link rel="prev" title="punchbowl.level1.tests.test_sqrt" href="../test_sqrt/index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4 current active"><a class="current reference internal" href="#">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
@@ -580,12 +582,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
                   
 <div class="prev-next-area">
     <a class="left-prev"
-       href="../test_quartic_fit/index.html"
+       href="../test_sqrt/index.html"
        title="previous page">
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">punchbowl.level1.tests.test_quartic_fit</p>
+        <p class="prev-next-title">punchbowl.level1.tests.test_sqrt</p>
       </div>
     </a>
     <a class="right-next"
diff --git a/autoapi/punchbowl/level1/tests/test_vignette/index.html b/autoapi/punchbowl/level1/tests/test_vignette/index.html
index 9bf6e719..fcd6f153 100644
--- a/autoapi/punchbowl/level1/tests/test_vignette/index.html
+++ b/autoapi/punchbowl/level1/tests/test_vignette/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4 current active"><a class="current reference internal" href="#">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level1/vignette/index.html b/autoapi/punchbowl/level1/vignette/index.html
index a831bb00..9e57a62b 100644
--- a/autoapi/punchbowl/level1/vignette/index.html
+++ b/autoapi/punchbowl/level1/vignette/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3 current active"><a class="current reference internal" href="#">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/bright_structure/index.html b/autoapi/punchbowl/level2/bright_structure/index.html
index 9b6b15eb..6914888e 100644
--- a/autoapi/punchbowl/level2/bright_structure/index.html
+++ b/autoapi/punchbowl/level2/bright_structure/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/flow/index.html b/autoapi/punchbowl/level2/flow/index.html
index ca042dd0..9d0f6718 100644
--- a/autoapi/punchbowl/level2/flow/index.html
+++ b/autoapi/punchbowl/level2/flow/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/index.html b/autoapi/punchbowl/level2/index.html
index 7acdc5c8..9cced0e0 100644
--- a/autoapi/punchbowl/level2/index.html
+++ b/autoapi/punchbowl/level2/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/merge/index.html b/autoapi/punchbowl/level2/merge/index.html
index 4d3fd922..6ff437d4 100644
--- a/autoapi/punchbowl/level2/merge/index.html
+++ b/autoapi/punchbowl/level2/merge/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/polarization/index.html b/autoapi/punchbowl/level2/polarization/index.html
index f9807b94..835e12c3 100644
--- a/autoapi/punchbowl/level2/polarization/index.html
+++ b/autoapi/punchbowl/level2/polarization/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/resample/index.html b/autoapi/punchbowl/level2/resample/index.html
index 01771ce4..4a7829a1 100644
--- a/autoapi/punchbowl/level2/resample/index.html
+++ b/autoapi/punchbowl/level2/resample/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/tests/index.html b/autoapi/punchbowl/level2/tests/index.html
index c0b47c2a..7560a36d 100644
--- a/autoapi/punchbowl/level2/tests/index.html
+++ b/autoapi/punchbowl/level2/tests/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/tests/test_bright_structure/index.html b/autoapi/punchbowl/level2/tests/test_bright_structure/index.html
index 07cab651..1c2c7e45 100644
--- a/autoapi/punchbowl/level2/tests/test_bright_structure/index.html
+++ b/autoapi/punchbowl/level2/tests/test_bright_structure/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/tests/test_flow/index.html b/autoapi/punchbowl/level2/tests/test_flow/index.html
index 2866e7fd..87c802e0 100644
--- a/autoapi/punchbowl/level2/tests/test_flow/index.html
+++ b/autoapi/punchbowl/level2/tests/test_flow/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/tests/test_merge/index.html b/autoapi/punchbowl/level2/tests/test_merge/index.html
index b0fcd2db..8ec5168e 100644
--- a/autoapi/punchbowl/level2/tests/test_merge/index.html
+++ b/autoapi/punchbowl/level2/tests/test_merge/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/tests/test_polarization/index.html b/autoapi/punchbowl/level2/tests/test_polarization/index.html
index b1c6e6cf..5bc21875 100644
--- a/autoapi/punchbowl/level2/tests/test_polarization/index.html
+++ b/autoapi/punchbowl/level2/tests/test_polarization/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/tests/test_quality/index.html b/autoapi/punchbowl/level2/tests/test_quality/index.html
index 98338b82..52d3b7bc 100644
--- a/autoapi/punchbowl/level2/tests/test_quality/index.html
+++ b/autoapi/punchbowl/level2/tests/test_quality/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level2/tests/test_resample/index.html b/autoapi/punchbowl/level2/tests/test_resample/index.html
index 36ecb834..51b7b3b6 100644
--- a/autoapi/punchbowl/level2/tests/test_resample/index.html
+++ b/autoapi/punchbowl/level2/tests/test_resample/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/f_corona_model/index.html b/autoapi/punchbowl/level3/f_corona_model/index.html
index 97168a72..87adffee 100644
--- a/autoapi/punchbowl/level3/f_corona_model/index.html
+++ b/autoapi/punchbowl/level3/f_corona_model/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/flow/index.html b/autoapi/punchbowl/level3/flow/index.html
index 81b6489f..2f92dfef 100644
--- a/autoapi/punchbowl/level3/flow/index.html
+++ b/autoapi/punchbowl/level3/flow/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/index.html b/autoapi/punchbowl/level3/index.html
index e36e431f..ecdba50e 100644
--- a/autoapi/punchbowl/level3/index.html
+++ b/autoapi/punchbowl/level3/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/motion_filter/index.html b/autoapi/punchbowl/level3/motion_filter/index.html
index 3af10dd5..f03d8a0e 100644
--- a/autoapi/punchbowl/level3/motion_filter/index.html
+++ b/autoapi/punchbowl/level3/motion_filter/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/polarization/index.html b/autoapi/punchbowl/level3/polarization/index.html
index 9eecc711..67dd45ce 100644
--- a/autoapi/punchbowl/level3/polarization/index.html
+++ b/autoapi/punchbowl/level3/polarization/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/stellar/index.html b/autoapi/punchbowl/level3/stellar/index.html
index ae4e1401..90f5bf18 100644
--- a/autoapi/punchbowl/level3/stellar/index.html
+++ b/autoapi/punchbowl/level3/stellar/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/tests/index.html b/autoapi/punchbowl/level3/tests/index.html
index 06bfc6b7..ef42e0b6 100644
--- a/autoapi/punchbowl/level3/tests/index.html
+++ b/autoapi/punchbowl/level3/tests/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/tests/test_f_corona_model/index.html b/autoapi/punchbowl/level3/tests/test_f_corona_model/index.html
index c4121caf..9c7b0090 100644
--- a/autoapi/punchbowl/level3/tests/test_f_corona_model/index.html
+++ b/autoapi/punchbowl/level3/tests/test_f_corona_model/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/level3/tests/test_stellar/index.html b/autoapi/punchbowl/level3/tests/test_stellar/index.html
index feec215b..a92f0d81 100644
--- a/autoapi/punchbowl/level3/tests/test_stellar/index.html
+++ b/autoapi/punchbowl/level3/tests/test_stellar/index.html
@@ -405,6 +405,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -417,6 +418,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/autoapi/punchbowl/util/index.html b/autoapi/punchbowl/util/index.html
index 4188dbc4..6941b8d1 100644
--- a/autoapi/punchbowl/util/index.html
+++ b/autoapi/punchbowl/util/index.html
@@ -404,6 +404,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_pointing/index.html">punchbowl.level1.tests.test_pointing</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_psf/index.html">punchbowl.level1.tests.test_psf</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_quartic_fit/index.html">punchbowl.level1.tests.test_quartic_fit</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_sqrt/index.html">punchbowl.level1.tests.test_sqrt</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_stray_light/index.html">punchbowl.level1.tests.test_stray_light</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../level1/tests/test_vignette/index.html">punchbowl.level1.tests.test_vignette</a></li>
 </ul>
@@ -416,6 +417,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../level1/initial_uncertainty/index.html">punchbowl.level1.initial_uncertainty</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/psf/index.html">punchbowl.level1.psf</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/quartic_fit/index.html">punchbowl.level1.quartic_fit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../level1/sqrt/index.html">punchbowl.level1.sqrt</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/stray_light/index.html">punchbowl.level1.stray_light</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../level1/vignette/index.html">punchbowl.level1.vignette</a></li>
 </ul>
diff --git a/genindex.html b/genindex.html
index cf20f8ba..98d8a6e2 100644
--- a/genindex.html
+++ b/genindex.html
@@ -687,6 +687,18 @@ <h2 id="D">D</h2>
         <li><a href="autoapi/punchbowl/data/index.html#punchbowl.data.NormalizedMetadata.datetime">(punchbowl.data.NormalizedMetadata property)</a>
 </li>
       </ul></li>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.decode_sqrt">decode_sqrt() (in module punchbowl.level1.sqrt)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.decode_sqrt_by_table">decode_sqrt_by_table() (in module punchbowl.level1.sqrt)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.decode_sqrt_corrected">decode_sqrt_corrected() (in module punchbowl.level1.sqrt)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.decode_sqrt_data">decode_sqrt_data() (in module punchbowl.level1.sqrt)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.decode_sqrt_simple">decode_sqrt_simple() (in module punchbowl.level1.sqrt)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/punchbowl/data/meta/index.html#punchbowl.data.meta.MetaField.default">default (punchbowl.data.meta.MetaField property)</a>
 </li>
       <li><a href="autoapi/punchbowl/data/meta/index.html#punchbowl.data.meta.NormalizedMetadata.delete_section">delete_section() (punchbowl.data.meta.NormalizedMetadata method)</a>
@@ -695,8 +707,6 @@ <h2 id="D">D</h2>
         <li><a href="autoapi/punchbowl/data/index.html#punchbowl.data.NormalizedMetadata.delete_section">(punchbowl.data.NormalizedMetadata method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/punchbowl/level1/despike/index.html#punchbowl.level1.despike.despike_task">despike_task() (in module punchbowl.level1.despike)</a>
 </li>
       <li><a href="autoapi/punchbowl/level1/destreak/index.html#punchbowl.level1.destreak.destreak_task">destreak_task() (in module punchbowl.level1.destreak)</a>
@@ -715,10 +725,12 @@ <h2 id="E">E</h2>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/punchbowl/data/tests/test_history/index.html#punchbowl.data.tests.test_history.empty_history">empty_history() (in module punchbowl.data.tests.test_history)</a>
 </li>
-      <li><a href="autoapi/punchbowl/level2/tests/test_bright_structure/index.html#punchbowl.level2.tests.test_bright_structure.even_sample_punchdata">even_sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)</a>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.encode_sqrt">encode_sqrt() (in module punchbowl.level1.sqrt)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/punchbowl/level2/tests/test_bright_structure/index.html#punchbowl.level2.tests.test_bright_structure.even_sample_punchdata">even_sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)</a>
+</li>
       <li><a href="autoapi/punchbowl/data/wcs/index.html#punchbowl.data.wcs.extract_crota_from_wcs">extract_crota_from_wcs() (in module punchbowl.data.wcs)</a>
 </li>
       <li><a href="autoapi/punchbowl/exceptions/index.html#punchbowl.exceptions.ExtraMetadataWarning">ExtraMetadataWarning</a>
@@ -762,15 +774,17 @@ <h2 id="G">G</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/punchbowl/data/wcs/index.html#punchbowl.data.wcs.gcrs_to_hpc">gcrs_to_hpc() (in module punchbowl.data.wcs)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.generate_decode_sqrt_table">generate_decode_sqrt_table() (in module punchbowl.level1.sqrt)</a>
 </li>
       <li><a href="autoapi/punchbowl/level3/motion_filter/index.html#punchbowl.level3.motion_filter.generate_hourglass_filter">generate_hourglass_filter() (in module punchbowl.level3.motion_filter)</a>
 </li>
       <li><a href="autoapi/punchbowl/level1/flow/index.html#punchbowl.level1.flow.generate_psf_model_core_flow">generate_psf_model_core_flow() (in module punchbowl.level1.flow)</a>
-</li>
-      <li><a href="autoapi/punchbowl/level3/stellar/index.html#punchbowl.level3.stellar.generate_starfield_background">generate_starfield_background() (in module punchbowl.level3.stellar)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/punchbowl/level3/stellar/index.html#punchbowl.level3.stellar.generate_starfield_background">generate_starfield_background() (in module punchbowl.level3.stellar)</a>
+</li>
       <li><a href="autoapi/punchbowl/data/index.html#punchbowl.data.get_base_file_name">get_base_file_name() (in module punchbowl.data)</a>
 
       <ul>
@@ -890,6 +904,8 @@ <h2 id="M">M</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/punchbowl/data/tests/test_io/index.html#punchbowl.data.tests.test_io.make_empty_distortion_model">make_empty_distortion_model() (in module punchbowl.data.tests.test_io)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.mean_b_offset">mean_b_offset() (in module punchbowl.level1.sqrt)</a>
 </li>
       <li><a href="autoapi/punchbowl/level1/deficient_pixel/index.html#punchbowl.level1.deficient_pixel.mean_correct">mean_correct() (in module punchbowl.level1.deficient_pixel)</a>
 </li>
@@ -948,6 +964,8 @@ <h2 id="M">M</h2>
         <li><a href="autoapi/punchbowl/level1/psf/index.html#module-punchbowl.level1.psf">punchbowl.level1.psf</a>
 </li>
         <li><a href="autoapi/punchbowl/level1/quartic_fit/index.html#module-punchbowl.level1.quartic_fit">punchbowl.level1.quartic_fit</a>
+</li>
+        <li><a href="autoapi/punchbowl/level1/sqrt/index.html#module-punchbowl.level1.sqrt">punchbowl.level1.sqrt</a>
 </li>
         <li><a href="autoapi/punchbowl/level1/stray_light/index.html#module-punchbowl.level1.stray_light">punchbowl.level1.stray_light</a>
 </li>
@@ -968,6 +986,8 @@ <h2 id="M">M</h2>
         <li><a href="autoapi/punchbowl/level1/tests/test_psf/index.html#module-punchbowl.level1.tests.test_psf">punchbowl.level1.tests.test_psf</a>
 </li>
         <li><a href="autoapi/punchbowl/level1/tests/test_quartic_fit/index.html#module-punchbowl.level1.tests.test_quartic_fit">punchbowl.level1.tests.test_quartic_fit</a>
+</li>
+        <li><a href="autoapi/punchbowl/level1/tests/test_sqrt/index.html#module-punchbowl.level1.tests.test_sqrt">punchbowl.level1.tests.test_sqrt</a>
 </li>
         <li><a href="autoapi/punchbowl/level1/tests/test_stray_light/index.html#module-punchbowl.level1.tests.test_stray_light">punchbowl.level1.tests.test_stray_light</a>
 </li>
@@ -1048,6 +1068,8 @@ <h2 id="N">N</h2>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.noise_pdf">noise_pdf() (in module punchbowl.level1.sqrt)</a>
+</li>
       <li><a href="autoapi/punchbowl/data/index.html#punchbowl.data.NormalizedMetadata">NormalizedMetadata (class in punchbowl.data)</a>
 
       <ul>
@@ -1252,6 +1274,13 @@ <h2 id="P">P</h2>
 
       <ul>
         <li><a href="autoapi/punchbowl/level1/quartic_fit/index.html#module-punchbowl.level1.quartic_fit">module</a>
+</li>
+      </ul></li>
+      <li>
+    punchbowl.level1.sqrt
+
+      <ul>
+        <li><a href="autoapi/punchbowl/level1/sqrt/index.html#module-punchbowl.level1.sqrt">module</a>
 </li>
       </ul></li>
       <li>
@@ -1324,6 +1353,13 @@ <h2 id="P">P</h2>
 
       <ul>
         <li><a href="autoapi/punchbowl/level1/tests/test_quartic_fit/index.html#module-punchbowl.level1.tests.test_quartic_fit">module</a>
+</li>
+      </ul></li>
+      <li>
+    punchbowl.level1.tests.test_sqrt
+
+      <ul>
+        <li><a href="autoapi/punchbowl/level1/tests/test_sqrt/index.html#module-punchbowl.level1.tests.test_sqrt">module</a>
 </li>
       </ul></li>
       <li>
@@ -1603,6 +1639,8 @@ <h2 id="S">S</h2>
       <li><a href="autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html#punchbowl.level1.tests.test_deficient_pixel.sample_punchdata">sample_punchdata() (in module punchbowl.level1.tests.test_deficient_pixel)</a>
 
       <ul>
+        <li><a href="autoapi/punchbowl/level1/tests/test_sqrt/index.html#punchbowl.level1.tests.test_sqrt.sample_punchdata">(in module punchbowl.level1.tests.test_sqrt)</a>
+</li>
         <li><a href="autoapi/punchbowl/level2/tests/test_bright_structure/index.html#punchbowl.level2.tests.test_bright_structure.sample_punchdata">(in module punchbowl.level2.tests.test_bright_structure)</a>
 </li>
       </ul></li>
@@ -1658,6 +1696,8 @@ <h2 id="S">S</h2>
 <h2 id="T">T</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/punchbowl/level1/sqrt/index.html#punchbowl.level1.sqrt.TABLE_PATH">TABLE_PATH (in module punchbowl.level1.sqrt)</a>
+</li>
       <li><a href="autoapi/punchbowl/level3/tests/test_f_corona_model/index.html#punchbowl.level3.tests.test_f_corona_model.test_after_is_before_subtraction_fails">test_after_is_before_subtraction_fails() (in module punchbowl.level3.tests.test_f_corona_model)</a>
 </li>
       <li><a href="autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html#punchbowl.level1.tests.test_deficient_pixel.test_artificial_pixel_map">test_artificial_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)</a>
@@ -1709,6 +1749,10 @@ <h2 id="T">T</h2>
       <li><a href="autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html#punchbowl.level1.tests.test_deficient_pixel.test_data_window_1">test_data_window_1() (in module punchbowl.level1.tests.test_deficient_pixel)</a>
 </li>
       <li><a href="autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html#punchbowl.level1.tests.test_deficient_pixel.test_data_window_9">test_data_window_9() (in module punchbowl.level1.tests.test_deficient_pixel)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/tests/test_sqrt/index.html#punchbowl.level1.tests.test_sqrt.test_decode_sqrt_data_task">test_decode_sqrt_data_task() (in module punchbowl.level1.tests.test_sqrt)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/tests/test_sqrt/index.html#punchbowl.level1.tests.test_sqrt.test_decoding">test_decoding() (in module punchbowl.level1.tests.test_sqrt)</a>
 </li>
       <li><a href="autoapi/punchbowl/level2/tests/test_bright_structure/index.html#punchbowl.level2.tests.test_bright_structure.test_diff_methods">test_diff_methods() (in module punchbowl.level2.tests.test_bright_structure)</a>
 </li>
@@ -1731,6 +1775,10 @@ <h2 id="T">T</h2>
       <li><a href="autoapi/punchbowl/data/tests/test_history/index.html#punchbowl.data.tests.test_history.test_empty_history_from_fits_header">test_empty_history_from_fits_header() (in module punchbowl.data.tests.test_history)</a>
 </li>
       <li><a href="autoapi/punchbowl/level3/tests/test_f_corona_model/index.html#punchbowl.level3.tests.test_f_corona_model.test_empty_list">test_empty_list() (in module punchbowl.level3.tests.test_f_corona_model)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/tests/test_sqrt/index.html#punchbowl.level1.tests.test_sqrt.test_encode_then_decode">test_encode_then_decode() (in module punchbowl.level1.tests.test_sqrt)</a>
+</li>
+      <li><a href="autoapi/punchbowl/level1/tests/test_sqrt/index.html#punchbowl.level1.tests.test_sqrt.test_encoding">test_encoding() (in module punchbowl.level1.tests.test_sqrt)</a>
 </li>
       <li><a href="autoapi/punchbowl/data/tests/test_wcs/index.html#punchbowl.data.tests.test_wcs.test_extract_crota">test_extract_crota() (in module punchbowl.data.tests.test_wcs)</a>
 </li>
@@ -1778,12 +1826,12 @@ <h2 id="T">T</h2>
 </li>
       <li><a href="autoapi/punchbowl/level1/tests/test_destreak/index.html#punchbowl.level1.tests.test_destreak.test_matrix_creation">test_matrix_creation() (in module punchbowl.level1.tests.test_destreak)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/punchbowl/level3/tests/test_f_corona_model/index.html#punchbowl.level3.tests.test_f_corona_model.test_mean_bkg">test_mean_bkg() (in module punchbowl.level3.tests.test_f_corona_model)</a>
 </li>
       <li><a href="autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html#punchbowl.level1.tests.test_deficient_pixel.test_mean_data_window_1">test_mean_data_window_1() (in module punchbowl.level1.tests.test_deficient_pixel)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/punchbowl/level1/tests/test_deficient_pixel/index.html#punchbowl.level1.tests.test_deficient_pixel.test_mean_data_window_9">test_mean_data_window_9() (in module punchbowl.level1.tests.test_deficient_pixel)</a>
 </li>
       <li><a href="autoapi/punchbowl/level2/tests/test_merge/index.html#punchbowl.level2.tests.test_merge.test_merge_many_task">test_merge_many_task() (in module punchbowl.level2.tests.test_merge)</a>
diff --git a/objects.inv b/objects.inv
index f52c766ecc68865505b07c2594bb1a82f05a08e7..6d2c91efcccfb9f5d9d2ad574fce1c88ffaed08d 100644
GIT binary patch
delta 15408
zcmZ9yV|1U-*F7AoVPo4)W81cEH2K76a)pg;+jbh;PGeh*jVAy8zW4L$d9l~b8mu#O
z)|#0!d!HD$1JAfnpp;RP`E^_VMEllJ;;kUX^;NtU6;&r`76Kd(jB%pUE845eE1{eY
zY%s)aY_bBPt)7<TTMu(1f?Lm@$JMhJRzP9K-SM+|YWXcG`|kt8mX=qioZou0BOuqn
z@%GEJrscFl_v{_W$^JaN_Cu2p(pI7J!jkBp=dIame6r*N#2{4%CPl)u!{PFWN{gy)
z_Y_w2ia|Pb<xx|o7fx3zPiyszl{t6K9bMF#l$h(U9OH~wevBmycXljhLi9aY6XUfr
z43!bV$^EAKH@UHI5x?-Fm+fqxrihhH*d~nr;_4SOFukX*W4v&#QE1=_G<r_)>uw!c
zU}D-2L7sgF?(Gci_t{^DmW;G9TSMa1@<H|q$MYIF8lZ$^!G?;j##5?B&=K?9xe&@W
zYi2rSO;?rL>UdA;qI3?aCXnQ}6rW-57;bd_9Q*OxRJf71)im&X_JoI>*~%2>?fwr}
z3ocrBuprv0eYe2{^VDI?{X;#x@puRQ>YPG@zIAS(GJ<+BLqcZQWgR6&@-U{lKks7)
zWvRar`w@$>xJ-WltgEIC)KVcH$r{<ppdL815%l8;OG75Q53=1%;^7EQbdbKtE9G{k
z3`sNYcibYo(hXbOmydM_gt)C#;@*%x58`0pt$ad>KMq@g3L$y=(53Us1Frh7ZGu63
z!Z|ZQf63xGA8yTw^d%jw`jIWantVO1pSLNRrNFF`#j!Qg`dH<n5YI;))iW|S0_^*v
z3iuA81sz1&zC2W~TagV(Squju#L8R=xIf<(`(4s_>d)XmX^Fx$>w`-%EM)f7Jl2D(
zp~-VH-C>vAzCLx0_`1K-)`lum!-S3=th3C4Mf^JNz_cwZ(&#I5*n+CP2x`#=I)ODm
z#;>dA74P_eb6&s6eAffBpZICrVt7IP>*aCb(W)C+(yYhE#jD}6f8%=_-3pbG>RkQ3
zNg}pk-YFa@EIm>1!QR=?$L{*(z*KAPoKVf@-{aPfN*^B(>+mctw!>j8yxg+?5$PHg
zP+%in*EQa{Ua|((gb4?>XY$Zu29CBuwN(mkutRvi+^HQ3xpG<g%!-6lKn!X}vFc6@
z{qt9;^TiJt!L(;Wh;;JFSqbiLRZt<wGDmFdW+aFGNsKEd2iiGMbPAS-^rZ%C<2WoU
zZpRE(k!1%QiaN=;qK@=9K|e3cDp|i50Nu$kNe`w|VM`OcC^9_{u2N%5@9`%=Qus-Z
zgClZr9YO@>6gz{7O>6xkL4%ng*im-TM&>?QWq@Vq?@WQj`~GtR8cuNe&_6KuAuw>$
z;PWmvv*Wz-WZ~g(@xj1<Hw*~JdJ|hPyEXgD-HpIOEfi$(U`fm+iaXP)GhdtySnVG&
z8P;o{InuE{?;z!wT5QHNM*GT$tn8#>B!5bV(az)L)k;X{T{qNtpPQ|VSxAQVjSIo7
zbaphwF6iKv(KW-5U6<I8FO~L}6qA;`+(u0WcSkfbU@Kf+FfkqU`lMK0Ot}BHfiYxj
zq*`2;zb;_jYErfo#-=5MRF)hAsC20_k?1qPhwJQ(?-B%{PB0F^%s{});p3g#{ms#?
zV0+h(XAIxx$HT|V*N>0aal;YYxtluRM>fXu-9t}}klX=$Z@2G@_uU)ulUm>AwxM6!
zhm*(44QYG(2RG(ft_K&&a$g@&%@uJC6ERa^WoAbl_xf`P2gi}F-!Est$sbThG;$!%
zpGfl<TRUBzHFmI=9Bh*kF#0>lrn18+@Vv8wM3C6%a)JpN(0dLu#;kd;aP1i*r!x?_
z+ad#Iu`LoIGh>u^mcGGKva>9QxOSQnz9aeJPVBCXJgWgEaCZ$2O-|sr$kP;Q9Z02h
z>gr_LtO!e?b>S+#e3lKw$XD&b`ybfm_)`Ma2vil|JjnN2TPKdNyG3y2X}5jmJoJe-
z&+~en3e=F;J)EZVJ;-6!z8sa<o+I4H8x5s8zns2VG)-H4Dl4W>^-7w0oV!s;)-HQa
zgT3os52n(hI^3Gt5=AgK7?A65eUo(-8_%8(h`;mCaAXRV`ST3iyq(7B2z2KrMro68
zD4I+U?RvV?k|bK1Fcr{Fa?CQC)Iera&Xcc_9>hx3hY8k1l5LfGI=scur`#^Xn<Q;B
z$6BQ<k%yx@84FdCVMR(tWX;Oo`16#veyx<VdM<FWGGEj6uv&4>1)X3zSdS92dFx`T
z{h|}hb;#<H=->y&Doz4h-*Z;aEQszcxbJ;adP}^DNvcRv3L=@Gde-H($t!hTD!C0V
zERwVB_o=Zi5^@=$O}7X_C7@%Prp1%n7>RxHkElWp-Hv8h>Ug1-^T}YhK5iZcN>Bcs
zf1#SILgv)gRxYE@^_+yqs-I;^0mFkCEvg6Lldimz?y0~g%pqU9>`=j?8$vT$fW&&W
z_;Rzf-z&RNRa`Ot4jsZzk~8odN`Wg)!>QZh=NPX1oV+fZHXW5{Oi+`hA-v0{1kTPP
z*(5`?8+e_<wnkawgkR0dW!>)?WkmPDrNBCL1O3RV4W@y&Z%hqEM6SGHG_;lVO(a~a
zbj%1X6@ma2?OWVc<5@e+Eg8YIL(Z_otz1j_CA}ds)YBgk4717~*r+l!cs+Y#7<8Ur
zcM|`QhXy<oU@QFz(6Z5DKuTTjrmz^hXi4XdqBpuj;n$6Qpt#lOb(Ct+@H<8scm}at
zCHD}l0*<tGwxo6@8j*~iO}P#3+l8BFA_NXSADDm!$mS|Ktv89ru0=)@KDA2kiN#1#
zRykJE_RH41Y+)3ol0JfR_FA7w*@M2)WWB}9*JvouJ9{q7RL020GTOS*0e$L)LM;2t
zPvd><)NccYf^=HQlr#37!jXo*Ons{qaDF?dcCws=GKB0B*I_t*N=aV9jfbfW+RcGS
zMUnx2UqVPf|0?Cwvw=Z4PK_|{n8(eBxyIc_9+AhK39%Xy?4}2-5wB24^|O;i>p4FV
zSJg&IY!prPsV+64CCs{_HAK3b7}*fG%xN!Y3RGpRCue#q6v3fK>MD`!1{5y#K$24E
zkimLLj*y7xT1rLC7O9j)xX`=%%n3{<CWrt6O-{l=X48SU^7%w=n*zrg3+cIEJ9(;Q
zZxA$wl~1mj;ZnBSNZ0|;oS4nVO6V*xsjz%uKV<!<FEO@8!&fu0y1ILeyxr6CCZubP
zX-<a)$!TU`-}&AFP-8;`kM&!PR1xBo$w-8Pp?%@jH+Am>(2!KOMJLnYhx<MhsWC8d
z1<gVXFJle!wIMQeVp|AuNz``o{G#R%@4CzaIUH`x^PUEQYjm8II;o`2_`HrK&n;dN
z&VtO{;(5ear}zG{h3lRlKIzQ)eTQ|ND>DJwNrE$~VAFel*>$MHRV9O8Kx`sh5nNy2
zmCj+i=Lt^Zz;-sdE{<>`T4#mmvK!d+&W3Pasc&Ti7l2q5qeMb~tP3aq=?xPZs>JnV
zTKxJD8tUlr`SUj{3$Hej4AmN@>5m><!9k2j6B>)Xuo9{IWjMYZ+@DH*x~}5*@-4+m
zL5htJ*TE3KS$O|!WTYw>xZfO=dQSRyQ-3Xb&DWl!Ke|Nkoem2>`8_Z(_l6Ga-#wx4
zkY~!3Vil3AmZFwNxyUwbcJqQW#i&Vjr;(Ouz{Hi|rkD-(!ElThg{31#NN^dcIv!zS
zzL7E{I*G_vAl572(Id$J;+xO!g3n4-CSBG;n&<YhS=w!JEK81|PxV$js$+J<LN>+U
z8sc4j3_@eACo9g1R%+S4+=>AftiS6P<8+x(CwPcU+2jsOWQJ2kBmG#ag$+&zBQW{p
zrYhoMV>Z~{VqJPsV4B-(@vskgmX-=OwQ@mhWIIMi38iFjXwDt*s=w<=h~oKEd%rqe
z^W+kJ^+qlZl}=MsA!p{?10z(SEj&{Dqs~I0-bm+iTP_r4_%qcgNc%592_cdGmL6z?
zW~Ed*p@^|(<4C1&o0VwnC|O^AobhP$x<q*g|Fz2SE^$vXJqAgpJh$g)7bbV=kBJEt
zr<ArJ%(ieNi`hnr3P;wKm_pLCnXp~fyh!Ft?^(Kq0$fRG?x@wD4L#y7LP({O?siy(
z$NMoi=c1DKSA@SEOdSh>wr&Z;A-7DFI@-N(!<6NjGkCc<+1!}P*aKQKjS%7sTTJ+u
zLJhYG0y+regSgfHZ0!V&b<Bfsx~BJ?*rA%%e1)7{ZszQY%?nQY$fI(cyL83?&tD(}
zc5j0A#SPN*opA<x5jUqAgRs>*lm$tMb{FuQJqXDU(;Mwk-e4^N=1rrS8E5iYJ2Ik0
zdZ}|W$9}8e27mGq{~Iw*ylJjP59%Ezl>7<YKD4Qkh=beB#pT)Sv>~CP@Y0S^UMrpP
z<Wf(4Cagc4o+dxIOC3hYur|W-=hAVn@$C^>!q);LtA73yJ7L1pbB1TBlu{vW_Mbnw
ziy=$%3--bTkE}sJhvILdc}+aLY0aF^70h2aVk7cB6*qapY{aJBBrG_d`Fqfo`Fj#Q
z0>YJU-Wo#95NuA`PVig$lt}gdzw%|q9zYKRuh->j<kCh3SXm3@L(&9B0B_M5X|s7_
z_}Tizcp@nUvun6Js4tTklU^}ITX$LGW<MN_F0u5&=AZ;1!}5X9_IVtkz1jVH?F^*R
ztYA1yJc@JQ=Dfg%MEh=2L+eR7?s2!Gk6l8lmL?u%o=*E=`c`xnL?#+*3f!ffxa8C*
zQQ5ggDN-BdxB9^zE#MnrRR$}@5LMnLl8~)?h9YwC6)(RRd81sDvdoipMDCKF@AT#M
z-JFJj@>v1h_1W51KMKlXI)5Z=LQ)T*8*+7~lV?z6->twqY6^@G>T8Acv!m?2N{}2c
zoq|t@U^^!+sV!%I!<m78#5hef5ozoW446;cO1&`j(Hu8avwSboX1R<oa?C^2#=8U_
z9?~GVfNjKaeXw~mC4(L#Ha@FHf)&VPv3T=dITZNW6z2CARcmM&R#FbVE-rnCw9VNh
z*IHLR6nl>@x|D3&>O7q0w;ba6x+Ir?=Z<fop>&vmJD+CN;5&_L&KBm~TTXaK4=hR{
z+qMhV0xHc@?1RZ+V{unFctOkH0$58_YS`GWh2ywec(${FXo-Gmq{G%FM)}!9#2;it
z^*kU4F$pV|>8cO~*nrUV$K3(rzWJWoEg>Z+T5t^E!%cOR4)`e9=%=6umfql_>(%Y(
z5QhG|U}b>+wkd|8Qu=NzAz>ZK%(^f&A)!;B6gjYA8=OzXu{W?*UbR=y9gJe6Om`jK
z8>-Jkd6LgBh^ws52qpnD^NX3)<#M8L<qMEcxk?;D%0busEY*rG7U7IaNP%)a)e^vC
zoWc=m5^o+#9+bOJC`O=(@l)wTyJ1gCK#`R%)&9eC76yC3sT^f%_4-v%cKjsXL43b~
zk<-GAL@{r~3CjE#Cv~i1#?D<*;ld!-5J#Y!e`>l+4@3%U&E0JDr$|(@)m4#f#1WV`
zZ#8o!lAjdK)%U{|shBwmP<(`;P$L%hg5dd)nFSMT$xZG3xtv&V*P3Xo)^%}fNx8Q1
z<AC7upjn{eihE@w^h}b7yq*2K^50C-idKZRfFSwPnnY|mxHr0bx3=Ig4)_pdUqWMF
zMX)kz-j*ts^ecK5i)RixtteOQ!CS!6)OQ7S?9s7W`)}utLqLP>rxu>jZOtDqt70|2
zj?ONg4zmWEMpFdHt7oHQ33}siTnS4!#G8rFla>3Oo{jOGwlYSNTwI)Aoi;o`8kl4I
zIaXR^A>APp14>Xq$vDGB1FdJoXP;=jQ>jhkjj}n(q7*Egcf}tmLhQgkd^xc2J3eQ)
z%;iG`--)ui{&j4$-S;B;FImLO6Ai+?xE%q-;X?6$%md7QrI>%@>pcrvA<FKC-6Z7U
z58jjphCHKYx3n~+TDHeVgcD6OBAVlc`UZq_B)fAK)>y+E-fHQS#pY;7yMG-s^`2cR
zl8}o!0&mJ9J>3>BcEU42@W0tYwVJg1U3)Boi!G$0AMf#BDh3VC=Ndb^c;oD(SfsrG
zWJi}@o{CW%(6`O8VAu~wCcU=@c*;ro_;P6a+iL5_P3uw**Kh(I$Yq2A!eVX_#Op?2
z+!o6SU#d9+V{VuXy9Sj;x9o*lqaPg4VITdf9?f<fd|0DK4!i)-cy2Z*g>l<ix`5K?
z)AqApw(S)yOcl-MBCayk2kZvQ#>?o!n9Ga7*Ng6qtOl}RF5=i<MfEl<pgb_agLe(Y
z;EXJ^P}iWL>LgrWNL&{U_??!Kg>kl$gRV8)H}ecQ`Sj$mk%YAtC?P$Ds)9iV%zS1J
zT3@z?AV5Fe%Z-63OamJ0<*{+BEsX{j4fkkc12TFgRqRp4)ulrb54Wlq;|@-DVnhR6
zd2GoE{b?f0^Tm())iv_Holye^bTaV+BTV~5>hg_+qX6&itV4kurxfgUZUw*khZGIg
z;&T?Z=Lh3!IlEc9-5}1|dhuFP#fJG`G5nU?O)=<C2b(}fv0+BNY)dvMsfl`--<2wf
zU*j)Absn|Rj|a{q{$@gy#((Xdu2M<zivs9DWz?}h?zNH_k`1uCil{xt<GgCc54+|a
zx5!awR?CUx$<6<AH)D;AI1ELPyl~oFwvGdJ1=33l!KIe`T9AIGdsZ8A5{8W{gCu7o
zh3(P9EkK8Q6=&rY!`)RjLP*Kc$oc;<L-DmkhF)G$G6@pSAXD|r6*^(KsyHJ1XZUH8
zi`_3iiS#IyWWxOFH0&HghIb$EwOD6=;fRKJH8x^N;CKzQqP>3KZf17+5A@_ho^ykk
zx5EFR4L1f^w3QLZYL5?gmmW31e)=I@m|+5)&orS)&r*bWuc!a5{?MaJacG&%9#;8g
z&!#Q~t<&V7(SY6B>)FHBnuzvlsILW$6d&b-kRU^9+y_)gn+btI4LjkaB19A(eF(l0
zZyDfhNKk%TXR$Xbs0n_xZx?^PR)?GG7{$|G%nlz19>@Ieh7QDIAIUlTyGxA-)a&qx
z1@M<`dGtKw@wm@veqW(aIv^qWgPade<?J#GhW#szp1SsUobU+>DZhL@K%G5CHEQ~J
z1%s83pq!B`9s~<3w67yt1z|qQgyCiQlJEO;u|AM~#FM@y_yyf8#2^l1Gk&w3ho)kW
zam`%A`*wenK|Jh_gaJ>VohbfaAV*+dPpW@gE!VZD)as{)dc|*vLagb>;zC){3T)&^
zT80?^6!nvXvdh_Ze=J85Mv>^WCG0s2sg^`<x{8zpPo&_1mK4d+(Z_i>{KjcNL_`C7
zp};|o`Qf}Y%Qd*Pd1d?owM<)Ex(NCGep!oYQX@KbwCWsIsbUU|iBg|^K-85{s^@^e
z?~9MmRHWN!^yA{x-+|VS&`d|8LO}oXZN||<>&Z%(2RqgLB`PZ^sO?+JmpG6+`L-pz
zX(!|#$r&c$;nnDbR_E1<FfNTIOZ=XiD0|35ef_VWqXTxGJY+wU1Z5+KTMebnQcCjM
z?3PMsL-@TK##{AHc#VsgfohwyG-_aQ;0%ddKhpKY7@y{Ng0dz2$tI4%R$*X}|7GEK
z0_nTWf7QlKts65uijn3L6VsgccrNSU>k>{xwA+1|wgx24CNIWS2rT<v=PAc}tQz$o
zOk2Z=CMOBJD)BqrJc~DWB=tN(`GLXrXY>mGAPlSNVq6e8GBAk#mO>DnW&~XGxmr)-
zKAj1>c6LOsw~IaMc7(&`?QL4s5>j7Z5;Zn?P=hjkM{{gj|AMJ^zD2D-i@R%g5sy+`
zZE8F}k~EZ#M~h;CuKZFK%=f?MMo%cOuGowc$r`mbk5=rg>pf*l{zlDvB$%suM#i$t
zXXIeW;ArLa0=8>ZpQuzeVg9K0pS&W6rYgw&UNLTEjz@Zl!E@t6=TP?dRlqUW-X(Ex
zDH!f=*@dq<;Xye0t279f<}NDY%HI*ah9lvs(<(7eb+xYX9z$C(Fx;ia!Z<U%-=d24
zcj<dY1KsmuO2bIRS(8O8ruvKv9F;XXS!S?_Zt$~#4j}Fr{njWfn<FsdxJ>5#eWMLp
z_4W^sEiv|-&1MW!W~ZZ8AAV<<Uqy>IZis-7^va8b>tZJ?V#(p&kG}4!#K3BNwU6b4
z{~zy{?PZdqxH2ThQ+nV=_iWU^7xW$G`C3!19r*RlRp;(m^n|tP2a3e+DmkF~s<fnz
z70=Z)Vgt%k9I+L%&SM+@LYKK3+#!SUwV%RtG-O>eqRe7LQZ-3p)6(`g<rZqjQqs-H
zHZmqnruG!mnVjceuP6!e@lXV@E7859e?R*%?raJ&U8nZ5U=W#`Gi31O5_pLYJl?26
zLP-H3rw@gL_<I^W-UOC9K?{&=W#7IM9bjXdIB1D!rNd;&+0xM#r+3r9Z)X&^K4DmB
zS$eR(LlK`6;-uQ8Ks*b{rs9}z9cDp23u3FCv-xkL<bh#2jzyAvfm=g-E1K5Ah^*9L
zEUq-e9Cb;VE8`~1Kp!q1)rvwtuj=S#KQHG&4awh0OhU{N<h)!UQJdjFo~Q4N3Az9B
z4{NrTm0{*8oAt-XZRZ#UH<!dHS&e)ARJN_l`B(lJYizBVhGONq2J>@&(663%=eHN$
zSI;{q;!Q)r9}$8--kg0rd;!4MO;Q7q0Go+l&ivz9Hb%jSL)!JMS(uD}m;CnS)o3}l
z*vN|eh9qaX)B_5*_YQ-^M%t@hN%?4Frj|W*H0s`Z{}>VAuYN-ic_+R!%cVhlYE31s
z5!x{D`w>=CBh+7*Kl|lt(ko7;jp@zt=F|WOKU8*`(agFEA(dwPVko^pz5IPho?NQ6
z3d{by2Bdf?>-0g6`=2pu<hi-Mc@63)MFGy|NX!@efHO7V+LTiGIcHxrMkl;^G=HDH
zw?7>ATE9j+!IW*M7Tz)bt5tbj0E-Bp4J@3R0d)XZ7q576XfPV`(H+g8K`AIh_+&Sm
z@fjsuT!&hsca~p&TS(tPP+wAu%frf8Caf|T5`1wjB|vx|WUniT92D?96!r`^9u~@A
z`e|VSM1TR@yPf4G=kZv17C3<4<nT?w_#*$*(VUBpw}CX}T!be(U}HGKBj1@#GvLwA
zI)OBATJeV&`;E|Ny2Iuv9tq(DCR6&A;VaS4cx&)JBuX9jppa0(Jn={bYh{`09U++8
z<qG2hB}TdE9?8v$cR05s6ag0DuZC6fsQrhu!A_?DW$*;N7`I^i1LIbSnz%x^oCYFB
z<^ZXQ+u8lJQ%nW_v3x@*ttfQ<?$~s2zya2{b@l`$+wFD0FHtY~!OY^F-6ZKSNXf2{
zS`_&uM53J6wImzz1!L8uz>)pto$a>C(m5(-OZeD~Kv?{Mz|yktbvynuPJ0=`jM720
zzTsNn*Up^4PRDmBr!SQ`KdJf9VQ-!8Ro<U{r=^iSpV`>87_?%ql*m#7Lz%@EhE(-6
zpar3a063KEnAZj9s5-uFU}X~j$wsq3IF5HW6cNK|{z@8a@BX}^Xy(;zJVmBQYo#I;
z95<A<hm`p>YC8_atKU&PlzW?tVxN1HtKa}IX;G4yNh5!E;uQ0oPLOm7%j~~5)In8m
z4J|kS(Ln|9N4zQQx6`W&Opw2tA9kD40@*vQpu!)ps@Epw^Ctq07(JB3MhCW@T96`S
z!+x3)3^8zw&hO8>f}&#FRie*u^2uuIdF;(3tnn!wj*DUnqEN-<(BU$^*ZO^&UTlDh
za11IuuZXD1<u~LeGREwYP!s>3Nhp_o_f2%;HfG9V|6D09rmniq?Gx$lm7p;<#H%aN
zxG49WcH)0pp*Cp6qxB=@{+YqyX4MM*Rlcn|roxVXTMVt9aFvz2;geT##7!@@m$hq=
zmAyF8Tikz*YcWoxxCouKSfup5Kou~o+H-AA6)PL#^fR4fdKsIiVbYd2i-i^$@8Ic}
z9(>+x`Eh@uXSMLY7X8a;+UODxTIg~*qJ1~8B3gCloT_b}ya|dwLX%d*U$Ci~v+<v^
zP@glQne%<0UC1LfFG5`l1&@ZOYp1@>0#$|K9Dn1AY9jZ3G~wry0u_tWMxdGw!bgI&
zn>B*rwxb(7u$?3-6XF3^nx-JV`1kuuJ1bl&$tO#01}ZaghK-%!z694+@l=D~M>8GC
z)JCsZQ?-QJjdW`gphqbEK{(^hMr*%|Vcn=yjDO@bee9r*Wc63qSN<XK{s7p*KO1lV
z#-CQnh*h|swSd%;5jWvqXy_{6L&8N8H<`d|$XofG-$s^Ea)E-kP{+@<?$~bqt*xye
zf3LpfWsQ?Qx(vBDK!3S{AUKWU1>f|c+3UC@h3~8dqNSu-#uqW*E}YSEHMq0GXpwj+
zGh~0&+^ii6*Mj1~Z@V*E=ii%Iwhi%bt;~oRPLFgGs&5O7D`g3K8^@pcO(Myd`Mo_B
z$bKBa5kvJiivzuIKDVIMQc(PR!Z+wWVVol&Mik_Y$GS`C6jqaJ+Z;0GaLxz1?U4KT
z{2_lYek_j%^(`OTZj?`4os90il4u@Jn!}-N??V%kP(hh}_f&7^?}|4B9~4(M`i<=3
zUavYUz|LcBu&)`DdPKWdtHO8!zD?zq?eNE9&TUPIpMbfVO#82t!%m@0{w3<hkn%4*
zN5s5g^m@K!iS90U*RvjLV=#ZN-t$Qpf3oEe+~g|4W(?os%9U?`bIoa7I2VcxD)U=F
z8E$t<<Pnxb7_9%(JD=gVy01!)wI5pijO~{yopmw(8cWb>8i?a~7I)v4r^CH3v5sq)
zL1s~zO9Od9OTJHf(3Gt+J)hC3=1Qw6)L`$4v(_=MHO;^GNJ93(ay8lN0u-5Xtx5Qr
zsMvzPS7)aQZV{E?Mfu2Cb>+WmsSh1SMl!R2#U=GMbF5QT21hQ-!OapU>Kgr(i8iOL
zn$1nkA-*MFP%H4Yg)zNHnU<YTq1qbN3kW<w&IIO$B8qL2>JP%@Fo_ZnzJw*AU<AJs
zWTcUg)!4FsMTJ~a3x*LLh)iZN*=XR7%rHrZ@8|FrlL>VOvgHZ<!AVpF<xvq@rhqz7
zPG*7e9H|;6bu>x|2!ljAqXb=&Prgmo(Ela|xF2`>Cn7<xLx_*#2Pt1BU`tvnJwCWz
z0MfKUBGgUzBmA=$L#)uYd^cfXa&O9Fve;%;3AzJ@sv1^Be~GoG30}ayp(NbyYogT-
z>9)4f?6rb@N16;OdT*orKS{w~O<*4kw^0n!(Y{-Gys5jOMLAKF1|rGSK_1$uCR!%$
zOA9%jB4y^!6wdie{)Z9)%G#yL0vlja@*$UrHPp<X(wArTLl|ox4m%W1n8)angDP`p
z?2SYu^1DoqZQnH=%qN%4M+6hGkL+243Y@<P+MTxTkLRouJYqen*j>=!4P2HcRxIu8
zgb4?sMMOJDEz@<9SN1`|XC03tgR?T_spcL<%jaTT!FRvvxk%?A4hD*(GXkjGez+3u
zCc+I3$NkZtlJOG)J+R;{X7)r^j6(C;=FE(2XVn&y&UIcFJ~FFAu|fP&XKzMFWk^P|
z3oXIOO3WaX?w}lTjw36bzM=n{THzvq6?lJ!Dvp()X-EhT4l^Z!y8i`)hUVxkp_7v|
zsRRbs=9z3$uqWUWH&-5EvJa@|(%1P+(>p?Af@9Zy<)nKMIg8)JEJ?f|SLCD;jKVP;
z!_PY5ZCy}Vu74N6Kr;wMu8(&+Le0>Wih-Lw7pKJ4VEFGEC{B}oVY!tkv1_(PzaA!5
z10%_v{V_*J8^pK$1X7`-2X(T)E(k1X0Q~|y4CwdN)kneaO^fP)b#B{F)W2$63Ezgc
z{)^0#xNz;XXsVrCY^WCw^A)}e&XdUK2K1A1VmgOC8lbdfk+D;GT7B^oYcU(5Vs25n
z!Y!#Q36}XHGk;5fJg2<XP=P9P<<1@w^%Ew(z&uRirK@+@UVzdqnF^{m?|C&5P0;(%
zJUF&meB`=q%>{r`tmGWQIC&_}h+&i1Y%5pbwInQlHJ#FY$&f(Kx^S=lN|YT&B(eR~
z37>c|6B&%@Y@w$_;(O0W<{#rw|G0-!vV$${29LrwV+B(|UpjQqsWVG0-kq|D){Hh*
z$?uc(X4y7gP}=67kr80k#J`WO&6}Z>kYDn}QjM(#o(pI~j03qzARkI~JPcRjXKPIO
zXuY!Wh@{pQJ`3r8e7u~*xHbEa1yzJ?7qEMIQ#E<Sx^hfyDI!lmZNq6e_qRwStA{D5
za*&3ml!s^0J{rQ|gLjs6j%jz07Cpf&AT75^ix$z~nyMJl`v3j<rhDe7EZYle9%DQV
zt74GM=HV*Tsv<xetkF9)022{{?lT^YONq>fNH5}1k)-kC?-%iQ-FA!YT1?{T+R>{d
zZMqQ?CqbEoluA@4#|M<2>q+tk`+}e&hgi+0w%i7}p&2wU?Xwu=ac3FEwC{0h=Z^87
zV@m=fGGCKGlS))kztk}9c!FrCMh;{{SA#q!2W5Q5NmA-@4EW<G%P973jelCpChMGM
zkdrZut4Y>fqGD)}5sjR}o68E2Giy?z)JUs%1<~$EPuGbMvH+m@9O|%#e8PX?QrKR=
zKO<G3_qWr*o2&2t$^%f+HxB9~TFf8(D``SifKYwi$EKKe=}a}QRh)T;FNY&LAD-*t
znAx$rsBWHgAc_(>UIzR4j0|oydc8Ci^Oj}g`9Nvr+sWC{<?Fz|e>#vmr;%S@n9W?m
z0gfZynymy_6dZG+UU*`q$ESq`SjAE&iIhR8j+J7gw)x}28n=HG>ZB@ilTQ-BP(v_{
z_mM9Vz74HoExJ(rg#BwljKaR5;BO|)w<hlhshYE<ILOB4n)Q=kkZ;W9WA4SA^9xTZ
z#P*Dr16E*n#E%o&?-5xCi)g6Ev+qc(hMx~<!>e*Ym)809Pi|cpZdF8ufz^H}Qde7H
z^q@y4-%qgbZ1iqaaPqzfdIkamTsmG8YG$4dM^O3Ww{-2=)a!mr(FfJqhrdm}soa=a
z6gXMFU0hzY38%4EU`Yx_D`4!a+UuI%X%R~@`Ay2Bs?@Jp{FBS{J|+{@I2iPidiSJw
zq13AZ#|sH<<i&*s=QDveBAg1V!&y5gK1p?@v0tq_S57MQGJ1+Pl3NHE6f<j4oaD3@
zCW$KbGix{gBcInt4!A?B?LF86Uqhq3rRS9gAy$zvevAZox+<fIT_SjCqy8@f>|}DH
zosr_Kvhb!?vVeP$)?;Me$^#SdR^;xNFaHiGq3yG(@yh1a`Oi$vvxWA1f@Tj9=?Zb}
z@Or1I8&uqEOgwpN$7N@Kb?yGepr^4gK6`nDL*NrRf)Hiky!n#of{_+f_XnJ`f8lpY
zSmK#=dAg}(-rjf92<;_>AwxCg7WAR6crqFI(%6?s#=s09@ouO)tg$pPsxvUnG3XAE
zFo^n7)U|(3QHc)UnV|=kxe(IhQDXXyXjOi;)N!+vTkY9o17amh;C<1~FCzZR`h|l_
zt`puW8wRoQ1xGz1`7~&axlfU%U02s{s&7w$S4^$i@ghNQ8t$J@PlG$MJ<3ZDHZC4L
z5K5AZ7!^9>TOpvw2ssOhS{!sy-WmYW0*?ORg7kI*qRKFy<S|Mb7$?}x*#NR=Z@$4{
z&J$k-A{L0L)0o9?6B#E;m|vjTG+14KP)(A;@@H|gKp>AG;!UmS!Q_#j*sEt_(OSo3
zx@cGK99N0+Nq8p?@54v9XZYc9m$_gr@=Uf$DX+i_f{}<X1bJFkruKm;C))!<ueIv-
zMA4B^nl<3D4z89*n|tN~Gq<lgzDq^grmRY7nEV6})bRQH?Pw#Tq?++3i^ibWcz%nj
ziY#}B7<+BIJ<Xi)*>YsfIJa_t%s&LSMwmR#i<Nmt`d1Zj-sP?j=A=AhmE<J7c`x{;
z{N{fv5Mrzp{iYO9PbuE|Xsdv8R&ZV4Gpr>u2;_Ej82kUC$cn_8sy*A5QQEX;7B&+G
z`jiIe<SWZBCQ`j39{v6tN<%O?JUy$dNLF9agX3B|tzvQl10rvsSkFm0Qz_yft=dBr
z6#7+!oURGp^bY(<y>;;j#f(RN>6JqfX2<Vmc|ce3p65TGFMLRN0fJFOm=e4EE2Y^4
zExRM9a+j-fN%^q=K^A%}U9t1`A;;Jd0yMfx)1Hb)=tuGeJY`>d?8thSaGcxyZ>r+H
z!T)%c*g5&=R~1ofUA19ifKNTo-jt(5dWk=7?1&Mshjy2^nFr>QAd4{=!LWX&!07s0
zvHt$=paD4iPHOujfQY6%l6xO(g_Xt~?h%fd=g2!amQmKA#gsT;Awu3Lv&PLeiS}$*
z!C{{DoMsWbAT(u2&)Kg*r@7Ok*y!`}QNZV6Z<Jepa<Q~iyRpBLeEYJd=4u-83Nfi3
zIw!v>DDOlNoV|SsH5~KSw&Tldu{-&1gHG@8+^{;>!?(*;0NisTg8D~LcWrUaUJ(=l
zw!v5wE{R<_D}Qwc51B}<6?^b+kXunH>si)MTgZo=InL=V7RDp;Tj76#Ns!iG9oYNO
zd}U35*jI!d_kOt`Kjht--Q0RRCg$s3bhd?WCH}<ImT)sVz1H9R_}sl-gCvNuDZutL
zO2QyZFmACC0fkejg>S(j=cCmyCk3`eWlSZyq!<Ane@cHicSkHFO<P(YwSVmYf&7FV
zfzi{hDBD4hg@)H9EiVvdCV6OTI=!4$b6iuiT*%lJa+hF2?iVG1t$l=!0Z+NVDze`o
z;T=?$;v-0E>N6RK{)4^rWrdj`HQfk|*|<kozt<1E3-JFd>I=@7^Q}Gg%oF@g0$^M5
zvK;+B5!djgIEUWF)ffB@TqmTrY~B`=#Kc=7h%8oSodmf6PCf&j)%XijyhKq~{f@ua
z&i;4PwX$)(#PiTw&wjOty6j9Nmj%h3AIqRLW3lgi!+L3yMWt~bn+<0&2a`rsqe`?X
z<bsz}B|x;T3)+|^x`WO`R_z2Xx%cFdf^Ug*gQ(#*9BkI(zKF!I6EtceOUrO4-PqZo
zSZdT&B5bY)9&#NjrS)fXQ=LW-2a6bgBsZ;&ug%a#-ygMq4=PubN<#A6K!AQGM7_6V
z#4O#ZS1Y&PSMwKIiz7&UEl8Ka#Q#sJt^)W&ywAg8JHmezdVh6G3yeo0|2Ejd)7v7%
z!s_9qk<_Wp6MZd-O^vg2vNxHSjT@*hfL--tdf|Z<<Chp)%xfde9fj-~E1}hwZ^23Q
zbp;VG$2XiF+;8exO;&JbS39tvn<aRO#oo!%dLGm1iXV?B2*~WsxMWl#o+uX68}$Hw
z{l5)>_>Jxovk979?(C4UyypFQpAXBhcOt2nXP0dZ<7yT<dyPuHOga=3PbeKKLx=r2
zUR$Ohy-k_EI1#jl;7Ic@H{Z1B3@R>UuzftQ=R;VaSFXBis&Q(}5B^Ic@ZZxA9V&ba
z--_ACLZ@U=K*GW=Rp7VeTS`D_%LV$zmx>AQ8+S((=YFZ*_aMQ^<7NEZ%7%bcN|?wa
z2~w?~`}(oI4SP7;FX5H3!m)pPpr9j2UUvNNi8-?VYS-jM+Pv%v$5*%Gw>@H`+V$(V
zw;1{oLM<Bgd{9zEbOMSJi_=yXmE-)vdR+;EF;{YYzTDk_@0aZK441}%t6_i_RYzLa
z%MA(&haFZVin#ia^6|HD$Lh|r>!M7-Lpxn5N<5gvcqo$O9kxYkX>1+M?pQ|RPlOIF
zcHuU}b!pbMwK_&%J?t+1mLbM7U{uw7vr<J%qhn%7IY}5^XBBTW|4avxR2I{&K%&~<
z0)w%9H}V$}m2gR2n!b3C-ym?BBaunAEvY)Ssslk`NGZ;6F!jr{g^st=GfInDNuqmZ
zsc*nk(qkU^Yt?IuNz0~2C&op9*Q>ey4dH`WFhgXc^+-fAw-n}zvPbwV95OXg|L2vD
zW~anJs7m@3kL9&-S{<RQSaA7<kfsE`8m&2$he{5w>NTiSc~=#AV;5jdg9tT3sBa=<
z?9^Y$7-W)qW6F+sG<fA+^Ekb*-lqKX5AXkQZM|K5Yi(pdPrI18J=zFLZ6UXC8#Xb8
z$*o)6j=LkJX@?Riv_p#5CXKz;nMb+O;U!@2aOJUfe_7{Dy~D|*sMZcp^h|DP2P2T)
zdofnhTUHYz>Zk#%f*FgNgPn?-W00#?mJ$k5x3L0`vUbB;pa*>}+41!UI}Bd2yxfxf
z!?bRQ!>Lp1Meosaz0^KwqbHm*JWoL75g%rE1gUejJw9IuB9u~}=0b(OfBM2C-CbGZ
z_0*HC^}l^p*YXiImI>-Wu3S!;B`-^@y9-VAi^((e<_QG6Pw(K)il6?qw*ABNKaBpv
zFnO6lqyJnM&hPg=gnrd_%KP6Ia3qF9sG$v}wAkW6f|$U=^2(_3?A-PaE6TyKhkU@}
zA#K>K5HBOGK~%PkEs~FnMt1yenTO8M5S7U(o=|U@(<FFe%^5Xa=+6alG}isO-|ymk
zEC3#l3dN)+dow&)0IvQc7V?xQoBlE?&iKu$-1$FDsQi}O`Bx79!^uB9+^l*|pVV`W
z>^G(c{q_I;McqCHvAkW``WI*zB}?R_5O$74zJ7`dRYhM6K{Rox2_n9js|9s%mxtNk
z4(@ua8<l&OY;4UgW8&CT>q`3uz@^lp`yV;V1~BN{6mE&JnxV#8bDt>UblNXvdH7SG
z$YWE?Q<;7CH8}7MpC}S_DySyUG1cT)A#D9UOkJN@o*T&weLH!)-Calzx^(SJoY_+t
zilCt_lxjiycIlub8pAUpqdSeEO2Tu6MUDJvrcYHV7|Ao>D?hy2Ke!9n4@Zp`b<^!0
z+DtnUC4yR5K-?XP^M_dIiU-(y$&<E+N9#KW_1Mu{ot~MrqbSQyD07QboBx+)CrECm
zNYLWl<~jWHcN(;T+uo?d|MD|#%>_Y*SG3KL_P_bpGr6zHstYOBFY=|1VIpq*LnCho
zZ`K>QGdpU8obu=ZMZ!k&k2uP~FiIDws#QYtuFvxg5I!qNEtfU|;7ca?n4<j&WReCi
zt}{7ahGg)Cnf=dQFsd<{H<FK0Q|FZvp>lJ|g5+lk*eqVMmr-KB2n8kJv8d0^7^>mV
z-^+d7V#9ML_>1mjnaEj>)1_+9J4n>Q%MTX5!0Go!K>{onEFO?Lccu`7aG_EDwKqDZ
z{BYzAmWy%q2@(#ikJj^1h5b}#<)TfsUkB$ia_-BXu^s<B?uNX=!Rz|P?!-wv;3O&2
zRl+0gix;u71;+eUHi<vF;gxN<L5E~~!B1?^{?;?xIQ5i_^W$dtX(dMiY(~crn#_{h
zmRtrmc^h~F^%0cYO+g%f+-8o>KA6_;$96v{`t1=T1F;WVZUCOb{o(79c>KLyr*3@%
zf5{v`>!m-wE%WH={vY`{U1J`=*>J=3z4)y5@V%{!2w$@jXV!d%4!}6Jx3PYrr0}p2
zOXIH0tzZo2u3kYly&-wc|1dJUcDmp4`ilyfzDUDL8~WtN;*~IeNPWf-(AJd4d0(09
z`;^c724_%Q`6{UvEcsfVUgAgzCd1`E*D9W6Kj))WZ!g~By$T!w4X(+Kt2&>yS)Up?
z)pv`26O~xMvQB|}#IF6GuQ`-6`}V$uL$Oly&OVp4;*MuhR_}8<f6E--nyFk24-Ei9
z7sDKsQR_M3abu54GOZy6{uEFLn$YrF$&g1Jkb0kUo)jv|D_1)Ma?43-{-&!YRxb2n
zWF?~m(0%$?M`K381|@f$*nh3b#I-+n`@p!G9_(O>vwA07K5pwUADO3EAS&YXHcC~P
z`j-6I@fg1-PhDO|jbDBR=rum}ZvY0jiN!G9cp<Nuj>OIsAJ>0kF6KRl#5o~Ex)brM
zBtY8?o&4jhsCcsUsZ))Om$*?04Lh)N+!e4SPN7!Ex2s-rA#uWe=2JZNOI6Z-VJuoR
zRrNrp39hu7!)b+=-*9g3*s;~a$G%zRA(NL$oW0%`&Q*;M6LzVw1j1lBP2dj=Sfeot
zR@?*c-IQbSi{=1EZ-w#A7a9@UF;0mCBYs}X!Xooi|E&39a&Uz-A{Gh@UVk@i6hvvG
zDI8Tj19sFz+It;-9v?@R2SvdhO@AtsTbKoz<UyOyZb`Ufv*MC;GNXIF7OQ28AwJVH
zjODz2m%JD>fp2GJ0k_2|F#t#8nQ`Xvao6$jA5<MO{74mh+i`j@FZ~PL6A~S+p^P3+
z_50H~u9z8ONMY|1oH($<VA48{7g(?hVsU1TvpVHe=kaPU6zQq_AK4{O#PK-6;sV2N
z(rad-bx@jdb<}sPIKaWdv-CC=z)Ge`NnbzGpVRAWlHUGVMV#d;56~eZ2!@Z0-rp0d
zfm2?hb#hpYu!J5x(OG4dco~w3EOH_vJ%6b2<sUh&)>D-R4#TnQU2Cc_U=0WgK(ZMb
zX<K&t-0b{m^z7x+Tz{9!(j~p-aYU4x@iL>!%kqG7obobD6RU}5o<59p85-85Z|IvP
zMH$z!x?R+1q+R+aXgOAwC8Ej5TYx9=_)#d~R*DORRUH4eWmEb%zaCG!Y3_Y~FQ*op
zDfjly<G0H*pX%~HF+4pcz)h|;<dF@Re;S4rY35MAY=6Eu@%}CsqiH=l`QGt^PO$j(
zbahHMi)7|J4F~zX#?RBw(=!LL3N=hep&)$uTksx}j&Q3517P^%IaJul{6G%Y%lC57
z=@l4)Zxhsu;&BMJ$v67+-cgwgu7Z~`Bm$4*V-Ma7$+qPT;@@&MVOfmI)fZMEI%qC|
zg`LtFLoUkfcD};t-~&+~7-lz*2w%OTOh*P$CHOBP#%X)7^-R6x6y3k?zrenv*60%J
z4r`W?v)dB#0%YK2oFly{8O~57Z$I8qq`%lkxfa>QvYg=S5dmg$LFGr8I->vCL8<Kd
zBhNQiVmJ3*j?&l5EtrY~e!6Ne4Vg3}IlC0a8GP~pkumZ(J&0DaBwb5BSK{A*&uY22
z3hoO=&O5SJf*AK{JQN$;h3C8|V$L%3<FVSSiWP8A6Bl&M6`iDSlK0<!8atDi&erQO
zrKLN*e>1ujLQ!JW+;&4@1@q;=*L-Re%sH@`(F=?;e@YQpBV8OPCqCRu|Mr5QkbfMm
zui?hD{R`D+8SPw8eZc{H$xW-L`c4BFGGJC=c69VqOvOLY%C>B!P+}tWR+OzbGjN=x
z5CRNY=qa$GgOO1YilArlrgvLhAU`RVN$qh10qQDov|2arE=X8#;h$=Rl&Zdh1u8mB
z4Z}xJ*%dj11<Z)X!O|)rDbb;V**?R{GBv*&=jyDWXdm0@X!((CIq~+645NSfrjRt4
zDd~pOZlC9|7-kr#y$$$99K~r{qXgi}#R38CPY5*rzR7bv)-48|pNxu$rSes5foYoO
zG*7KvMg&FoJB5c*a0s#rNb&Ji;W7HcK?QRQv;E5x&hnB68K?x`l_XFYLheU5-3&<7
zCyGH==b0l-XHF!LKgZtZGN3VvB=z<yL=BZ3w7#RNBhTYme;A@HW_pSV6WQ40`2fz|
z2!~G)L7U-r!Xf_P)tUQ!{xQw2E7@5&5N#H247CA^%{4GEXD)x>4qFX3#jRM?!RiaK
zuQ|!xOLj~Fu#jqS*Kt(86mJu2JUt2PW|2t-OesK5s0LZZc8xaOE+uEq9UeV;UU^-y
zGC5R5Y!QM^0*q8`bM~7|C6zqPA7Dc`Sqi{ssUi9|UMJlywXeopR>F)8j0CpUujt1&
zTzQ7xpKI>!)txzb0VrX?NH3neIFrJq73R+MIA6|j^AX0s=$XCsudH+ngW<B=9}WFr
zqbd>bisn-lMe+QRj17nF8NNAm4fCz~m-{$wpK)1%h~qzRwQ(MWG)H@x0N>3F?<b%`
z9mi~k#J}hNhE$RCv%l6HgKpArW+iAF@MW^q;3J)oVz)kx>!vP*<`Y`c;<UFcf-fMi
z)oMw!8x-k;gAUMKpPtm@cfGs+JJ1YP^*bU1vQp9`4U8!ul$8Z=k~5QN6$eXa@*UYY
zK!7MTWRGc^_&ONm9!dX)2>6ByKAD{yH_;%RH_JCxcDzI?{oJAX#n<&~3gyjj-i3Mw
zON11$1j*78c1y&OntMftQ@dV8Y24gyka?e<cDOg4t{2t_`UG#^00HpUw240kd>lF@
zNSb|jJs3vII{Xv$`2>7i&4Iq&N{8elJ@9<xC#TcC+L~U+ZdP=81=OYhPZ&|+A<xl3
zi^}$S<Og=BsYlyyKTXfuzZ2ID#aT`?J15qRC7GJB7@L)@k~yr`e9z2>pXeS~=q#VI
zUhm$XtqU46$8DdRs^b_kCu&NDZ_?`x4%{j+)%#HkTX;#rQsc_ir=zu#iJiKxpr_eG
zpX!HSO~lN_Rb9`St{un>vt0eQsMpHWqFFP-v8q-DzEm^JzFJ>1E1*kQ-ejqlUT%<C
z)?{fw3U9b&^)1%0YNfK9@!|DC?_u(8D$ko)M?WgnVQD7gdil!n#p)*Y6NTzm%l7{R
D{t+c}

delta 14931
zcmZ9yQ+Oav*997LVrOF86Wf{Cwr!(h+Y>vP7!!M9+nLz5aq@ou%{k{{J*&ERRiiHU
zvuo|O=Mn1~9|qVZ%|zYWQ@D^lHy6a&Hj+I?GzbftC<?<vSb+SYt2y{_aDO0GQVtRi
zqLDUUN#p-L6O85dm8C-Aam+1^K9}%z>CWc$K|j-{QF>)%b81I7WoT{hy~+2Le?;x<
z@T_&U=+f%<?Wd>PNAvruCi=U9*sncJbXe(%mdGjo^mE`2K@x!#n%Ib(B-kuBv3@j)
z!_fZMpy}@-7PivnzE0y!>ml|^uSxZbha8O*6`S29s%DL+#`OB}n%?O5$~P@K+HU@a
zN*Yu(xG2W~fd7K#z=}<;s^}jFz#B3`2i%)G{HkxcGPl#+%e2T=F})k#!ML^XOiEK#
zsU=4$YX@c+J?kRo_OP^l%~aPhh2=s9>!fm|(>&D%q|{!9%YXV~Nc&<?{e1O<6D+oj
zGtHmvsxeZuTvvwu{YN(xA$mCJjr2x&{x^tPw1i)h3Ee110a<v1YVxg{a6;t?*kZT*
zR9J>UxU?lf4M`5g8e26s<L0bFtj&(qGoCH{#vq`n#`{~1?k7vmnqMs&O|uOS)IBs%
zi<;9}+e}3*wvP*S<T?`5U`nnPt=VCik4kqyu(#G+_S5Pc!8AQ>IY%5ai5~GpLoy(4
zTN_vuT3O;5nHHdPwTY?V@6z=K!f@C1O7ylSuj{uH&|$%%SmwfzyK7rEl{fl+K(uib
zP5|uIGxR-*O=rN5OhsEXCc)a`uZW{B=Gz9N;A@9?w(E-W#90w8EEfj$X#1!@I5fn;
zfm~84qx9gLlYmr{%7P2IRvshw#IhrRtY4S>Dpl!XBQqJwf^hmr(c~74V#qThL>kLg
z87+6C>GF7g8kDWOSui-yuGb~{##|$@O9oVI_%ERK-!Z^j`q1(qn_{T*q9mFg&pcQs
z4C|@yZyr6)=Sn%Pff;DCi#9AcJq}Ma=Qau4x-#Lu%4Uuwxndo-^{MtQdL~B379(YL
zT!G0-z;J0?6Ooy#b37vHUlQ1L`9*wqzAxqKUshk74-6oSnCtvW5ul*c1<eSv$OOVm
zh<hJcHf=Jjz^B!SK*GZo)>0uw4Ng7Mpj-mnr}b}*Fc1wIDt3n048r~Tj~TL_<p}B@
z1+EX;xv0Y5MLu8+yOO+x)2G}laoKLqZes-=idqTV9PjAj(a^2<hhazD8@Ko+_JSb@
zc^m>kk%&0+lZ`_VxYG8(_IWGzz<}6HeJ3H3Nw!wOmvm>RUdl=SRzcLmd_1CSRwYD(
zmR4#kqC2`2aBQcpQOF1;j{}gfj6SCxp(!&i1C)bCylDqk9R|UxRt9MFw@NJZvx^t~
zO}mTgngaPHEcGRK&`{D3daW}g*|?E7sjVlP`K-5ZFAJHz>oBIgn<gW~=K$|_#^&op
z`X~?Gh+b%W5DeN=w=CN;X}G^o-9=?@9KtdQiy*r6G^^2Rt_#{&YXmf`+~3qbX8I2P
z73*fnjS8y%j*$%IFja2i#$cyMV4g@bw;{PR%`$DZaI$Z5B!=E-;I-CoDwIRJO8oWX
z_Xb5EmhW{*2n%SNBnpl{%THi&hDNhSbLJaUs3~}6+8L2xDU~;N!)w%3GoT|uXisoa
zxE2*AKeN9y)$G3X__(D0z^xV)8}|NSs<I_e{ptH2CQ1N$c6!Lj(G9c{!e4wm?A*NE
zT<q+MxVXMM(#;E8+7VO-1@Y-@3h3za>WHdyxDz|FU&C8lji<ah?E_mNpJmuxtK!0G
z%$JFcb2a(BtE1@=j&WXHFA=5%J+@v~y}jQ#Da;S2X`#RZmJky4D~E@+ukq6AL$Ug7
z3qeM^g3yz4x+xY|TMcD;Ytpd)%+ZtfBE0eWEDLc7s-w7!_hF%bbLdb#oMtG1&Cn^H
z>y238#*f!&oFmq)a0j?q>LMvY5-U8xQr{Zs(#xRsIHxx~3%l`ylSqn;Mxm1iiey4}
zrR}dN@DX(0w4$Uwxrqwy7b^9(@OQJE$8sq4|4t;&(4@VKaGA1$evk0gs9|OC>Kt?i
z+gb{w?2-wv$i_0hRq#nT#~o?=rI`3#=_2_dItzN<$9YBGXb6bgln)!fx$a9g>Brr6
zgL9@q9BPmT{ly0Fj3R4T9bgCRjDJLzKrn(x4Dd#Z-8t%_U-J)Gues~gCwI%i6u$X+
z@;3Y-kirW9f7QgO(_mBD3pR^{9#`y4(Fk)1W#o1jFR5~M52bg<3DcVm4P7TLEH!0L
zt=PF;>0i<QGXW%3MjmwRKaQs|&gC)w&A+UNV4t9cG=!`}&-U&5{HOOqpt+EtJ$URy
zS#f59CQxUQ`DS8?etW=4N8?bWN>Sb~`+T&<#6eA0!vcf`EKs)~VsKqOtfh^~&%F07
z0eYJfxr}!9_FZqyeB|ev2#VC;F%ds(i-*C}k6qHwMF6+cl*=O;j3~7w>UnVpOxt#J
z-6fLe<2j#h;Z!^S3M%ZtGU)!ayAEBiA7kHlwKsyj0v}4Y&BT7F_0L3ll8?V*8TzY7
zF*W>IgzRDWRnMPfcx^RVdsh+=VfH}&gBc7xv(h*`dd|`zuuCF+B2?NLo>-474eyjh
ze_LQMb^;hD){pt5sV<2nU~N0t-Lf$x>etJ<>R&q%wU{FnU~3<&`Aa%2JYmR}DD)<Q
z<eCt2ed{N5yzVFPNO2pOb!a_zR!UvB%lzHfazoy|H{(@FnNS1f$5UT*!vkOs#&vqu
zyzLKvKuZUx!fV1;XxR)Fz9%=n5}d0&?pVCu*8pXa(%$y{5GA6Tb*}X?Ehhik!k$?a
z0=?K2GOttBa82nvca;23<`EG^st&!3V(G`yEQoqC&DZK$Y&5dOWCQpJ4rp))8x1nw
zpuZ2cWnmNCE4DgOd7AA)YTb=uoEqEy%}ZU|3lS19q5k&iU+nQJz~UvLARbMk7lCM?
zgAQD4Q+<2B1a6{JK#@JH`TamCgObIIf|7H85IU-SMqKZ}OnsaG=%L_3EdjM$PptSf
z@HM5|;kHFgtuKj*4=#y{&u)Z&{kfYSHQ2Us=C`okq_bpAB9^W(?*#^ngje-}4?{eH
z%GJWk2?aaL!lM*S5hJXcrCs+g;=(Z}`5SPO9|Dex=Zu+b4tHO6`oL9_G5MChHDRe5
zsb0nsDjWs~)xHfv=08V8T}bZ^@&|u_fEwXq5QM*9wzrfe7Gr-83@I)IL6Dayw)JOp
zZnDc{ck%;0NrEDX%}h}p7g}@2Co#1^)K;s!H9~XE$)8P%rscmu*mb3Td}NYC1_M%;
zdakwmdGe-u&gK>U%}Qf`uKl^>6&6zostyjZnYJ1K+hpN(zBm^@tQa!cPwM5LAM_I!
z^2h)U8shGo8B(s@#eneq=~!5eJ0O&y#Kf&ZAVm?0!0fXWjp(ly1XY|Ifu=z)payp4
zAcoEVY&nA>R#{0SA0*e%a1;zS&jhU6kEf@~>bhO8it!#Gw4%W(y(?5MpeZ}U8f@Q6
zx}3}u9`!|BKc7Q94bRLg!_T7pRt{Gg<RZtp1ad&Ih7t_*$B_$5_$22+PMD4CKVePB
z=VYJ;c9`(AE*H=+Uis+?9fYEPJ=7`mmBPuiK9A&g!s5B95HHb2%yD{KrUEOC_GKxt
zv}s<$uHENmsE9^s6Fw<6ZN1^?=?)B(yGiHlYt6fC85wHS+=pkPH?c=l=d&#qtTSbG
z0Z1qA{!F{C;B?J$G!|t(;TlVr=Vd-BXZ1~$es4&Zck|{>ZcrYGL+T{Eai)~&vK+05
z7@ukh@laci>kN24lFdQE1OUl75vsWK!f-<)C!vVSXxX+B55_m>g}mcrpA)2lr0xAB
zB24#iLB&wFp)K|PmAT`3v=EO~9I7<lQnKY=Ocp1tCB7M5_=(RDuxd5WQjUe=O~FO;
z6Z&%wBJyf3M6kD*Rwm7E5ME%r*xhm%b^m^=V~2MV>~MNByE$q^M*uR|`gipmeri)!
z;bs#aCVph{I2AN+SArFi!-Q4k+6M|KAf#dAm>2ztm6~1D?&)(kK?0a-lVE^n$-*C(
za<}`>BD##yf+Su|uxqDXbPE?wJhkQ!lR(;rTF8ZsRyV_+LjvPxJk!}+{ZU-eZ$1wi
z!`#8@Q0=CTwAkZM3P4mOyR=$Iep2OT!S?rYClgje>;$7Uv2JAW4hWf}_;I|t$@(Vl
zS1)&0U-KHo!}uQ&&Udr2(JL<;Zp`G!hJBHg28gKz)7aA6FPmQaycG5X#MH!Xt`y@z
z)ll;Z)sxYHiRVj@n21HVGPeUR4NVS}MJ$E+lOeHfasIZ=KJXl8n-C==G47Lsiv&k@
zOMCzi78IcFHo;8We(>)Bq-yb4<$WG*xW{mi+`~EL4-v#Tg6vNQs&c}`Fvl!hp_h!D
ztt>fu@g2_1Ibv0Ldh%0OmCXaCoNvUQJ-&Zp;5XjNG#qLAXWObH3FV^|e(~DMk#b--
zD%E@C+|EB;`2ilSYjKs;QB9`aBzT@vZ^3^DyDk$0s|q+AJ0>Db9tnQWjoeJUDKtm&
ztLn|Xk)^9nb&$Vgl~yE;XhDmYCe=)9Z-d<)M>9s5Vo*xNsXj{~C)jrQhGt~VTKg$=
zLO&s6TdK}>07rBlOl9s_bVfQB;fw5dr;RsKQorF0`T#MB;jr8%6dEj-w-#0VPBcFl
z>7ak`zN%zz9ON%$z2x{QC7r^Ay5D1ve`G3Xx-vM4m?n$I#Y;GV`{PTVY2<<3THpn0
zQEY`?%##s8AA5@1eUKo;K<)Sw{1~{^5UgJXORd6eXiTRWX?SwDPy6Sh9~R0M<@b)P
zez*v2@e@F+jsLYp+~P!@Y@sFkinU{LT}rZPT9H6CZ(V<~wzP=vvGs1PCmC)lrL9Ic
z@J8j5vw?B@8XM8B;EhzsvgwGqi%jJncfVbgRNNT>TF}%#2htRc6+W^pW<Kf~knN-^
zSfYc~AiKd(Rg+QCTZMS1l9zLrY?jM#Q8;Gb><?fVKyiY|b^I%_pGk;|KWgo{nBwp{
z*xXRYP1_IOvV0rt&%y9e8_GBI{s#Y7#+^`Xo?1Xd5oL7;e%$5ONKK7ye}}0V*RV_?
z#-rPfrlO^ck^C=KGMo?T6~B5cY#U>oJQTVrykJ7F^9B5P)@uRBgRq5^n}nfc%uo7{
z8CxJGz5q`YdIa2OPTv4A-E_iGgKXskX5i3c47s#DcsofTwem?ZPFZG>Jd>Z`PwxPe
z&PmeG#g4AHL>4a->zNjtDA^V4aI~XVNKhR9LDTxPn~W?)W$!epPOF1`ODFL#3@j)A
zQ03PFIT{mJ=|eK7H*VP`ZHmL*e!9DneRlw*=!FUG$i!Zd<>pVC^6+-%9-9YSAJ<G+
zcP@H1kOh%>Vw=f9J5zE%dgvfgbFSz+w877>!f}H=Q|uUYvU#W2sXC2_XY!Mf+cQ6~
zwgOc<Ogda6NdabIiFDz6g%ICNzG=vak9q`6UyWj`(Vl}Lfjz}yX+ykCxBbA$AtYcA
zpS*C=J^Pg4ZaRgehG=Du)y!e;F2in{Dr2~X|9RSB0cmppHH*6&<XxEIoo-tcqcxk>
zE2|a*f%mAZqbhdOvb&NZnQy&q^oiDMKpo0_d{y;g`Yr(0@|>9JsW#F_9u5&|#=o?A
zV|vSx6VEM+e{31eeMr~{sy>Tbkqbmut}SgWPZfmw#uYHh{TUQe;@9;uQdO#x73@ZY
zaZt=9pfI{4&hn1&%*&D=Qc8uqt7t+*yFFGN^iu=<XEhGK@58O8M%-X%i%)SdL#tPc
z0o&QubZt8UzW>IBS)(><k;h$OOh|LI)Jz8;9Q~^OT70;`V%njOH(0vL4u}rt3OEU+
zw0N_7r8av)Ii15mQD07N%Q9e1MbwoDcDbQ!6>RW+)5y^Qk4&^SrVc#ywtCHSdo3d%
z$TxQfv64WVR)8LeJ7)yRs<#daQTr}5<nf(Re}~e<zA1Ap^riV8+*?5Hl{x%%fN(c)
z<TjYZ(F7(Vc_B{~O#b_vE3n|a;G$})t71J8c$BC$V%e70Q%&hlQ(XbOU2(2u)Rqi#
z5Y9jr+|)J(b3p?J)7Kt~+%;NF^amcsAnNEw=%~EiW2+k9pQ(cudb{GRO{m?*ttp)W
z*T1?%8tNia6Lz;v&uwtE8nYt`a_8H*QZF`bo5FN;QVM-Xg~?(08Gzf{CaRWG#1Nld
zUo{qVaiW3W>t=h#kKM+S&Jdm2n#DJ+HulfBp;4m0H=%u%LNt81n`W6?Ua7To0{p(3
zYs{N>n~ss)G2_js0-?g_=aQkp)!4??;bNZZUuauB;|M*GER$kqe9!S(dwj}^k#-E}
zPB!Bd8>B(S*&LnQY2cT_jmkakpTHcS>xDIin|U|h@&5v|_=+s5k22p1a(HiM^cCw>
z+;r~}bJnRv4mwd&9)EUw#_{Hvl(uoi#NY4E|HLC~Mp5rS$Si6_ruyuSB+;xx&dIpe
zL3oOY$aQ4I@SHG03o0XwJ7LFNvr(>Ft?b$x>2{|<&&VJIYB(GlePWx$x=_9M)1D*6
zq%cPYA{1Lq$3Tc{g}rLGDLG#o!x+zGt9dIUL9P|@r{~{1CSEB!w8|byJ+Q;n9R&i3
zjyxRM4;06m?Qg&kKm8smcl$d%DC;G#ryf$b3;cMEsL@_?GR6qrUKg6<RIhdl@sxH5
zUHwlE4RDEp(;@0^V^^B4R6`#BNG$oF#^@~s(%ka`y|KP-W#3y#Pe#P17?>50t4o7T
zUZstwAlVi4JkAyE(5RPdNgFz(tynhr<l7y|lrVZU=!ZHu4?_K@;HA)sCm-YS8Tw)=
z|8M?2t=^Sb^LbouY?qG$hT#*dIB<J<_a9f<NEyZemhFCMr?3<v*xw7}6GIXX=zE8R
zs8**Nuj+M2c?H6ZHhf93U8;d2pIBLxhQ5SVI#iry_bb*M@_rh@&@<tL!xX|*cl~bu
zEX$mv<MVnZX0>HVsTus0>WrWQnvDY4)M843*m2?DVZHejv<`|tGndP(U9MzreD_k1
z-d<*aheYvDT{f$28-4C_^a8K#+VsCWFcwlFa<M0fod_1!P_wA>;g-HAvW_M^zY7bj
zs3VpHIc=;h{iAId5o(!F&%%192OhvBbx3VtA}vc0{HYNdiFq4;my{F?voTbv9N^s)
z3uDZj;5eyhDL48c+UtZ@?;WLOQF<8K*Lc<eG@UbDZLPqQ*Q3Mjz4YDGY4^w5SFr;?
zB|AGxrA`e?afS1Uw1eQ7bKJ<L5)Jb7*twj6nPmN=@}y1sPc;#vZF)Ez?O|7#93a1r
z<LwyCBsG#eF8pKRa~i^CW{DfwZf2XIG@L{^=F<>R4KDsNn-Ln}c_YDFx#8c}C<%l;
zGzB<y=@|VdI7t;OvdN4m3CPmp{LTHpVWuvIK#7o(jx{dD!3d#ekT{IJRUb03Ku$32
znt@p6QX;)UFBIL<8>aR4&mS832aPiD>P5Xj*=iuQnxy9hAy+rPo){;PKgufUc%YMk
z!m%UBTW3Eq6aIV;-7OM!0AxAVAc_vPueDV1nA9|8dVtVu_&%&Uf?ZxPOMAPcHm`)8
z{dQYJ5*%os3fC1h30rs#u({dL4Y5Ze@h)GdGC_H~Fz1qEXSiNz`IZus9eS33=c*l5
z3D?!>x@jqj0BSXbG7))cV2HV@)K{SCY@PIYPUC8ix?tPGKptIv2{?GH{1J^oaC=2v
ziN7pUbZ1orhg@C?p1H?IoMor9qO<v)(-WCf=)dtP`pw^x5?yqtVXZ7iQ8dj}yU6CI
zOLyQhy@1<hod<I6=8V^l7GuW#yo9DA(B7WfyRuA9+f7^Oo;S=On4P#@3cExsd^1Jt
zZm~rGzG!d7`OS^K05}|s(Iz6F$|-zsM9E$}KdK*jb;IcBjXEi{sz_5@ZU_s`))!Tu
z@a{3tVwl7_du5<rE@$2cWH<iZcX$0;*VPxxt!AvQz8r_Yb@|IcFv>+<qul$6iAm_f
z+Vk41HT!QYJAW)A3`-a(f8U#`z)aW5SKvoT%uF7d@*YJGDPYu6<)8h!VX@?8iC{5j
zvxq@~BEqoFt|Uso%br+3cfzh*$Z#Dx{ih^a;KQv<aHZeMO-=vr>69@Yi4wmGHa8Y3
zM;wWs^x!cS%1q##szfx}@1*ZUCQXP;6F;W~tCQF;&TB_VElGEVWTrKm@^)&^d5w1m
z>|kV+zmv0%aROsb%nfxbgCXmYY5SV5sOx$UxIcKvH=!gV{?G*{o!GwlUnE3$6$VSt
z@dU&sdB(`W|8FJ9<7husp$UFfVq-^43$B0~H;Lc4piu-rvskh9aVQSr<TO*S9qM9&
z@CD{#9kDy)v3d1T8K)b_dse>@vH2*h9?W;pjsp=OscwbB&ro))so^u#+2nU-rin^<
z!DdVHwOQukp`++pi&rXrNMH)NHe~eJ`@rFvKy_gp2h!ur`9NRk(aq`MTKnni>uCjR
zxzSdO!?qO3?KwObyY2$f%<m<zh^yeZVZx=)t`CtH*HAR19Zz2`3Bj6IPKOzyjY!+$
zxOOL?DEZ^%d2Hfx^J3fbpDN4_01&=P8n$$IwsdrLv_Cx|>*@l*5+eCnWK{Re?7RIt
zQ|*~y)*dj3JAQoj60YeQ$7+Ptcl|6gSb+?>1!BF?(&`Av*@K)(-m7(#g<PT%QPS%8
z%-r|OTa0RZNs#5zy-_J3+upI#TxR5pBw;|TG7>x`L638*kyPY}e>X*k*w3uuzfgZ6
z&WrGgWL&c$HttT4QxH+bIn$?tkO{eCb|Hk3E^T^&VX{#gYOv6Q?U#@3lbvmnwzgIt
zaA{#3ay*!_#inl%xN*jFH;&lfTzGgDrowrNj-0x3b7FV%@@kYnD<LMh`p|6Q!ykcl
zOZFpYrt$hnyKtHB$PK?^k%`j`nU}CZ!v@brdv`<$i3$gx*d$BTU@*bcdP%j={lO)<
zQw$QWn4(4DVeF_z3UKIn??B15R0M;5T0wp?$9JbfqWM~BTD|dcSB}OhNIXx2gOhC!
zjKUD>WC_Dy=?S-BGY9t-YH#kya*G4=$t@}af^{o|sA{Ehhu;p%Mx7_gym3iYka2U)
zqOm3I@}t#Sbx25&2-9hjheSIx;Rxg+f;kQ5wV&F0OeVIrf7i(3aIhdyh*5j+>cM}+
zjQQYJ-5Mocl~H@tqELB6X0&t;7TWct&gXmn#6z)p%YY~N$Jcc#4$@qEV(9_YvpNwy
zN)QgjZI(ux#Dy`6C=WP2KW&p4QF}bGu<6kasH$!$E4+m{AYGOT==H#~-@b=UbU5ak
zk;}mRM)MmM1f_hBH6fPkW{`fV+!R`2IevuGzMm!CW!hgl6wAFny(N}^LO4P`e0?#&
zD}9AZ<{f{aKE`nlCY&^bnbHJiEf5`*(>G}015X~9Qljmb_TnTQyDfFxL(0uPMRP0H
z)9ChV(B9bXk}n0}_@kq7JIzyfn){!kbPz7Bh$Q=$r^>?zQ1ZoM3H660%8<fTVF&~2
zoFd_pOEAeOW^cB&?-i1eg)FUvjFbp@)oWdIqS50?MFZvH6_VSd!RY}h>BDQoqkQ81
zpmst&`Y5M$?D=@~Vxk%3lzEEDjRM;o6IC{Su`%-|A6P;(d?sDj=qI|8$f-br+z@*H
zb~>S4*rf$USKF`LM$$ye10nICA9mDYcZ$MU(##!P;-VA>qwrdS%Tk`~LQ=wZl&r5Z
z+F+W+;O+$TW2Il7ZWW*q(8L{pjIundBa-ywFjxPD-My9^N8rn|%+~E@e35p0__{ge
z!kFa=2dMv&XoAi>SkgLp>Xp2ODf%6A%(i&M)^o&Ce#De~#P4@xIgQMs1asc!KL~;G
z56xqeQ%yAb_SbjuRTREgrkw1;7NvZ2G3K3MF_3@xn*QJZMTmgk&z>f&<KqJMX-1CP
z32%27r@bsP(HF9ShRk5NMoVu@5c#oP1Vek-L~gURe3uJ-hCWZNnd+aIoio^$aFm`l
z<C(YBm_}?y>K%)LRDuZiXf5)iJI~07U~nYyl~(t!`E!~{p(^L|w!0-XIBjS*iYjW)
z@Mu94YqnrI5_ax;{}Zc$|DRg@h@&94kNhPiYp(=`xP!*JKxO;)c~kAQ_lcl-sDI+d
z#oDA)P$RGIQ?QgfaHA;Wy8L8Ianjvw91GCfB>~^_{b67HY;D-p$-Xx=$g43s(MYC!
zAl93j!s&1R>(b*drkI|`-9?Gm(=ZAH<ljb7pa;hL#xb+hG2tzd6>>)q`#^yH5pmtE
z_5w1M*|5qgheRQQ{hnnr^zJQxz~7S>-Thu=!<)Jb=@UmYqid%mhO32fe<0gy-;gMb
zUuxGajoZmi?i%ld?9x)Fj!o3_C9L+d=UgB5bx@}a-SyTkDVdyORt>8Q?cCY6s|w;9
zFjA7};!Hp039x%s%A3I}WBH9RA|b0cy(mzg9~^w-U;ar#Sl)aV5h=en<>lHD$bMjp
zIc7~(Y6Z6|s94<>4+_us7=`KR@{AJXQG#r1ib-R<M(gn1l%2{yv3>7Zu2kRuL-o=d
zsZ`k(&UE$DcVC$m<*CXzxnj_ZQ+7BW5cIBk?X$;7Ug!VZ=3^YmsYj3pd7{jp!MoG7
z{=K3HHw4OGWnuuHt;aGg=w=~n0`pIchuOD-PvHmlW9p=r$bC&&<QNu~z5xgkb&xe}
zlUyn+R!tgmo&ZH-*Gm%au#!f;03)Bko<vEh=<EEq{v*Pylp=cBj)Z0~$Ps*Yps;~l
zdXCC?1TBq*mka|FnVOIa=AMg<St3z)!Geegs&WVhAvhF^*6?qOp(EyxJ{Hp83h1yz
z#QhH%94-((!6Kh@B6ORiPlG;Q4)NXskrJ9%Ttb;$D#3U*S;}a)bcd7<kX`)Gqm<LV
z8q%-cet0qmRQ@^zWAt>+*~#%Lke~z=Bxk{a=$W?`B?33^wu6F__K+W%%rH1f))?AZ
zR6Z&BDo~xpbpvWfK(;?r^`+l8+Bqur+k>v3{DPKxc9i~j&E+*V1u5ko1Z6P`quE&Y
z$xpV_6|>E!2vLBb8d!~o>(cq2NQ7l0p_28J9f97q=%43_toKj7s$ZIOKzYoGfUXhZ
z5Qy}PQ~i4Y-5?6X1B$;>*SfU~dvDUCP$1^NMBatKZPjldHFIwmy8Ld*^QMK!AVDMt
zbzedr7yS?ZCK-aiyQ90HoK<uLN_lC0R@|fLuDd1d$LX%gCk+oxKdjhn)#xvEk1uN;
zR#Q)31~spx8it7xU<5rd0QK(E%>W-h7DP1Gr(pUY2#^#IVvqRwGmW8=m0NT3L!vzm
z3p6T6MUAMKT<+N>5$g^8xeW!8NtIrtWZjdYZHTJF$~XnqoUH05A?79G6`ynv#|y;a
zbYxW>++bkeGJ=Q(&38yhHtr(pd8vQpf*?Cw)9i{4cpnfIDr58w0>Amy4PLX<H{fW%
z81%?(R8E5CNe5_UDAy#iY-D_}nfnttIA>fhgd}u_ZXOjxUGP_j#20`0T4>>O5ee3y
zrI@JH{a=PPqS=2R#`;ygP%hi^9gqR_cM-l7t0?+*;j=j)mO?jhJ$oeosG<H2>%Lbj
zGoAY<1MOx`O&Q4d-N6;Ulm90<iSEr990Q`KykSzQoBwBgr7c?~EsVYOSu%*s5)v+K
zS!I}b)g6D?DSA46E1UiaVI>vgv}0K`+dTbm1}X(Tnbepwr>KZ$U%4>Edu<`L2^(8D
zI=KklXnFW%0h_1Spt{3Q+X-AXX_#qX_11h=JVsUqTon*Fhg_iUAnsJM>`iO~ag}jH
zVSLWrI!P*XT;!M#EUC!SU%+pP@k;L2IKP>f?7wT3q&<qFsTs}fERM8Ch|-UE=sr16
zY>&u_&0Mr!StCecDVGcyNf_r4Pw>zEpQp(WQ(4BRSTq>hw>I#2=%WP~qUz-gJaG*5
zx}fmc6VIe-G6W#*sg5YG-;=Imj9kv#qUlbs`dxfrG&`mtgc&@894Crk7sIPP?bCv$
ztmStc&d{65-*g@^=3JI=qj5n*5P5=rV+y%dW2m}lj<q`#mcqp7iU8OGYE_CV>)7xX
zsyLk9HW3At2oJnc%6RJg=nf4WzLpy}6-NW=t)hZjp>u%QaW;n{{9bSHs1H`uQGP(y
zcb4<Rjoa~Uf<Cr8hCrg#`ZJiNI4}<S`&`(4GaCG<J;7gYKf4LeAhNZKa?3)`JRx;_
zJ~umP35ZCtCmGm+e8s}ItmK_Yj}7v%sOFKKm#gCgJsnuU_xbAnqK37NhRyAdG1ean
zkf5U`+gE_X%MN@dR)P&X!V}x$!NUPOn1(3D#|tz7KHU+d<WwMIpF6k^ZQRg-WUBy=
z*C=cb*<-E1E4KeCulsB_AhaFU;hQBT|B<cWsPdW+sCa1XT>OysX!ZeNHd1A6yfgLH
zJD#y2@lnNa7=c~>u#_G?C@9p#Ci3pRew<}iCmVoO)MOuCXzHJYIn9<uAB`+r3dP23
zfwc69v_;XNWFFizPiZ*6!0L1UyP5Y#Fr{@YaycDV+HcBCyTzD2Q_%foLsrFWBhw-W
zv-XLH^A^E$rgBVi{+Jl_U8Tx>vpID_aR$HfXk^8@RnxRVG3^hTB;_A;ItV>G65QXV
zs_Z4s#WW^yXX>3!_*!xbi_G_@tsQuDrQ}Cio3}2<$!Vpu<*vmy;LypYR-@TTsn2nE
z73;=Uul<KUuMTW+23E@3#VAqD89kFeDKLO0&qUP@1_$aXX!c4|FIst1m}g0Cdd7`B
z5I!$C&K05GcJe5@7vA{f3K~5_uok~W3_CcF>VIrn3}!&p+ODyeGthryTzjg5$X@%t
z!SN_U4X!-ZETOQB!h(ft)D)|qo>kbBg=ByPgOXFiE}o^rb3qyTD<HBxg4sxu1A_;U
z6<U!)UpfvaBgY%vVr+u3`jC~wdL^06kz=`mGwMQ+!*XS=PjZvHkFS&?yRxzawTZ?0
zm{er_>Orvz<#yro4@CS$+QsZS*xRnryH$>U3rN*>PU_EefKcgS%9IZ)(7+KW`-gfK
zTu@QGzl2A(!5{&TGoitARBLQ*qmm6!P_RjibB@bDaS@KlCGduC-OiKo$T9}Ov@|5o
zbB+J+SNK7QM3t?08}_AZX4J{QGaqI~B9J;JBn*1wOZ?zsy|r`v(_`-WUdgZjQ>H=&
z%?uJr;$2brh*NzJo2!33K@S15lyF3Ouzb|Abg(D1k-~2O_qXg514zv@I6$L!GXFs}
zfmFQ{&T8_$Ix;Wqr@B05V$%O*<8I<Xk;R(wEsuk}rFEDDx%vYw_qv4?wcNIl`*i=H
zi*V4j14|vU?vtWj-yy5|Ve0fJCKe+)+SGcdU-p#n+X4TZW1SNz)~@W=Ac8xIDGozy
z?<tSR2MLa~k7Be42=T6~al0+gli}TiLr>Lpiy>kcloro0Lxiq3gSnQ0RLLM^qdgKt
zG~0!5c0m{P1)P~0v|+w{K+t<Onms(Oxpdj}Zy)6$jYozoPIC(YpBlp``SmnzV^-=0
z0xVUa3q$O=2q9Aa@r1bvBqyY7i3L8<W>)iYsKRp@EFVw6T0WR5TE&WH{Z4?)qW#R3
zEbM351hd28mJPAWRirNFdtff<Hf|{*p7`<>pCS0tx?Ah}x{t{7`nA(*>+b%8bMx5w
zp<LS9l&_ARz~fgC??3o`!K3wE$Fr4>{gi4U;VW*tR5(Td#rbJ#;Kxhd327Z7ot!KH
zBAW9(HKSVP)yeQud&OxxYab7|sZD@6)hQ8Gn><KN^$$^_kd8?+x$a@J3kSyc^?kjU
z=T`*UoGXNv>eRN#Bvc0-7jjk;|4P%)t3Or;;SilUGssFq3kf-cWzM+e2=kxfnVjBz
zf70WI!K?cEzv;P}<4+TY3TwXmx<JkVCe!*+p_n&?Gx7PpJlsF;<cDRZ(!u;VGl_Z4
zK?_@PE|>R@kuW`75<$Y%aYzx<m4@}1*ox6)rjRkKNf~_wu~fmuT$vZ(@?koR1@@C}
zO|wc|*nL@-?g`D)-jMLV+Zg^X2&ARLAhQT5iiGR*pP!p8Y3Gsew3PoPYaRLtEMvBE
zzJWPHRIXxiLTSu)C)GO!9U&{@^KIo7As{L<=w@p(eu0508~lq&zph2TxPno4z*+oJ
z3IA*CP8pPK9(vaFjhaXKq?JWt35$s^UKJ*qrb-PIwM3nb>L&dU!VXbnPZ<{qIQuTD
zrfA#XH#{aJpLN;j?|`bOywSS?ft1TnlqTm}YrFN~q)U!(Xg0$LVIJ^F!FT94)!J%&
z5n0bs7|+xLPCY~a`dbuj5efBc3K1%DZdJJqMdMmqe#@gvsSQ_z?2sJrYB-{z@a^mk
zjgz6souafoT|<zpZSR!uo05&~S)%32&{?xrLs5jAqfnApAOYn$-08YBa;tNp%s=a$
zngxQ5b&1rbqEWQS`7SXjr32{%ipM+5cdZN}J?bypiwr7`Vp2*K?D4N1Ihb8l<O>j$
znQjbC0+-pt7G0q!N)W3f6R~JZQ8q060zqRB%yZ6UkoQhn4fdULs^#*B&yyVIbJ@}<
z6=xBTIknS?iU6Ge4ApUgxaQw|E5$oSd_vef&;sFO>~d7)P-grwvMA1K`$-b&4tc+2
zk(s#$+ZmlpV*mNaR0JgKK4;{f?d4@>>O0pCCq2ydGKyvfF{Wh{)=Xz4RZnN^e(_rM
zG>Mng+DSgMK}?tJt$$AX7#QA=EishRq_i!s9cJAe@c$C*nz9#?WmDL$6ZWa|JW>>{
zIp0L>ha96KP}57GqGIMK2paIMN1)fI3`|dz5MNfVj7yJnXkIp<ASe)IMK0w60whLE
z72@@%RWV>c&o6_VjJFGT<<2s$U2aO~a#7};zjn-#E#ik(OZ=)ecQC$&L-*wl!1jAX
z$Evdn);eS<9PL=>=YaS~7$r8Ry<8H<@v*IjGGuM$=<sy$^LAIrq|8L?%C@^P{{N?1
zja$4y^|s3UXXD`0c0x7drJK4NCh1SI-v?Fr992IyC!vviWip{C67r80mq;hnwg}tS
zb{X?>X~(C8H;NR{BdSN&e6*TZUAQn>#3EM^R%?QCD)U+t3|AV+uu!yC=Mj^(dNQ&L
zf{mx9qcESTA$0sYO1BMjB&ayMrGiAL!=k`@YUiX^MLsYR?Cy^#CtTL6Ue%`0Wd8|*
zsOU0`w{5~;6yq_-;m1+;k$6WY9^0W?tv8~cRD@)o*Chei{QDxpu0CI5G3*sT4OI?!
zVsUt}DQuwsAsf=T$El*otH9y(>Lw4xqWj=6s<b47yL-Tw^lYaI)7ePCGnzF~)Q!z_
z!Iu{LV)4g5=z8$1x`X})fiLi`y65w*Vr9Dgyg%T$u~`o}m(<L5Oi%Bnw0Ypz^MQ$E
z5Sj*#v_#0%hDm)e@A|wk5uqm-bPzLiJ2v;62#m9fFleV?Yrc-Z{(MrrglCqgURJ}#
zOZU;WA%9YltN$#{<YTO9Dc#+y2~TIS^3F8*drW1U1vPlI%Wjg?#G)c!(|nL#_p_*l
z^Y5_Qp9mB?YQ~}=@iC~*05&<hELs;$_5py%_3;jW+nd|#5{|-Tci~qfJ<<aFQd&Xx
z93+4o;exwTPg^i9Pp@Z^Q16K=&}(}i<|Jf_v<z$G>*iMM7rvP23)pdaZWCbQ&PEEi
z(6lhp$C%T~X~g~>7$SJ1k;OX5?@|x<^ZLf5K|&Hh&=7BY?j|$jYFa4~ApCjsr^tob
zjpFx@Gjdf|@t494Qw*%r;9}Z0kix&r&@yf1xn*bH<w(W)qa~DY(IVb0_9PRSc4y|r
z!y(KZR<t?Uc1Ij^MGUBh%o!`cKqsNd=>NsYU&#By{E+!BSK-hGUfh)4-2-?Vy+WNP
zOVNo;{{A42fCB)PA4eb>#5BO3DJbfQKn)|SH3uh}y0I*b9Cp|NQcc_=@hZF}*g$4o
zWBH#Yy3=^TJXz;A=Sdva@LQe9K%5uSK(G*R!FC>x(N(>a^9Dgq9;;rwWM=d`^jOn5
zb|H_~)uNQD_?JGNL*?;^m23am63f5AyDrg;g_Jvq2e=Hu=lEdO(5i__;qcWrraRhu
zqdJXq$;~<y#Dk4^Hgh^X5$>{Rx@pSbTo|)_)enf~tY#_{_o}dr^2(vN>Cp`#34NZN
z)Vg-e+oFDT$|IF(c3lXu1l}`86H(0(fo~4JpUArZH6ZwXI$uwtE4iGOPquepzblDg
zx-29Bq|I_k=cyw}&;6dArSpijinliQdp%KqViRrJg9x&}Q;qTwFpQE8+4t?(oV58(
z1(b8TjVB(9q#~21%AnMmxy#&bUn&pT_Vmm87EpccssuhEm12Jw2O_K4uXVIyS)C9e
z{<mG<CAqW)zOSIM*VHf&Fo=pgN0)Kv_3Q!Et!Rk*1Xt8QYdICw%`Ig$4&~1)yk+im
z4v4eWop2(!rg*({HzD)kB*}C21h>G<@cb>qTE7oxV4)F-bDBW-#7v>?3SlSws0fWt
zp|e7=juW5Yq_HW;p%HDT5u&R)mPCpKt_ST1^~#Xq^Y$M>5H(ehgkX#7GXw?XL~#Ld
z(xc@^46`raeZiM)lzBR_o0vN4$E`K*+Lsxk7t7u!?tBH}Dr;Yr$SAasJuzAF*%u3I
zJfUroPT|7-QY^F@D+(XD%XYs(>t6rloA-8qnzJaNU23F=EPA|l8X3Jw7k@0?b0h{R
zSLRmEn;Fw`C#y{Y*lVvD?21on_JOySG6Gz+3hZf<DH;I%(8kijot(_wQY4+TBDb7A
zf|Gs))5ww0OY^gaxkbS1vcnIi&Zh{Rtfq5H0$~p0bFq_DBGQ_sXp#qKNv<4^UsyKL
zy^E4s@sz*8#XFib_h+#D+mg^p_ESDe)#kzt?hF0_Q19}~e)%isW__yW097~pc6}9?
zty#x_%eT(mZqyv|sa+day@5ChS|^?hYEk<W3G=rZ&G$0v*G39wz5OumgAU%ygqebX
z<lYN4vFgZ754v49Qom|9*(iI)PljXOCF;izmsGvn-4kAFYx6%PFG|2o_he%IhsuZh
zCN3>D5)>`Zj3%WH2kY`8aQa5QksaY4CYW>Wu9LfKmqag}B;y@_vE{4F{$omI^>S50
zjTKrdgl|Ri{mO4(72dgdL_QVw$P)d;zRPzw;i<2Ir%85~9Bl;#;#tnF7IVP2;p&EJ
zNYH|+N{4M~5^>5PIT=zQd{B`OBw$T|Cv9pnN(2TLU1l*0&3Ygb*b9Skz8}YZ9r~Uc
zz_yTDopEUX_WaAoPwi5Gze&q32@7hZsnH-wcb`z)IhoGW-(e&Y8m@<KIRMh6GwAt%
z<F8MJA)J9~?Gt1&QKLyF$qgd`euJV?J)VEo?7kpa1{1!4<R~79T9}7{V4Kxo{OU<T
zPP$CKKz~vL5|r{Kum^4jY2n0Z&y=kqmF0G69qhobW|cvGBi3x{?WU{NL0Tf`h``Mc
zeS$s1S{RE<rEhht(NKoi<mtEJ={Nb1Kwe*mJy2580Tw^BkQ4Bb=&D@#93>%^OQ5^^
z^fm)tWFAQXs~~p-uAS5kJ^dkcr&Npx?@C>|p7H2Ee>S!RSbBY;L<mXF8|#D>@lilX
z8$iN(vk(SdOUT6{-PvAaks7JiqkGex!LDPZ{(h}_>0KEr`kS|v<Pk0-ze$XtutU(R
zt?UNVVDI;zt2N`0996~Ec+>xqzY)#qBNgA;iN+#YumRHk$AA&@*&Hj;t!s$sK|2=G
z<Oed6$B-3}^ck*93&DSgV0g@BFA14^8@pA-We?LZ_2Xus)yJ`VS;Jb49eedq==nsZ
zi`$xgVD-th3d5C!B;q%nKg&?u9<^~w8MNYkmX_?n2ym&7!`g+3ohxu}a>S)7kCbeV
zkX+fSj`WZEJ&Uxket}woI)SU>T1debA-VnFGOijpY}&I32^}Br9xL5ZF3-*RSJ@AH
z(-9l7-E(;ocK8~0C^ZEakiI~c;lU?Db&&|^q8+;98mG?7{i-7X2GWrvKbc9X(GtK8
z;{&K8PIq?t40X4^;2;+pYM!M`*A8KV@DlCP-|k+gw)U#9`muy%tdCjCJ|bo`B%Vug
z`0fLf%x>;Ga>Lo&)<^*xu7p`w-m+w%RX9X-eIsw|mpqBHw{eGQH;lTC8_m&G3eXnw
z+%AG(3bu#=^gs4N1RtKC2;(v5k&h*p2n?q=nm9iOF`<+vI2!!__nu32VC5HqXlAw8
zZ7Dwl-|mynB6N{?13!WS|93%cRxQE;U=H4bV2uY&B3+9#J61FkY}BqlexVof2poHw
zYmwd5{|%bfkL+wAzT$zTllq{cX2Lk8?w#z$^A+7lFW(gGtxGzU(dlCS1w&eqt90`{
z@v{-Is(ZP(LI$5!Z7{_5TO3N_J@=4yNVVClm*6SV^4u!a;dQ3a&!=|bO{gdbCii);
zj4l!T+b|bg)<RsvDmK-g>)Us#lghpfX1t|i2sdLv2ZmBPI>L8Z$wotM8+lTGEe2|m
z<G8T+MCg+6c|WrHY!9J6q^d=hnIJxcYEi{H7Pnmx@gP8O<Xn>_@1MiPO<RX?Gtpei
zy-*vfnfy^m#4xnj30_<-utms$R;4NNz8sXI<<t72tL2Ini||bE9|vxlfy1%*mgFTq
zH9>zpEZt<!kzT1YM2zzJAk3)vAh<i!1wqd$qCaFC&UgA=Ic0NL>PBIVw5kf%Hy;d}
z(q@B@QVEHvsDAtqg{r6Eb^=9+6qgWz*Jm7K#!0Xic4)!J;HyQSB_*r|PQmiE7-C)(
zHhD`_!@zNvWDepM>GFtvtm3L;+;~~7ImP7Fr!5NJK6;f+_J0Svk(37imoTS%G~Px;
zg=c9=<+68&-ea3>?1@lW-8sjqkV_{)rFefr!QIdW7LMOJ+=x@h3W?RvM`iP?QaSYM
zOH}clTNc)?Krk|+9&P^)oI4h`Db2}^=q$QNH$_ESB)_b>X;tw?<Cg2FQG>z!`gs~F
zrPXW8VsHpWGwJ=^nVP(P#6O#~pd;;O!iTD^|Hyi6rSa=SA^3?<+4pvF6q&%Y%M(X@
z*wGhRg;QjlwY{C~Z0sjd1fjlldNLPBMp#Pd?ZzfggA;6;LH>mVHg?%B^>>PYEKRnN
zVBe{-9aY5>;4GD8YJYcib}qErpvS`NBCo(eYyG8!B#QG~*P99IY{6=<LD>G+m%&Pv
zhj>h4-dZcZi?R@sM_^ffv1VxwVkT{Yc5URx4v}7PpkRfqxfv}1qVmGO+hUN)`N#~`
zOsFLfkPD$OW+uP^fHxLv76kcq!8fF11_xHS(HPS*iP9hBmOy<*!-xzz-WU`AS|FG=
zZQWWX(M&A))UFBV>xG<3e!ay$H$r9xm+Bk{1s%p__Kh;m1@ZjIss|Akhd|KLq}NX`
z%!^&k6K?=*3^DN4^5Vg=oiG0LZS8|8VsL$HK7y2U>>A}0xcq$EEJVZD`wiy%{iG1x
zLtLeHqbs|a(JK1@q$mUU#P(;1yv_n0v$HM6KM4TIz#laGHgIA4Pfa6=c%s^PpI<eJ
zdSFANXG6R}Y;{ugpBxWbs&7)Er+(T@lkZrzAzIuBi%U(Kp?l~EuLTE^MQ;ZzWT$dp
z(}xa{xUQ(Zi_V#CU;~3NM@>yrW)mHVdbJ<B7N4G@t(KV$3#2|$mG(<{vz@MerB0$%
zeW?aig>Jk>y|HeQ*B?Oz%ZVmV#dcnK%ZWBg<c_}+W(1vjHOju)C--a3C%+Ce_3riR
aTd=EjDsz8q*KBUyOzqfz5|(C%h5SD=kMK4C

diff --git a/py-modindex.html b/py-modindex.html
index 5dfbccb3..ebc10a37 100644
--- a/py-modindex.html
+++ b/py-modindex.html
@@ -524,6 +524,11 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="autoapi/punchbowl/level1/quartic_fit/index.html#module-punchbowl.level1.quartic_fit"><code class="xref">punchbowl.level1.quartic_fit</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="autoapi/punchbowl/level1/sqrt/index.html#module-punchbowl.level1.sqrt"><code class="xref">punchbowl.level1.sqrt</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
@@ -574,6 +579,11 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="autoapi/punchbowl/level1/tests/test_quartic_fit/index.html#module-punchbowl.level1.tests.test_quartic_fit"><code class="xref">punchbowl.level1.tests.test_quartic_fit</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="autoapi/punchbowl/level1/tests/test_sqrt/index.html#module-punchbowl.level1.tests.test_sqrt"><code class="xref">punchbowl.level1.tests.test_sqrt</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
diff --git a/searchindex.js b/searchindex.js
index 48ff1399..189c9cbb 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"API Reference": [[0, null]], "Accessing PUNCH Data": [[60, null]], "Applying correction": [[67, "applying-correction"], [68, "applying-correction"], [69, "applying-correction"], [71, "applying-correction"], [72, "applying-correction"], [73, "applying-correction"], [74, "applying-correction"], [75, "applying-correction"], [76, "applying-correction"], [82, "applying-correction"], [84, "applying-correction"]], "Attributes": [[1, "attributes"], [3, "attributes"], [4, "attributes"], [7, "attributes"], [8, "attributes"], [9, "attributes"], [10, "attributes"], [11, "attributes"], [13, "attributes"], [18, "attributes"], [26, "attributes"], [28, "attributes"], [29, "attributes"], [33, "attributes"], [34, "attributes"], [37, "attributes"], [52, "attributes"], [56, "attributes"]], "Bright Structure Identification": [[77, null]], "Classes": [[1, "classes"], [2, "classes"], [4, "classes"]], "Concept": [[61, "concept"], [67, "concept"], [68, "concept"], [69, "concept"], [71, "concept"], [72, "concept"], [73, "concept"], [74, "concept"], [75, "concept"], [76, "concept"], [82, "concept"], [84, "concept"]], "Contents:": [[62, null], [64, null]], "Contribute": [[59, null]], "Data": [[62, null]], "Deficient Pixel Replacement": [[67, null]], "Deriving coefficients": [[74, "deriving-coefficients"]], "Deriving correction": [[76, "deriving-correction"]], "Deriving starfield model": [[84, "deriving-starfield-model"]], "Deriving stray light model": [[75, "deriving-stray-light-model"]], "Deriving the pixel mask": [[67, "deriving-the-pixel-mask"]], "Despike": [[68, null]], "Destreaking": [[69, null]], "Example Call": [[41, "example-call"]], "Exceptions": [[12, "exceptions"]], "F-Corona Removal": [[82, null]], "Functions": [[2, "functions"], [3, "functions"], [4, "functions"], [6, "functions"], [7, "functions"], [8, "functions"], [9, "functions"], [10, "functions"], [11, "functions"], [14, "functions"], [15, "functions"], [16, "functions"], [17, "functions"], [18, "functions"], [20, "functions"], [21, "functions"], [22, "functions"], [23, "functions"], [26, "functions"], [27, "functions"], [28, "functions"], [29, "functions"], [32, "functions"], [33, "functions"], [34, "functions"], [35, "functions"], [36, "functions"], [37, "functions"], [39, "functions"], [40, "functions"], [41, "functions"], [43, "functions"], [45, "functions"], [46, "functions"], [48, "functions"], [49, "functions"], [50, "functions"], [52, "functions"], [53, "functions"], [54, "functions"], [56, "functions"], [57, "functions"], [58, "functions"]], "Help": [[63, null]], "Image Merging": [[78, null]], "Image Resampling": [[79, null]], "Indices and tables": [[64, "indices-and-tables"]], "Initial Uncertainty Estimation": [[71, null]], "Introduction": [[65, null]], "Level 1": [[70, null]], "Level 2": [[80, null]], "Level 3": [[83, null]], "Module Contents": [[1, "module-contents"], [3, "module-contents"], [4, "module-contents"], [6, "module-contents"], [7, "module-contents"], [8, "module-contents"], [9, "module-contents"], [10, "module-contents"], [11, "module-contents"], [12, "module-contents"], [14, "module-contents"], [15, "module-contents"], [16, "module-contents"], [17, "module-contents"], [18, "module-contents"], [20, "module-contents"], [21, "module-contents"], [22, "module-contents"], [23, "module-contents"], [26, "module-contents"], [27, "module-contents"], [28, "module-contents"], [29, "module-contents"], [32, "module-contents"], [33, "module-contents"], [34, "module-contents"], [35, "module-contents"], [36, "module-contents"], [37, "module-contents"], [39, "module-contents"], [40, "module-contents"], [41, "module-contents"], [43, "module-contents"], [45, "module-contents"], [46, "module-contents"], [48, "module-contents"], [49, "module-contents"], [50, "module-contents"], [52, "module-contents"], [53, "module-contents"], [54, "module-contents"], [56, "module-contents"], [57, "module-contents"], [58, "module-contents"]], "PSF Correction": [[73, null]], "PUNCHData object": [[61, null]], "Package Contents": [[2, "package-contents"], [13, "package-contents"]], "Pipeline": [[66, null]], "Pipeline Overview": [[85, null]], "Pointing Correction": [[72, null]], "Polarization Resolution": [[81, null]], "Quartic Fit Correction": [[74, null]], "QuickPUNCH": [[86, null]], "QuickPUNCH data guide": [[87, null]], "Starfield Removal": [[84, null]], "Stray Light Removal": [[75, null]], "Submodules": [[2, "submodules"], [5, "submodules"], [13, "submodules"], [19, "submodules"], [24, "submodules"], [38, "submodules"], [42, "submodules"], [51, "submodules"], [55, "submodules"]], "Subpackages": [[2, "subpackages"], [13, "subpackages"], [19, "subpackages"], [38, "subpackages"], [51, "subpackages"]], "Uncertainty": [[61, "uncertainty"]], "Vignetting Correction": [[76, null]], "Welcome to punchbowl\u2019s documentation!": [[64, null]], "What is PUNCH?": [[65, "what-is-punch"]], "Where does punchbowl fit in?": [[65, "where-does-punchbowl-fit-in"]], "punchbowl": [[13, null]], "punchbowl.data": [[2, null]], "punchbowl.data.history": [[1, null]], "punchbowl.data.io": [[3, null]], "punchbowl.data.meta": [[4, null]], "punchbowl.data.tests": [[5, null]], "punchbowl.data.tests.test_history": [[6, null]], "punchbowl.data.tests.test_io": [[7, null]], "punchbowl.data.tests.test_meta": [[8, null]], "punchbowl.data.tests.test_wcs": [[9, null]], "punchbowl.data.units": [[10, null]], "punchbowl.data.wcs": [[11, null]], "punchbowl.exceptions": [[12, null]], "punchbowl.level1": [[19, null]], "punchbowl.level1.alignment": [[14, null]], "punchbowl.level1.deficient_pixel": [[15, null]], "punchbowl.level1.despike": [[16, null]], "punchbowl.level1.destreak": [[17, null]], "punchbowl.level1.flow": [[18, null]], "punchbowl.level1.initial_uncertainty": [[20, null]], "punchbowl.level1.psf": [[21, null]], "punchbowl.level1.quartic_fit": [[22, null]], "punchbowl.level1.stray_light": [[23, null]], "punchbowl.level1.tests": [[24, null]], "punchbowl.level1.tests.test_alignment": [[25, null]], "punchbowl.level1.tests.test_deficient_pixel": [[26, null]], "punchbowl.level1.tests.test_despike": [[27, null]], "punchbowl.level1.tests.test_destreak": [[28, null]], "punchbowl.level1.tests.test_flow": [[29, null]], "punchbowl.level1.tests.test_pointing": [[30, null]], "punchbowl.level1.tests.test_psf": [[31, null]], "punchbowl.level1.tests.test_quartic_fit": [[32, null]], "punchbowl.level1.tests.test_stray_light": [[33, null]], "punchbowl.level1.tests.test_vignette": [[34, null]], "punchbowl.level1.vignette": [[35, null]], "punchbowl.level2": [[38, null]], "punchbowl.level2.bright_structure": [[36, null]], "punchbowl.level2.flow": [[37, null]], "punchbowl.level2.merge": [[39, null]], "punchbowl.level2.polarization": [[40, null]], "punchbowl.level2.resample": [[41, null]], "punchbowl.level2.tests": [[42, null]], "punchbowl.level2.tests.test_bright_structure": [[43, null]], "punchbowl.level2.tests.test_flow": [[44, null]], "punchbowl.level2.tests.test_merge": [[45, null]], "punchbowl.level2.tests.test_polarization": [[46, null]], "punchbowl.level2.tests.test_quality": [[47, null]], "punchbowl.level2.tests.test_resample": [[48, null]], "punchbowl.level3": [[51, null]], "punchbowl.level3.f_corona_model": [[49, null]], "punchbowl.level3.flow": [[50, null]], "punchbowl.level3.motion_filter": [[52, null]], "punchbowl.level3.polarization": [[53, null]], "punchbowl.level3.stellar": [[54, null]], "punchbowl.level3.tests": [[55, null]], "punchbowl.level3.tests.test_f_corona_model": [[56, null]], "punchbowl.level3.tests.test_stellar": [[57, null]], "punchbowl.util": [[58, null]]}, "docnames": ["autoapi/index", "autoapi/punchbowl/data/history/index", "autoapi/punchbowl/data/index", "autoapi/punchbowl/data/io/index", "autoapi/punchbowl/data/meta/index", "autoapi/punchbowl/data/tests/index", "autoapi/punchbowl/data/tests/test_history/index", "autoapi/punchbowl/data/tests/test_io/index", "autoapi/punchbowl/data/tests/test_meta/index", "autoapi/punchbowl/data/tests/test_wcs/index", "autoapi/punchbowl/data/units/index", "autoapi/punchbowl/data/wcs/index", "autoapi/punchbowl/exceptions/index", "autoapi/punchbowl/index", "autoapi/punchbowl/level1/alignment/index", "autoapi/punchbowl/level1/deficient_pixel/index", "autoapi/punchbowl/level1/despike/index", "autoapi/punchbowl/level1/destreak/index", "autoapi/punchbowl/level1/flow/index", "autoapi/punchbowl/level1/index", "autoapi/punchbowl/level1/initial_uncertainty/index", "autoapi/punchbowl/level1/psf/index", "autoapi/punchbowl/level1/quartic_fit/index", "autoapi/punchbowl/level1/stray_light/index", "autoapi/punchbowl/level1/tests/index", "autoapi/punchbowl/level1/tests/test_alignment/index", "autoapi/punchbowl/level1/tests/test_deficient_pixel/index", "autoapi/punchbowl/level1/tests/test_despike/index", "autoapi/punchbowl/level1/tests/test_destreak/index", "autoapi/punchbowl/level1/tests/test_flow/index", "autoapi/punchbowl/level1/tests/test_pointing/index", "autoapi/punchbowl/level1/tests/test_psf/index", "autoapi/punchbowl/level1/tests/test_quartic_fit/index", "autoapi/punchbowl/level1/tests/test_stray_light/index", "autoapi/punchbowl/level1/tests/test_vignette/index", "autoapi/punchbowl/level1/vignette/index", "autoapi/punchbowl/level2/bright_structure/index", "autoapi/punchbowl/level2/flow/index", "autoapi/punchbowl/level2/index", "autoapi/punchbowl/level2/merge/index", "autoapi/punchbowl/level2/polarization/index", "autoapi/punchbowl/level2/resample/index", "autoapi/punchbowl/level2/tests/index", "autoapi/punchbowl/level2/tests/test_bright_structure/index", "autoapi/punchbowl/level2/tests/test_flow/index", "autoapi/punchbowl/level2/tests/test_merge/index", "autoapi/punchbowl/level2/tests/test_polarization/index", "autoapi/punchbowl/level2/tests/test_quality/index", "autoapi/punchbowl/level2/tests/test_resample/index", "autoapi/punchbowl/level3/f_corona_model/index", "autoapi/punchbowl/level3/flow/index", "autoapi/punchbowl/level3/index", "autoapi/punchbowl/level3/motion_filter/index", "autoapi/punchbowl/level3/polarization/index", "autoapi/punchbowl/level3/stellar/index", "autoapi/punchbowl/level3/tests/index", "autoapi/punchbowl/level3/tests/test_f_corona_model/index", "autoapi/punchbowl/level3/tests/test_stellar/index", "autoapi/punchbowl/util/index", "contribute", "data/access", "data/data_object", "data/index", "help", "index", "intro", "pipeline/index", "pipeline/level1/deficient_pixel", "pipeline/level1/despike", "pipeline/level1/destreak", "pipeline/level1/index", "pipeline/level1/initial_uncertainty", "pipeline/level1/pointing", "pipeline/level1/psf_correction", "pipeline/level1/quartic_fit", "pipeline/level1/stray_light", "pipeline/level1/vignetting_correction", "pipeline/level2/bright_structure", "pipeline/level2/image_merging", "pipeline/level2/image_resample", "pipeline/level2/index", "pipeline/level2/polarization", "pipeline/level3/f_corona", "pipeline/level3/index", "pipeline/level3/starfield", "pipeline/overview", "pipeline/quickPUNCH/index", "pipeline/quickPUNCH/quickpunch_data_guide"], "envversion": {"nbsphinx": 4, "sphinx": 64, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2}, "filenames": ["autoapi/index.rst", "autoapi/punchbowl/data/history/index.rst", "autoapi/punchbowl/data/index.rst", "autoapi/punchbowl/data/io/index.rst", "autoapi/punchbowl/data/meta/index.rst", "autoapi/punchbowl/data/tests/index.rst", "autoapi/punchbowl/data/tests/test_history/index.rst", "autoapi/punchbowl/data/tests/test_io/index.rst", "autoapi/punchbowl/data/tests/test_meta/index.rst", "autoapi/punchbowl/data/tests/test_wcs/index.rst", "autoapi/punchbowl/data/units/index.rst", "autoapi/punchbowl/data/wcs/index.rst", "autoapi/punchbowl/exceptions/index.rst", "autoapi/punchbowl/index.rst", "autoapi/punchbowl/level1/alignment/index.rst", "autoapi/punchbowl/level1/deficient_pixel/index.rst", "autoapi/punchbowl/level1/despike/index.rst", "autoapi/punchbowl/level1/destreak/index.rst", "autoapi/punchbowl/level1/flow/index.rst", "autoapi/punchbowl/level1/index.rst", "autoapi/punchbowl/level1/initial_uncertainty/index.rst", "autoapi/punchbowl/level1/psf/index.rst", "autoapi/punchbowl/level1/quartic_fit/index.rst", "autoapi/punchbowl/level1/stray_light/index.rst", "autoapi/punchbowl/level1/tests/index.rst", "autoapi/punchbowl/level1/tests/test_alignment/index.rst", "autoapi/punchbowl/level1/tests/test_deficient_pixel/index.rst", "autoapi/punchbowl/level1/tests/test_despike/index.rst", "autoapi/punchbowl/level1/tests/test_destreak/index.rst", "autoapi/punchbowl/level1/tests/test_flow/index.rst", "autoapi/punchbowl/level1/tests/test_pointing/index.rst", "autoapi/punchbowl/level1/tests/test_psf/index.rst", "autoapi/punchbowl/level1/tests/test_quartic_fit/index.rst", "autoapi/punchbowl/level1/tests/test_stray_light/index.rst", "autoapi/punchbowl/level1/tests/test_vignette/index.rst", "autoapi/punchbowl/level1/vignette/index.rst", "autoapi/punchbowl/level2/bright_structure/index.rst", "autoapi/punchbowl/level2/flow/index.rst", "autoapi/punchbowl/level2/index.rst", "autoapi/punchbowl/level2/merge/index.rst", "autoapi/punchbowl/level2/polarization/index.rst", "autoapi/punchbowl/level2/resample/index.rst", "autoapi/punchbowl/level2/tests/index.rst", "autoapi/punchbowl/level2/tests/test_bright_structure/index.rst", "autoapi/punchbowl/level2/tests/test_flow/index.rst", "autoapi/punchbowl/level2/tests/test_merge/index.rst", "autoapi/punchbowl/level2/tests/test_polarization/index.rst", "autoapi/punchbowl/level2/tests/test_quality/index.rst", "autoapi/punchbowl/level2/tests/test_resample/index.rst", "autoapi/punchbowl/level3/f_corona_model/index.rst", "autoapi/punchbowl/level3/flow/index.rst", "autoapi/punchbowl/level3/index.rst", "autoapi/punchbowl/level3/motion_filter/index.rst", "autoapi/punchbowl/level3/polarization/index.rst", "autoapi/punchbowl/level3/stellar/index.rst", "autoapi/punchbowl/level3/tests/index.rst", "autoapi/punchbowl/level3/tests/test_f_corona_model/index.rst", "autoapi/punchbowl/level3/tests/test_stellar/index.rst", "autoapi/punchbowl/util/index.rst", "contribute.rst", "data/access.rst", "data/data_object.rst", "data/index.rst", "help.rst", "index.rst", "intro.rst", "pipeline/index.rst", "pipeline/level1/deficient_pixel.rst", "pipeline/level1/despike.rst", "pipeline/level1/destreak.rst", "pipeline/level1/index.rst", "pipeline/level1/initial_uncertainty.rst", "pipeline/level1/pointing.rst", "pipeline/level1/psf_correction.rst", "pipeline/level1/quartic_fit.rst", "pipeline/level1/stray_light.rst", "pipeline/level1/vignetting_correction.rst", "pipeline/level2/bright_structure.rst", "pipeline/level2/image_merging.rst", "pipeline/level2/image_resample.rst", "pipeline/level2/index.rst", "pipeline/level2/polarization.rst", "pipeline/level3/f_corona.rst", "pipeline/level3/index.rst", "pipeline/level3/starfield.rst", "pipeline/overview.rst", "pipeline/quickPUNCH/index.rst", "pipeline/quickPUNCH/quickpunch_data_guide.ipynb"], "indexentries": {"__contains__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__contains__", false]], "__contains__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__contains__", false]], "__delitem__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__delitem__", false]], "__delitem__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__delitem__", false]], "__eq__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__eq__", false]], "__eq__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__eq__", false]], "__eq__() (punchbowl.data.meta.metafield method)": [[4, "punchbowl.data.meta.MetaField.__eq__", false]], "__eq__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__eq__", false]], "__eq__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__eq__", false]], "__getitem__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__getitem__", false]], "__getitem__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__getitem__", false]], "__getitem__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__getitem__", false]], "__getitem__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__getitem__", false]], "__iter__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__iter__", false]], "__iter__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__iter__", false]], "__iter__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__iter__", false]], "__iter__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__iter__", false]], "__len__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__len__", false]], "__len__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__len__", false]], "__len__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__len__", false]], "__len__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__len__", false]], "__next__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__next__", false]], "__next__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__next__", false]], "__setitem__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__setitem__", false]], "__setitem__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__setitem__", false]], "__str__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__str__", false]], "__str__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__str__", false]], "__version__ (in module punchbowl)": [[13, "punchbowl.__version__", false]], "_comment (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._comment", false]], "_contents (punchbowl.data.meta.normalizedmetadata attribute)": [[4, "punchbowl.data.meta.NormalizedMetadata._contents", false]], "_contents (punchbowl.data.normalizedmetadata attribute)": [[2, "punchbowl.data.NormalizedMetadata._contents", false]], "_datatype (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._datatype", false]], "_default (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._default", false]], "_determine_omits_and_overrides() (punchbowl.data.meta.normalizedmetadata static method)": [[4, "punchbowl.data.meta.NormalizedMetadata._determine_omits_and_overrides", false]], "_determine_omits_and_overrides() (punchbowl.data.normalizedmetadata static method)": [[2, "punchbowl.data.NormalizedMetadata._determine_omits_and_overrides", false]], "_entries (punchbowl.data.history attribute)": [[2, "punchbowl.data.History._entries", false]], "_entries (punchbowl.data.history.history attribute)": [[1, "punchbowl.data.history.History._entries", false]], "_history (punchbowl.data.meta.normalizedmetadata attribute)": [[4, "punchbowl.data.meta.NormalizedMetadata._history", false]], "_history (punchbowl.data.normalizedmetadata attribute)": [[2, "punchbowl.data.NormalizedMetadata._history", false]], "_keyword (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._keyword", false]], "_load_template_files() (punchbowl.data.meta.normalizedmetadata static method)": [[4, "punchbowl.data.meta.NormalizedMetadata._load_template_files", false]], "_load_template_files() (punchbowl.data.normalizedmetadata static method)": [[2, "punchbowl.data.NormalizedMetadata._load_template_files", false]], "_match_product_code_in_level_spec() (punchbowl.data.meta.normalizedmetadata static method)": [[4, "punchbowl.data.meta.NormalizedMetadata._match_product_code_in_level_spec", false]], "_match_product_code_in_level_spec() (punchbowl.data.normalizedmetadata static method)": [[2, "punchbowl.data.NormalizedMetadata._match_product_code_in_level_spec", false]], "_mutable (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._mutable", false]], "_pack_uncertainty() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._pack_uncertainty", false]], "_root (in module punchbowl.data.io)": [[3, "punchbowl.data.io._ROOT", false]], "_root (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta._ROOT", false]], "_root (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs._ROOT", false]], "_root (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs._ROOT", false]], "_times_are_equal() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs._times_are_equal", false]], "_unpack_uncertainty() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._unpack_uncertainty", false]], "_update_statistics() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._update_statistics", false]], "_validate_key_is_str() (punchbowl.data.meta.normalizedmetadata static method)": [[4, "punchbowl.data.meta.NormalizedMetadata._validate_key_is_str", false]], "_validate_key_is_str() (punchbowl.data.normalizedmetadata static method)": [[2, "punchbowl.data.NormalizedMetadata._validate_key_is_str", false]], "_value (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._value", false]], "_wcs_section_name (punchbowl.data.meta.normalizedmetadata attribute)": [[4, "punchbowl.data.meta.NormalizedMetadata._wcs_section_name", false]], "_wcs_section_name (punchbowl.data.normalizedmetadata attribute)": [[2, "punchbowl.data.NormalizedMetadata._wcs_section_name", false]], "_write_fits() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._write_fits", false]], "_write_ql() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._write_ql", false]], "_zvalue_from_index() (in module punchbowl.level3.f_corona_model)": [[49, "punchbowl.level3.f_corona_model._zvalue_from_index", false]], "add_entry() (punchbowl.data.history method)": [[2, "punchbowl.data.History.add_entry", false]], "add_entry() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.add_entry", false]], "add_now() (punchbowl.data.history method)": [[2, "punchbowl.data.History.add_now", false]], "add_now() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.add_now", false]], "align_task() (in module punchbowl.level1.alignment)": [[14, "punchbowl.level1.alignment.align_task", false]], "apply_motion_filter() (in module punchbowl.level3.motion_filter)": [[52, "punchbowl.level3.motion_filter.apply_motion_filter", false]], "astropy_time (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.astropy_time", false]], "astropy_time (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.astropy_time", false]], "calculate_celestial_wcs_from_helio() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.calculate_celestial_wcs_from_helio", false]], "calculate_helio_wcs_from_celestial() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.calculate_helio_wcs_from_celestial", false]], "calculate_image_pixel_area() (in module punchbowl.data.units)": [[10, "punchbowl.data.units.calculate_image_pixel_area", false]], "calculate_pc_matrix() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.calculate_pc_matrix", false]], "cell_neighbors() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.cell_neighbors", false]], "clear() (punchbowl.data.history method)": [[2, "punchbowl.data.History.clear", false]], "clear() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.clear", false]], "comment (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.comment", false]], "compute_noise() (in module punchbowl.level1.initial_uncertainty)": [[20, "punchbowl.level1.initial_uncertainty.compute_noise", false]], "compute_uncertainty() (in module punchbowl.level1.initial_uncertainty)": [[20, "punchbowl.level1.initial_uncertainty.compute_uncertainty", false]], "construct_f_corona_background() (in module punchbowl.level3.f_corona_model)": [[49, "punchbowl.level3.f_corona_model.construct_f_corona_background", false]], "convert_polarization() (in module punchbowl.level3.polarization)": [[53, "punchbowl.level3.polarization.convert_polarization", false]], "correct_psf() (in module punchbowl.level1.psf)": [[21, "punchbowl.level1.psf.correct_psf", false]], "correct_psf_task() (in module punchbowl.level1.psf)": [[21, "punchbowl.level1.psf.correct_psf_task", false]], "correct_streaks() (in module punchbowl.level1.destreak)": [[17, "punchbowl.level1.destreak.correct_streaks", false]], "correct_vignetting_task() (in module punchbowl.level1.vignette)": [[35, "punchbowl.level1.vignette.correct_vignetting_task", false]], "create_all_valid_deficient_pixel_map() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.create_all_valid_deficient_pixel_map", false]], "create_coefficient_image() (in module punchbowl.level1.quartic_fit)": [[22, "punchbowl.level1.quartic_fit.create_coefficient_image", false]], "create_constant_quartic_coefficients() (in module punchbowl.level1.quartic_fit)": [[22, "punchbowl.level1.quartic_fit.create_constant_quartic_coefficients", false]], "create_empty_f_background_model() (in module punchbowl.level3.f_corona_model)": [[49, "punchbowl.level3.f_corona_model.create_empty_f_background_model", false]], "create_empty_starfield_background() (in module punchbowl.level3.stellar)": [[54, "punchbowl.level3.stellar.create_empty_starfield_background", false]], "datatype (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.datatype", false]], "datetime (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.datetime", false]], "datetime (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.datetime", false]], "default (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.default", false]], "delete_section() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.delete_section", false]], "delete_section() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.delete_section", false]], "despike_task() (in module punchbowl.level1.despike)": [[16, "punchbowl.level1.despike.despike_task", false]], "destreak_task() (in module punchbowl.level1.destreak)": [[17, "punchbowl.level1.destreak.destreak_task", false]], "distortion_keywords (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.DISTORTION_KEYWORDS", false]], "dn_to_msb() (in module punchbowl.data.units)": [[10, "punchbowl.data.units.dn_to_msb", false]], "dn_to_photons() (in module punchbowl.level1.initial_uncertainty)": [[20, "punchbowl.level1.initial_uncertainty.dn_to_photons", false]], "empty_history() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.empty_history", false]], "even_sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.even_sample_punchdata", false]], "extract_crota_from_wcs() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.extract_crota_from_wcs", false]], "extrametadatawarning": [[12, "punchbowl.exceptions.ExtraMetadataWarning", false]], "fake_one_image() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.fake_one_image", false]], "filenames (in module punchbowl.level1.flow)": [[18, "punchbowl.level1.flow.filenames", false]], "filenames (in module punchbowl.level2.flow)": [[37, "punchbowl.level2.flow.filenames", false]], "fits_keys (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.fits_keys", false]], "fits_keys (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.fits_keys", false]], "from_fits_header() (punchbowl.data.history class method)": [[2, "punchbowl.data.History.from_fits_header", false]], "from_fits_header() (punchbowl.data.history.history class method)": [[1, "punchbowl.data.history.History.from_fits_header", false]], "from_fits_header() (punchbowl.data.meta.normalizedmetadata class method)": [[4, "punchbowl.data.meta.NormalizedMetadata.from_fits_header", false]], "from_fits_header() (punchbowl.data.normalizedmetadata class method)": [[2, "punchbowl.data.NormalizedMetadata.from_fits_header", false]], "gcrs_to_hpc() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.gcrs_to_hpc", false]], "generate_hourglass_filter() (in module punchbowl.level3.motion_filter)": [[52, "punchbowl.level3.motion_filter.generate_hourglass_filter", false]], "generate_psf_model_core_flow() (in module punchbowl.level1.flow)": [[18, "punchbowl.level1.flow.generate_psf_model_core_flow", false]], "generate_starfield_background() (in module punchbowl.level3.stellar)": [[54, "punchbowl.level3.stellar.generate_starfield_background", false]], "get_base_file_name() (in module punchbowl.data)": [[2, "punchbowl.data.get_base_file_name", false]], "get_base_file_name() (in module punchbowl.data.io)": [[3, "punchbowl.data.io.get_base_file_name", false]], "get_p_angle() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.get_p_angle", false]], "get_sun_ra_dec() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.get_sun_ra_dec", false]], "has_cupy (in module punchbowl.level3.motion_filter)": [[52, "punchbowl.level3.motion_filter.HAS_CUPY", false]], "history (class in punchbowl.data)": [[2, "punchbowl.data.History", false]], "history (class in punchbowl.data.history)": [[1, "punchbowl.data.history.History", false]], "history (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.history", false]], "history (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.history", false]], "historyentry (in module punchbowl.data.history)": [[1, "punchbowl.data.history.HistoryEntry", false]], "hpc_to_gcrs() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.hpc_to_gcrs", false]], "identify_bright_structures_task() (in module punchbowl.level2.bright_structure)": [[36, "punchbowl.level2.bright_structure.identify_bright_structures_task", false]], "incorrect_shape_data() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.incorrect_shape_data", false]], "incorrectfilecounterror": [[12, "punchbowl.exceptions.IncorrectFileCountError", false]], "incorrectpolarizationstatewarning": [[12, "punchbowl.exceptions.IncorrectPolarizationStateWarning", false]], "incorrecttelescopewarning": [[12, "punchbowl.exceptions.IncorrectTelescopeWarning", false]], "increasing_pixel_data() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.increasing_pixel_data", false]], "invaliddataerror": [[12, "punchbowl.exceptions.InvalidDataError", false]], "invalidheadererror": [[12, "punchbowl.exceptions.InvalidHeaderError", false]], "keyword (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.keyword", false]], "largetimedeltawarning": [[12, "punchbowl.exceptions.LargeTimeDeltaWarning", false]], "layer_mask() (in module punchbowl.level3.motion_filter)": [[52, "punchbowl.level3.motion_filter.layer_mask", false]], "level1_core_flow() (in module punchbowl.level1.flow)": [[18, "punchbowl.level1.flow.level1_core_flow", false]], "level2_core_flow() (in module punchbowl.level2.flow)": [[37, "punchbowl.level2.flow.level2_core_flow", false]], "level3_core_flow() (in module punchbowl.level3.flow)": [[50, "punchbowl.level3.flow.level3_core_flow", false]], "load_image_task() (in module punchbowl.util)": [[58, "punchbowl.util.load_image_task", false]], "load_level_spec() (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.load_level_spec", false]], "load_ndcube_from_fits() (in module punchbowl.data)": [[2, "punchbowl.data.load_ndcube_from_fits", false]], "load_ndcube_from_fits() (in module punchbowl.data.io)": [[3, "punchbowl.data.io.load_ndcube_from_fits", false]], "load_omniheader() (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.load_omniheader", false]], "load_spacecraft_def() (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.load_spacecraft_def", false]], "load_template() (punchbowl.data.meta.normalizedmetadata class method)": [[4, "punchbowl.data.meta.NormalizedMetadata.load_template", false]], "load_template() (punchbowl.data.normalizedmetadata class method)": [[2, "punchbowl.data.NormalizedMetadata.load_template", false]], "load_trefoil_wcs() (in module punchbowl.data)": [[2, "punchbowl.data.load_trefoil_wcs", false]], "load_trefoil_wcs() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.load_trefoil_wcs", false]], "make_empty_distortion_model() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.make_empty_distortion_model", false]], "mean_correct() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.mean_correct", false]], "median_correct() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.median_correct", false]], "merge_many_task() (in module punchbowl.level2.merge)": [[39, "punchbowl.level2.merge.merge_many_task", false]], "metafield (class in punchbowl.data.meta)": [[4, "punchbowl.data.meta.MetaField", false]], "missingmetadataerror": [[12, "punchbowl.exceptions.MissingMetadataError", false]], "module": [[1, "module-punchbowl.data.history", false], [2, "module-punchbowl.data", false], [3, "module-punchbowl.data.io", false], [4, "module-punchbowl.data.meta", false], [5, "module-punchbowl.data.tests", false], [6, "module-punchbowl.data.tests.test_history", false], [7, "module-punchbowl.data.tests.test_io", false], [8, "module-punchbowl.data.tests.test_meta", false], [9, "module-punchbowl.data.tests.test_wcs", false], [10, "module-punchbowl.data.units", false], [11, "module-punchbowl.data.wcs", false], [12, "module-punchbowl.exceptions", false], [13, "module-punchbowl", false], [14, "module-punchbowl.level1.alignment", false], [15, "module-punchbowl.level1.deficient_pixel", false], [16, "module-punchbowl.level1.despike", false], [17, "module-punchbowl.level1.destreak", false], [18, "module-punchbowl.level1.flow", false], [19, "module-punchbowl.level1", false], [20, "module-punchbowl.level1.initial_uncertainty", false], [21, "module-punchbowl.level1.psf", false], [22, "module-punchbowl.level1.quartic_fit", false], [23, "module-punchbowl.level1.stray_light", false], [24, "module-punchbowl.level1.tests", false], [25, "module-punchbowl.level1.tests.test_alignment", false], [26, "module-punchbowl.level1.tests.test_deficient_pixel", false], [27, "module-punchbowl.level1.tests.test_despike", false], [28, "module-punchbowl.level1.tests.test_destreak", false], [29, "module-punchbowl.level1.tests.test_flow", false], [30, "module-punchbowl.level1.tests.test_pointing", false], [31, "module-punchbowl.level1.tests.test_psf", false], [32, "module-punchbowl.level1.tests.test_quartic_fit", false], [33, "module-punchbowl.level1.tests.test_stray_light", false], [34, "module-punchbowl.level1.tests.test_vignette", false], [35, "module-punchbowl.level1.vignette", false], [36, "module-punchbowl.level2.bright_structure", false], [37, "module-punchbowl.level2.flow", false], [38, "module-punchbowl.level2", false], [39, "module-punchbowl.level2.merge", false], [40, "module-punchbowl.level2.polarization", false], [41, "module-punchbowl.level2.resample", false], [42, "module-punchbowl.level2.tests", false], [43, "module-punchbowl.level2.tests.test_bright_structure", false], [44, "module-punchbowl.level2.tests.test_flow", false], [45, "module-punchbowl.level2.tests.test_merge", false], [46, "module-punchbowl.level2.tests.test_polarization", false], [47, "module-punchbowl.level2.tests.test_quality", false], [48, "module-punchbowl.level2.tests.test_resample", false], [49, "module-punchbowl.level3.f_corona_model", false], [50, "module-punchbowl.level3.flow", false], [51, "module-punchbowl.level3", false], [52, "module-punchbowl.level3.motion_filter", false], [53, "module-punchbowl.level3.polarization", false], [54, "module-punchbowl.level3.stellar", false], [55, "module-punchbowl.level3.tests", false], [56, "module-punchbowl.level3.tests.test_f_corona_model", false], [57, "module-punchbowl.level3.tests.test_stellar", false], [58, "module-punchbowl.util", false]], "most_recent() (punchbowl.data.history method)": [[2, "punchbowl.data.History.most_recent", false]], "most_recent() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.most_recent", false]], "msb (in module punchbowl.data.units)": [[10, "punchbowl.data.units.MSB", false]], "msb_to_dn() (in module punchbowl.data.units)": [[10, "punchbowl.data.units.msb_to_dn", false]], "nan_percentile() (in module punchbowl.level3.f_corona_model)": [[49, "punchbowl.level3.f_corona_model.nan_percentile", false]], "nine_bad_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.nine_bad_pixel_map", false]], "nocalibrationdatawarning": [[12, "punchbowl.exceptions.NoCalibrationDataWarning", false]], "normalizedmetadata (class in punchbowl.data)": [[2, "punchbowl.data.NormalizedMetadata", false]], "normalizedmetadata (class in punchbowl.data.meta)": [[4, "punchbowl.data.meta.NormalizedMetadata", false]], "nullable (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField.nullable", false]], "observation_data() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.observation_data", false]], "one_bad_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.one_bad_pixel_map", false]], "one_bright_point_sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.one_bright_point_sample_punchdata", false]], "one_data() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.one_data", false]], "one_data() (in module punchbowl.level3.tests.test_stellar)": [[57, "punchbowl.level3.tests.test_stellar.one_data", false]], "order (in module punchbowl.level2.flow)": [[37, "punchbowl.level2.flow.ORDER", false]], "output_image_task() (in module punchbowl.util)": [[58, "punchbowl.util.output_image_task", false]], "perfect_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.perfect_pixel_map", false]], "perform_quartic_fit_task() (in module punchbowl.level1.quartic_fit)": [[22, "punchbowl.level1.quartic_fit.perform_quartic_fit_task", false]], "photometric_calibration() (in module punchbowl.level1.quartic_fit)": [[22, "punchbowl.level1.quartic_fit.photometric_calibration", false]], "product_level (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.product_level", false]], "product_level (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.product_level", false]], "punch_stokes_mapping (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.PUNCH_STOKES_MAPPING", false]], "punchbowl": [[13, "module-punchbowl", false]], "punchbowl.data": [[2, "module-punchbowl.data", false]], "punchbowl.data.history": [[1, "module-punchbowl.data.history", false]], "punchbowl.data.io": [[3, "module-punchbowl.data.io", false]], "punchbowl.data.meta": [[4, "module-punchbowl.data.meta", false]], "punchbowl.data.tests": [[5, "module-punchbowl.data.tests", false]], "punchbowl.data.tests.test_history": [[6, "module-punchbowl.data.tests.test_history", false]], "punchbowl.data.tests.test_io": [[7, "module-punchbowl.data.tests.test_io", false]], "punchbowl.data.tests.test_meta": [[8, "module-punchbowl.data.tests.test_meta", false]], "punchbowl.data.tests.test_wcs": [[9, "module-punchbowl.data.tests.test_wcs", false]], "punchbowl.data.units": [[10, "module-punchbowl.data.units", false]], "punchbowl.data.wcs": [[11, "module-punchbowl.data.wcs", false]], "punchbowl.exceptions": [[12, "module-punchbowl.exceptions", false]], "punchbowl.level1": [[19, "module-punchbowl.level1", false]], "punchbowl.level1.alignment": [[14, "module-punchbowl.level1.alignment", false]], "punchbowl.level1.deficient_pixel": [[15, "module-punchbowl.level1.deficient_pixel", false]], "punchbowl.level1.despike": [[16, "module-punchbowl.level1.despike", false]], "punchbowl.level1.destreak": [[17, "module-punchbowl.level1.destreak", false]], "punchbowl.level1.flow": [[18, "module-punchbowl.level1.flow", false]], "punchbowl.level1.initial_uncertainty": [[20, "module-punchbowl.level1.initial_uncertainty", false]], "punchbowl.level1.psf": [[21, "module-punchbowl.level1.psf", false]], "punchbowl.level1.quartic_fit": [[22, "module-punchbowl.level1.quartic_fit", false]], "punchbowl.level1.stray_light": [[23, "module-punchbowl.level1.stray_light", false]], "punchbowl.level1.tests": [[24, "module-punchbowl.level1.tests", false]], "punchbowl.level1.tests.test_alignment": [[25, "module-punchbowl.level1.tests.test_alignment", false]], "punchbowl.level1.tests.test_deficient_pixel": [[26, "module-punchbowl.level1.tests.test_deficient_pixel", false]], "punchbowl.level1.tests.test_despike": [[27, "module-punchbowl.level1.tests.test_despike", false]], "punchbowl.level1.tests.test_destreak": [[28, "module-punchbowl.level1.tests.test_destreak", false]], "punchbowl.level1.tests.test_flow": [[29, "module-punchbowl.level1.tests.test_flow", false]], "punchbowl.level1.tests.test_pointing": [[30, "module-punchbowl.level1.tests.test_pointing", false]], "punchbowl.level1.tests.test_psf": [[31, "module-punchbowl.level1.tests.test_psf", false]], "punchbowl.level1.tests.test_quartic_fit": [[32, "module-punchbowl.level1.tests.test_quartic_fit", false]], "punchbowl.level1.tests.test_stray_light": [[33, "module-punchbowl.level1.tests.test_stray_light", false]], "punchbowl.level1.tests.test_vignette": [[34, "module-punchbowl.level1.tests.test_vignette", false]], "punchbowl.level1.vignette": [[35, "module-punchbowl.level1.vignette", false]], "punchbowl.level2": [[38, "module-punchbowl.level2", false]], "punchbowl.level2.bright_structure": [[36, "module-punchbowl.level2.bright_structure", false]], "punchbowl.level2.flow": [[37, "module-punchbowl.level2.flow", false]], "punchbowl.level2.merge": [[39, "module-punchbowl.level2.merge", false]], "punchbowl.level2.polarization": [[40, "module-punchbowl.level2.polarization", false]], "punchbowl.level2.resample": [[41, "module-punchbowl.level2.resample", false]], "punchbowl.level2.tests": [[42, "module-punchbowl.level2.tests", false]], "punchbowl.level2.tests.test_bright_structure": [[43, "module-punchbowl.level2.tests.test_bright_structure", false]], "punchbowl.level2.tests.test_flow": [[44, "module-punchbowl.level2.tests.test_flow", false]], "punchbowl.level2.tests.test_merge": [[45, "module-punchbowl.level2.tests.test_merge", false]], "punchbowl.level2.tests.test_polarization": [[46, "module-punchbowl.level2.tests.test_polarization", false]], "punchbowl.level2.tests.test_quality": [[47, "module-punchbowl.level2.tests.test_quality", false]], "punchbowl.level2.tests.test_resample": [[48, "module-punchbowl.level2.tests.test_resample", false]], "punchbowl.level3": [[51, "module-punchbowl.level3", false]], "punchbowl.level3.f_corona_model": [[49, "module-punchbowl.level3.f_corona_model", false]], "punchbowl.level3.flow": [[50, "module-punchbowl.level3.flow", false]], "punchbowl.level3.motion_filter": [[52, "module-punchbowl.level3.motion_filter", false]], "punchbowl.level3.polarization": [[53, "module-punchbowl.level3.polarization", false]], "punchbowl.level3.stellar": [[54, "module-punchbowl.level3.stellar", false]], "punchbowl.level3.tests": [[55, "module-punchbowl.level3.tests", false]], "punchbowl.level3.tests.test_f_corona_model": [[56, "module-punchbowl.level3.tests.test_f_corona_model", false]], "punchbowl.level3.tests.test_stellar": [[57, "module-punchbowl.level3.tests.test_stellar", false]], "punchbowl.util": [[58, "module-punchbowl.util", false]], "punchbowlerror": [[12, "punchbowl.exceptions.PUNCHBowlError", false]], "punchbowlwarning": [[12, "punchbowl.exceptions.PUNCHBowlWarning", false]], "quartic_coefficients_image() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.quartic_coefficients_image", false]], "query_f_corona_model_source() (in module punchbowl.level3.f_corona_model)": [[49, "punchbowl.level3.f_corona_model.query_f_corona_model_source", false]], "radial_array() (in module punchbowl.level1.despike)": [[16, "punchbowl.level1.despike.radial_array", false]], "remove_deficient_pixels() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.remove_deficient_pixels", false]], "remove_deficient_pixels_task() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.remove_deficient_pixels_task", false]], "remove_stray_light_task() (in module punchbowl.level1.stray_light)": [[23, "punchbowl.level1.stray_light.remove_stray_light_task", false]], "reproject_array() (in module punchbowl.level2.resample)": [[41, "punchbowl.level2.resample.reproject_array", false]], "reproject_many_flow() (in module punchbowl.level2.resample)": [[41, "punchbowl.level2.resample.reproject_many_flow", false]], "required_header_keywords (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.REQUIRED_HEADER_KEYWORDS", false]], "resolve_polarization() (in module punchbowl.level2.polarization)": [[40, "punchbowl.level2.polarization.resolve_polarization", false]], "resolve_polarization_task() (in module punchbowl.level2.polarization)": [[40, "punchbowl.level2.polarization.resolve_polarization_task", false]], "run_zspike() (in module punchbowl.level2.bright_structure)": [[36, "punchbowl.level2.bright_structure.run_zspike", false]], "sample_bad_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.sample_bad_pixel_map", false]], "sample_bad_pixel_map() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.sample_bad_pixel_map", false]], "sample_data_list() (in module punchbowl.level2.tests.test_merge)": [[45, "punchbowl.level2.tests.test_merge.sample_data_list", false]], "sample_data_list() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.sample_data_list", false]], "sample_data_triplet() (in module punchbowl.level2.tests.test_polarization)": [[46, "punchbowl.level2.tests.test_polarization.sample_data_triplet", false]], "sample_fits_path (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.SAMPLE_FITS_PATH", false]], "sample_fits_path_compressed (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_FITS_PATH_COMPRESSED", false]], "sample_fits_path_compressed (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_FITS_PATH_COMPRESSED", false]], "sample_fits_path_uncompressed (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_FITS_PATH_UNCOMPRESSED", false]], "sample_fits_path_uncompressed (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_FITS_PATH_UNCOMPRESSED", false]], "sample_level_path (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_LEVEL_PATH", false]], "sample_level_path (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_LEVEL_PATH", false]], "sample_ndcube() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.sample_ndcube", false]], "sample_omnibus_path (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_OMNIBUS_PATH", false]], "sample_omnibus_path (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_OMNIBUS_PATH", false]], "sample_punchdata() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.sample_punchdata", false]], "sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.sample_punchdata", false]], "sample_punchdata_list() (in module punchbowl.level2.tests.test_resample)": [[48, "punchbowl.level2.tests.test_resample.sample_punchdata_list", false]], "sample_spacecraft_def_path (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_SPACECRAFT_DEF_PATH", false]], "sample_spacecraft_def_path (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_SPACECRAFT_DEF_PATH", false]], "sample_wcs() (in module punchbowl.level2.tests.test_resample)": [[48, "punchbowl.level2.tests.test_resample.sample_wcs", false]], "sample_write_path (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_WRITE_PATH", false]], "sample_write_path (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_WRITE_PATH", false]], "sample_zero_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.sample_zero_punchdata", false]], "sections (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.sections", false]], "sections (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.sections", false]], "shape (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.shape", false]], "shape (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.shape", false]], "sliding_window() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.sliding_window", false]], "spikejones() (in module punchbowl.level1.despike)": [[16, "punchbowl.level1.despike.spikejones", false]], "streak_correction_matrix() (in module punchbowl.level1.destreak)": [[17, "punchbowl.level1.destreak.streak_correction_matrix", false]], "subtract_f_corona_background() (in module punchbowl.level3.f_corona_model)": [[49, "punchbowl.level3.f_corona_model.subtract_f_corona_background", false]], "subtract_f_corona_background_task() (in module punchbowl.level3.f_corona_model)": [[49, "punchbowl.level3.f_corona_model.subtract_f_corona_background_task", false]], "subtract_starfield_background() (in module punchbowl.level3.stellar)": [[54, "punchbowl.level3.stellar.subtract_starfield_background", false]], "subtract_starfield_background_task() (in module punchbowl.level3.stellar)": [[54, "punchbowl.level3.stellar.subtract_starfield_background_task", false]], "test_after_is_before_subtraction_fails() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_after_is_before_subtraction_fails", false]], "test_artificial_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.test_artificial_pixel_map", false]], "test_back_and_forth_wcs_from_celestial() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_back_and_forth_wcs_from_celestial", false]], "test_back_and_forth_wcs_from_helio() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_back_and_forth_wcs_from_helio", false]], "test_basic_subtraction() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_basic_subtraction", false]], "test_basic_subtraction() (in module punchbowl.level3.tests.test_stellar)": [[57, "punchbowl.level3.tests.test_stellar.test_basic_subtraction", false]], "test_blank_image_destreaking() (in module punchbowl.level1.tests.test_destreak)": [[28, "punchbowl.level1.tests.test_destreak.test_blank_image_destreaking", false]], "test_calibration_with_all_one_coefficients() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.test_calibration_with_all_one_coefficients", false]], "test_calibration_with_range_coefficients() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.test_calibration_with_range_coefficients", false]], "test_calibration_with_single_constant_coeff() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.test_calibration_with_single_constant_coeff", false]], "test_check_calibration_time_delta_warning() (in module punchbowl.level1.tests.test_stray_light)": [[33, "punchbowl.level1.tests.test_stray_light.test_check_calibration_time_delta_warning", false]], "test_check_calibration_time_delta_warning() (in module punchbowl.level1.tests.test_vignette)": [[34, "punchbowl.level1.tests.test_vignette.test_check_calibration_time_delta_warning", false]], "test_core_flow_runs_with_objects_and_calibration_files() (in module punchbowl.level1.tests.test_flow)": [[29, "punchbowl.level1.tests.test_flow.test_core_flow_runs_with_objects_and_calibration_files", false]], "test_create_coeff_image_with_only_one_coeff() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.test_create_coeff_image_with_only_one_coeff", false]], "test_create_coeff_image_with_two_coeff() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.test_create_coeff_image_with_two_coeff", false]], "test_create_coefficient_image() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.test_create_coefficient_image", false]], "test_create_constant_coefficient_image() (in module punchbowl.level1.tests.test_quartic_fit)": [[32, "punchbowl.level1.tests.test_quartic_fit.test_create_constant_coefficient_image", false]], "test_create_level0_normalized_metadata() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_create_level0_normalized_metadata", false]], "test_create_level3_normalized_metadata() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_create_level3_normalized_metadata", false]], "test_create_radial_array() (in module punchbowl.level1.tests.test_despike)": [[27, "punchbowl.level1.tests.test_despike.test_create_radial_array", false]], "test_create_simple_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_create_simple_bkg", false]], "test_data_loading() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.test_data_loading", false]], "test_data_window_1() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.test_data_window_1", false]], "test_data_window_9() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.test_data_window_9", false]], "test_diff_methods() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_diff_methods", false]], "test_different_array_size_subtraction() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_different_array_size_subtraction", false]], "test_different_parameters() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_different_parameters", false]], "test_dilation_abs() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_dilation_abs", false]], "test_dilation_sigma() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_dilation_sigma", false]], "test_directory (in module punchbowl.level1.tests.test_destreak)": [[28, "punchbowl.level1.tests.test_destreak.TEST_DIRECTORY", false]], "test_directory (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.TEST_DIRECTORY", false]], "test_empty_history_equal() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_empty_history_equal", false]], "test_empty_history_from_fits_header() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_empty_history_from_fits_header", false]], "test_empty_list() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_empty_list", false]], "test_extract_crota() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_extract_crota", false]], "test_extract_crota_helio() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_extract_crota_helio", false]], "test_filename_base_generation() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_filename_base_generation", false]], "test_filled_history_from_fits_header() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_filled_history_from_fits_header", false]], "test_flipped_dates_subtraction_fails() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_flipped_dates_subtraction_fails", false]], "test_generate_data_statistics() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_generate_data_statistics", false]], "test_generate_data_statistics_from_zeros() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_generate_data_statistics_from_zeros", false]], "test_has_typecode() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_has_typecode", false]], "test_helio_celestial_wcs() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_helio_celestial_wcs", false]], "test_history_add_one() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_add_one", false]], "test_history_cannot_compare_to_nonhistory_type() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_cannot_compare_to_nonhistory_type", false]], "test_history_equality() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_equality", false]], "test_history_iterate() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_iterate", false]], "test_history_not_equals_if_different() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_not_equals_if_different", false]], "test_invalid_data_file() (in module punchbowl.level1.tests.test_vignette)": [[34, "punchbowl.level1.tests.test_vignette.test_invalid_data_file", false]], "test_invalid_polarization_state() (in module punchbowl.level1.tests.test_vignette)": [[34, "punchbowl.level1.tests.test_vignette.test_invalid_polarization_state", false]], "test_invalid_telescope() (in module punchbowl.level1.tests.test_vignette)": [[34, "punchbowl.level1.tests.test_vignette.test_invalid_telescope", false]], "test_invalid_vignetting_file() (in module punchbowl.level1.tests.test_vignette)": [[34, "punchbowl.level1.tests.test_vignette.test_invalid_vignetting_file", false]], "test_list_input_2() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_list_input_2", false]], "test_load_punchdata_with_history() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_load_punchdata_with_history", false]], "test_load_spacecraft_yaml() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_load_spacecraft_yaml", false]], "test_load_trefoil_wcs() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_load_trefoil_wcs", false]], "test_matrix_creation() (in module punchbowl.level1.tests.test_destreak)": [[28, "punchbowl.level1.tests.test_destreak.test_matrix_creation", false]], "test_mean_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_mean_bkg", false]], "test_mean_data_window_1() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.test_mean_data_window_1", false]], "test_mean_data_window_9() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.test_mean_data_window_9", false]], "test_merge_many_task() (in module punchbowl.level2.tests.test_merge)": [[45, "punchbowl.level2.tests.test_merge.test_merge_many_task", false]], "test_metafield_creation_keyword_too_long() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_creation_keyword_too_long", false]], "test_metafield_creation_kinds_do_not_match() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_creation_kinds_do_not_match", false]], "test_metafield_not_mutable() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_not_mutable", false]], "test_metafield_update() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_update", false]], "test_metafield_wrong_kind_for_update() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_wrong_kind_for_update", false]], "test_min_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_min_bkg", false]], "test_nan_input() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.test_nan_input", false]], "test_no_straylight_file() (in module punchbowl.level1.tests.test_stray_light)": [[33, "punchbowl.level1.tests.test_stray_light.test_no_straylight_file", false]], "test_no_vignetting_file() (in module punchbowl.level1.tests.test_vignette)": [[34, "punchbowl.level1.tests.test_vignette.test_no_vignetting_file", false]], "test_normalized_metadata_to_fits_writes_history() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalized_metadata_to_fits_writes_history", false]], "test_normalizedmetadata_from_fits_header() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_from_fits_header", false]], "test_normalizedmetadata_from_template_abq() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_from_template_abq", false]], "test_normalizedmetadata_from_template_cb1() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_from_template_cb1", false]], "test_normalizedmetadata_get_keys() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_get_keys", false]], "test_normalizedmetadata_to_fits_header() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_to_fits_header", false]], "test_not_2dim_destreaking_errors() (in module punchbowl.level1.tests.test_destreak)": [[28, "punchbowl.level1.tests.test_destreak.test_not_2dim_destreaking_errors", false]], "test_not_numpy_image_destreaking_errors() (in module punchbowl.level1.tests.test_destreak)": [[28, "punchbowl.level1.tests.test_destreak.test_not_numpy_image_destreaking_errors", false]], "test_not_square_image_destreaking() (in module punchbowl.level1.tests.test_destreak)": [[28, "punchbowl.level1.tests.test_destreak.test_not_square_image_destreaking", false]], "test_percent_10_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_percent_10_bkg", false]], "test_percent_5_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_percent_5_bkg", false]], "test_raise_error() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_raise_error", false]], "test_raise_error_insufficient_frames() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_raise_error_insufficient_frames", false]], "test_raise_no_error() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_raise_no_error", false]], "test_remove_deficient_pixels() (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.test_remove_deficient_pixels", false]], "test_reproject_array() (in module punchbowl.level2.tests.test_resample)": [[48, "punchbowl.level2.tests.test_resample.test_reproject_array", false]], "test_reproject_many_flow() (in module punchbowl.level2.tests.test_resample)": [[48, "punchbowl.level2.tests.test_resample.test_reproject_many_flow", false]], "test_required_yes_abs() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_required_yes_abs", false]], "test_required_yes_sigma() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_required_yes_sigma", false]], "test_resolve_polarization() (in module punchbowl.level2.tests.test_polarization)": [[46, "punchbowl.level2.tests.test_polarization.test_resolve_polarization", false]], "test_resolve_polarization_task() (in module punchbowl.level2.tests.test_polarization)": [[46, "punchbowl.level2.tests.test_polarization.test_resolve_polarization_task", false]], "test_single_bright_point() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_single_bright_point", false]], "test_single_bright_point_2() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_single_bright_point_2", false]], "test_singular_matrix_errors() (in module punchbowl.level1.tests.test_destreak)": [[28, "punchbowl.level1.tests.test_destreak.test_singular_matrix_errors", false]], "test_spikejones_with_one_spike() (in module punchbowl.level1.tests.test_despike)": [[27, "punchbowl.level1.tests.test_despike.test_spikejones_with_one_spike", false]], "test_sun_location() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_sun_location", false]], "test_sun_location_gcrs() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_sun_location_gcrs", false]], "test_threshold_abs() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_threshold_abs", false]], "test_threshold_sigma() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_threshold_sigma", false]], "test_typo_method_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.test_typo_method_bkg", false]], "test_uncertainty() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_uncertainty", false]], "test_valid_data_and_uncertainty() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_valid_data_and_uncertainty", false]], "test_veto() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_veto", false]], "test_vignetting_correction() (in module punchbowl.level1.tests.test_vignette)": [[34, "punchbowl.level1.tests.test_vignette.test_vignetting_correction", false]], "test_wcs_many_point_2d_check() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_wcs_many_point_2d_check", false]], "test_wcs_many_point_3d_check() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_wcs_many_point_3d_check", false]], "test_write_data() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_write_data", false]], "test_write_punchdata_with_distortion() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_write_punchdata_with_distortion", false]], "test_zero_threshold() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.test_zero_threshold", false]], "testdata_dir (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.TESTDATA_DIR", false]], "testdata_dir (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.TESTDATA_DIR", false]], "testdata_dir (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.TESTDATA_DIR", false]], "this_directory (in module punchbowl.level1.tests.test_deficient_pixel)": [[26, "punchbowl.level1.tests.test_deficient_pixel.THIS_DIRECTORY", false]], "this_directory (in module punchbowl.level1.tests.test_flow)": [[29, "punchbowl.level1.tests.test_flow.THIS_DIRECTORY", false]], "this_directory (in module punchbowl.level1.tests.test_stray_light)": [[33, "punchbowl.level1.tests.test_stray_light.THIS_DIRECTORY", false]], "this_directory (in module punchbowl.level1.tests.test_vignette)": [[34, "punchbowl.level1.tests.test_vignette.THIS_DIRECTORY", false]], "to_fits_header() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.to_fits_header", false]], "to_fits_header() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.to_fits_header", false]], "two_bright_point_sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[43, "punchbowl.level2.tests.test_bright_structure.two_bright_point_sample_punchdata", false]], "update_initial_uncertainty_task() (in module punchbowl.level1.initial_uncertainty)": [[20, "punchbowl.level1.initial_uncertainty.update_initial_uncertainty_task", false]], "validate_image_is_square() (in module punchbowl.util)": [[58, "punchbowl.util.validate_image_is_square", false]], "value (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.value", false]], "valuetype (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.ValueType", false]], "write_ndcube_to_fits() (in module punchbowl.data)": [[2, "punchbowl.data.write_ndcube_to_fits", false]], "write_ndcube_to_fits() (in module punchbowl.data.io)": [[3, "punchbowl.data.io.write_ndcube_to_fits", false]], "zero_data() (in module punchbowl.level3.tests.test_f_corona_model)": [[56, "punchbowl.level3.tests.test_f_corona_model.zero_data", false]], "zero_starfield_data() (in module punchbowl.level3.tests.test_stellar)": [[57, "punchbowl.level3.tests.test_stellar.zero_starfield_data", false]]}, "objects": {"": [[13, 0, 0, "-", "punchbowl"]], "punchbowl": [[13, 1, 1, "", "__version__"], [2, 0, 0, "-", "data"], [12, 0, 0, "-", "exceptions"], [19, 0, 0, "-", "level1"], [38, 0, 0, "-", "level2"], [51, 0, 0, "-", "level3"], [58, 0, 0, "-", "util"]], "punchbowl.data": [[2, 2, 1, "", "History"], [2, 2, 1, "", "NormalizedMetadata"], [2, 6, 1, "", "get_base_file_name"], [1, 0, 0, "-", "history"], [3, 0, 0, "-", "io"], [2, 6, 1, "", "load_ndcube_from_fits"], [2, 6, 1, "", "load_trefoil_wcs"], [4, 0, 0, "-", "meta"], [5, 0, 0, "-", "tests"], [10, 0, 0, "-", "units"], [11, 0, 0, "-", "wcs"], [2, 6, 1, "", "write_ndcube_to_fits"]], "punchbowl.data.History": [[2, 3, 1, "", "__eq__"], [2, 3, 1, "", "__getitem__"], [2, 3, 1, "", "__iter__"], [2, 3, 1, "", "__len__"], [2, 3, 1, "", "__next__"], [2, 3, 1, "", "__str__"], [2, 4, 1, "", "_entries"], [2, 3, 1, "", "add_entry"], [2, 3, 1, "", "add_now"], [2, 3, 1, "", "clear"], [2, 3, 1, "", "from_fits_header"], [2, 3, 1, "", "most_recent"]], "punchbowl.data.NormalizedMetadata": [[2, 3, 1, "", "__contains__"], [2, 3, 1, "", "__delitem__"], [2, 3, 1, "", "__eq__"], [2, 3, 1, "", "__getitem__"], [2, 3, 1, "", "__iter__"], [2, 3, 1, "", "__len__"], [2, 3, 1, "", "__setitem__"], [2, 4, 1, "", "_contents"], [2, 3, 1, "", "_determine_omits_and_overrides"], [2, 4, 1, "", "_history"], [2, 3, 1, "", "_load_template_files"], [2, 3, 1, "", "_match_product_code_in_level_spec"], [2, 3, 1, "", "_validate_key_is_str"], [2, 4, 1, "", "_wcs_section_name"], [2, 5, 1, "", "astropy_time"], [2, 5, 1, "", "datetime"], [2, 3, 1, "", "delete_section"], [2, 5, 1, "", "fits_keys"], [2, 3, 1, "", "from_fits_header"], [2, 5, 1, "", "history"], [2, 3, 1, "", "load_template"], [2, 5, 1, "", "product_level"], [2, 5, 1, "", "sections"], [2, 5, 1, "", "shape"], [2, 3, 1, "", "to_fits_header"]], "punchbowl.data.history": [[1, 2, 1, "", "History"], [1, 1, 1, "", "HistoryEntry"]], "punchbowl.data.history.History": [[1, 3, 1, "", "__eq__"], [1, 3, 1, "", "__getitem__"], [1, 3, 1, "", "__iter__"], [1, 3, 1, "", "__len__"], [1, 3, 1, "", "__next__"], [1, 3, 1, "", "__str__"], [1, 4, 1, "", "_entries"], [1, 3, 1, "", "add_entry"], [1, 3, 1, "", "add_now"], [1, 3, 1, "", "clear"], [1, 3, 1, "", "from_fits_header"], [1, 3, 1, "", "most_recent"]], "punchbowl.data.io": [[3, 1, 1, "", "_ROOT"], [3, 6, 1, "", "_pack_uncertainty"], [3, 6, 1, "", "_unpack_uncertainty"], [3, 6, 1, "", "_update_statistics"], [3, 6, 1, "", "_write_fits"], [3, 6, 1, "", "_write_ql"], [3, 6, 1, "", "get_base_file_name"], [3, 6, 1, "", "load_ndcube_from_fits"], [3, 6, 1, "", "write_ndcube_to_fits"]], "punchbowl.data.meta": [[4, 1, 1, "", "DISTORTION_KEYWORDS"], [4, 2, 1, "", "MetaField"], [4, 2, 1, "", "NormalizedMetadata"], [4, 1, 1, "", "REQUIRED_HEADER_KEYWORDS"], [4, 1, 1, "", "ValueType"], [4, 1, 1, "", "_ROOT"], [4, 6, 1, "", "load_level_spec"], [4, 6, 1, "", "load_omniheader"], [4, 6, 1, "", "load_spacecraft_def"]], "punchbowl.data.meta.MetaField": [[4, 3, 1, "", "__eq__"], [4, 4, 1, "", "_comment"], [4, 4, 1, "", "_datatype"], [4, 4, 1, "", "_default"], [4, 4, 1, "", "_keyword"], [4, 4, 1, "", "_mutable"], [4, 4, 1, "", "_value"], [4, 5, 1, "", "comment"], [4, 5, 1, "", "datatype"], [4, 5, 1, "", "default"], [4, 5, 1, "", "keyword"], [4, 4, 1, "", "nullable"], [4, 5, 1, "", "value"]], "punchbowl.data.meta.NormalizedMetadata": [[4, 3, 1, "", "__contains__"], [4, 3, 1, "", "__delitem__"], [4, 3, 1, "", "__eq__"], [4, 3, 1, "", "__getitem__"], [4, 3, 1, "", "__iter__"], [4, 3, 1, "", "__len__"], [4, 3, 1, "", "__setitem__"], [4, 4, 1, "", "_contents"], [4, 3, 1, "", "_determine_omits_and_overrides"], [4, 4, 1, "", "_history"], [4, 3, 1, "", "_load_template_files"], [4, 3, 1, "", "_match_product_code_in_level_spec"], [4, 3, 1, "", "_validate_key_is_str"], [4, 4, 1, "", "_wcs_section_name"], [4, 5, 1, "", "astropy_time"], [4, 5, 1, "", "datetime"], [4, 3, 1, "", "delete_section"], [4, 5, 1, "", "fits_keys"], [4, 3, 1, "", "from_fits_header"], [4, 5, 1, "", "history"], [4, 3, 1, "", "load_template"], [4, 5, 1, "", "product_level"], [4, 5, 1, "", "sections"], [4, 5, 1, "", "shape"], [4, 3, 1, "", "to_fits_header"]], "punchbowl.data.tests": [[6, 0, 0, "-", "test_history"], [7, 0, 0, "-", "test_io"], [8, 0, 0, "-", "test_meta"], [9, 0, 0, "-", "test_wcs"]], "punchbowl.data.tests.test_history": [[6, 6, 1, "", "empty_history"], [6, 6, 1, "", "test_empty_history_equal"], [6, 6, 1, "", "test_empty_history_from_fits_header"], [6, 6, 1, "", "test_filled_history_from_fits_header"], [6, 6, 1, "", "test_history_add_one"], [6, 6, 1, "", "test_history_cannot_compare_to_nonhistory_type"], [6, 6, 1, "", "test_history_equality"], [6, 6, 1, "", "test_history_iterate"], [6, 6, 1, "", "test_history_not_equals_if_different"]], "punchbowl.data.tests.test_io": [[7, 1, 1, "", "SAMPLE_FITS_PATH_COMPRESSED"], [7, 1, 1, "", "SAMPLE_FITS_PATH_UNCOMPRESSED"], [7, 1, 1, "", "SAMPLE_LEVEL_PATH"], [7, 1, 1, "", "SAMPLE_OMNIBUS_PATH"], [7, 1, 1, "", "SAMPLE_SPACECRAFT_DEF_PATH"], [7, 1, 1, "", "SAMPLE_WRITE_PATH"], [7, 1, 1, "", "TESTDATA_DIR"], [7, 6, 1, "", "make_empty_distortion_model"], [7, 6, 1, "", "sample_ndcube"], [7, 6, 1, "", "test_filename_base_generation"], [7, 6, 1, "", "test_generate_data_statistics"], [7, 6, 1, "", "test_generate_data_statistics_from_zeros"], [7, 6, 1, "", "test_has_typecode"], [7, 6, 1, "", "test_load_punchdata_with_history"], [7, 6, 1, "", "test_write_data"], [7, 6, 1, "", "test_write_punchdata_with_distortion"]], "punchbowl.data.tests.test_meta": [[8, 1, 1, "", "SAMPLE_FITS_PATH_COMPRESSED"], [8, 1, 1, "", "SAMPLE_FITS_PATH_UNCOMPRESSED"], [8, 1, 1, "", "SAMPLE_LEVEL_PATH"], [8, 1, 1, "", "SAMPLE_OMNIBUS_PATH"], [8, 1, 1, "", "SAMPLE_SPACECRAFT_DEF_PATH"], [8, 1, 1, "", "SAMPLE_WRITE_PATH"], [8, 1, 1, "", "TESTDATA_DIR"], [8, 6, 1, "", "test_create_level0_normalized_metadata"], [8, 6, 1, "", "test_create_level3_normalized_metadata"], [8, 6, 1, "", "test_load_spacecraft_yaml"], [8, 6, 1, "", "test_metafield_creation_keyword_too_long"], [8, 6, 1, "", "test_metafield_creation_kinds_do_not_match"], [8, 6, 1, "", "test_metafield_not_mutable"], [8, 6, 1, "", "test_metafield_update"], [8, 6, 1, "", "test_metafield_wrong_kind_for_update"], [8, 6, 1, "", "test_normalized_metadata_to_fits_writes_history"], [8, 6, 1, "", "test_normalizedmetadata_from_fits_header"], [8, 6, 1, "", "test_normalizedmetadata_from_template_abq"], [8, 6, 1, "", "test_normalizedmetadata_from_template_cb1"], [8, 6, 1, "", "test_normalizedmetadata_get_keys"], [8, 6, 1, "", "test_normalizedmetadata_to_fits_header"]], "punchbowl.data.tests.test_wcs": [[9, 1, 1, "", "_ROOT"], [9, 6, 1, "", "test_back_and_forth_wcs_from_celestial"], [9, 6, 1, "", "test_back_and_forth_wcs_from_helio"], [9, 6, 1, "", "test_extract_crota"], [9, 6, 1, "", "test_extract_crota_helio"], [9, 6, 1, "", "test_helio_celestial_wcs"], [9, 6, 1, "", "test_load_trefoil_wcs"], [9, 6, 1, "", "test_sun_location"], [9, 6, 1, "", "test_sun_location_gcrs"], [9, 6, 1, "", "test_wcs_many_point_2d_check"], [9, 6, 1, "", "test_wcs_many_point_3d_check"]], "punchbowl.data.units": [[10, 1, 1, "", "MSB"], [10, 6, 1, "", "calculate_image_pixel_area"], [10, 6, 1, "", "dn_to_msb"], [10, 6, 1, "", "msb_to_dn"]], "punchbowl.data.wcs": [[11, 1, 1, "", "PUNCH_STOKES_MAPPING"], [11, 1, 1, "", "_ROOT"], [11, 6, 1, "", "_times_are_equal"], [11, 6, 1, "", "calculate_celestial_wcs_from_helio"], [11, 6, 1, "", "calculate_helio_wcs_from_celestial"], [11, 6, 1, "", "calculate_pc_matrix"], [11, 6, 1, "", "extract_crota_from_wcs"], [11, 6, 1, "", "gcrs_to_hpc"], [11, 6, 1, "", "get_p_angle"], [11, 6, 1, "", "get_sun_ra_dec"], [11, 6, 1, "", "hpc_to_gcrs"], [11, 6, 1, "", "load_trefoil_wcs"]], "punchbowl.exceptions": [[12, 7, 1, "", "ExtraMetadataWarning"], [12, 7, 1, "", "IncorrectFileCountError"], [12, 7, 1, "", "IncorrectPolarizationStateWarning"], [12, 7, 1, "", "IncorrectTelescopeWarning"], [12, 7, 1, "", "InvalidDataError"], [12, 7, 1, "", "InvalidHeaderError"], [12, 7, 1, "", "LargeTimeDeltaWarning"], [12, 7, 1, "", "MissingMetadataError"], [12, 7, 1, "", "NoCalibrationDataWarning"], [12, 7, 1, "", "PUNCHBowlError"], [12, 7, 1, "", "PUNCHBowlWarning"]], "punchbowl.level1": [[14, 0, 0, "-", "alignment"], [15, 0, 0, "-", "deficient_pixel"], [16, 0, 0, "-", "despike"], [17, 0, 0, "-", "destreak"], [18, 0, 0, "-", "flow"], [20, 0, 0, "-", "initial_uncertainty"], [21, 0, 0, "-", "psf"], [22, 0, 0, "-", "quartic_fit"], [23, 0, 0, "-", "stray_light"], [24, 0, 0, "-", "tests"], [35, 0, 0, "-", "vignette"]], "punchbowl.level1.alignment": [[14, 6, 1, "", "align_task"]], "punchbowl.level1.deficient_pixel": [[15, 6, 1, "", "cell_neighbors"], [15, 6, 1, "", "create_all_valid_deficient_pixel_map"], [15, 6, 1, "", "mean_correct"], [15, 6, 1, "", "median_correct"], [15, 6, 1, "", "remove_deficient_pixels"], [15, 6, 1, "", "remove_deficient_pixels_task"], [15, 6, 1, "", "sliding_window"]], "punchbowl.level1.despike": [[16, 6, 1, "", "despike_task"], [16, 6, 1, "", "radial_array"], [16, 6, 1, "", "spikejones"]], "punchbowl.level1.destreak": [[17, 6, 1, "", "correct_streaks"], [17, 6, 1, "", "destreak_task"], [17, 6, 1, "", "streak_correction_matrix"]], "punchbowl.level1.flow": [[18, 1, 1, "", "filenames"], [18, 6, 1, "", "generate_psf_model_core_flow"], [18, 6, 1, "", "level1_core_flow"]], "punchbowl.level1.initial_uncertainty": [[20, 6, 1, "", "compute_noise"], [20, 6, 1, "", "compute_uncertainty"], [20, 6, 1, "", "dn_to_photons"], [20, 6, 1, "", "update_initial_uncertainty_task"]], "punchbowl.level1.psf": [[21, 6, 1, "", "correct_psf"], [21, 6, 1, "", "correct_psf_task"]], "punchbowl.level1.quartic_fit": [[22, 6, 1, "", "create_coefficient_image"], [22, 6, 1, "", "create_constant_quartic_coefficients"], [22, 6, 1, "", "perform_quartic_fit_task"], [22, 6, 1, "", "photometric_calibration"]], "punchbowl.level1.stray_light": [[23, 6, 1, "", "remove_stray_light_task"]], "punchbowl.level1.tests": [[25, 0, 0, "-", "test_alignment"], [26, 0, 0, "-", "test_deficient_pixel"], [27, 0, 0, "-", "test_despike"], [28, 0, 0, "-", "test_destreak"], [29, 0, 0, "-", "test_flow"], [30, 0, 0, "-", "test_pointing"], [31, 0, 0, "-", "test_psf"], [32, 0, 0, "-", "test_quartic_fit"], [33, 0, 0, "-", "test_stray_light"], [34, 0, 0, "-", "test_vignette"]], "punchbowl.level1.tests.test_deficient_pixel": [[26, 1, 1, "", "THIS_DIRECTORY"], [26, 6, 1, "", "increasing_pixel_data"], [26, 6, 1, "", "nine_bad_pixel_map"], [26, 6, 1, "", "one_bad_pixel_map"], [26, 6, 1, "", "perfect_pixel_map"], [26, 6, 1, "", "sample_bad_pixel_map"], [26, 6, 1, "", "sample_punchdata"], [26, 6, 1, "", "test_artificial_pixel_map"], [26, 6, 1, "", "test_data_loading"], [26, 6, 1, "", "test_data_window_1"], [26, 6, 1, "", "test_data_window_9"], [26, 6, 1, "", "test_mean_data_window_1"], [26, 6, 1, "", "test_mean_data_window_9"], [26, 6, 1, "", "test_nan_input"], [26, 6, 1, "", "test_remove_deficient_pixels"]], "punchbowl.level1.tests.test_despike": [[27, 6, 1, "", "test_create_radial_array"], [27, 6, 1, "", "test_spikejones_with_one_spike"]], "punchbowl.level1.tests.test_destreak": [[28, 1, 1, "", "TEST_DIRECTORY"], [28, 6, 1, "", "test_blank_image_destreaking"], [28, 6, 1, "", "test_matrix_creation"], [28, 6, 1, "", "test_not_2dim_destreaking_errors"], [28, 6, 1, "", "test_not_numpy_image_destreaking_errors"], [28, 6, 1, "", "test_not_square_image_destreaking"], [28, 6, 1, "", "test_singular_matrix_errors"]], "punchbowl.level1.tests.test_flow": [[29, 1, 1, "", "THIS_DIRECTORY"], [29, 6, 1, "", "test_core_flow_runs_with_objects_and_calibration_files"]], "punchbowl.level1.tests.test_quartic_fit": [[32, 6, 1, "", "fake_one_image"], [32, 6, 1, "", "quartic_coefficients_image"], [32, 6, 1, "", "test_calibration_with_all_one_coefficients"], [32, 6, 1, "", "test_calibration_with_range_coefficients"], [32, 6, 1, "", "test_calibration_with_single_constant_coeff"], [32, 6, 1, "", "test_create_coeff_image_with_only_one_coeff"], [32, 6, 1, "", "test_create_coeff_image_with_two_coeff"], [32, 6, 1, "", "test_create_coefficient_image"], [32, 6, 1, "", "test_create_constant_coefficient_image"]], "punchbowl.level1.tests.test_stray_light": [[33, 1, 1, "", "THIS_DIRECTORY"], [33, 6, 1, "", "test_check_calibration_time_delta_warning"], [33, 6, 1, "", "test_no_straylight_file"]], "punchbowl.level1.tests.test_vignette": [[34, 1, 1, "", "THIS_DIRECTORY"], [34, 6, 1, "", "test_check_calibration_time_delta_warning"], [34, 6, 1, "", "test_invalid_data_file"], [34, 6, 1, "", "test_invalid_polarization_state"], [34, 6, 1, "", "test_invalid_telescope"], [34, 6, 1, "", "test_invalid_vignetting_file"], [34, 6, 1, "", "test_no_vignetting_file"], [34, 6, 1, "", "test_vignetting_correction"]], "punchbowl.level1.vignette": [[35, 6, 1, "", "correct_vignetting_task"]], "punchbowl.level2": [[36, 0, 0, "-", "bright_structure"], [37, 0, 0, "-", "flow"], [39, 0, 0, "-", "merge"], [40, 0, 0, "-", "polarization"], [41, 0, 0, "-", "resample"], [42, 0, 0, "-", "tests"]], "punchbowl.level2.bright_structure": [[36, 6, 1, "", "identify_bright_structures_task"], [36, 6, 1, "", "run_zspike"]], "punchbowl.level2.flow": [[37, 1, 1, "", "ORDER"], [37, 1, 1, "", "filenames"], [37, 6, 1, "", "level2_core_flow"]], "punchbowl.level2.merge": [[39, 6, 1, "", "merge_many_task"]], "punchbowl.level2.polarization": [[40, 6, 1, "", "resolve_polarization"], [40, 6, 1, "", "resolve_polarization_task"]], "punchbowl.level2.resample": [[41, 6, 1, "", "reproject_array"], [41, 6, 1, "", "reproject_many_flow"]], "punchbowl.level2.tests": [[43, 0, 0, "-", "test_bright_structure"], [44, 0, 0, "-", "test_flow"], [45, 0, 0, "-", "test_merge"], [46, 0, 0, "-", "test_polarization"], [47, 0, 0, "-", "test_quality"], [48, 0, 0, "-", "test_resample"]], "punchbowl.level2.tests.test_bright_structure": [[43, 6, 1, "", "even_sample_punchdata"], [43, 6, 1, "", "one_bright_point_sample_punchdata"], [43, 6, 1, "", "sample_bad_pixel_map"], [43, 6, 1, "", "sample_punchdata"], [43, 6, 1, "", "sample_zero_punchdata"], [43, 6, 1, "", "test_diff_methods"], [43, 6, 1, "", "test_different_parameters"], [43, 6, 1, "", "test_dilation_abs"], [43, 6, 1, "", "test_dilation_sigma"], [43, 6, 1, "", "test_raise_error"], [43, 6, 1, "", "test_raise_error_insufficient_frames"], [43, 6, 1, "", "test_raise_no_error"], [43, 6, 1, "", "test_required_yes_abs"], [43, 6, 1, "", "test_required_yes_sigma"], [43, 6, 1, "", "test_single_bright_point"], [43, 6, 1, "", "test_single_bright_point_2"], [43, 6, 1, "", "test_threshold_abs"], [43, 6, 1, "", "test_threshold_sigma"], [43, 6, 1, "", "test_uncertainty"], [43, 6, 1, "", "test_valid_data_and_uncertainty"], [43, 6, 1, "", "test_veto"], [43, 6, 1, "", "test_zero_threshold"], [43, 6, 1, "", "two_bright_point_sample_punchdata"]], "punchbowl.level2.tests.test_merge": [[45, 6, 1, "", "sample_data_list"], [45, 6, 1, "", "test_merge_many_task"]], "punchbowl.level2.tests.test_polarization": [[46, 6, 1, "", "sample_data_triplet"], [46, 6, 1, "", "test_resolve_polarization"], [46, 6, 1, "", "test_resolve_polarization_task"]], "punchbowl.level2.tests.test_resample": [[48, 6, 1, "", "sample_punchdata_list"], [48, 6, 1, "", "sample_wcs"], [48, 6, 1, "", "test_reproject_array"], [48, 6, 1, "", "test_reproject_many_flow"]], "punchbowl.level3": [[49, 0, 0, "-", "f_corona_model"], [50, 0, 0, "-", "flow"], [52, 0, 0, "-", "motion_filter"], [53, 0, 0, "-", "polarization"], [54, 0, 0, "-", "stellar"], [55, 0, 0, "-", "tests"]], "punchbowl.level3.f_corona_model": [[49, 6, 1, "", "_zvalue_from_index"], [49, 6, 1, "", "construct_f_corona_background"], [49, 6, 1, "", "create_empty_f_background_model"], [49, 6, 1, "", "nan_percentile"], [49, 6, 1, "", "query_f_corona_model_source"], [49, 6, 1, "", "subtract_f_corona_background"], [49, 6, 1, "", "subtract_f_corona_background_task"]], "punchbowl.level3.flow": [[50, 6, 1, "", "level3_core_flow"]], "punchbowl.level3.motion_filter": [[52, 1, 1, "", "HAS_CUPY"], [52, 6, 1, "", "apply_motion_filter"], [52, 6, 1, "", "generate_hourglass_filter"], [52, 6, 1, "", "layer_mask"]], "punchbowl.level3.polarization": [[53, 6, 1, "", "convert_polarization"]], "punchbowl.level3.stellar": [[54, 6, 1, "", "create_empty_starfield_background"], [54, 6, 1, "", "generate_starfield_background"], [54, 6, 1, "", "subtract_starfield_background"], [54, 6, 1, "", "subtract_starfield_background_task"]], "punchbowl.level3.tests": [[56, 0, 0, "-", "test_f_corona_model"], [57, 0, 0, "-", "test_stellar"]], "punchbowl.level3.tests.test_f_corona_model": [[56, 1, 1, "", "SAMPLE_FITS_PATH"], [56, 1, 1, "", "TESTDATA_DIR"], [56, 1, 1, "", "TEST_DIRECTORY"], [56, 6, 1, "", "incorrect_shape_data"], [56, 6, 1, "", "observation_data"], [56, 6, 1, "", "one_data"], [56, 6, 1, "", "sample_data_list"], [56, 6, 1, "", "test_after_is_before_subtraction_fails"], [56, 6, 1, "", "test_basic_subtraction"], [56, 6, 1, "", "test_create_simple_bkg"], [56, 6, 1, "", "test_different_array_size_subtraction"], [56, 6, 1, "", "test_empty_list"], [56, 6, 1, "", "test_flipped_dates_subtraction_fails"], [56, 6, 1, "", "test_list_input_2"], [56, 6, 1, "", "test_mean_bkg"], [56, 6, 1, "", "test_min_bkg"], [56, 6, 1, "", "test_percent_10_bkg"], [56, 6, 1, "", "test_percent_5_bkg"], [56, 6, 1, "", "test_typo_method_bkg"], [56, 6, 1, "", "zero_data"]], "punchbowl.level3.tests.test_stellar": [[57, 6, 1, "", "one_data"], [57, 6, 1, "", "test_basic_subtraction"], [57, 6, 1, "", "zero_starfield_data"]], "punchbowl.util": [[58, 6, 1, "", "load_image_task"], [58, 6, 1, "", "output_image_task"], [58, 6, 1, "", "validate_image_is_square"]]}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "data", "Python data"], "2": ["py", "class", "Python class"], "3": ["py", "method", "Python method"], "4": ["py", "attribute", "Python attribute"], "5": ["py", "property", "Python property"], "6": ["py", "function", "Python function"], "7": ["py", "exception", "Python exception"]}, "objtypes": {"0": "py:module", "1": "py:data", "2": "py:class", "3": "py:method", "4": "py:attribute", "5": "py:property", "6": "py:function", "7": "py:exception"}, "terms": {"": [10, 35, 36, 63, 65, 68, 73, 76, 77, 87], "0": [3, 10, 16, 17, 18, 21, 22, 26, 32, 36, 49, 54, 61, 65, 67, 68, 69, 74, 87], "00": 87, "000000": 87, "002778": 87, "005010009": 87, "005556": 87, "00exposur": 87, "00ut": 87, "01": 54, "01e": 87, "02": 87, "026": 87, "03": 87, "04": 87, "042305": 87, "045": 87, "04t00": 87, "04t12": 87, "05721285161": 87, "0572686183": 87, "06534": 87, "07": 87, "07295829803": 87, "07692308": [17, 69], "08": 87, "08e": 87, "0x7fbfd92aee50": 87, "0x7fbfe96fe3a0": 87, "0x7fc009781730": 87, "0x7fc0097818e0": 87, "1": [0, 15, 16, 17, 18, 22, 32, 49, 61, 64, 65, 66, 67, 68, 69, 71, 74, 87], "10": [15, 18, 32, 36, 67, 75, 76, 87], "100": [18, 20, 22, 26, 71, 74], "1000": [18, 54], "1024": 87, "10996769": 15, "10e": 87, "11": [75, 76, 87], "111": 87, "12": 87, "1234": 87, "1278": 87, "128": 57, "13": 87, "14": 87, "1483": 87, "1486": 87, "152091156482": 87, "1534": 87, "15384615": 17, "156": 87, "157": 87, "16": [3, 18, 20, 71, 87], "1602185": 87, "163": 18, "17": [18, 20, 71], "180": 87, "1872": 87, "1873": 87, "1985": 87, "1990": [36, 77], "1991": 87, "1d": 87, "1pb": 87, "2": [2, 10, 11, 17, 21, 22, 32, 36, 37, 64, 65, 66, 69, 74, 87], "20": [26, 43], "2000": 87, "2022": 87, "2023": 87, "2039": 87, "2042": 87, "2048": [26, 35, 43, 56, 76], "21": 36, "2148": 18, "217279871": 87, "22": 87, "222176673": 87, "2272": 87, "23": 87, "23076923": [17, 69], "23t12": 87, "240": 87, "249": 87, "25": [18, 87], "25011692": 87, "256": [18, 57], "26": 11, "27": 87, "2752920091": 87, "2980633537": 87, "2d": [15, 17, 49, 69], "2k": [22, 74], "3": [11, 15, 16, 17, 18, 20, 21, 22, 32, 50, 64, 65, 66, 67, 68, 69, 74, 75, 76, 87], "30769231": [17, 69], "310": 87, "32": [18, 87], "32091712": 49, "34": [10, 87], "3460044": 87, "35": 87, "3721481304": 87, "37893772": 87, "38461538": [17, 69], "39": 87, "3d": [49, 52], "4": [10, 17, 18, 20, 22, 32, 36, 69, 71, 74, 87], "4040810964": 87, "40e": 87, "4169585": 49, "4177302": 87, "4282e7": 87, "4343692": 87, "43e": 87, "46153846": [17, 69], "49": [10, 18], "495": 87, "5": [22, 43, 49, 54, 74, 87], "50": [48, 87], "507": 87, "510": 87, "511": 87, "512": 56, "530": [10, 87], "53846154": [17, 69], "55": [18, 20, 71], "55094869704908": 87, "555": 87, "57": 10, "59e": 87, "5th": 49, "6": [36, 43, 87], "60": 49, "60129": 87, "6276": 87, "642451": 87, "694653643": 87, "695507968": 87, "7": [43, 87], "7018809915": 87, "711": 87, "73e": 87, "75": 87, "76923077": [17, 69], "773": 87, "8": [61, 87], "81": [18, 20, 71], "82e": 87, "896766946": 87, "89e": 87, "9": [10, 17, 18, 20, 69, 71, 87], "90": 87, "90e": 87, "92e": 87, "95": 87, "96": 87, "97518003": 87, "98": 87, "99": 87, "994136111": 87, "9944226355": 87, "99e": 87, "9haogg3o9g9oeg9o": 87, "A": [1, 2, 15, 22, 26, 32, 34, 49, 54, 74, 87], "As": [17, 22, 74, 87], "BY": 87, "For": [17, 36, 59, 74, 76, 77], "If": [4, 17, 33, 34, 36, 49, 59, 63, 67, 68, 69, 71, 73, 74, 76, 77], "In": 73, "It": [2, 4, 23, 68, 69, 75, 80], "NO": 36, "No": [26, 87], "The": [2, 4, 11, 15, 22, 23, 26, 35, 36, 49, 52, 61, 65, 67, 68, 69, 71, 73, 74, 75, 76, 77, 80, 85, 87], "There": [36, 73, 74, 77], "These": [2, 4, 49, 65, 71, 75, 87], "To": 64, "With": [20, 41, 71], "_": [35, 76], "__contains__": [2, 4], "__delitem__": [2, 4], "__eq__": [1, 2, 4], "__getitem__": [1, 2, 4], "__iter__": [1, 2, 4], "__len__": [1, 2, 4], "__next__": [1, 2], "__setitem__": [2, 4], "__str__": [1, 2], "__version__": 13, "_comment": 4, "_content": [2, 4], "_datatyp": 4, "_default": 4, "_determine_omits_and_overrid": [2, 4], "_entri": [1, 2], "_histori": [2, 4], "_keyword": 4, "_load_template_fil": [2, 4], "_match_product_code_in_level_spec": [2, 4], "_mutabl": 4, "_p": 87, "_pack_uncertainti": 3, "_root": [3, 4, 9, 11], "_times_are_equ": 11, "_unpack_uncertainti": 3, "_update_statist": 3, "_validate_key_is_str": [2, 4], "_valu": 4, "_wcs_section_nam": [2, 4], "_write_fit": 3, "_write_ql": 3, "_z": 87, "_zvalue_from_index": 49, "a_": [22, 74], "ab": [36, 77], "abc": [2, 4, 14, 18], "abid": 8, "about": 67, "abov": [17, 28, 36, 49, 77, 87], "absolut": [36, 67, 77], "accept": 14, "access": [2, 4, 62, 64], "accessor": [2, 4], "accompani": 73, "accord": 10, "account": [35, 69, 76], "accumul": [36, 77], "accur": 14, "acquir": 75, "across": [23, 35, 49, 73, 75, 76], "activ": 69, "ad": 71, "adapt": [17, 41], "add": [1, 2], "add_entri": [1, 2], "add_now": [1, 2], "addit": [73, 75, 87], "adher": 59, "adopt": [36, 77], "after": [41, 49], "after_f_background_model": 49, "after_f_background_model_path": 49, "again": 87, "against": 26, "agre": 8, "algorithm": [16, 36, 49, 67, 68, 73, 77, 87], "alia": 87, "align": [0, 19, 87], "align_task": 14, "alignment_mask": 18, "all": [1, 2, 8, 16, 22, 32, 59, 63, 68], "allow": [16, 68], "along": [41, 49, 87], "alpha": [16, 21, 68, 87], "also": [35, 67, 73, 76], "altitud": [36, 77, 87], "alwai": [2, 4, 67], "amp": 87, "an": [1, 2, 3, 4, 7, 8, 10, 15, 16, 17, 20, 21, 22, 23, 33, 34, 35, 36, 41, 49, 52, 54, 58, 61, 63, 67, 68, 69, 71, 73, 74, 75, 76, 77, 87], "analyz": 49, "angl": [11, 75, 87], "ani": [2, 4], "apertur": 10, "api": 64, "apod": 52, "apod_margin": 52, "appli": [16, 22, 23, 35, 49, 66, 70, 83], "applic": [36, 77], "apply_motion_filt": 52, "apply_threshold_mask": 49, "appropri": [14, 87], "ar": [2, 4, 14, 15, 17, 22, 26, 35, 36, 49, 61, 65, 67, 68, 71, 74, 75, 76, 77, 87], "arang": [17, 69, 87], "arcsec": 87, "area": [10, 69], "around": [49, 65], "arr": [15, 49], "arrai": [2, 4, 15, 16, 17, 20, 22, 35, 41, 49, 58, 61, 68, 69, 71, 74, 76, 87], "arraycorrector": [18, 21], "artifact": 73, "artifici": 26, "ascens": [11, 87], "assembl": [36, 77], "associ": [71, 87], "assum": 87, "astronomi": 87, "astropi": [1, 2, 4, 10, 11, 39, 41, 48, 61, 87], "astropy_tim": [2, 4], "atop": 61, "attribut": [64, 87], "auror": [36, 77], "aurora": [36, 77], "auto": 0, "autoapi": 0, "avail": [12, 36, 73, 77, 87], "averag": [16, 49, 68, 87], "avg": 87, "ax": 87, "axi": [49, 87], "azimuth": 87, "azp": 87, "b": [22, 74], "b0": 87, "b_": [22, 74], "background": [15, 36, 49, 54, 65, 77], "bad": [26, 36, 56, 77, 87], "band": [36, 77], "base": [2, 3, 4, 12, 16, 20, 36, 49, 67, 68, 71, 77], "basic": 65, "becaus": [36, 77], "becom": 65, "been": [23, 75], "befor": [3, 49, 73, 87], "before_f_background_model": 49, "before_f_background_model_path": 49, "beg": 87, "begin": [64, 69], "behav": 67, "behavior": 67, "being": [22, 61, 74], "below": [17, 28, 65], "benefit": 63, "better": 65, "between": [11, 12, 16, 23, 33, 34, 49, 68, 75, 87], "beyond": 67, "bia": [20, 22, 71, 74], "bias_level": [18, 20, 71], "bin": 7, "binari": 87, "bintabl": 87, "bit": [20, 61, 87], "bitpix": [4, 87], "bitrat": 71, "bitrate_sign": [18, 20, 71], "black": 87, "blank": [1, 2], "block": 87, "blocksiz": 87, "board": [36, 77], "bool": [1, 2, 3, 4, 11, 49, 52], "boolean": [2, 4], "bootstrap": 75, "borrow": 15, "both": [36, 49, 77, 87], "box": 15, "bpb": 53, "bright": [10, 35, 36, 64, 66, 76, 80, 87], "bright_structur": [0, 38], "bug": 63, "build": 49, "built": [35, 76], "bunit": 87, "byte": 87, "bytepix": 87, "c": [22, 74], "c_": [22, 74], "calcul": [10, 11, 23, 35, 36, 49, 75, 76, 77], "calculate_celestial_wcs_from_helio": 11, "calculate_helio_wcs_from_celesti": 11, "calculate_image_pixel_area": 10, "calculate_pc_matrix": 11, "calibr": [12, 13, 22, 23, 33, 34, 35, 65, 74, 75, 76, 87], "call": 65, "callabl": [14, 18], "camera": [22, 40, 74], "can": [8, 49, 61, 63, 65, 67, 71, 75, 87], "cancel": [35, 76], "candid": [36, 77], "cannot": 8, "captur": [75, 76], "car_rot": 87, "card": [2, 4, 87], "care": 74, "carefulli": 39, "carri": [67, 68, 69, 71, 73, 74, 75, 76], "carrington": 87, "case": [2, 4], "cc": 87, "ccd": [17, 20, 69, 71], "cdelt": [11, 48], "cdelt1": 87, "cdelt1a": 87, "cdelt2": 87, "cdelt2a": 87, "celesti": [11, 87], "cell": 15, "cell_neighbor": 15, "center": [16, 35, 36, 76], "central": [36, 77], "certainti": 61, "chang": [75, 87], "charact": [2, 4], "character": 71, "characterist": 71, "check": [1, 2, 4, 15, 33, 34, 54, 58, 64, 69], "checksum": 87, "choos": 49, "circular": 52, "class": [12, 68], "classmethod": [1, 2, 4], "clear": [1, 2, 49, 87], "click": 87, "clock": 65, "cmap": 87, "code": [1, 2, 4, 16, 49, 59, 63, 65, 68, 73, 87], "code_ref": 87, "codezenith": 87, "coeffici": [22, 32, 66, 70], "coefficient_imag": [22, 74], "collect": [2, 4, 14, 18, 87], "color": 87, "colormap": 87, "com": [15, 49], "combin": [1, 2, 39, 73], "come": 65, "comment": [1, 2, 4, 87], "commiss": [75, 76], "common": 87, "commonli": [2, 4], "compar": [35, 36, 68, 76, 77], "compat": 11, "compimagehdu": 87, "complet": 61, "compliant": [2, 4], "compress": [3, 87], "compressed_data": 87, "compressed_imag": 87, "comput": [17, 20, 22, 49, 71, 74, 76], "compute_nois": 20, "compute_uncertainti": [20, 71], "concept": [62, 64, 66, 70, 83], "conduct": 59, "conform": 87, "consid": [36, 68, 77], "consist": [2, 4, 17, 65, 69, 80], "constant": [22, 32], "construct": [1, 2, 4, 15, 22, 69, 74, 87], "construct_f_corona_background": 49, "contact": 87, "contain": [0, 2, 4, 17, 22, 49, 69, 74, 87], "continu": [69, 87], "contrast": 75, "contribut": 64, "convent": 87, "convert": [2, 4, 10, 11, 20, 22, 40, 53, 65, 74, 87], "convert_polar": 53, "convolv": [16, 23, 35, 68, 75, 76], "coord": 87, "coordin": [2, 4, 11, 14, 41, 74, 87], "copi": 68, "cor2": [23, 75], "core": [18, 37, 41, 50], "coron": 87, "corona": [23, 36, 49, 64, 65, 66, 75, 77, 83, 87], "coronagraph": 75, "correct": [15, 17, 21, 22, 34, 35, 64, 66, 70, 83, 87], "correct_psf": 21, "correct_psf_task": [21, 73], "correct_streak": [17, 69], "correct_vignetting_task": [35, 76], "corrector": 21, "correspond": [2, 4, 20, 22, 36, 41, 71, 74, 76, 87], "cosmic": [16, 36, 68, 77, 87], "could": 87, "count": [20, 22, 35, 36, 71, 74, 76, 77], "cpdis1": 4, "cpdis2": 4, "creat": [0, 7, 8, 15, 16, 22, 23, 32, 35, 49, 52, 54, 73, 75, 76, 87], "create_all_valid_deficient_pixel_map": 15, "create_coefficient_imag": [22, 74], "create_coefficients_imag": 22, "create_constant_quartic_coeffici": 22, "create_empty_f_background_model": 49, "create_empty_starfield_background": 54, "create_ones_coefficients_imag": 22, "creation": 67, "creativ": 87, "crln_ob": 87, "crlt_ob": 87, "crota": [11, 87], "crota_a": 87, "crotan": 87, "crpix": 48, "crpix1": 87, "crpix1a": 87, "crpix2": 87, "crpix2a": 87, "crval": 48, "crval1": 87, "crval1a": 87, "crval2": 87, "crval2a": 87, "ctype1": 87, "ctype1a": 87, "ctype2": 87, "ctype2a": 87, "cube": [2, 3, 22, 49, 52], "cunit1": 87, "cunit1a": 87, "cunit2": 87, "cunit2a": 87, "current": [1, 2, 22, 74, 75], "custom": [67, 68, 69, 71, 73, 74, 76, 87], "cutoff": 52, "cutoff_veloc": 52, "d": [15, 22, 74], "d_": [22, 74], "dark": [20, 22, 71, 74, 75], "dark_level": [18, 20, 71], "data": [0, 12, 13, 14, 15, 16, 20, 21, 22, 23, 26, 33, 34, 35, 36, 39, 40, 41, 43, 49, 54, 56, 57, 58, 61, 64, 65, 66, 67, 71, 73, 74, 75, 76, 77, 86], "data_arrai": [3, 15, 20, 71], "data_list": [37, 40, 49, 50], "data_object": [14, 16, 17, 20, 21, 22, 23, 35, 49, 54, 73, 75, 76], "data_shap": [10, 11], "data_wc": 10, "dataavg": 87, "datacub": 52, "datafram": 4, "datamax": 87, "datamdn": 87, "datamin": 87, "datap01": 87, "datap10": 87, "datap25": 87, "datap50": 87, "datap75": 87, "datap90": 87, "datap95": 87, "datap98": 87, "datap99": 87, "datasat": 87, "dataset": [12, 26, 56], "datasig": 87, "datasum": 87, "datatyp": 4, "dataz": 87, "date": [2, 4, 49, 87], "date_ob": 11, "datetim": [2, 4, 11, 41, 49], "datfix": 87, "dd": 87, "de": 69, "dead": 67, "dec": 87, "decid": [16, 68], "declin": [11, 87], "default": [4, 8, 36, 49, 52, 77], "defici": [15, 64, 66, 70, 87], "deficient_pixel": [0, 19, 67], "deficient_pixel_map_path": [15, 18], "deficient_pixel_max_window_s": 18, "deficient_pixel_method": 18, "deficient_pixel_required_good_count": 18, "defin": [49, 52, 74], "definit": [2, 4, 87], "deforest": 68, "deg": [11, 87], "degre": [11, 87], "delet": [2, 4], "delete_sect": [2, 4], "delta": 12, "demonstr": [23, 75], "depend": [15, 36, 76, 77], "deriv": [1, 2, 49, 66, 70, 82, 83], "describ": [4, 41, 61, 76], "descript": [64, 65, 73, 87], "design": [23, 75], "desir": 20, "despik": [0, 19, 36, 64, 66, 70, 77, 87], "despike_alpha": 18, "despike_dil": 18, "despike_method": 18, "despike_task": [16, 68], "despike_unsharp_s": 18, "destreak": [0, 19, 64, 66, 70, 87], "destreak_task": [17, 69], "detail": [59, 64], "detect": [12, 36, 75, 77], "detector": [22, 35, 69, 74, 76], "determin": [2, 3, 4, 14, 36, 77], "develop": [59, 75], "deviat": [35, 49, 67, 76, 87], "diag": [17, 28], "diagon": 17, "dict": [2, 4], "dictionari": [2, 4], "diff_method": [36, 77], "differ": [16, 23, 36, 49, 68, 75, 77], "diffus": [36, 77], "digit": [22, 74], "dilat": [16, 36, 68], "dimens": [15, 22, 36, 49, 54, 74, 87], "dimension": 22, "directli": [23, 46, 75], "disable_image_compress": 87, "discard": 49, "discern": 67, "discuss": 63, "disk": 58, "displai": 87, "distanc": 87, "distort": [7, 35, 76], "distortion_keyword": 4, "distortionlookupt": 7, "distribut": [36, 71, 77], "dither": 87, "divid": 87, "dn": [10, 20, 22, 36, 74, 77], "dn_": [22, 74], "dn_to_msb": 10, "dn_to_photon": 20, "do": 49, "doc": 87, "document": [0, 87], "doe": [2, 4, 36, 64, 75, 77], "doi": 87, "don": 36, "done": [1, 2], "doubl": 87, "down": [22, 74], "dp1": 4, "dp2": 4, "drop": 76, "drp": [36, 77], "drzowi": [16, 68], "dsatval": 87, "dsun_ob": 87, "dt": 11, "dure": [36, 59, 69, 75, 76, 77, 87], "e": [1, 2, 7, 16, 17, 22, 65, 68, 69, 74], "e_": [22, 74], "each": [22, 36, 49, 69, 73, 74, 75, 76, 77, 87], "earth": [11, 87], "easili": [36, 77], "eastward": 11, "eclipt": 87, "edg": 76, "edit": [1, 2], "effect": [23, 35, 69, 74, 75, 76], "effici": 49, "effort": [23, 75], "either": [15, 16, 61, 67, 68], "eject": 87, "els": 63, "email": 63, "emploi": 49, "empti": [7, 49, 54], "empty_histori": 6, "en": 87, "encount": [63, 87], "encourag": 63, "end": [49, 87], "end_datetim": 49, "energi": 65, "enough": 67, "entir": 65, "entri": [1, 2, 4], "environ": 87, "epsilon": 21, "equal": [1, 2, 4, 87], "equatori": 87, "equinox": 87, "equinoxa": 87, "error": [12, 26, 33, 34], "estim": [64, 66, 70, 75], "even": 36, "even_sample_punchdata": 43, "everi": [10, 22, 67], "everyon": 63, "exampl": [17, 22, 64, 69, 74], "exce": [36, 77], "except": [0, 13], "exist": [36, 77], "expand": [15, 67], "expect": [22, 36, 73], "explicitli": 49, "explor": [64, 65], "expos": 69, "exposur": [10, 17, 36, 69, 77], "exposure_tim": [17, 18, 28, 69], "extend": 4, "extens": [2, 3, 87], "extnam": 87, "extra": 12, "extract": 11, "extract_crota_from_wc": 11, "extrametadatawarn": 12, "f": [22, 23, 36, 49, 64, 66, 75, 77, 83, 87], "f06qj9p54jzfxlzpr79z7z0wvsr0ty": 87, "f_corona_model": [0, 51], "f_corona_model_path": 50, "fact": 67, "factor": [35, 76], "fake": 32, "fake_one_imag": 32, "fals": 36, "fanci": 49, "fast": 87, "faster": 49, "featur": 61, "few": 80, "fewer": 15, "ff_": [35, 76], "fft_cube": 52, "field": [2, 4, 23, 35, 73, 74, 75, 76, 87], "figsiz": 87, "figur": 87, "file": [2, 3, 4, 12, 22, 33, 34, 36, 49, 58, 61, 71, 74, 76, 77, 87], "file_list": 49, "filenam": [2, 3, 18, 26, 37, 49, 87], "filepath": 87, "fill": [15, 65], "filter": [52, 87], "find": [2, 4, 36, 65], "finish": 65, "first": [22, 63, 69, 74, 87], "fit": [1, 2, 3, 4, 22, 36, 61, 64, 66, 70, 77, 87], "fits_kei": [2, 4], "fits_standard": 87, "fitsfixedwarn": 87, "five": [22, 74], "fix": [23, 75, 87], "fixiti": 87, "flag": [26, 36, 67, 87], "flat": [35, 74, 76, 87], "flat_coeffici": [22, 32], "flight": [23, 75, 76], "float": [3, 10, 11, 16, 17, 18, 20, 21, 36, 49, 52, 54, 61, 68, 69, 71, 87], "float32": 87, "flow": [0, 19, 26, 38, 41, 45, 46, 51], "focus": 80, "fold": 71, "folder": 87, "follow": [22, 36, 65, 74, 75, 77], "form": 8, "format": [1, 2, 4, 11, 12, 22, 62, 87], "forth": 87, "found": 12, "four": 65, "fourier": 52, "fov": [73, 75], "frame": [15, 22, 36, 40, 49, 54, 69, 74, 77, 87], "frame_of_interest": 36, "friendli": 63, "from": [1, 2, 3, 4, 11, 15, 16, 17, 20, 22, 23, 35, 36, 49, 53, 54, 61, 63, 65, 67, 68, 69, 71, 74, 75, 76, 77, 87], "from_fits_head": [1, 2, 4], "full": [2, 4, 64], "function": [61, 64, 67, 68, 69, 71, 73, 74, 76], "g": [17, 22, 69], "gain": [10, 18, 20, 35, 71, 74, 76], "gcount": 87, "gcr": 11, "gcrs_to_hpc": 11, "gcrscoord": 11, "gcrsframe": 11, "gener": [0, 18, 20, 22, 23, 26, 34, 41, 43, 45, 46, 48, 49, 56, 57, 71, 74, 75, 87], "generate_hourglass_filt": 52, "generate_psf_model_core_flow": 18, "generate_starfield_background": 54, "genericmap": 87, "geocentr": [11, 87], "geod_alt": 87, "geod_lat": 87, "geod_lon": 87, "geodet": 87, "get": [1, 2, 4, 11, 62], "get_base_file_nam": [2, 3], "get_p_angl": 11, "get_sun_ra_dec": 11, "get_transform": 87, "github": 63, "given": [1, 2, 4, 11, 22, 32, 35, 36, 76, 77], "goal": 68, "good": [15, 36, 77], "gov": 87, "gpu": 52, "great": [33, 34], "greys_r": 87, "grid": 87, "ground": [23, 75], "group": 87, "gsfc": 87, "gt": 87, "guid": [59, 64, 66, 86], "gzip_compressed_data": 87, "h": [2, 4], "ha": [23, 49, 75, 87], "half": [16, 68], "hamper": 67, "har": [26, 45, 46], "has_cupi": 52, "have": [2, 4, 22, 36, 73], "hdu": [61, 87], "hdul": 87, "head": [1, 2], "header": [1, 2, 4, 12, 87], "header_compress": 87, "heex_ob": 87, "heey_ob": 87, "heez_ob": 87, "height": 87, "helio": 11, "heliocentr": 87, "heliograph": 87, "helioproject": [11, 87], "helioprojectivescal": 87, "heliospher": [75, 87], "help": [2, 4, 64], "helper": 49, "here": [65, 73], "hgln_ob": 87, "hglt_ob": 87, "high": [36, 77], "higher": [22, 36, 74, 77], "highest": [22, 74], "histogram": [7, 87], "histori": [0, 2, 4, 87], "historyentri": [1, 2], "hit": 68, "hold": [23, 75], "homogen": 73, "hostedtoolcach": [75, 76], "hourglass": 52, "how": [15, 16, 59, 62, 65, 68, 75, 87], "hpc": 11, "hpc_to_gcr": 11, "hpcoord": 11, "hpln": 87, "hplt": 87, "html": 87, "http": [15, 49, 87], "i": [1, 2, 4, 7, 8, 11, 12, 15, 16, 17, 22, 23, 26, 33, 34, 35, 36, 49, 52, 56, 58, 61, 62, 63, 64, 67, 68, 69, 71, 73, 74, 75, 76, 77, 85, 87], "i_": [35, 76], "i_i": [35, 76], "ideal": [36, 77], "identif": [36, 64, 66, 80], "identifi": [16, 36, 49, 65, 68, 77], "identify_bright_structures_task": 36, "ignor": 12, "imag": [3, 7, 10, 14, 15, 16, 17, 21, 22, 23, 32, 35, 36, 52, 54, 58, 64, 65, 66, 67, 68, 69, 73, 74, 75, 76, 77, 80, 87], "image_merg": 45, "image_shap": 22, "imageh": 87, "imagew": 87, "img": 22, "img_shap": [22, 52], "immedi": 67, "immut": 8, "implement": [41, 68, 85, 87], "import": 87, "imshow": 87, "includ": [26, 49, 61, 87], "incorpor": [67, 68, 69, 71, 73, 74, 76], "incorrect_shape_data": 56, "incorrectfilecounterror": 12, "incorrectpolarizationstatewarn": 12, "incorrecttelescopewarn": 12, "increas": [1, 2, 26, 56], "increasing_pixel_data": 26, "increment": [36, 77, 87], "ind": 49, "independ": [22, 36, 74], "index": [1, 2, 22, 49, 64, 74], "index_of_interest": 36, "indic": [1, 2, 4, 67], "indici": 49, "individu": [49, 71], "info": 87, "inform": [49, 87], "ingest": 26, "initi": [20, 64, 66, 70], "initial_uncertainti": [0, 19, 71], "inner": 65, "input": [14, 15, 16, 20, 21, 22, 23, 26, 35, 40, 41, 49, 52, 54, 58, 71, 73, 75, 76], "input_arrai": 41, "input_data": [18, 53], "input_filenam": 58, "input_filepath": 18, "input_wc": 41, "inquiri": 63, "insert": [36, 71], "institut": 87, "instrum": 87, "instrument": [22, 23, 71, 74, 75, 87], "int": [1, 2, 4, 7, 10, 11, 15, 16, 17, 18, 20, 22, 26, 36, 43, 49, 52, 67, 68, 71], "integ": 61, "intend": [23, 75], "interact": 59, "interest": [15, 33, 34, 36, 49, 54], "intermitt": 75, "intern": [2, 4, 87], "interpol": 49, "introduct": 64, "invalid": [8, 12, 33, 34], "invaliddataerror": 12, "invalidheadererror": 12, "invers": 17, "invert": [17, 69], "invok": 49, "io": [0, 1, 2, 4, 87], "ipykernel_68963": 87, "isn": [17, 69, 87], "issu": [59, 63], "iter": [1, 2, 4, 22, 74], "its": [10, 35, 36, 76, 77], "j": [15, 22, 35, 74, 76], "just": [65, 67], "k": 87, "kei": [2, 3, 4], "keyvocab": 87, "keyword": [2, 4, 87], "kind": 8, "known": [23, 26, 35, 75, 76], "kwarg": 49, "l0": [23, 75], "l1": [23, 75], "l1paren1": 87, "l1paren2": 87, "l1paren3": 87, "l1paren4": 87, "label": 87, "lamp": [22, 35, 74, 76], "larg": [12, 75], "larger": [16, 68], "largetimedeltawarn": 12, "lasco": [23, 75], "last": [22, 74], "lat": 87, "later": 49, "latitud": 87, "latpol": 87, "latpolea": 87, "layer": [22, 23, 35, 49, 61, 74, 75, 76], "layer_mask": 52, "le": 87, "learn": 65, "length": [1, 2, 87], "level": [2, 4, 11, 18, 20, 37, 49, 50, 64, 65, 66, 71, 87], "level1": [0, 13, 67, 68, 69, 71, 73, 74, 75, 76], "level1_core_flow": 18, "level2": [0, 13], "level2_core_flow": 37, "level3": [0, 13], "level3_core_flow": 50, "level_spec": [2, 4], "level_spec_path": [2, 4], "lib": [75, 76], "librari": 87, "licens": 87, "life": 76, "light": [23, 64, 66, 70, 87], "like": [2, 4, 63, 67, 68, 69, 71, 73, 74, 76, 87], "limit": [49, 75], "linalg": [17, 69], "linalgerror": [17, 69], "line": [17, 69], "linear": [22, 74, 87], "linearli": 49, "list": [1, 2, 4, 18, 22, 36, 37, 39, 40, 41, 45, 46, 48, 49, 50, 87], "ll": 65, "load": [2, 3, 4, 8, 11, 26, 58, 61, 87], "load_image_task": 58, "load_level_spec": [2, 4], "load_ndcube_from_fit": [2, 3], "load_omnihead": 4, "load_spacecraft_def": 4, "load_templ": [2, 4], "load_trefoil_wc": [2, 11], "locat": [2, 4, 16, 22, 36, 68, 74, 77, 87], "lockhe": [36, 77], "log": [1, 2, 87], "lon": 87, "long": [17, 54, 87], "longitud": 87, "longstrn": 87, "lonpol": 87, "lonpolea": 87, "look": [64, 87], "lower": [17, 36, 77], "lowest": 22, "lt": 87, "m": 87, "m2": 87, "made": 87, "mai": [75, 87], "main": 87, "major": 17, "make": 63, "make_empty_distortion_model": 7, "mani": [15, 16, 39, 41, 67, 68], "manner": 65, "map": [2, 4, 15, 22, 23, 26, 35, 49, 54, 56, 67, 74, 75, 76, 87], "map_scal": 54, "mapbas": 87, "margin": 52, "mark": [36, 65, 77, 87], "martin": [36, 77], "mask": [14, 16, 49, 52, 66, 68, 70], "mask_arrai": 15, "mass": [65, 87], "match": [15, 35, 36, 54, 76], "math": 49, "mathemat": [35, 76], "matplotlib": 87, "matrix": [11, 17, 69, 87], "max": 15, "max_window_s": [15, 67], "maximum": 87, "mean": [1, 2, 10, 15, 36, 49, 67, 77, 87], "mean_correct": 15, "meaningless": 67, "measur": [11, 15, 75, 76, 87], "median": [15, 16, 18, 67, 68, 87], "median_correct": 15, "memori": 49, "merg": [0, 38, 64, 65, 66, 80], "merge_many_task": 39, "messi": 73, "meta": [0, 2], "metadata": [2, 3, 4, 12, 14, 61, 71, 87], "metafield": [2, 4, 8], "method": [15, 16, 36, 49, 67, 68, 77], "mid": 49, "million": 67, "millisecond": [17, 69], "min": 49, "minim": 49, "minimum": 87, "mismatch": [12, 34], "miss": 12, "missingmetadataerror": 12, "mission": [65, 76], "mjd": 87, "mm": 10, "mode": [69, 87], "model": [7, 15, 18, 21, 23, 35, 49, 66, 70, 73, 76, 82, 83], "model_path": [21, 73], "modifi": [14, 16, 21, 22, 23, 35, 40, 73, 75, 76], "modul": [2, 64, 71, 74, 75, 76, 77, 80], "more": [14, 49, 59, 65, 73], "morpholog": 36, "mosaic": [41, 49, 73, 87], "mosaicdetector": 87, "most": [1, 2, 61], "most_rec": [1, 2], "motion": 52, "motion_filt": [0, 51], "move": 69, "msb": 10, "msb_to_dn": 10, "much": [36, 77, 87], "multipli": 69, "must": [8, 15, 36], "mutabl": [4, 8], "my": [36, 77], "mzp": [40, 53], "n": [17, 20], "n_bad_pixel": [26, 43], "n_sigma": 54, "name": [2, 3, 87], "nan": [26, 49], "nan_percentil": 49, "nanomet": 87, "nasa": [65, 87], "nativ": 87, "naxi": [4, 87], "naxis1": 87, "naxis2": 87, "ndarrai": [3, 7, 10, 11, 15, 16, 17, 20, 22, 36, 41, 49, 52, 54, 56, 58, 67, 68, 69, 71, 74, 87], "ndcube": [2, 3, 14, 15, 16, 17, 18, 20, 21, 22, 23, 26, 35, 36, 37, 39, 40, 41, 43, 49, 50, 53, 54, 56, 57, 58, 61, 67, 73, 75, 76, 87], "need": [22, 63, 74, 87], "neighbor": [15, 16, 36, 67, 68, 77], "neighborhood": 67, "new": [1, 2], "next": [1, 2], "nfi": [49, 87], "nfi00detector": 87, "nfi_qp_data": 87, "nfi_qp_data_map": 87, "nfi_qp_data_ndcub": 87, "nfi_qp_data_wc": 87, "nfi_qp_filenam": 87, "nfi_qp_head": 87, "nfi_qp_uncertainti": 87, "nine_bad_pixel_map": 26, "nm": [10, 87], "nmobserv": 87, "nmwavelength": 87, "no_dith": 87, "nocalibrationdatawarn": 12, "nois": [20, 71, 75], "noisebit": 87, "non": [22, 74, 87], "none": [1, 2, 3, 4, 14, 15, 16, 18, 21, 22, 26, 33, 34, 36, 37, 50, 54, 56, 57, 58, 73, 87], "nonzero": 36, "normal": [2, 4, 67, 71], "normalizedmetadata": [2, 4], "normalizedmetdata": [2, 4], "north": [11, 87], "note": [1, 2, 17, 22, 69, 74, 87], "notebook": 87, "notic": 63, "now": 11, "np": [7, 11, 16, 17, 20, 22, 36, 41, 49, 52, 68, 69, 74, 87], "nullabl": 4, "num_bin": 7, "number": [1, 2, 4, 7, 12, 22, 35, 36, 67, 74, 76, 87], "numer": [1, 2], "numpi": [3, 7, 10, 11, 15, 16, 17, 20, 22, 36, 41, 49, 52, 54, 56, 58, 68, 69, 87], "ob": [2, 4, 87], "object": [1, 2, 4, 14, 22, 26, 34, 40, 41, 43, 45, 46, 48, 49, 62, 64, 71, 87], "observ": [23, 26, 41, 49, 75, 87], "observation_data": 56, "observatori": [75, 87], "obsrvtri": 87, "obstyp": 87, "odd": 36, "off": [67, 69], "offset": [22, 35, 74, 76], "ogip": 87, "ogrid": 49, "older": [1, 2], "omit": [2, 4], "omnihead": [2, 4], "omniheader_path": [2, 4], "onc": 75, "one": [22, 26, 36, 74, 77], "one_bad_pixel_map": 26, "one_bright_point_sample_punchdata": 43, "one_data": [56, 57], "ones": [22, 74], "ongo": [23, 75], "onli": [14, 36, 77], "onto": 69, "open": [63, 87], "oper": [16, 21, 23, 35, 36, 69, 73, 75, 76], "opt": [75, 76], "optic": [23, 35, 75, 76], "option": [15, 22, 49, 52], "orbit": [23, 35, 75, 76], "order": [2, 4, 22, 37, 74], "ordereddict": [2, 4], "org": 87, "organ": 65, "orient": [35, 76], "origin": [1, 2, 22, 36, 61, 74, 77, 87], "other": [1, 2, 4, 22, 63, 74, 75], "otherwis": 73, "our": [59, 68], "out": [11, 14, 17, 26, 35, 58, 64, 67, 68, 69, 71, 73, 74, 75, 76, 87], "outlier": 49, "outlin": [36, 77], "output": [23, 26, 35, 41, 67, 75, 76], "output_filenam": [18, 37, 50, 58], "output_image_task": 58, "output_punchobject": 49, "output_shap": [41, 48], "output_wc": 41, "outsid": 87, "over": [22, 36, 49, 54, 74, 77], "overrid": [2, 4], "oversensit": 67, "overview": [64, 66], "overwrit": [2, 3, 4], "p": 11, "packag": [4, 41, 63, 64, 73], "page": [0, 64], "pair": [2, 4], "panda": 4, "paper": 73, "paramet": [1, 2, 4, 7, 11, 14, 15, 16, 17, 20, 21, 22, 23, 32, 35, 36, 40, 41, 49, 52, 54, 58, 68, 69, 73, 74, 75, 76, 87], "parent": 87, "pars": [2, 4, 87], "parse_tim": 11, "parse_time_typ": 11, "part": [23, 64, 75], "particular": [22, 36, 61, 74, 77], "pass": [12, 26, 56, 71], "patch_siz": 18, "path": [2, 3, 4, 15, 21, 22, 23, 35, 49, 54, 58, 73, 75, 76], "pathlib": [23, 35, 75, 76], "pattern": [23, 35, 75, 76], "pc": 11, "pc1_1": 87, "pc1_1a": 87, "pc1_2": 87, "pc1_2a": 87, "pc2_1": 87, "pc2_1a": 87, "pc2_2": 87, "pc2_2a": 87, "pcount": 87, "peak": 87, "per": [75, 87], "percentil": 49, "percentile_valu": 49, "perfect_pixel_map": 26, "perform": [16, 22, 36, 41, 52, 64], "perform_quartic_fit_task": [22, 74], "period": [23, 49, 54, 75], "peripheri": [35, 76], "persist": 67, "perspect": 87, "photometr": [22, 74, 87], "photometric_calibr": [22, 74], "photon": [10, 20, 71], "photospher": 87, "physic": 87, "pipelin": [2, 4, 13, 64, 65, 67, 68, 69, 71, 73, 74, 76, 80, 87], "pipevrsn": 87, "pix": 87, "pixcoordin": 87, "pixel": [10, 11, 15, 16, 22, 26, 35, 36, 41, 49, 56, 61, 64, 66, 68, 70, 74, 76, 77, 87], "pixrefer": 87, "place": 71, "plain": 87, "plane": [23, 35, 49, 75, 76], "pleas": [59, 63], "plot": 87, "plt": 87, "plume": 87, "pm1": [2, 4, 37], "pm2": 37, "pm3": 37, "pm4": 37, "po": 87, "point": [14, 26, 36, 61, 64, 66, 70, 73, 87], "poisson": 71, "polar": [0, 12, 34, 38, 46, 49, 51, 64, 65, 66, 76, 80], "polar_m": 87, "polarimetri": 87, "pole": 87, "polynomi": [22, 74], "posit": [11, 35, 76], "possibl": 63, "power": [22, 74], "pp1": 37, "pp2": 37, "pp3": 37, "pp4": 37, "pre": 76, "preced": 87, "prefect": [16, 17, 20, 21, 22, 23, 26, 35, 36, 40, 45, 46, 58, 67, 68, 69, 71, 73, 74, 75, 76], "present": [36, 77], "preserv": 22, "previous": 75, "primari": [61, 87], "primarili": [67, 68, 69, 71, 73, 74, 76], "primaryhdu": 87, "principl": 87, "print": 87, "privat": 49, "pro": [36, 77], "process": [12, 52, 58, 65, 87], "produc": [22, 23, 35, 49, 65, 75, 76], "product": [2, 4, 22, 49, 65, 71, 74, 87], "product_cod": [2, 4], "product_def": [2, 4], "product_level": [2, 4], "project": [59, 87], "propag": 71, "properli": 12, "properti": [2, 4, 87], "proven": 87, "provid": [2, 4, 26, 33, 34, 61, 71], "psf": [0, 18, 19, 64, 66, 70, 87], "psf_model_path": 18, "psf_size": 18, "pull": 59, "punch": [2, 4, 13, 17, 22, 23, 41, 54, 61, 62, 64, 69, 74, 75, 87], "punch01": 87, "punch_imag": [22, 74], "punch_l1_cl1_20220204134800_v0": 87, "punch_l1_cl2_20220204134700_v0": 87, "punch_l1_cl3_20220204134600_v0": 87, "punch_l1_cl4_20220204135100_v0": 87, "punch_l2_nqn_20230704000000": 87, "punch_l2_wqm_20230704000000": 87, "punch_product": 49, "punch_stokes_map": 11, "punchbowl": [0, 59, 67, 68, 69, 71, 73, 74, 75, 76], "punchbowlerror": 12, "punchbowlwarn": 12, "punchdata": [1, 2, 14, 15, 16, 21, 22, 23, 26, 34, 35, 40, 43, 45, 46, 48, 49, 54, 58, 62, 64, 73, 75, 76], "punchinstru": 87, "punchobject": 15, "punchpip": 87, "pv1_1a": 87, "pv1_2a": 87, "pv1_3a": 87, "pv2_0a": 87, "pv2_1a": 87, "pv2_2a": 87, "pv2_3a": 87, "pv2_4a": 87, "pv2_5a": 87, "py": [75, 76, 87], "pyplot": 87, "python": [15, 75, 76, 87], "python3": [75, 76], "pz1": 37, "pz2": 37, "pz3": 37, "pz4": 37, "q": 49, "quadratur": 71, "qualiti": [36, 65, 77, 87], "quantiti": [22, 74], "quantiz": 87, "quartic": [22, 32, 64, 66, 70], "quartic_coefficient_path": 18, "quartic_coefficients_imag": 32, "quartic_coefficients_path": 22, "quartic_fit": [0, 19, 74], "queri": 87, "query_f_corona_model_sourc": 49, "question": [15, 59], "quick": 87, "quickpunch": [64, 66], "quit": 67, "ra": 87, "radial": 16, "radial_arrai": 16, "radiu": [52, 87], "rai": [16, 36, 68, 77, 87], "rais": [17, 33, 34, 69], "random": [26, 43, 56, 57], "rang": [11, 61, 67], "rather": 63, "ratio": [71, 75], "raw": [22, 65, 74], "re": [59, 63], "read": [1, 2, 3, 4, 17, 20, 59, 69, 71, 87], "read_noise_level": [18, 20, 71], "reader": 61, "readout": [17, 69], "readout_line_tim": [17, 18, 28, 69], "recent": [1, 2], "recommend": [59, 64, 67, 68, 69, 71, 73, 74, 76], "reconstitut": 61, "record": [1, 2, 87], "reduct": [13, 35, 65, 76], "refer": [35, 64, 76, 87], "referenc": 87, "refin": 73, "regener": 75, "region": [16, 68], "regular": 87, "regularizepsf": [18, 21, 73], "reject": 49, "rel": 61, "relat": [64, 87], "relev": [2, 4], "reli": [36, 77], "remov": [15, 16, 23, 52, 64, 66, 67, 68, 70, 83, 87], "remove_deficient_pixel": [15, 26, 67], "remove_deficient_pixels_task": [15, 67], "remove_starfield": [54, 57], "remove_stray_light_task": [23, 75], "replac": [16, 22, 64, 66, 68, 70, 74], "repres": [2, 4, 16, 36, 68, 77], "represent": [1, 2, 4], "reproject": 41, "reproject_arrai": [41, 48], "reproject_many_flow": 41, "reprojected_arrai": 41, "request": [1, 2, 59], "requir": [22, 23, 36, 49, 69, 75, 77, 87], "required_good_count": [15, 67], "required_header_keyword": 4, "required_y": 36, "resampl": [0, 38, 64, 66, 80, 87], "reset": [17, 69], "reset_lin": [17, 69], "reset_line_tim": [17, 18, 28, 69], "reshap": [17, 69], "resolut": [64, 65, 66, 80], "resolv": [40, 46, 80], "resolve_polar": 40, "resolve_polarization_task": 40, "respect": 87, "respons": [22, 74, 87], "retreiv": 87, "return": [1, 2, 4, 7, 11, 14, 15, 16, 17, 20, 21, 22, 23, 32, 35, 36, 40, 41, 49, 52, 54, 58, 68, 69, 71, 73, 74, 75, 76], "rice": 87, "rice_1": 87, "right": [11, 87], "rigor": 73, "rm": [36, 77], "roll": [23, 75], "rotat": [11, 23, 75, 87], "routin": [41, 75], "row": 87, "rsun_arc": 87, "rsun_ref": 87, "run_zspik": 36, "runtimewarn": 87, "same": [26, 49, 75, 87], "sampl": [26, 43, 45, 46, 48], "sample_bad_pixel_map": [26, 43], "sample_data_list": [45, 56], "sample_data_triplet": 46, "sample_fits_path": 56, "sample_fits_path_compress": [7, 8], "sample_fits_path_uncompress": [7, 8], "sample_level_path": [7, 8], "sample_ndcub": [7, 29, 33, 34, 45, 46, 48], "sample_omnibus_path": [7, 8], "sample_punchdata": [26, 43], "sample_punchdata_list": 48, "sample_spacecraft_def_path": [7, 8], "sample_wc": 48, "sample_write_path": [7, 8], "sample_zero_punchdata": 43, "satellit": [65, 87], "satur": [35, 67, 76, 87], "sc_invers": 17, "scale": [35, 61, 76, 87], "scatter": 87, "schemat": 65, "scienc": [23, 69, 75], "search": [49, 64], "second": 87, "secondari": 87, "section": [2, 4], "section_nam": [2, 4], "see": [49, 59, 87], "seen": 11, "segment": [64, 65], "sensor": 67, "separ": [23, 75, 76], "sequenc": [36, 77], "seri": [36, 49, 54, 75, 77], "set": [2, 4, 8, 22, 36, 40, 49, 77, 87], "set_facecolor": 87, "set_major_formatt": 87, "set_tick": 87, "sever": 65, "shape": [2, 4, 11, 16, 22, 26, 32, 41, 43, 52, 56, 57, 74, 87], "share": 87, "short": 65, "shot": 71, "should": [2, 4, 15, 17, 22, 26, 33, 34, 36, 49, 77], "shown": 65, "shutterless": 69, "sigma": [36, 49, 77], "signal": [67, 71, 75], "signific": 68, "similar": [23, 73, 75], "simpl": 4, "simpli": 75, "singl": [4, 36, 68, 77], "singular": [17, 69], "size": [7, 11, 16, 17, 22, 28, 41, 65, 68, 87], "skip": [12, 22], "sky": 10, "slide": 15, "sliding_window": 15, "slow": 87, "small": [35, 65, 76], "smear": 69, "smex": 65, "smooth": [16, 68], "so": [1, 2, 4, 63], "softwar": 87, "soho": [23, 75], "solar": [10, 11, 40, 65, 75, 87], "solar_p0": 87, "solarpdl": [16, 68], "solarsoft": [17, 36, 77], "solut": 49, "some": [26, 43, 56, 57], "someon": 63, "someth": [67, 68, 69, 71, 73, 74, 76], "sourc": [1, 2, 75], "space": 52, "spacecraft": [2, 4, 8, 35, 76, 87], "spacecraft_def_path": [2, 4], "spaceop": 87, "spatial": [22, 36, 49, 74, 77], "speak": 63, "specif": [2, 4, 22, 26, 61, 64, 74], "specifi": [1, 2, 4, 11, 17, 20, 41, 49, 87], "spectrometr": 75, "sphinx": 0, "spike": [16, 36, 68, 77], "spikejon": [16, 68], "spread": 73, "squar": [17, 58, 69], "sr": [10, 87], "stabl": 87, "stack": 52, "stacked_data": 52, "stacker": 49, "stackoverflow": [15, 49], "standard": [2, 4, 36, 49, 61, 77, 87], "star": 87, "starfield": [35, 52, 54, 57, 64, 66, 76, 83], "starfield_background_model": 54, "starfield_background_path": [50, 54], "starfield_bg": 54, "start": [22, 36, 49, 63, 67, 74, 87], "start_datetim": 49, "state": [12, 34, 76, 87], "static": [2, 4], "statist": [3, 87], "stellar": [0, 51], "step": 80, "stereo": [23, 36, 75, 77], "stim": [22, 35, 74, 76], "storag": 69, "store": [2, 4, 36, 61, 77, 87], "str": [1, 2, 3, 4, 11, 15, 16, 18, 21, 22, 36, 37, 49, 50, 54, 58, 67, 68, 73], "strai": [23, 64, 66, 70, 87], "stray_light": [0, 19, 75], "stray_light_path": [18, 23, 75], "streak": [17, 69], "streak_correction_matrix": [17, 69], "stream": [36, 77], "streamer": 87, "string": [1, 2, 4, 49, 87], "strong": 67, "structur": [36, 64, 66, 80], "sub": 87, "subject": [22, 74], "submodul": 64, "subpackag": 64, "subplot": 87, "subroutin": 71, "subtract": [15, 49, 54, 65, 75, 87], "subtract_f_corona_background": 49, "subtract_f_corona_background_task": 49, "subtract_starfield_background": 54, "subtract_starfield_background_task": 54, "suffici": [36, 77], "suitcas": 65, "sun": [11, 65, 87], "sunpi": 87, "sunpymetadatawarn": 87, "support": [36, 63, 77], "surround": [36, 77], "swri": 87, "system": [2, 4, 11, 23, 41, 65, 75, 87], "t": [2, 4, 17, 36, 69, 87], "tabl": [7, 87], "tail": 73, "take": [35, 40, 49, 74, 76, 87], "taken": 49, "target_fwhm": 18, "target_mem_usag": 54, "task": [16, 17, 20, 21, 22, 23, 35, 36, 39, 40, 58, 64, 67, 68, 69, 71, 73, 74, 75, 76], "tbd": 87, "techniqu": 75, "telescop": [12, 34, 87], "templat": [2, 4], "tempor": [36, 49, 77, 87], "term": [22, 71, 74], "test": [0, 2, 19, 38, 51, 61], "test_after_is_before_subtraction_fail": 56, "test_align": [0, 24], "test_artificial_pixel_map": 26, "test_back_and_forth_wcs_from_celesti": 9, "test_back_and_forth_wcs_from_helio": 9, "test_basic_subtract": [56, 57], "test_blank_image_destreak": 28, "test_bright_structur": [0, 42], "test_calibration_with_all_one_coeffici": 32, "test_calibration_with_range_coeffici": 32, "test_calibration_with_single_constant_coeff": 32, "test_check_calibration_time_delta_warn": [33, 34], "test_core_flow_runs_with_objects_and_calibration_fil": 29, "test_create_coeff_image_with_only_one_coeff": 32, "test_create_coeff_image_with_two_coeff": 32, "test_create_coefficient_imag": 32, "test_create_constant_coefficient_imag": 32, "test_create_level0_normalized_metadata": 8, "test_create_level3_normalized_metadata": 8, "test_create_radial_arrai": 27, "test_create_simple_bkg": 56, "test_data_load": 26, "test_data_window_1": 26, "test_data_window_9": 26, "test_deficient_pixel": [0, 24], "test_despik": [0, 24], "test_destreak": [0, 24], "test_diff_method": 43, "test_different_array_size_subtract": 56, "test_different_paramet": 43, "test_dilation_ab": 43, "test_dilation_sigma": 43, "test_directori": [28, 56], "test_empty_history_equ": 6, "test_empty_history_from_fits_head": 6, "test_empty_list": 56, "test_extract_crota": 9, "test_extract_crota_helio": 9, "test_f_corona_model": [0, 55], "test_filename_base_gener": 7, "test_filled_history_from_fits_head": 6, "test_flipped_dates_subtraction_fail": 56, "test_flow": [0, 24, 42], "test_generate_data_statist": 7, "test_generate_data_statistics_from_zero": 7, "test_has_typecod": 7, "test_helio_celestial_wc": 9, "test_histori": [0, 5], "test_history_add_on": 6, "test_history_cannot_compare_to_nonhistory_typ": 6, "test_history_equ": 6, "test_history_iter": 6, "test_history_not_equals_if_differ": 6, "test_invalid_data_fil": 34, "test_invalid_polarization_st": 34, "test_invalid_telescop": 34, "test_invalid_vignetting_fil": 34, "test_io": [0, 5], "test_list_input_2": 56, "test_load_punchdata_with_histori": 7, "test_load_spacecraft_yaml": 8, "test_load_trefoil_wc": 9, "test_matrix_cr": 28, "test_mean_bkg": 56, "test_mean_data_window_1": 26, "test_mean_data_window_9": 26, "test_merg": [0, 42], "test_merge_many_task": 45, "test_meta": [0, 5], "test_metafield_creation_keyword_too_long": 8, "test_metafield_creation_kinds_do_not_match": 8, "test_metafield_not_mut": 8, "test_metafield_upd": 8, "test_metafield_wrong_kind_for_upd": 8, "test_min_bkg": 56, "test_nan_input": 26, "test_no_straylight_fil": 33, "test_no_vignetting_fil": 34, "test_normalized_metadata_to_fits_writes_histori": 8, "test_normalizedmetadata_from_fits_head": 8, "test_normalizedmetadata_from_template_abq": 8, "test_normalizedmetadata_from_template_cb1": 8, "test_normalizedmetadata_get_kei": 8, "test_normalizedmetadata_to_fits_head": 8, "test_not_2dim_destreaking_error": 28, "test_not_numpy_image_destreaking_error": 28, "test_not_square_image_destreak": 28, "test_percent_10_bkg": 56, "test_percent_5_bkg": 56, "test_point": [0, 24], "test_polar": [0, 42], "test_psf": [0, 24], "test_qual": [0, 42], "test_quartic_fit": [0, 24], "test_raise_error": 43, "test_raise_error_insufficient_fram": 43, "test_raise_no_error": 43, "test_remove_deficient_pixel": 26, "test_reproject_arrai": 48, "test_reproject_many_flow": 48, "test_required_yes_ab": 43, "test_required_yes_sigma": 43, "test_resampl": [0, 42], "test_resolve_polar": 46, "test_resolve_polarization_task": 46, "test_single_bright_point": 43, "test_single_bright_point_2": 43, "test_singular_matrix_error": 28, "test_spikejones_with_one_spik": 27, "test_stellar": [0, 55], "test_stray_light": [0, 24], "test_sun_loc": 9, "test_sun_location_gcr": 9, "test_threshold_ab": 43, "test_threshold_sigma": 43, "test_typo_method_bkg": 56, "test_uncertainti": 43, "test_valid_data_and_uncertainti": 43, "test_veto": 43, "test_vignett": [0, 24], "test_vignetting_correct": 34, "test_wc": [0, 5], "test_wcs_many_point_2d_check": 9, "test_wcs_many_point_3d_check": 9, "test_write_data": 7, "test_write_punchdata_with_distort": 7, "test_zero_threshold": 43, "testdata_dir": [7, 8, 56], "text": 87, "tfield": 87, "tform1": 87, "tform2": 87, "tform3": 87, "tform4": 87, "th": 15, "than": [15, 36, 49, 63, 75, 77], "thank": 63, "thei": 14, "them": [14, 22, 49, 67], "therefor": [36, 77], "thesauru": 87, "theta_i": 87, "theta_x": 87, "thi": [0, 16, 17, 23, 35, 36, 41, 49, 61, 63, 65, 67, 68, 69, 71, 73, 74, 75, 76, 77, 85, 87], "third": 87, "this_directori": [26, 29, 33, 34], "those": 49, "three": [2, 4], "threshold": [16, 36, 49, 68, 77], "threshold_mask_cutoff": 49, "through": [35, 61, 64, 71, 76], "thu": [49, 67], "tile": 87, "time": [1, 2, 4, 11, 12, 16, 17, 33, 34, 36, 41, 49, 54, 68, 69, 75, 77, 87], "time_1": 11, "time_2": 11, "timeseri": [36, 77], "timesi": 87, "titl": [2, 4, 87], "tmpdir": [6, 8], "to_fits_head": [2, 4], "todo": [62, 67, 75], "togeth": [65, 80], "toggl": 87, "too": [33, 34, 63, 67], "tool": [16, 68], "total": 87, "toward": [35, 76], "transfer": 69, "transform": [35, 41, 76, 87], "transient": [36, 77], "treat": [36, 77], "trefoil": [2, 11], "trefoil_shap": 41, "trefoil_wc": [39, 41], "triangl": 17, "true": [2, 3, 4, 36, 49, 52, 87], "truth": [23, 75], "ttype1": 87, "ttype2": 87, "ttype3": 87, "ttype4": 87, "tupl": [2, 4, 10, 11, 16, 22, 26, 32, 41, 43, 52, 56, 57], "tutori": 64, "two": [1, 2, 22, 36, 74, 77], "two_bright_point_sample_punchdata": 43, "type": [1, 2, 3, 4, 7, 11, 14, 15, 16, 17, 20, 21, 22, 23, 32, 35, 36, 40, 41, 49, 52, 54, 58, 68, 69, 73, 74, 75, 76, 87], "typecod": 87, "typeerror": [17, 69], "typic": [1, 2, 61], "u": [10, 49, 87], "uint8": 87, "uncertainti": [3, 20, 22, 23, 26, 35, 36, 39, 62, 64, 66, 70, 74, 75, 76, 87], "uncertainty_arrai": 3, "uncertainty_quantize_level": 3, "uncompress": 3, "understand": [64, 65], "undo": 76, "unifi": 87, "uniform": 73, "unit": [0, 2, 4, 11, 17, 22, 69, 74, 87], "unknowndimens": 87, "unpolar": 87, "unsharp": [16, 68], "unsharp_s": [16, 68], "up": 63, "updat": [3, 8, 14, 76, 87], "update_initial_uncertainty_task": [20, 71], "upper": [2, 4, 17], "us": [2, 4, 11, 15, 16, 17, 21, 22, 23, 26, 35, 36, 45, 46, 49, 52, 61, 63, 67, 68, 69, 71, 73, 74, 75, 76, 77, 87], "usag": 48, "use_gpu": 52, "user": 63, "ut": 87, "utc": 87, "util": [0, 13, 41], "valid": [2, 4, 12, 15, 34, 75, 87], "validate_image_is_squar": 58, "valu": [2, 4, 8, 17, 22, 26, 32, 35, 36, 49, 56, 61, 67, 71, 74, 76, 77, 87], "valueerror": [17, 69], "valuetyp": 4, "var": 87, "vari": 73, "variabl": 87, "variat": [35, 36, 76, 77], "veloc": 52, "ver": 87, "veri": 87, "version": [14, 16, 21, 22, 23, 35, 40, 58, 73, 75, 76, 87], "veto": [36, 77], "veto_limit": 36, "vg": 76, "vg_": 76, "via": [76, 87], "view": [15, 23, 73, 75, 87], "vignet": [33, 34, 35, 64, 66, 70, 87], "vignett": [0, 19, 76], "vignetting_function_path": 18, "vignetting_path": [35, 76], "visibl": 87, "vmax": 87, "vmin": 87, "vote": [36, 77], "voter_filenam": 36, "w": 87, "wa": [23, 36, 75, 77], "wai": 73, "want": [36, 63], "warn": [12, 33, 34, 87], "wavelength": 10, "wavelnth": 87, "waveunit": 87, "wc": [0, 2, 4, 10, 14, 39, 41, 48, 61, 87], "wcs_celesti": 11, "wcs_helio": 11, "wcs_section_nam": [2, 4], "wcsax": 87, "wcsname": 87, "wcsnamea": 87, "we": [17, 59, 63, 64, 65, 69, 71, 75], "websit": [65, 87], "welcom": 59, "well": 8, "wfi": 87, "wfi_qp_data": 87, "wfi_qp_data_map": 87, "wfi_qp_data_ndcub": 87, "wfi_qp_data_wc": 87, "wfi_qp_filenam": 87, "wfi_qp_head": 87, "wfi_qp_uncertainti": 87, "wgs84": 87, "what": [1, 2, 64], "when": [3, 26, 61, 87], "where": [17, 35, 58, 64, 76], "whether": [36, 52, 77], "which": [11, 15, 22, 23, 35, 36, 40, 49, 65, 71, 74, 75, 76, 77], "while": [2, 4, 23, 75], "white": 87, "wide": 59, "width": [15, 87], "wind": [65, 87], "window": [15, 16, 68], "window_s": 15, "wish": [67, 68, 69, 71, 73, 74, 76], "within": [2, 4, 61, 75], "without": [2, 3], "work": [17, 49, 64, 65, 68, 87], "world": [2, 4, 11, 87], "would": [22, 73], "wq": 87, "write": [2, 3, 58], "write_celestial_wc": [2, 4], "write_ndcube_to_fit": [2, 3], "written": [58, 61], "wrong": 12, "x": [7, 17, 20, 49, 74, 87], "x64": [75, 76], "x_": [22, 74], "xlabel": 87, "xtension": 87, "y": [7, 49, 87], "yaml": 8, "ylabel": 87, "you": [8, 36, 59, 63, 65, 67, 68, 69, 71, 73, 74, 76], "youngest": [1, 2], "your": [59, 63], "yr": 87, "z": [49, 87], "zbitpix": 87, "zcmptype": 87, "zdatasum": 87, "zenith": 87, "zero": [67, 87], "zero_data": 56, "zero_starfield_data": 57, "zhecksum": 87, "zimag": 87, "zname1": 87, "zname2": 87, "zname3": 87, "znaxi": 87, "znaxis1": 87, "znaxis2": 87, "zpn": 87, "zquantiz": 87, "zscale": 87, "zsimpl": 87, "zspike": [36, 77], "ztile1": 87, "ztile2": 87, "zval1": 87, "zval2": 87, "zval3": 87, "zzero": 87}, "titles": ["API Reference", "punchbowl.data.history", "punchbowl.data", "punchbowl.data.io", "punchbowl.data.meta", "punchbowl.data.tests", "punchbowl.data.tests.test_history", "punchbowl.data.tests.test_io", "punchbowl.data.tests.test_meta", "punchbowl.data.tests.test_wcs", "punchbowl.data.units", "punchbowl.data.wcs", "punchbowl.exceptions", "punchbowl", "punchbowl.level1.alignment", "punchbowl.level1.deficient_pixel", "punchbowl.level1.despike", "punchbowl.level1.destreak", "punchbowl.level1.flow", "punchbowl.level1", "punchbowl.level1.initial_uncertainty", "punchbowl.level1.psf", "punchbowl.level1.quartic_fit", "punchbowl.level1.stray_light", "punchbowl.level1.tests", "punchbowl.level1.tests.test_alignment", "punchbowl.level1.tests.test_deficient_pixel", "punchbowl.level1.tests.test_despike", "punchbowl.level1.tests.test_destreak", "punchbowl.level1.tests.test_flow", "punchbowl.level1.tests.test_pointing", "punchbowl.level1.tests.test_psf", "punchbowl.level1.tests.test_quartic_fit", "punchbowl.level1.tests.test_stray_light", "punchbowl.level1.tests.test_vignette", "punchbowl.level1.vignette", "punchbowl.level2.bright_structure", "punchbowl.level2.flow", "punchbowl.level2", "punchbowl.level2.merge", "punchbowl.level2.polarization", "punchbowl.level2.resample", "punchbowl.level2.tests", "punchbowl.level2.tests.test_bright_structure", "punchbowl.level2.tests.test_flow", "punchbowl.level2.tests.test_merge", "punchbowl.level2.tests.test_polarization", "punchbowl.level2.tests.test_quality", "punchbowl.level2.tests.test_resample", "punchbowl.level3.f_corona_model", "punchbowl.level3.flow", "punchbowl.level3", "punchbowl.level3.motion_filter", "punchbowl.level3.polarization", "punchbowl.level3.stellar", "punchbowl.level3.tests", "punchbowl.level3.tests.test_f_corona_model", "punchbowl.level3.tests.test_stellar", "punchbowl.util", "Contribute", "Accessing PUNCH Data", "PUNCHData object", "Data", "Help", "Welcome to punchbowl\u2019s documentation!", "Introduction", "Pipeline", "Deficient Pixel Replacement", "Despike", "Destreaking", "Level 1", "Initial Uncertainty Estimation", "Pointing Correction", "PSF Correction", "Quartic Fit Correction", "Stray Light Removal", "Vignetting Correction", "Bright Structure Identification", "Image Merging", "Image Resampling", "Level 2", "Polarization Resolution", "F-Corona Removal", "Level 3", "Starfield Removal", "Pipeline Overview", "QuickPUNCH", "QuickPUNCH data guide"], "titleterms": {"": 64, "1": 70, "2": 80, "3": 83, "access": 60, "align": 14, "api": 0, "appli": [67, 68, 69, 71, 72, 73, 74, 75, 76, 82, 84], "attribut": [1, 3, 4, 7, 8, 9, 10, 11, 13, 18, 26, 28, 29, 33, 34, 37, 52, 56], "bright": 77, "bright_structur": 36, "call": 41, "class": [1, 2, 4], "coeffici": 74, "concept": [61, 67, 68, 69, 71, 72, 73, 74, 75, 76, 82, 84], "content": [1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 26, 27, 28, 29, 32, 33, 34, 35, 36, 37, 39, 40, 41, 43, 45, 46, 48, 49, 50, 52, 53, 54, 56, 57, 58, 62, 64], "contribut": 59, "corona": 82, "correct": [67, 68, 69, 71, 72, 73, 74, 75, 76, 82, 84], "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 60, 62, 87], "defici": 67, "deficient_pixel": 15, "deriv": [67, 74, 75, 76, 84], "despik": [16, 68], "destreak": [17, 69], "document": 64, "doe": 65, "estim": 71, "exampl": 41, "except": 12, "f": 82, "f_corona_model": 49, "fit": [65, 74], "flow": [18, 37, 50], "function": [2, 3, 4, 6, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18, 20, 21, 22, 23, 26, 27, 28, 29, 32, 33, 34, 35, 36, 37, 39, 40, 41, 43, 45, 46, 48, 49, 50, 52, 53, 54, 56, 57, 58], "guid": 87, "help": 63, "histori": 1, "i": 65, "identif": 77, "imag": [78, 79], "indic": 64, "initi": 71, "initial_uncertainti": 20, "introduct": 65, "io": 3, "level": [70, 80, 83], "level1": [14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35], "level2": [36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48], "level3": [49, 50, 51, 52, 53, 54, 55, 56, 57], "light": 75, "mask": 67, "merg": [39, 78], "meta": 4, "model": [75, 84], "modul": [1, 3, 4, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 26, 27, 28, 29, 32, 33, 34, 35, 36, 37, 39, 40, 41, 43, 45, 46, 48, 49, 50, 52, 53, 54, 56, 57, 58], "motion_filt": 52, "object": 61, "overview": 85, "packag": [2, 13], "pipelin": [66, 85], "pixel": 67, "point": 72, "polar": [40, 53, 81], "psf": [21, 73], "punch": [60, 65], "punchbowl": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 64, 65], "punchdata": 61, "quartic": 74, "quartic_fit": 22, "quickpunch": [86, 87], "refer": 0, "remov": [75, 82, 84], "replac": 67, "resampl": [41, 79], "resolut": 81, "starfield": 84, "stellar": 54, "strai": 75, "stray_light": 23, "structur": 77, "submodul": [2, 5, 13, 19, 24, 38, 42, 51, 55], "subpackag": [2, 13, 19, 38, 51], "tabl": 64, "test": [5, 6, 7, 8, 9, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 42, 43, 44, 45, 46, 47, 48, 55, 56, 57], "test_align": 25, "test_bright_structur": 43, "test_deficient_pixel": 26, "test_despik": 27, "test_destreak": 28, "test_f_corona_model": 56, "test_flow": [29, 44], "test_histori": 6, "test_io": 7, "test_merg": 45, "test_meta": 8, "test_point": 30, "test_polar": 46, "test_psf": 31, "test_qual": 47, "test_quartic_fit": 32, "test_resampl": 48, "test_stellar": 57, "test_stray_light": 33, "test_vignett": 34, "test_wc": 9, "uncertainti": [61, 71], "unit": 10, "util": 58, "vignet": 76, "vignett": 35, "wc": 11, "welcom": 64, "what": 65, "where": 65}})
\ No newline at end of file
+Search.setIndex({"alltitles": {"API Reference": [[0, null]], "Accessing PUNCH Data": [[62, null]], "Applying correction": [[69, "applying-correction"], [70, "applying-correction"], [71, "applying-correction"], [73, "applying-correction"], [74, "applying-correction"], [75, "applying-correction"], [76, "applying-correction"], [77, "applying-correction"], [78, "applying-correction"], [84, "applying-correction"], [86, "applying-correction"]], "Attributes": [[1, "attributes"], [3, "attributes"], [4, "attributes"], [7, "attributes"], [8, "attributes"], [9, "attributes"], [10, "attributes"], [11, "attributes"], [13, "attributes"], [18, "attributes"], [23, "attributes"], [27, "attributes"], [29, "attributes"], [30, "attributes"], [35, "attributes"], [36, "attributes"], [39, "attributes"], [54, "attributes"], [58, "attributes"]], "Bright Structure Identification": [[79, null]], "Classes": [[1, "classes"], [2, "classes"], [4, "classes"]], "Concept": [[63, "concept"], [69, "concept"], [70, "concept"], [71, "concept"], [73, "concept"], [74, "concept"], [75, "concept"], [76, "concept"], [77, "concept"], [78, "concept"], [84, "concept"], [86, "concept"]], "Contents:": [[64, null], [66, null]], "Contribute": [[61, null]], "Data": [[64, null]], "Deficient Pixel Replacement": [[69, null]], "Deriving coefficients": [[76, "deriving-coefficients"]], "Deriving correction": [[78, "deriving-correction"]], "Deriving starfield model": [[86, "deriving-starfield-model"]], "Deriving stray light model": [[77, "deriving-stray-light-model"]], "Deriving the pixel mask": [[69, "deriving-the-pixel-mask"]], "Despike": [[70, null]], "Destreaking": [[71, null]], "Example Call": [[43, "example-call"]], "Exceptions": [[12, "exceptions"]], "F-Corona Removal": [[84, null]], "Functions": [[2, "functions"], [3, "functions"], [4, "functions"], [6, "functions"], [7, "functions"], [8, "functions"], [9, "functions"], [10, "functions"], [11, "functions"], [14, "functions"], [15, "functions"], [16, "functions"], [17, "functions"], [18, "functions"], [20, "functions"], [21, "functions"], [22, "functions"], [23, "functions"], [24, "functions"], [27, "functions"], [28, "functions"], [29, "functions"], [30, "functions"], [33, "functions"], [34, "functions"], [35, "functions"], [36, "functions"], [37, "functions"], [38, "functions"], [39, "functions"], [41, "functions"], [42, "functions"], [43, "functions"], [45, "functions"], [47, "functions"], [48, "functions"], [50, "functions"], [51, "functions"], [52, "functions"], [54, "functions"], [55, "functions"], [56, "functions"], [58, "functions"], [59, "functions"], [60, "functions"]], "Help": [[65, null]], "Image Merging": [[80, null]], "Image Resampling": [[81, null]], "Indices and tables": [[66, "indices-and-tables"]], "Initial Uncertainty Estimation": [[73, null]], "Introduction": [[67, null]], "Level 1": [[72, null]], "Level 2": [[82, null]], "Level 3": [[85, null]], "Module Contents": [[1, "module-contents"], [3, "module-contents"], [4, "module-contents"], [6, "module-contents"], [7, "module-contents"], [8, "module-contents"], [9, "module-contents"], [10, "module-contents"], [11, "module-contents"], [12, "module-contents"], [14, "module-contents"], [15, "module-contents"], [16, "module-contents"], [17, "module-contents"], [18, "module-contents"], [20, "module-contents"], [21, "module-contents"], [22, "module-contents"], [23, "module-contents"], [24, "module-contents"], [27, "module-contents"], [28, "module-contents"], [29, "module-contents"], [30, "module-contents"], [33, "module-contents"], [34, "module-contents"], [35, "module-contents"], [36, "module-contents"], [37, "module-contents"], [38, "module-contents"], [39, "module-contents"], [41, "module-contents"], [42, "module-contents"], [43, "module-contents"], [45, "module-contents"], [47, "module-contents"], [48, "module-contents"], [50, "module-contents"], [51, "module-contents"], [52, "module-contents"], [54, "module-contents"], [55, "module-contents"], [56, "module-contents"], [58, "module-contents"], [59, "module-contents"], [60, "module-contents"]], "PSF Correction": [[75, null]], "PUNCHData object": [[63, null]], "Package Contents": [[2, "package-contents"], [13, "package-contents"]], "Pipeline": [[68, null]], "Pipeline Overview": [[87, null]], "Pointing Correction": [[74, null]], "Polarization Resolution": [[83, null]], "Quartic Fit Correction": [[76, null]], "QuickPUNCH": [[88, null]], "QuickPUNCH data guide": [[89, null]], "Starfield Removal": [[86, null]], "Stray Light Removal": [[77, null]], "Submodules": [[2, "submodules"], [5, "submodules"], [13, "submodules"], [19, "submodules"], [25, "submodules"], [40, "submodules"], [44, "submodules"], [53, "submodules"], [57, "submodules"]], "Subpackages": [[2, "subpackages"], [13, "subpackages"], [19, "subpackages"], [40, "subpackages"], [53, "subpackages"]], "Uncertainty": [[63, "uncertainty"]], "Vignetting Correction": [[78, null]], "Welcome to punchbowl\u2019s documentation!": [[66, null]], "What is PUNCH?": [[67, "what-is-punch"]], "Where does punchbowl fit in?": [[67, "where-does-punchbowl-fit-in"]], "punchbowl": [[13, null]], "punchbowl.data": [[2, null]], "punchbowl.data.history": [[1, null]], "punchbowl.data.io": [[3, null]], "punchbowl.data.meta": [[4, null]], "punchbowl.data.tests": [[5, null]], "punchbowl.data.tests.test_history": [[6, null]], "punchbowl.data.tests.test_io": [[7, null]], "punchbowl.data.tests.test_meta": [[8, null]], "punchbowl.data.tests.test_wcs": [[9, null]], "punchbowl.data.units": [[10, null]], "punchbowl.data.wcs": [[11, null]], "punchbowl.exceptions": [[12, null]], "punchbowl.level1": [[19, null]], "punchbowl.level1.alignment": [[14, null]], "punchbowl.level1.deficient_pixel": [[15, null]], "punchbowl.level1.despike": [[16, null]], "punchbowl.level1.destreak": [[17, null]], "punchbowl.level1.flow": [[18, null]], "punchbowl.level1.initial_uncertainty": [[20, null]], "punchbowl.level1.psf": [[21, null]], "punchbowl.level1.quartic_fit": [[22, null]], "punchbowl.level1.sqrt": [[23, null]], "punchbowl.level1.stray_light": [[24, null]], "punchbowl.level1.tests": [[25, null]], "punchbowl.level1.tests.test_alignment": [[26, null]], "punchbowl.level1.tests.test_deficient_pixel": [[27, null]], "punchbowl.level1.tests.test_despike": [[28, null]], "punchbowl.level1.tests.test_destreak": [[29, null]], "punchbowl.level1.tests.test_flow": [[30, null]], "punchbowl.level1.tests.test_pointing": [[31, null]], "punchbowl.level1.tests.test_psf": [[32, null]], "punchbowl.level1.tests.test_quartic_fit": [[33, null]], "punchbowl.level1.tests.test_sqrt": [[34, null]], "punchbowl.level1.tests.test_stray_light": [[35, null]], "punchbowl.level1.tests.test_vignette": [[36, null]], "punchbowl.level1.vignette": [[37, null]], "punchbowl.level2": [[40, null]], "punchbowl.level2.bright_structure": [[38, null]], "punchbowl.level2.flow": [[39, null]], "punchbowl.level2.merge": [[41, null]], "punchbowl.level2.polarization": [[42, null]], "punchbowl.level2.resample": [[43, null]], "punchbowl.level2.tests": [[44, null]], "punchbowl.level2.tests.test_bright_structure": [[45, null]], "punchbowl.level2.tests.test_flow": [[46, null]], "punchbowl.level2.tests.test_merge": [[47, null]], "punchbowl.level2.tests.test_polarization": [[48, null]], "punchbowl.level2.tests.test_quality": [[49, null]], "punchbowl.level2.tests.test_resample": [[50, null]], "punchbowl.level3": [[53, null]], "punchbowl.level3.f_corona_model": [[51, null]], "punchbowl.level3.flow": [[52, null]], "punchbowl.level3.motion_filter": [[54, null]], "punchbowl.level3.polarization": [[55, null]], "punchbowl.level3.stellar": [[56, null]], "punchbowl.level3.tests": [[57, null]], "punchbowl.level3.tests.test_f_corona_model": [[58, null]], "punchbowl.level3.tests.test_stellar": [[59, null]], "punchbowl.util": [[60, null]]}, "docnames": ["autoapi/index", "autoapi/punchbowl/data/history/index", "autoapi/punchbowl/data/index", "autoapi/punchbowl/data/io/index", "autoapi/punchbowl/data/meta/index", "autoapi/punchbowl/data/tests/index", "autoapi/punchbowl/data/tests/test_history/index", "autoapi/punchbowl/data/tests/test_io/index", "autoapi/punchbowl/data/tests/test_meta/index", "autoapi/punchbowl/data/tests/test_wcs/index", "autoapi/punchbowl/data/units/index", "autoapi/punchbowl/data/wcs/index", "autoapi/punchbowl/exceptions/index", "autoapi/punchbowl/index", "autoapi/punchbowl/level1/alignment/index", "autoapi/punchbowl/level1/deficient_pixel/index", "autoapi/punchbowl/level1/despike/index", "autoapi/punchbowl/level1/destreak/index", "autoapi/punchbowl/level1/flow/index", "autoapi/punchbowl/level1/index", "autoapi/punchbowl/level1/initial_uncertainty/index", "autoapi/punchbowl/level1/psf/index", "autoapi/punchbowl/level1/quartic_fit/index", "autoapi/punchbowl/level1/sqrt/index", "autoapi/punchbowl/level1/stray_light/index", "autoapi/punchbowl/level1/tests/index", "autoapi/punchbowl/level1/tests/test_alignment/index", "autoapi/punchbowl/level1/tests/test_deficient_pixel/index", "autoapi/punchbowl/level1/tests/test_despike/index", "autoapi/punchbowl/level1/tests/test_destreak/index", "autoapi/punchbowl/level1/tests/test_flow/index", "autoapi/punchbowl/level1/tests/test_pointing/index", "autoapi/punchbowl/level1/tests/test_psf/index", "autoapi/punchbowl/level1/tests/test_quartic_fit/index", "autoapi/punchbowl/level1/tests/test_sqrt/index", "autoapi/punchbowl/level1/tests/test_stray_light/index", "autoapi/punchbowl/level1/tests/test_vignette/index", "autoapi/punchbowl/level1/vignette/index", "autoapi/punchbowl/level2/bright_structure/index", "autoapi/punchbowl/level2/flow/index", "autoapi/punchbowl/level2/index", "autoapi/punchbowl/level2/merge/index", "autoapi/punchbowl/level2/polarization/index", "autoapi/punchbowl/level2/resample/index", "autoapi/punchbowl/level2/tests/index", "autoapi/punchbowl/level2/tests/test_bright_structure/index", "autoapi/punchbowl/level2/tests/test_flow/index", "autoapi/punchbowl/level2/tests/test_merge/index", "autoapi/punchbowl/level2/tests/test_polarization/index", "autoapi/punchbowl/level2/tests/test_quality/index", "autoapi/punchbowl/level2/tests/test_resample/index", "autoapi/punchbowl/level3/f_corona_model/index", "autoapi/punchbowl/level3/flow/index", "autoapi/punchbowl/level3/index", "autoapi/punchbowl/level3/motion_filter/index", "autoapi/punchbowl/level3/polarization/index", "autoapi/punchbowl/level3/stellar/index", "autoapi/punchbowl/level3/tests/index", "autoapi/punchbowl/level3/tests/test_f_corona_model/index", "autoapi/punchbowl/level3/tests/test_stellar/index", "autoapi/punchbowl/util/index", "contribute", "data/access", "data/data_object", "data/index", "help", "index", "intro", "pipeline/index", "pipeline/level1/deficient_pixel", "pipeline/level1/despike", "pipeline/level1/destreak", "pipeline/level1/index", "pipeline/level1/initial_uncertainty", "pipeline/level1/pointing", "pipeline/level1/psf_correction", "pipeline/level1/quartic_fit", "pipeline/level1/stray_light", "pipeline/level1/vignetting_correction", "pipeline/level2/bright_structure", "pipeline/level2/image_merging", "pipeline/level2/image_resample", "pipeline/level2/index", "pipeline/level2/polarization", "pipeline/level3/f_corona", "pipeline/level3/index", "pipeline/level3/starfield", "pipeline/overview", "pipeline/quickPUNCH/index", "pipeline/quickPUNCH/quickpunch_data_guide"], "envversion": {"nbsphinx": 4, "sphinx": 64, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2}, "filenames": ["autoapi/index.rst", "autoapi/punchbowl/data/history/index.rst", "autoapi/punchbowl/data/index.rst", "autoapi/punchbowl/data/io/index.rst", "autoapi/punchbowl/data/meta/index.rst", "autoapi/punchbowl/data/tests/index.rst", "autoapi/punchbowl/data/tests/test_history/index.rst", "autoapi/punchbowl/data/tests/test_io/index.rst", "autoapi/punchbowl/data/tests/test_meta/index.rst", "autoapi/punchbowl/data/tests/test_wcs/index.rst", "autoapi/punchbowl/data/units/index.rst", "autoapi/punchbowl/data/wcs/index.rst", "autoapi/punchbowl/exceptions/index.rst", "autoapi/punchbowl/index.rst", "autoapi/punchbowl/level1/alignment/index.rst", "autoapi/punchbowl/level1/deficient_pixel/index.rst", "autoapi/punchbowl/level1/despike/index.rst", "autoapi/punchbowl/level1/destreak/index.rst", "autoapi/punchbowl/level1/flow/index.rst", "autoapi/punchbowl/level1/index.rst", "autoapi/punchbowl/level1/initial_uncertainty/index.rst", "autoapi/punchbowl/level1/psf/index.rst", "autoapi/punchbowl/level1/quartic_fit/index.rst", "autoapi/punchbowl/level1/sqrt/index.rst", "autoapi/punchbowl/level1/stray_light/index.rst", "autoapi/punchbowl/level1/tests/index.rst", "autoapi/punchbowl/level1/tests/test_alignment/index.rst", "autoapi/punchbowl/level1/tests/test_deficient_pixel/index.rst", "autoapi/punchbowl/level1/tests/test_despike/index.rst", "autoapi/punchbowl/level1/tests/test_destreak/index.rst", "autoapi/punchbowl/level1/tests/test_flow/index.rst", "autoapi/punchbowl/level1/tests/test_pointing/index.rst", "autoapi/punchbowl/level1/tests/test_psf/index.rst", "autoapi/punchbowl/level1/tests/test_quartic_fit/index.rst", "autoapi/punchbowl/level1/tests/test_sqrt/index.rst", "autoapi/punchbowl/level1/tests/test_stray_light/index.rst", "autoapi/punchbowl/level1/tests/test_vignette/index.rst", "autoapi/punchbowl/level1/vignette/index.rst", "autoapi/punchbowl/level2/bright_structure/index.rst", "autoapi/punchbowl/level2/flow/index.rst", "autoapi/punchbowl/level2/index.rst", "autoapi/punchbowl/level2/merge/index.rst", "autoapi/punchbowl/level2/polarization/index.rst", "autoapi/punchbowl/level2/resample/index.rst", "autoapi/punchbowl/level2/tests/index.rst", "autoapi/punchbowl/level2/tests/test_bright_structure/index.rst", "autoapi/punchbowl/level2/tests/test_flow/index.rst", "autoapi/punchbowl/level2/tests/test_merge/index.rst", "autoapi/punchbowl/level2/tests/test_polarization/index.rst", "autoapi/punchbowl/level2/tests/test_quality/index.rst", "autoapi/punchbowl/level2/tests/test_resample/index.rst", "autoapi/punchbowl/level3/f_corona_model/index.rst", "autoapi/punchbowl/level3/flow/index.rst", "autoapi/punchbowl/level3/index.rst", "autoapi/punchbowl/level3/motion_filter/index.rst", "autoapi/punchbowl/level3/polarization/index.rst", "autoapi/punchbowl/level3/stellar/index.rst", "autoapi/punchbowl/level3/tests/index.rst", "autoapi/punchbowl/level3/tests/test_f_corona_model/index.rst", "autoapi/punchbowl/level3/tests/test_stellar/index.rst", "autoapi/punchbowl/util/index.rst", "contribute.rst", "data/access.rst", "data/data_object.rst", "data/index.rst", "help.rst", "index.rst", "intro.rst", "pipeline/index.rst", "pipeline/level1/deficient_pixel.rst", "pipeline/level1/despike.rst", "pipeline/level1/destreak.rst", "pipeline/level1/index.rst", "pipeline/level1/initial_uncertainty.rst", "pipeline/level1/pointing.rst", "pipeline/level1/psf_correction.rst", "pipeline/level1/quartic_fit.rst", "pipeline/level1/stray_light.rst", "pipeline/level1/vignetting_correction.rst", "pipeline/level2/bright_structure.rst", "pipeline/level2/image_merging.rst", "pipeline/level2/image_resample.rst", "pipeline/level2/index.rst", "pipeline/level2/polarization.rst", "pipeline/level3/f_corona.rst", "pipeline/level3/index.rst", "pipeline/level3/starfield.rst", "pipeline/overview.rst", "pipeline/quickPUNCH/index.rst", "pipeline/quickPUNCH/quickpunch_data_guide.ipynb"], "indexentries": {"__contains__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__contains__", false]], "__contains__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__contains__", false]], "__delitem__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__delitem__", false]], "__delitem__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__delitem__", false]], "__eq__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__eq__", false]], "__eq__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__eq__", false]], "__eq__() (punchbowl.data.meta.metafield method)": [[4, "punchbowl.data.meta.MetaField.__eq__", false]], "__eq__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__eq__", false]], "__eq__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__eq__", false]], "__getitem__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__getitem__", false]], "__getitem__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__getitem__", false]], "__getitem__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__getitem__", false]], "__getitem__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__getitem__", false]], "__iter__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__iter__", false]], "__iter__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__iter__", false]], "__iter__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__iter__", false]], "__iter__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__iter__", false]], "__len__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__len__", false]], "__len__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__len__", false]], "__len__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__len__", false]], "__len__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__len__", false]], "__next__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__next__", false]], "__next__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__next__", false]], "__setitem__() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.__setitem__", false]], "__setitem__() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.__setitem__", false]], "__str__() (punchbowl.data.history method)": [[2, "punchbowl.data.History.__str__", false]], "__str__() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.__str__", false]], "__version__ (in module punchbowl)": [[13, "punchbowl.__version__", false]], "_comment (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._comment", false]], "_contents (punchbowl.data.meta.normalizedmetadata attribute)": [[4, "punchbowl.data.meta.NormalizedMetadata._contents", false]], "_contents (punchbowl.data.normalizedmetadata attribute)": [[2, "punchbowl.data.NormalizedMetadata._contents", false]], "_datatype (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._datatype", false]], "_default (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._default", false]], "_determine_omits_and_overrides() (punchbowl.data.meta.normalizedmetadata static method)": [[4, "punchbowl.data.meta.NormalizedMetadata._determine_omits_and_overrides", false]], "_determine_omits_and_overrides() (punchbowl.data.normalizedmetadata static method)": [[2, "punchbowl.data.NormalizedMetadata._determine_omits_and_overrides", false]], "_entries (punchbowl.data.history attribute)": [[2, "punchbowl.data.History._entries", false]], "_entries (punchbowl.data.history.history attribute)": [[1, "punchbowl.data.history.History._entries", false]], "_history (punchbowl.data.meta.normalizedmetadata attribute)": [[4, "punchbowl.data.meta.NormalizedMetadata._history", false]], "_history (punchbowl.data.normalizedmetadata attribute)": [[2, "punchbowl.data.NormalizedMetadata._history", false]], "_keyword (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._keyword", false]], "_load_template_files() (punchbowl.data.meta.normalizedmetadata static method)": [[4, "punchbowl.data.meta.NormalizedMetadata._load_template_files", false]], "_load_template_files() (punchbowl.data.normalizedmetadata static method)": [[2, "punchbowl.data.NormalizedMetadata._load_template_files", false]], "_match_product_code_in_level_spec() (punchbowl.data.meta.normalizedmetadata static method)": [[4, "punchbowl.data.meta.NormalizedMetadata._match_product_code_in_level_spec", false]], "_match_product_code_in_level_spec() (punchbowl.data.normalizedmetadata static method)": [[2, "punchbowl.data.NormalizedMetadata._match_product_code_in_level_spec", false]], "_mutable (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._mutable", false]], "_pack_uncertainty() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._pack_uncertainty", false]], "_root (in module punchbowl.data.io)": [[3, "punchbowl.data.io._ROOT", false]], "_root (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta._ROOT", false]], "_root (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs._ROOT", false]], "_root (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs._ROOT", false]], "_times_are_equal() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs._times_are_equal", false]], "_unpack_uncertainty() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._unpack_uncertainty", false]], "_update_statistics() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._update_statistics", false]], "_validate_key_is_str() (punchbowl.data.meta.normalizedmetadata static method)": [[4, "punchbowl.data.meta.NormalizedMetadata._validate_key_is_str", false]], "_validate_key_is_str() (punchbowl.data.normalizedmetadata static method)": [[2, "punchbowl.data.NormalizedMetadata._validate_key_is_str", false]], "_value (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField._value", false]], "_wcs_section_name (punchbowl.data.meta.normalizedmetadata attribute)": [[4, "punchbowl.data.meta.NormalizedMetadata._wcs_section_name", false]], "_wcs_section_name (punchbowl.data.normalizedmetadata attribute)": [[2, "punchbowl.data.NormalizedMetadata._wcs_section_name", false]], "_write_fits() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._write_fits", false]], "_write_ql() (in module punchbowl.data.io)": [[3, "punchbowl.data.io._write_ql", false]], "_zvalue_from_index() (in module punchbowl.level3.f_corona_model)": [[51, "punchbowl.level3.f_corona_model._zvalue_from_index", false]], "add_entry() (punchbowl.data.history method)": [[2, "punchbowl.data.History.add_entry", false]], "add_entry() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.add_entry", false]], "add_now() (punchbowl.data.history method)": [[2, "punchbowl.data.History.add_now", false]], "add_now() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.add_now", false]], "align_task() (in module punchbowl.level1.alignment)": [[14, "punchbowl.level1.alignment.align_task", false]], "apply_motion_filter() (in module punchbowl.level3.motion_filter)": [[54, "punchbowl.level3.motion_filter.apply_motion_filter", false]], "astropy_time (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.astropy_time", false]], "astropy_time (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.astropy_time", false]], "calculate_celestial_wcs_from_helio() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.calculate_celestial_wcs_from_helio", false]], "calculate_helio_wcs_from_celestial() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.calculate_helio_wcs_from_celestial", false]], "calculate_image_pixel_area() (in module punchbowl.data.units)": [[10, "punchbowl.data.units.calculate_image_pixel_area", false]], "calculate_pc_matrix() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.calculate_pc_matrix", false]], "cell_neighbors() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.cell_neighbors", false]], "clear() (punchbowl.data.history method)": [[2, "punchbowl.data.History.clear", false]], "clear() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.clear", false]], "comment (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.comment", false]], "compute_noise() (in module punchbowl.level1.initial_uncertainty)": [[20, "punchbowl.level1.initial_uncertainty.compute_noise", false]], "compute_uncertainty() (in module punchbowl.level1.initial_uncertainty)": [[20, "punchbowl.level1.initial_uncertainty.compute_uncertainty", false]], "construct_f_corona_background() (in module punchbowl.level3.f_corona_model)": [[51, "punchbowl.level3.f_corona_model.construct_f_corona_background", false]], "convert_polarization() (in module punchbowl.level3.polarization)": [[55, "punchbowl.level3.polarization.convert_polarization", false]], "correct_psf() (in module punchbowl.level1.psf)": [[21, "punchbowl.level1.psf.correct_psf", false]], "correct_psf_task() (in module punchbowl.level1.psf)": [[21, "punchbowl.level1.psf.correct_psf_task", false]], "correct_streaks() (in module punchbowl.level1.destreak)": [[17, "punchbowl.level1.destreak.correct_streaks", false]], "correct_vignetting_task() (in module punchbowl.level1.vignette)": [[37, "punchbowl.level1.vignette.correct_vignetting_task", false]], "create_all_valid_deficient_pixel_map() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.create_all_valid_deficient_pixel_map", false]], "create_coefficient_image() (in module punchbowl.level1.quartic_fit)": [[22, "punchbowl.level1.quartic_fit.create_coefficient_image", false]], "create_constant_quartic_coefficients() (in module punchbowl.level1.quartic_fit)": [[22, "punchbowl.level1.quartic_fit.create_constant_quartic_coefficients", false]], "create_empty_f_background_model() (in module punchbowl.level3.f_corona_model)": [[51, "punchbowl.level3.f_corona_model.create_empty_f_background_model", false]], "create_empty_starfield_background() (in module punchbowl.level3.stellar)": [[56, "punchbowl.level3.stellar.create_empty_starfield_background", false]], "datatype (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.datatype", false]], "datetime (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.datetime", false]], "datetime (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.datetime", false]], "decode_sqrt() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.decode_sqrt", false]], "decode_sqrt_by_table() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.decode_sqrt_by_table", false]], "decode_sqrt_corrected() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.decode_sqrt_corrected", false]], "decode_sqrt_data() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.decode_sqrt_data", false]], "decode_sqrt_simple() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.decode_sqrt_simple", false]], "default (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.default", false]], "delete_section() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.delete_section", false]], "delete_section() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.delete_section", false]], "despike_task() (in module punchbowl.level1.despike)": [[16, "punchbowl.level1.despike.despike_task", false]], "destreak_task() (in module punchbowl.level1.destreak)": [[17, "punchbowl.level1.destreak.destreak_task", false]], "distortion_keywords (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.DISTORTION_KEYWORDS", false]], "dn_to_msb() (in module punchbowl.data.units)": [[10, "punchbowl.data.units.dn_to_msb", false]], "dn_to_photons() (in module punchbowl.level1.initial_uncertainty)": [[20, "punchbowl.level1.initial_uncertainty.dn_to_photons", false]], "empty_history() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.empty_history", false]], "encode_sqrt() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.encode_sqrt", false]], "even_sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.even_sample_punchdata", false]], "extract_crota_from_wcs() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.extract_crota_from_wcs", false]], "extrametadatawarning": [[12, "punchbowl.exceptions.ExtraMetadataWarning", false]], "fake_one_image() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.fake_one_image", false]], "filenames (in module punchbowl.level1.flow)": [[18, "punchbowl.level1.flow.filenames", false]], "filenames (in module punchbowl.level2.flow)": [[39, "punchbowl.level2.flow.filenames", false]], "fits_keys (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.fits_keys", false]], "fits_keys (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.fits_keys", false]], "from_fits_header() (punchbowl.data.history class method)": [[2, "punchbowl.data.History.from_fits_header", false]], "from_fits_header() (punchbowl.data.history.history class method)": [[1, "punchbowl.data.history.History.from_fits_header", false]], "from_fits_header() (punchbowl.data.meta.normalizedmetadata class method)": [[4, "punchbowl.data.meta.NormalizedMetadata.from_fits_header", false]], "from_fits_header() (punchbowl.data.normalizedmetadata class method)": [[2, "punchbowl.data.NormalizedMetadata.from_fits_header", false]], "gcrs_to_hpc() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.gcrs_to_hpc", false]], "generate_decode_sqrt_table() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.generate_decode_sqrt_table", false]], "generate_hourglass_filter() (in module punchbowl.level3.motion_filter)": [[54, "punchbowl.level3.motion_filter.generate_hourglass_filter", false]], "generate_psf_model_core_flow() (in module punchbowl.level1.flow)": [[18, "punchbowl.level1.flow.generate_psf_model_core_flow", false]], "generate_starfield_background() (in module punchbowl.level3.stellar)": [[56, "punchbowl.level3.stellar.generate_starfield_background", false]], "get_base_file_name() (in module punchbowl.data)": [[2, "punchbowl.data.get_base_file_name", false]], "get_base_file_name() (in module punchbowl.data.io)": [[3, "punchbowl.data.io.get_base_file_name", false]], "get_p_angle() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.get_p_angle", false]], "get_sun_ra_dec() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.get_sun_ra_dec", false]], "has_cupy (in module punchbowl.level3.motion_filter)": [[54, "punchbowl.level3.motion_filter.HAS_CUPY", false]], "history (class in punchbowl.data)": [[2, "punchbowl.data.History", false]], "history (class in punchbowl.data.history)": [[1, "punchbowl.data.history.History", false]], "history (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.history", false]], "history (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.history", false]], "historyentry (in module punchbowl.data.history)": [[1, "punchbowl.data.history.HistoryEntry", false]], "hpc_to_gcrs() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.hpc_to_gcrs", false]], "identify_bright_structures_task() (in module punchbowl.level2.bright_structure)": [[38, "punchbowl.level2.bright_structure.identify_bright_structures_task", false]], "incorrect_shape_data() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.incorrect_shape_data", false]], "incorrectfilecounterror": [[12, "punchbowl.exceptions.IncorrectFileCountError", false]], "incorrectpolarizationstatewarning": [[12, "punchbowl.exceptions.IncorrectPolarizationStateWarning", false]], "incorrecttelescopewarning": [[12, "punchbowl.exceptions.IncorrectTelescopeWarning", false]], "increasing_pixel_data() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.increasing_pixel_data", false]], "invaliddataerror": [[12, "punchbowl.exceptions.InvalidDataError", false]], "invalidheadererror": [[12, "punchbowl.exceptions.InvalidHeaderError", false]], "keyword (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.keyword", false]], "largetimedeltawarning": [[12, "punchbowl.exceptions.LargeTimeDeltaWarning", false]], "layer_mask() (in module punchbowl.level3.motion_filter)": [[54, "punchbowl.level3.motion_filter.layer_mask", false]], "level1_core_flow() (in module punchbowl.level1.flow)": [[18, "punchbowl.level1.flow.level1_core_flow", false]], "level2_core_flow() (in module punchbowl.level2.flow)": [[39, "punchbowl.level2.flow.level2_core_flow", false]], "level3_core_flow() (in module punchbowl.level3.flow)": [[52, "punchbowl.level3.flow.level3_core_flow", false]], "load_image_task() (in module punchbowl.util)": [[60, "punchbowl.util.load_image_task", false]], "load_level_spec() (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.load_level_spec", false]], "load_ndcube_from_fits() (in module punchbowl.data)": [[2, "punchbowl.data.load_ndcube_from_fits", false]], "load_ndcube_from_fits() (in module punchbowl.data.io)": [[3, "punchbowl.data.io.load_ndcube_from_fits", false]], "load_omniheader() (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.load_omniheader", false]], "load_spacecraft_def() (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.load_spacecraft_def", false]], "load_template() (punchbowl.data.meta.normalizedmetadata class method)": [[4, "punchbowl.data.meta.NormalizedMetadata.load_template", false]], "load_template() (punchbowl.data.normalizedmetadata class method)": [[2, "punchbowl.data.NormalizedMetadata.load_template", false]], "load_trefoil_wcs() (in module punchbowl.data)": [[2, "punchbowl.data.load_trefoil_wcs", false]], "load_trefoil_wcs() (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.load_trefoil_wcs", false]], "make_empty_distortion_model() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.make_empty_distortion_model", false]], "mean_b_offset() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.mean_b_offset", false]], "mean_correct() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.mean_correct", false]], "median_correct() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.median_correct", false]], "merge_many_task() (in module punchbowl.level2.merge)": [[41, "punchbowl.level2.merge.merge_many_task", false]], "metafield (class in punchbowl.data.meta)": [[4, "punchbowl.data.meta.MetaField", false]], "missingmetadataerror": [[12, "punchbowl.exceptions.MissingMetadataError", false]], "module": [[1, "module-punchbowl.data.history", false], [2, "module-punchbowl.data", false], [3, "module-punchbowl.data.io", false], [4, "module-punchbowl.data.meta", false], [5, "module-punchbowl.data.tests", false], [6, "module-punchbowl.data.tests.test_history", false], [7, "module-punchbowl.data.tests.test_io", false], [8, "module-punchbowl.data.tests.test_meta", false], [9, "module-punchbowl.data.tests.test_wcs", false], [10, "module-punchbowl.data.units", false], [11, "module-punchbowl.data.wcs", false], [12, "module-punchbowl.exceptions", false], [13, "module-punchbowl", false], [14, "module-punchbowl.level1.alignment", false], [15, "module-punchbowl.level1.deficient_pixel", false], [16, "module-punchbowl.level1.despike", false], [17, "module-punchbowl.level1.destreak", false], [18, "module-punchbowl.level1.flow", false], [19, "module-punchbowl.level1", false], [20, "module-punchbowl.level1.initial_uncertainty", false], [21, "module-punchbowl.level1.psf", false], [22, "module-punchbowl.level1.quartic_fit", false], [23, "module-punchbowl.level1.sqrt", false], [24, "module-punchbowl.level1.stray_light", false], [25, "module-punchbowl.level1.tests", false], [26, "module-punchbowl.level1.tests.test_alignment", false], [27, "module-punchbowl.level1.tests.test_deficient_pixel", false], [28, "module-punchbowl.level1.tests.test_despike", false], [29, "module-punchbowl.level1.tests.test_destreak", false], [30, "module-punchbowl.level1.tests.test_flow", false], [31, "module-punchbowl.level1.tests.test_pointing", false], [32, "module-punchbowl.level1.tests.test_psf", false], [33, "module-punchbowl.level1.tests.test_quartic_fit", false], [34, "module-punchbowl.level1.tests.test_sqrt", false], [35, "module-punchbowl.level1.tests.test_stray_light", false], [36, "module-punchbowl.level1.tests.test_vignette", false], [37, "module-punchbowl.level1.vignette", false], [38, "module-punchbowl.level2.bright_structure", false], [39, "module-punchbowl.level2.flow", false], [40, "module-punchbowl.level2", false], [41, "module-punchbowl.level2.merge", false], [42, "module-punchbowl.level2.polarization", false], [43, "module-punchbowl.level2.resample", false], [44, "module-punchbowl.level2.tests", false], [45, "module-punchbowl.level2.tests.test_bright_structure", false], [46, "module-punchbowl.level2.tests.test_flow", false], [47, "module-punchbowl.level2.tests.test_merge", false], [48, "module-punchbowl.level2.tests.test_polarization", false], [49, "module-punchbowl.level2.tests.test_quality", false], [50, "module-punchbowl.level2.tests.test_resample", false], [51, "module-punchbowl.level3.f_corona_model", false], [52, "module-punchbowl.level3.flow", false], [53, "module-punchbowl.level3", false], [54, "module-punchbowl.level3.motion_filter", false], [55, "module-punchbowl.level3.polarization", false], [56, "module-punchbowl.level3.stellar", false], [57, "module-punchbowl.level3.tests", false], [58, "module-punchbowl.level3.tests.test_f_corona_model", false], [59, "module-punchbowl.level3.tests.test_stellar", false], [60, "module-punchbowl.util", false]], "most_recent() (punchbowl.data.history method)": [[2, "punchbowl.data.History.most_recent", false]], "most_recent() (punchbowl.data.history.history method)": [[1, "punchbowl.data.history.History.most_recent", false]], "msb (in module punchbowl.data.units)": [[10, "punchbowl.data.units.MSB", false]], "msb_to_dn() (in module punchbowl.data.units)": [[10, "punchbowl.data.units.msb_to_dn", false]], "nan_percentile() (in module punchbowl.level3.f_corona_model)": [[51, "punchbowl.level3.f_corona_model.nan_percentile", false]], "nine_bad_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.nine_bad_pixel_map", false]], "nocalibrationdatawarning": [[12, "punchbowl.exceptions.NoCalibrationDataWarning", false]], "noise_pdf() (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.noise_pdf", false]], "normalizedmetadata (class in punchbowl.data)": [[2, "punchbowl.data.NormalizedMetadata", false]], "normalizedmetadata (class in punchbowl.data.meta)": [[4, "punchbowl.data.meta.NormalizedMetadata", false]], "nullable (punchbowl.data.meta.metafield attribute)": [[4, "punchbowl.data.meta.MetaField.nullable", false]], "observation_data() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.observation_data", false]], "one_bad_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.one_bad_pixel_map", false]], "one_bright_point_sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.one_bright_point_sample_punchdata", false]], "one_data() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.one_data", false]], "one_data() (in module punchbowl.level3.tests.test_stellar)": [[59, "punchbowl.level3.tests.test_stellar.one_data", false]], "order (in module punchbowl.level2.flow)": [[39, "punchbowl.level2.flow.ORDER", false]], "output_image_task() (in module punchbowl.util)": [[60, "punchbowl.util.output_image_task", false]], "perfect_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.perfect_pixel_map", false]], "perform_quartic_fit_task() (in module punchbowl.level1.quartic_fit)": [[22, "punchbowl.level1.quartic_fit.perform_quartic_fit_task", false]], "photometric_calibration() (in module punchbowl.level1.quartic_fit)": [[22, "punchbowl.level1.quartic_fit.photometric_calibration", false]], "product_level (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.product_level", false]], "product_level (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.product_level", false]], "punch_stokes_mapping (in module punchbowl.data.wcs)": [[11, "punchbowl.data.wcs.PUNCH_STOKES_MAPPING", false]], "punchbowl": [[13, "module-punchbowl", false]], "punchbowl.data": [[2, "module-punchbowl.data", false]], "punchbowl.data.history": [[1, "module-punchbowl.data.history", false]], "punchbowl.data.io": [[3, "module-punchbowl.data.io", false]], "punchbowl.data.meta": [[4, "module-punchbowl.data.meta", false]], "punchbowl.data.tests": [[5, "module-punchbowl.data.tests", false]], "punchbowl.data.tests.test_history": [[6, "module-punchbowl.data.tests.test_history", false]], "punchbowl.data.tests.test_io": [[7, "module-punchbowl.data.tests.test_io", false]], "punchbowl.data.tests.test_meta": [[8, "module-punchbowl.data.tests.test_meta", false]], "punchbowl.data.tests.test_wcs": [[9, "module-punchbowl.data.tests.test_wcs", false]], "punchbowl.data.units": [[10, "module-punchbowl.data.units", false]], "punchbowl.data.wcs": [[11, "module-punchbowl.data.wcs", false]], "punchbowl.exceptions": [[12, "module-punchbowl.exceptions", false]], "punchbowl.level1": [[19, "module-punchbowl.level1", false]], "punchbowl.level1.alignment": [[14, "module-punchbowl.level1.alignment", false]], "punchbowl.level1.deficient_pixel": [[15, "module-punchbowl.level1.deficient_pixel", false]], "punchbowl.level1.despike": [[16, "module-punchbowl.level1.despike", false]], "punchbowl.level1.destreak": [[17, "module-punchbowl.level1.destreak", false]], "punchbowl.level1.flow": [[18, "module-punchbowl.level1.flow", false]], "punchbowl.level1.initial_uncertainty": [[20, "module-punchbowl.level1.initial_uncertainty", false]], "punchbowl.level1.psf": [[21, "module-punchbowl.level1.psf", false]], "punchbowl.level1.quartic_fit": [[22, "module-punchbowl.level1.quartic_fit", false]], "punchbowl.level1.sqrt": [[23, "module-punchbowl.level1.sqrt", false]], "punchbowl.level1.stray_light": [[24, "module-punchbowl.level1.stray_light", false]], "punchbowl.level1.tests": [[25, "module-punchbowl.level1.tests", false]], "punchbowl.level1.tests.test_alignment": [[26, "module-punchbowl.level1.tests.test_alignment", false]], "punchbowl.level1.tests.test_deficient_pixel": [[27, "module-punchbowl.level1.tests.test_deficient_pixel", false]], "punchbowl.level1.tests.test_despike": [[28, "module-punchbowl.level1.tests.test_despike", false]], "punchbowl.level1.tests.test_destreak": [[29, "module-punchbowl.level1.tests.test_destreak", false]], "punchbowl.level1.tests.test_flow": [[30, "module-punchbowl.level1.tests.test_flow", false]], "punchbowl.level1.tests.test_pointing": [[31, "module-punchbowl.level1.tests.test_pointing", false]], "punchbowl.level1.tests.test_psf": [[32, "module-punchbowl.level1.tests.test_psf", false]], "punchbowl.level1.tests.test_quartic_fit": [[33, "module-punchbowl.level1.tests.test_quartic_fit", false]], "punchbowl.level1.tests.test_sqrt": [[34, "module-punchbowl.level1.tests.test_sqrt", false]], "punchbowl.level1.tests.test_stray_light": [[35, "module-punchbowl.level1.tests.test_stray_light", false]], "punchbowl.level1.tests.test_vignette": [[36, "module-punchbowl.level1.tests.test_vignette", false]], "punchbowl.level1.vignette": [[37, "module-punchbowl.level1.vignette", false]], "punchbowl.level2": [[40, "module-punchbowl.level2", false]], "punchbowl.level2.bright_structure": [[38, "module-punchbowl.level2.bright_structure", false]], "punchbowl.level2.flow": [[39, "module-punchbowl.level2.flow", false]], "punchbowl.level2.merge": [[41, "module-punchbowl.level2.merge", false]], "punchbowl.level2.polarization": [[42, "module-punchbowl.level2.polarization", false]], "punchbowl.level2.resample": [[43, "module-punchbowl.level2.resample", false]], "punchbowl.level2.tests": [[44, "module-punchbowl.level2.tests", false]], "punchbowl.level2.tests.test_bright_structure": [[45, "module-punchbowl.level2.tests.test_bright_structure", false]], "punchbowl.level2.tests.test_flow": [[46, "module-punchbowl.level2.tests.test_flow", false]], "punchbowl.level2.tests.test_merge": [[47, "module-punchbowl.level2.tests.test_merge", false]], "punchbowl.level2.tests.test_polarization": [[48, "module-punchbowl.level2.tests.test_polarization", false]], "punchbowl.level2.tests.test_quality": [[49, "module-punchbowl.level2.tests.test_quality", false]], "punchbowl.level2.tests.test_resample": [[50, "module-punchbowl.level2.tests.test_resample", false]], "punchbowl.level3": [[53, "module-punchbowl.level3", false]], "punchbowl.level3.f_corona_model": [[51, "module-punchbowl.level3.f_corona_model", false]], "punchbowl.level3.flow": [[52, "module-punchbowl.level3.flow", false]], "punchbowl.level3.motion_filter": [[54, "module-punchbowl.level3.motion_filter", false]], "punchbowl.level3.polarization": [[55, "module-punchbowl.level3.polarization", false]], "punchbowl.level3.stellar": [[56, "module-punchbowl.level3.stellar", false]], "punchbowl.level3.tests": [[57, "module-punchbowl.level3.tests", false]], "punchbowl.level3.tests.test_f_corona_model": [[58, "module-punchbowl.level3.tests.test_f_corona_model", false]], "punchbowl.level3.tests.test_stellar": [[59, "module-punchbowl.level3.tests.test_stellar", false]], "punchbowl.util": [[60, "module-punchbowl.util", false]], "punchbowlerror": [[12, "punchbowl.exceptions.PUNCHBowlError", false]], "punchbowlwarning": [[12, "punchbowl.exceptions.PUNCHBowlWarning", false]], "quartic_coefficients_image() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.quartic_coefficients_image", false]], "query_f_corona_model_source() (in module punchbowl.level3.f_corona_model)": [[51, "punchbowl.level3.f_corona_model.query_f_corona_model_source", false]], "radial_array() (in module punchbowl.level1.despike)": [[16, "punchbowl.level1.despike.radial_array", false]], "remove_deficient_pixels() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.remove_deficient_pixels", false]], "remove_deficient_pixels_task() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.remove_deficient_pixels_task", false]], "remove_stray_light_task() (in module punchbowl.level1.stray_light)": [[24, "punchbowl.level1.stray_light.remove_stray_light_task", false]], "reproject_array() (in module punchbowl.level2.resample)": [[43, "punchbowl.level2.resample.reproject_array", false]], "reproject_many_flow() (in module punchbowl.level2.resample)": [[43, "punchbowl.level2.resample.reproject_many_flow", false]], "required_header_keywords (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.REQUIRED_HEADER_KEYWORDS", false]], "resolve_polarization() (in module punchbowl.level2.polarization)": [[42, "punchbowl.level2.polarization.resolve_polarization", false]], "resolve_polarization_task() (in module punchbowl.level2.polarization)": [[42, "punchbowl.level2.polarization.resolve_polarization_task", false]], "run_zspike() (in module punchbowl.level2.bright_structure)": [[38, "punchbowl.level2.bright_structure.run_zspike", false]], "sample_bad_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.sample_bad_pixel_map", false]], "sample_bad_pixel_map() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.sample_bad_pixel_map", false]], "sample_data_list() (in module punchbowl.level2.tests.test_merge)": [[47, "punchbowl.level2.tests.test_merge.sample_data_list", false]], "sample_data_list() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.sample_data_list", false]], "sample_data_triplet() (in module punchbowl.level2.tests.test_polarization)": [[48, "punchbowl.level2.tests.test_polarization.sample_data_triplet", false]], "sample_fits_path (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.SAMPLE_FITS_PATH", false]], "sample_fits_path_compressed (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_FITS_PATH_COMPRESSED", false]], "sample_fits_path_compressed (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_FITS_PATH_COMPRESSED", false]], "sample_fits_path_uncompressed (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_FITS_PATH_UNCOMPRESSED", false]], "sample_fits_path_uncompressed (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_FITS_PATH_UNCOMPRESSED", false]], "sample_level_path (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_LEVEL_PATH", false]], "sample_level_path (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_LEVEL_PATH", false]], "sample_ndcube() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.sample_ndcube", false]], "sample_omnibus_path (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_OMNIBUS_PATH", false]], "sample_omnibus_path (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_OMNIBUS_PATH", false]], "sample_punchdata() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.sample_punchdata", false]], "sample_punchdata() (in module punchbowl.level1.tests.test_sqrt)": [[34, "punchbowl.level1.tests.test_sqrt.sample_punchdata", false]], "sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.sample_punchdata", false]], "sample_punchdata_list() (in module punchbowl.level2.tests.test_resample)": [[50, "punchbowl.level2.tests.test_resample.sample_punchdata_list", false]], "sample_spacecraft_def_path (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_SPACECRAFT_DEF_PATH", false]], "sample_spacecraft_def_path (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_SPACECRAFT_DEF_PATH", false]], "sample_wcs() (in module punchbowl.level2.tests.test_resample)": [[50, "punchbowl.level2.tests.test_resample.sample_wcs", false]], "sample_write_path (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.SAMPLE_WRITE_PATH", false]], "sample_write_path (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.SAMPLE_WRITE_PATH", false]], "sample_zero_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.sample_zero_punchdata", false]], "sections (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.sections", false]], "sections (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.sections", false]], "shape (punchbowl.data.meta.normalizedmetadata property)": [[4, "punchbowl.data.meta.NormalizedMetadata.shape", false]], "shape (punchbowl.data.normalizedmetadata property)": [[2, "punchbowl.data.NormalizedMetadata.shape", false]], "sliding_window() (in module punchbowl.level1.deficient_pixel)": [[15, "punchbowl.level1.deficient_pixel.sliding_window", false]], "spikejones() (in module punchbowl.level1.despike)": [[16, "punchbowl.level1.despike.spikejones", false]], "streak_correction_matrix() (in module punchbowl.level1.destreak)": [[17, "punchbowl.level1.destreak.streak_correction_matrix", false]], "subtract_f_corona_background() (in module punchbowl.level3.f_corona_model)": [[51, "punchbowl.level3.f_corona_model.subtract_f_corona_background", false]], "subtract_f_corona_background_task() (in module punchbowl.level3.f_corona_model)": [[51, "punchbowl.level3.f_corona_model.subtract_f_corona_background_task", false]], "subtract_starfield_background() (in module punchbowl.level3.stellar)": [[56, "punchbowl.level3.stellar.subtract_starfield_background", false]], "subtract_starfield_background_task() (in module punchbowl.level3.stellar)": [[56, "punchbowl.level3.stellar.subtract_starfield_background_task", false]], "table_path (in module punchbowl.level1.sqrt)": [[23, "punchbowl.level1.sqrt.TABLE_PATH", false]], "test_after_is_before_subtraction_fails() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_after_is_before_subtraction_fails", false]], "test_artificial_pixel_map() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.test_artificial_pixel_map", false]], "test_back_and_forth_wcs_from_celestial() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_back_and_forth_wcs_from_celestial", false]], "test_back_and_forth_wcs_from_helio() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_back_and_forth_wcs_from_helio", false]], "test_basic_subtraction() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_basic_subtraction", false]], "test_basic_subtraction() (in module punchbowl.level3.tests.test_stellar)": [[59, "punchbowl.level3.tests.test_stellar.test_basic_subtraction", false]], "test_blank_image_destreaking() (in module punchbowl.level1.tests.test_destreak)": [[29, "punchbowl.level1.tests.test_destreak.test_blank_image_destreaking", false]], "test_calibration_with_all_one_coefficients() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.test_calibration_with_all_one_coefficients", false]], "test_calibration_with_range_coefficients() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.test_calibration_with_range_coefficients", false]], "test_calibration_with_single_constant_coeff() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.test_calibration_with_single_constant_coeff", false]], "test_check_calibration_time_delta_warning() (in module punchbowl.level1.tests.test_stray_light)": [[35, "punchbowl.level1.tests.test_stray_light.test_check_calibration_time_delta_warning", false]], "test_check_calibration_time_delta_warning() (in module punchbowl.level1.tests.test_vignette)": [[36, "punchbowl.level1.tests.test_vignette.test_check_calibration_time_delta_warning", false]], "test_core_flow_runs_with_objects_and_calibration_files() (in module punchbowl.level1.tests.test_flow)": [[30, "punchbowl.level1.tests.test_flow.test_core_flow_runs_with_objects_and_calibration_files", false]], "test_create_coeff_image_with_only_one_coeff() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.test_create_coeff_image_with_only_one_coeff", false]], "test_create_coeff_image_with_two_coeff() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.test_create_coeff_image_with_two_coeff", false]], "test_create_coefficient_image() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.test_create_coefficient_image", false]], "test_create_constant_coefficient_image() (in module punchbowl.level1.tests.test_quartic_fit)": [[33, "punchbowl.level1.tests.test_quartic_fit.test_create_constant_coefficient_image", false]], "test_create_level0_normalized_metadata() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_create_level0_normalized_metadata", false]], "test_create_level3_normalized_metadata() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_create_level3_normalized_metadata", false]], "test_create_radial_array() (in module punchbowl.level1.tests.test_despike)": [[28, "punchbowl.level1.tests.test_despike.test_create_radial_array", false]], "test_create_simple_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_create_simple_bkg", false]], "test_data_loading() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.test_data_loading", false]], "test_data_window_1() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.test_data_window_1", false]], "test_data_window_9() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.test_data_window_9", false]], "test_decode_sqrt_data_task() (in module punchbowl.level1.tests.test_sqrt)": [[34, "punchbowl.level1.tests.test_sqrt.test_decode_sqrt_data_task", false]], "test_decoding() (in module punchbowl.level1.tests.test_sqrt)": [[34, "punchbowl.level1.tests.test_sqrt.test_decoding", false]], "test_diff_methods() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_diff_methods", false]], "test_different_array_size_subtraction() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_different_array_size_subtraction", false]], "test_different_parameters() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_different_parameters", false]], "test_dilation_abs() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_dilation_abs", false]], "test_dilation_sigma() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_dilation_sigma", false]], "test_directory (in module punchbowl.level1.tests.test_destreak)": [[29, "punchbowl.level1.tests.test_destreak.TEST_DIRECTORY", false]], "test_directory (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.TEST_DIRECTORY", false]], "test_empty_history_equal() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_empty_history_equal", false]], "test_empty_history_from_fits_header() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_empty_history_from_fits_header", false]], "test_empty_list() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_empty_list", false]], "test_encode_then_decode() (in module punchbowl.level1.tests.test_sqrt)": [[34, "punchbowl.level1.tests.test_sqrt.test_encode_then_decode", false]], "test_encoding() (in module punchbowl.level1.tests.test_sqrt)": [[34, "punchbowl.level1.tests.test_sqrt.test_encoding", false]], "test_extract_crota() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_extract_crota", false]], "test_extract_crota_helio() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_extract_crota_helio", false]], "test_filename_base_generation() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_filename_base_generation", false]], "test_filled_history_from_fits_header() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_filled_history_from_fits_header", false]], "test_flipped_dates_subtraction_fails() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_flipped_dates_subtraction_fails", false]], "test_generate_data_statistics() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_generate_data_statistics", false]], "test_generate_data_statistics_from_zeros() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_generate_data_statistics_from_zeros", false]], "test_has_typecode() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_has_typecode", false]], "test_helio_celestial_wcs() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_helio_celestial_wcs", false]], "test_history_add_one() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_add_one", false]], "test_history_cannot_compare_to_nonhistory_type() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_cannot_compare_to_nonhistory_type", false]], "test_history_equality() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_equality", false]], "test_history_iterate() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_iterate", false]], "test_history_not_equals_if_different() (in module punchbowl.data.tests.test_history)": [[6, "punchbowl.data.tests.test_history.test_history_not_equals_if_different", false]], "test_invalid_data_file() (in module punchbowl.level1.tests.test_vignette)": [[36, "punchbowl.level1.tests.test_vignette.test_invalid_data_file", false]], "test_invalid_polarization_state() (in module punchbowl.level1.tests.test_vignette)": [[36, "punchbowl.level1.tests.test_vignette.test_invalid_polarization_state", false]], "test_invalid_telescope() (in module punchbowl.level1.tests.test_vignette)": [[36, "punchbowl.level1.tests.test_vignette.test_invalid_telescope", false]], "test_invalid_vignetting_file() (in module punchbowl.level1.tests.test_vignette)": [[36, "punchbowl.level1.tests.test_vignette.test_invalid_vignetting_file", false]], "test_list_input_2() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_list_input_2", false]], "test_load_punchdata_with_history() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_load_punchdata_with_history", false]], "test_load_spacecraft_yaml() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_load_spacecraft_yaml", false]], "test_load_trefoil_wcs() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_load_trefoil_wcs", false]], "test_matrix_creation() (in module punchbowl.level1.tests.test_destreak)": [[29, "punchbowl.level1.tests.test_destreak.test_matrix_creation", false]], "test_mean_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_mean_bkg", false]], "test_mean_data_window_1() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.test_mean_data_window_1", false]], "test_mean_data_window_9() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.test_mean_data_window_9", false]], "test_merge_many_task() (in module punchbowl.level2.tests.test_merge)": [[47, "punchbowl.level2.tests.test_merge.test_merge_many_task", false]], "test_metafield_creation_keyword_too_long() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_creation_keyword_too_long", false]], "test_metafield_creation_kinds_do_not_match() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_creation_kinds_do_not_match", false]], "test_metafield_not_mutable() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_not_mutable", false]], "test_metafield_update() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_update", false]], "test_metafield_wrong_kind_for_update() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_metafield_wrong_kind_for_update", false]], "test_min_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_min_bkg", false]], "test_nan_input() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.test_nan_input", false]], "test_no_straylight_file() (in module punchbowl.level1.tests.test_stray_light)": [[35, "punchbowl.level1.tests.test_stray_light.test_no_straylight_file", false]], "test_no_vignetting_file() (in module punchbowl.level1.tests.test_vignette)": [[36, "punchbowl.level1.tests.test_vignette.test_no_vignetting_file", false]], "test_normalized_metadata_to_fits_writes_history() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalized_metadata_to_fits_writes_history", false]], "test_normalizedmetadata_from_fits_header() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_from_fits_header", false]], "test_normalizedmetadata_from_template_abq() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_from_template_abq", false]], "test_normalizedmetadata_from_template_cb1() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_from_template_cb1", false]], "test_normalizedmetadata_get_keys() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_get_keys", false]], "test_normalizedmetadata_to_fits_header() (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.test_normalizedmetadata_to_fits_header", false]], "test_not_2dim_destreaking_errors() (in module punchbowl.level1.tests.test_destreak)": [[29, "punchbowl.level1.tests.test_destreak.test_not_2dim_destreaking_errors", false]], "test_not_numpy_image_destreaking_errors() (in module punchbowl.level1.tests.test_destreak)": [[29, "punchbowl.level1.tests.test_destreak.test_not_numpy_image_destreaking_errors", false]], "test_not_square_image_destreaking() (in module punchbowl.level1.tests.test_destreak)": [[29, "punchbowl.level1.tests.test_destreak.test_not_square_image_destreaking", false]], "test_percent_10_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_percent_10_bkg", false]], "test_percent_5_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_percent_5_bkg", false]], "test_raise_error() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_raise_error", false]], "test_raise_error_insufficient_frames() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_raise_error_insufficient_frames", false]], "test_raise_no_error() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_raise_no_error", false]], "test_remove_deficient_pixels() (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.test_remove_deficient_pixels", false]], "test_reproject_array() (in module punchbowl.level2.tests.test_resample)": [[50, "punchbowl.level2.tests.test_resample.test_reproject_array", false]], "test_reproject_many_flow() (in module punchbowl.level2.tests.test_resample)": [[50, "punchbowl.level2.tests.test_resample.test_reproject_many_flow", false]], "test_required_yes_abs() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_required_yes_abs", false]], "test_required_yes_sigma() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_required_yes_sigma", false]], "test_resolve_polarization() (in module punchbowl.level2.tests.test_polarization)": [[48, "punchbowl.level2.tests.test_polarization.test_resolve_polarization", false]], "test_resolve_polarization_task() (in module punchbowl.level2.tests.test_polarization)": [[48, "punchbowl.level2.tests.test_polarization.test_resolve_polarization_task", false]], "test_single_bright_point() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_single_bright_point", false]], "test_single_bright_point_2() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_single_bright_point_2", false]], "test_singular_matrix_errors() (in module punchbowl.level1.tests.test_destreak)": [[29, "punchbowl.level1.tests.test_destreak.test_singular_matrix_errors", false]], "test_spikejones_with_one_spike() (in module punchbowl.level1.tests.test_despike)": [[28, "punchbowl.level1.tests.test_despike.test_spikejones_with_one_spike", false]], "test_sun_location() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_sun_location", false]], "test_sun_location_gcrs() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_sun_location_gcrs", false]], "test_threshold_abs() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_threshold_abs", false]], "test_threshold_sigma() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_threshold_sigma", false]], "test_typo_method_bkg() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.test_typo_method_bkg", false]], "test_uncertainty() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_uncertainty", false]], "test_valid_data_and_uncertainty() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_valid_data_and_uncertainty", false]], "test_veto() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_veto", false]], "test_vignetting_correction() (in module punchbowl.level1.tests.test_vignette)": [[36, "punchbowl.level1.tests.test_vignette.test_vignetting_correction", false]], "test_wcs_many_point_2d_check() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_wcs_many_point_2d_check", false]], "test_wcs_many_point_3d_check() (in module punchbowl.data.tests.test_wcs)": [[9, "punchbowl.data.tests.test_wcs.test_wcs_many_point_3d_check", false]], "test_write_data() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_write_data", false]], "test_write_punchdata_with_distortion() (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.test_write_punchdata_with_distortion", false]], "test_zero_threshold() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.test_zero_threshold", false]], "testdata_dir (in module punchbowl.data.tests.test_io)": [[7, "punchbowl.data.tests.test_io.TESTDATA_DIR", false]], "testdata_dir (in module punchbowl.data.tests.test_meta)": [[8, "punchbowl.data.tests.test_meta.TESTDATA_DIR", false]], "testdata_dir (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.TESTDATA_DIR", false]], "this_directory (in module punchbowl.level1.tests.test_deficient_pixel)": [[27, "punchbowl.level1.tests.test_deficient_pixel.THIS_DIRECTORY", false]], "this_directory (in module punchbowl.level1.tests.test_flow)": [[30, "punchbowl.level1.tests.test_flow.THIS_DIRECTORY", false]], "this_directory (in module punchbowl.level1.tests.test_stray_light)": [[35, "punchbowl.level1.tests.test_stray_light.THIS_DIRECTORY", false]], "this_directory (in module punchbowl.level1.tests.test_vignette)": [[36, "punchbowl.level1.tests.test_vignette.THIS_DIRECTORY", false]], "to_fits_header() (punchbowl.data.meta.normalizedmetadata method)": [[4, "punchbowl.data.meta.NormalizedMetadata.to_fits_header", false]], "to_fits_header() (punchbowl.data.normalizedmetadata method)": [[2, "punchbowl.data.NormalizedMetadata.to_fits_header", false]], "two_bright_point_sample_punchdata() (in module punchbowl.level2.tests.test_bright_structure)": [[45, "punchbowl.level2.tests.test_bright_structure.two_bright_point_sample_punchdata", false]], "update_initial_uncertainty_task() (in module punchbowl.level1.initial_uncertainty)": [[20, "punchbowl.level1.initial_uncertainty.update_initial_uncertainty_task", false]], "validate_image_is_square() (in module punchbowl.util)": [[60, "punchbowl.util.validate_image_is_square", false]], "value (punchbowl.data.meta.metafield property)": [[4, "punchbowl.data.meta.MetaField.value", false]], "valuetype (in module punchbowl.data.meta)": [[4, "punchbowl.data.meta.ValueType", false]], "write_ndcube_to_fits() (in module punchbowl.data)": [[2, "punchbowl.data.write_ndcube_to_fits", false]], "write_ndcube_to_fits() (in module punchbowl.data.io)": [[3, "punchbowl.data.io.write_ndcube_to_fits", false]], "zero_data() (in module punchbowl.level3.tests.test_f_corona_model)": [[58, "punchbowl.level3.tests.test_f_corona_model.zero_data", false]], "zero_starfield_data() (in module punchbowl.level3.tests.test_stellar)": [[59, "punchbowl.level3.tests.test_stellar.zero_starfield_data", false]]}, "objects": {"": [[13, 0, 0, "-", "punchbowl"]], "punchbowl": [[13, 1, 1, "", "__version__"], [2, 0, 0, "-", "data"], [12, 0, 0, "-", "exceptions"], [19, 0, 0, "-", "level1"], [40, 0, 0, "-", "level2"], [53, 0, 0, "-", "level3"], [60, 0, 0, "-", "util"]], "punchbowl.data": [[2, 2, 1, "", "History"], [2, 2, 1, "", "NormalizedMetadata"], [2, 6, 1, "", "get_base_file_name"], [1, 0, 0, "-", "history"], [3, 0, 0, "-", "io"], [2, 6, 1, "", "load_ndcube_from_fits"], [2, 6, 1, "", "load_trefoil_wcs"], [4, 0, 0, "-", "meta"], [5, 0, 0, "-", "tests"], [10, 0, 0, "-", "units"], [11, 0, 0, "-", "wcs"], [2, 6, 1, "", "write_ndcube_to_fits"]], "punchbowl.data.History": [[2, 3, 1, "", "__eq__"], [2, 3, 1, "", "__getitem__"], [2, 3, 1, "", "__iter__"], [2, 3, 1, "", "__len__"], [2, 3, 1, "", "__next__"], [2, 3, 1, "", "__str__"], [2, 4, 1, "", "_entries"], [2, 3, 1, "", "add_entry"], [2, 3, 1, "", "add_now"], [2, 3, 1, "", "clear"], [2, 3, 1, "", "from_fits_header"], [2, 3, 1, "", "most_recent"]], "punchbowl.data.NormalizedMetadata": [[2, 3, 1, "", "__contains__"], [2, 3, 1, "", "__delitem__"], [2, 3, 1, "", "__eq__"], [2, 3, 1, "", "__getitem__"], [2, 3, 1, "", "__iter__"], [2, 3, 1, "", "__len__"], [2, 3, 1, "", "__setitem__"], [2, 4, 1, "", "_contents"], [2, 3, 1, "", "_determine_omits_and_overrides"], [2, 4, 1, "", "_history"], [2, 3, 1, "", "_load_template_files"], [2, 3, 1, "", "_match_product_code_in_level_spec"], [2, 3, 1, "", "_validate_key_is_str"], [2, 4, 1, "", "_wcs_section_name"], [2, 5, 1, "", "astropy_time"], [2, 5, 1, "", "datetime"], [2, 3, 1, "", "delete_section"], [2, 5, 1, "", "fits_keys"], [2, 3, 1, "", "from_fits_header"], [2, 5, 1, "", "history"], [2, 3, 1, "", "load_template"], [2, 5, 1, "", "product_level"], [2, 5, 1, "", "sections"], [2, 5, 1, "", "shape"], [2, 3, 1, "", "to_fits_header"]], "punchbowl.data.history": [[1, 2, 1, "", "History"], [1, 1, 1, "", "HistoryEntry"]], "punchbowl.data.history.History": [[1, 3, 1, "", "__eq__"], [1, 3, 1, "", "__getitem__"], [1, 3, 1, "", "__iter__"], [1, 3, 1, "", "__len__"], [1, 3, 1, "", "__next__"], [1, 3, 1, "", "__str__"], [1, 4, 1, "", "_entries"], [1, 3, 1, "", "add_entry"], [1, 3, 1, "", "add_now"], [1, 3, 1, "", "clear"], [1, 3, 1, "", "from_fits_header"], [1, 3, 1, "", "most_recent"]], "punchbowl.data.io": [[3, 1, 1, "", "_ROOT"], [3, 6, 1, "", "_pack_uncertainty"], [3, 6, 1, "", "_unpack_uncertainty"], [3, 6, 1, "", "_update_statistics"], [3, 6, 1, "", "_write_fits"], [3, 6, 1, "", "_write_ql"], [3, 6, 1, "", "get_base_file_name"], [3, 6, 1, "", "load_ndcube_from_fits"], [3, 6, 1, "", "write_ndcube_to_fits"]], "punchbowl.data.meta": [[4, 1, 1, "", "DISTORTION_KEYWORDS"], [4, 2, 1, "", "MetaField"], [4, 2, 1, "", "NormalizedMetadata"], [4, 1, 1, "", "REQUIRED_HEADER_KEYWORDS"], [4, 1, 1, "", "ValueType"], [4, 1, 1, "", "_ROOT"], [4, 6, 1, "", "load_level_spec"], [4, 6, 1, "", "load_omniheader"], [4, 6, 1, "", "load_spacecraft_def"]], "punchbowl.data.meta.MetaField": [[4, 3, 1, "", "__eq__"], [4, 4, 1, "", "_comment"], [4, 4, 1, "", "_datatype"], [4, 4, 1, "", "_default"], [4, 4, 1, "", "_keyword"], [4, 4, 1, "", "_mutable"], [4, 4, 1, "", "_value"], [4, 5, 1, "", "comment"], [4, 5, 1, "", "datatype"], [4, 5, 1, "", "default"], [4, 5, 1, "", "keyword"], [4, 4, 1, "", "nullable"], [4, 5, 1, "", "value"]], "punchbowl.data.meta.NormalizedMetadata": [[4, 3, 1, "", "__contains__"], [4, 3, 1, "", "__delitem__"], [4, 3, 1, "", "__eq__"], [4, 3, 1, "", "__getitem__"], [4, 3, 1, "", "__iter__"], [4, 3, 1, "", "__len__"], [4, 3, 1, "", "__setitem__"], [4, 4, 1, "", "_contents"], [4, 3, 1, "", "_determine_omits_and_overrides"], [4, 4, 1, "", "_history"], [4, 3, 1, "", "_load_template_files"], [4, 3, 1, "", "_match_product_code_in_level_spec"], [4, 3, 1, "", "_validate_key_is_str"], [4, 4, 1, "", "_wcs_section_name"], [4, 5, 1, "", "astropy_time"], [4, 5, 1, "", "datetime"], [4, 3, 1, "", "delete_section"], [4, 5, 1, "", "fits_keys"], [4, 3, 1, "", "from_fits_header"], [4, 5, 1, "", "history"], [4, 3, 1, "", "load_template"], [4, 5, 1, "", "product_level"], [4, 5, 1, "", "sections"], [4, 5, 1, "", "shape"], [4, 3, 1, "", "to_fits_header"]], "punchbowl.data.tests": [[6, 0, 0, "-", "test_history"], [7, 0, 0, "-", "test_io"], [8, 0, 0, "-", "test_meta"], [9, 0, 0, "-", "test_wcs"]], "punchbowl.data.tests.test_history": [[6, 6, 1, "", "empty_history"], [6, 6, 1, "", "test_empty_history_equal"], [6, 6, 1, "", "test_empty_history_from_fits_header"], [6, 6, 1, "", "test_filled_history_from_fits_header"], [6, 6, 1, "", "test_history_add_one"], [6, 6, 1, "", "test_history_cannot_compare_to_nonhistory_type"], [6, 6, 1, "", "test_history_equality"], [6, 6, 1, "", "test_history_iterate"], [6, 6, 1, "", "test_history_not_equals_if_different"]], "punchbowl.data.tests.test_io": [[7, 1, 1, "", "SAMPLE_FITS_PATH_COMPRESSED"], [7, 1, 1, "", "SAMPLE_FITS_PATH_UNCOMPRESSED"], [7, 1, 1, "", "SAMPLE_LEVEL_PATH"], [7, 1, 1, "", "SAMPLE_OMNIBUS_PATH"], [7, 1, 1, "", "SAMPLE_SPACECRAFT_DEF_PATH"], [7, 1, 1, "", "SAMPLE_WRITE_PATH"], [7, 1, 1, "", "TESTDATA_DIR"], [7, 6, 1, "", "make_empty_distortion_model"], [7, 6, 1, "", "sample_ndcube"], [7, 6, 1, "", "test_filename_base_generation"], [7, 6, 1, "", "test_generate_data_statistics"], [7, 6, 1, "", "test_generate_data_statistics_from_zeros"], [7, 6, 1, "", "test_has_typecode"], [7, 6, 1, "", "test_load_punchdata_with_history"], [7, 6, 1, "", "test_write_data"], [7, 6, 1, "", "test_write_punchdata_with_distortion"]], "punchbowl.data.tests.test_meta": [[8, 1, 1, "", "SAMPLE_FITS_PATH_COMPRESSED"], [8, 1, 1, "", "SAMPLE_FITS_PATH_UNCOMPRESSED"], [8, 1, 1, "", "SAMPLE_LEVEL_PATH"], [8, 1, 1, "", "SAMPLE_OMNIBUS_PATH"], [8, 1, 1, "", "SAMPLE_SPACECRAFT_DEF_PATH"], [8, 1, 1, "", "SAMPLE_WRITE_PATH"], [8, 1, 1, "", "TESTDATA_DIR"], [8, 6, 1, "", "test_create_level0_normalized_metadata"], [8, 6, 1, "", "test_create_level3_normalized_metadata"], [8, 6, 1, "", "test_load_spacecraft_yaml"], [8, 6, 1, "", "test_metafield_creation_keyword_too_long"], [8, 6, 1, "", "test_metafield_creation_kinds_do_not_match"], [8, 6, 1, "", "test_metafield_not_mutable"], [8, 6, 1, "", "test_metafield_update"], [8, 6, 1, "", "test_metafield_wrong_kind_for_update"], [8, 6, 1, "", "test_normalized_metadata_to_fits_writes_history"], [8, 6, 1, "", "test_normalizedmetadata_from_fits_header"], [8, 6, 1, "", "test_normalizedmetadata_from_template_abq"], [8, 6, 1, "", "test_normalizedmetadata_from_template_cb1"], [8, 6, 1, "", "test_normalizedmetadata_get_keys"], [8, 6, 1, "", "test_normalizedmetadata_to_fits_header"]], "punchbowl.data.tests.test_wcs": [[9, 1, 1, "", "_ROOT"], [9, 6, 1, "", "test_back_and_forth_wcs_from_celestial"], [9, 6, 1, "", "test_back_and_forth_wcs_from_helio"], [9, 6, 1, "", "test_extract_crota"], [9, 6, 1, "", "test_extract_crota_helio"], [9, 6, 1, "", "test_helio_celestial_wcs"], [9, 6, 1, "", "test_load_trefoil_wcs"], [9, 6, 1, "", "test_sun_location"], [9, 6, 1, "", "test_sun_location_gcrs"], [9, 6, 1, "", "test_wcs_many_point_2d_check"], [9, 6, 1, "", "test_wcs_many_point_3d_check"]], "punchbowl.data.units": [[10, 1, 1, "", "MSB"], [10, 6, 1, "", "calculate_image_pixel_area"], [10, 6, 1, "", "dn_to_msb"], [10, 6, 1, "", "msb_to_dn"]], "punchbowl.data.wcs": [[11, 1, 1, "", "PUNCH_STOKES_MAPPING"], [11, 1, 1, "", "_ROOT"], [11, 6, 1, "", "_times_are_equal"], [11, 6, 1, "", "calculate_celestial_wcs_from_helio"], [11, 6, 1, "", "calculate_helio_wcs_from_celestial"], [11, 6, 1, "", "calculate_pc_matrix"], [11, 6, 1, "", "extract_crota_from_wcs"], [11, 6, 1, "", "gcrs_to_hpc"], [11, 6, 1, "", "get_p_angle"], [11, 6, 1, "", "get_sun_ra_dec"], [11, 6, 1, "", "hpc_to_gcrs"], [11, 6, 1, "", "load_trefoil_wcs"]], "punchbowl.exceptions": [[12, 7, 1, "", "ExtraMetadataWarning"], [12, 7, 1, "", "IncorrectFileCountError"], [12, 7, 1, "", "IncorrectPolarizationStateWarning"], [12, 7, 1, "", "IncorrectTelescopeWarning"], [12, 7, 1, "", "InvalidDataError"], [12, 7, 1, "", "InvalidHeaderError"], [12, 7, 1, "", "LargeTimeDeltaWarning"], [12, 7, 1, "", "MissingMetadataError"], [12, 7, 1, "", "NoCalibrationDataWarning"], [12, 7, 1, "", "PUNCHBowlError"], [12, 7, 1, "", "PUNCHBowlWarning"]], "punchbowl.level1": [[14, 0, 0, "-", "alignment"], [15, 0, 0, "-", "deficient_pixel"], [16, 0, 0, "-", "despike"], [17, 0, 0, "-", "destreak"], [18, 0, 0, "-", "flow"], [20, 0, 0, "-", "initial_uncertainty"], [21, 0, 0, "-", "psf"], [22, 0, 0, "-", "quartic_fit"], [23, 0, 0, "-", "sqrt"], [24, 0, 0, "-", "stray_light"], [25, 0, 0, "-", "tests"], [37, 0, 0, "-", "vignette"]], "punchbowl.level1.alignment": [[14, 6, 1, "", "align_task"]], "punchbowl.level1.deficient_pixel": [[15, 6, 1, "", "cell_neighbors"], [15, 6, 1, "", "create_all_valid_deficient_pixel_map"], [15, 6, 1, "", "mean_correct"], [15, 6, 1, "", "median_correct"], [15, 6, 1, "", "remove_deficient_pixels"], [15, 6, 1, "", "remove_deficient_pixels_task"], [15, 6, 1, "", "sliding_window"]], "punchbowl.level1.despike": [[16, 6, 1, "", "despike_task"], [16, 6, 1, "", "radial_array"], [16, 6, 1, "", "spikejones"]], "punchbowl.level1.destreak": [[17, 6, 1, "", "correct_streaks"], [17, 6, 1, "", "destreak_task"], [17, 6, 1, "", "streak_correction_matrix"]], "punchbowl.level1.flow": [[18, 1, 1, "", "filenames"], [18, 6, 1, "", "generate_psf_model_core_flow"], [18, 6, 1, "", "level1_core_flow"]], "punchbowl.level1.initial_uncertainty": [[20, 6, 1, "", "compute_noise"], [20, 6, 1, "", "compute_uncertainty"], [20, 6, 1, "", "dn_to_photons"], [20, 6, 1, "", "update_initial_uncertainty_task"]], "punchbowl.level1.psf": [[21, 6, 1, "", "correct_psf"], [21, 6, 1, "", "correct_psf_task"]], "punchbowl.level1.quartic_fit": [[22, 6, 1, "", "create_coefficient_image"], [22, 6, 1, "", "create_constant_quartic_coefficients"], [22, 6, 1, "", "perform_quartic_fit_task"], [22, 6, 1, "", "photometric_calibration"]], "punchbowl.level1.sqrt": [[23, 1, 1, "", "TABLE_PATH"], [23, 6, 1, "", "decode_sqrt"], [23, 6, 1, "", "decode_sqrt_by_table"], [23, 6, 1, "", "decode_sqrt_corrected"], [23, 6, 1, "", "decode_sqrt_data"], [23, 6, 1, "", "decode_sqrt_simple"], [23, 6, 1, "", "encode_sqrt"], [23, 6, 1, "", "generate_decode_sqrt_table"], [23, 6, 1, "", "mean_b_offset"], [23, 6, 1, "", "noise_pdf"]], "punchbowl.level1.stray_light": [[24, 6, 1, "", "remove_stray_light_task"]], "punchbowl.level1.tests": [[26, 0, 0, "-", "test_alignment"], [27, 0, 0, "-", "test_deficient_pixel"], [28, 0, 0, "-", "test_despike"], [29, 0, 0, "-", "test_destreak"], [30, 0, 0, "-", "test_flow"], [31, 0, 0, "-", "test_pointing"], [32, 0, 0, "-", "test_psf"], [33, 0, 0, "-", "test_quartic_fit"], [34, 0, 0, "-", "test_sqrt"], [35, 0, 0, "-", "test_stray_light"], [36, 0, 0, "-", "test_vignette"]], "punchbowl.level1.tests.test_deficient_pixel": [[27, 1, 1, "", "THIS_DIRECTORY"], [27, 6, 1, "", "increasing_pixel_data"], [27, 6, 1, "", "nine_bad_pixel_map"], [27, 6, 1, "", "one_bad_pixel_map"], [27, 6, 1, "", "perfect_pixel_map"], [27, 6, 1, "", "sample_bad_pixel_map"], [27, 6, 1, "", "sample_punchdata"], [27, 6, 1, "", "test_artificial_pixel_map"], [27, 6, 1, "", "test_data_loading"], [27, 6, 1, "", "test_data_window_1"], [27, 6, 1, "", "test_data_window_9"], [27, 6, 1, "", "test_mean_data_window_1"], [27, 6, 1, "", "test_mean_data_window_9"], [27, 6, 1, "", "test_nan_input"], [27, 6, 1, "", "test_remove_deficient_pixels"]], "punchbowl.level1.tests.test_despike": [[28, 6, 1, "", "test_create_radial_array"], [28, 6, 1, "", "test_spikejones_with_one_spike"]], "punchbowl.level1.tests.test_destreak": [[29, 1, 1, "", "TEST_DIRECTORY"], [29, 6, 1, "", "test_blank_image_destreaking"], [29, 6, 1, "", "test_matrix_creation"], [29, 6, 1, "", "test_not_2dim_destreaking_errors"], [29, 6, 1, "", "test_not_numpy_image_destreaking_errors"], [29, 6, 1, "", "test_not_square_image_destreaking"], [29, 6, 1, "", "test_singular_matrix_errors"]], "punchbowl.level1.tests.test_flow": [[30, 1, 1, "", "THIS_DIRECTORY"], [30, 6, 1, "", "test_core_flow_runs_with_objects_and_calibration_files"]], "punchbowl.level1.tests.test_quartic_fit": [[33, 6, 1, "", "fake_one_image"], [33, 6, 1, "", "quartic_coefficients_image"], [33, 6, 1, "", "test_calibration_with_all_one_coefficients"], [33, 6, 1, "", "test_calibration_with_range_coefficients"], [33, 6, 1, "", "test_calibration_with_single_constant_coeff"], [33, 6, 1, "", "test_create_coeff_image_with_only_one_coeff"], [33, 6, 1, "", "test_create_coeff_image_with_two_coeff"], [33, 6, 1, "", "test_create_coefficient_image"], [33, 6, 1, "", "test_create_constant_coefficient_image"]], "punchbowl.level1.tests.test_sqrt": [[34, 6, 1, "", "sample_punchdata"], [34, 6, 1, "", "test_decode_sqrt_data_task"], [34, 6, 1, "", "test_decoding"], [34, 6, 1, "", "test_encode_then_decode"], [34, 6, 1, "", "test_encoding"]], "punchbowl.level1.tests.test_stray_light": [[35, 1, 1, "", "THIS_DIRECTORY"], [35, 6, 1, "", "test_check_calibration_time_delta_warning"], [35, 6, 1, "", "test_no_straylight_file"]], "punchbowl.level1.tests.test_vignette": [[36, 1, 1, "", "THIS_DIRECTORY"], [36, 6, 1, "", "test_check_calibration_time_delta_warning"], [36, 6, 1, "", "test_invalid_data_file"], [36, 6, 1, "", "test_invalid_polarization_state"], [36, 6, 1, "", "test_invalid_telescope"], [36, 6, 1, "", "test_invalid_vignetting_file"], [36, 6, 1, "", "test_no_vignetting_file"], [36, 6, 1, "", "test_vignetting_correction"]], "punchbowl.level1.vignette": [[37, 6, 1, "", "correct_vignetting_task"]], "punchbowl.level2": [[38, 0, 0, "-", "bright_structure"], [39, 0, 0, "-", "flow"], [41, 0, 0, "-", "merge"], [42, 0, 0, "-", "polarization"], [43, 0, 0, "-", "resample"], [44, 0, 0, "-", "tests"]], "punchbowl.level2.bright_structure": [[38, 6, 1, "", "identify_bright_structures_task"], [38, 6, 1, "", "run_zspike"]], "punchbowl.level2.flow": [[39, 1, 1, "", "ORDER"], [39, 1, 1, "", "filenames"], [39, 6, 1, "", "level2_core_flow"]], "punchbowl.level2.merge": [[41, 6, 1, "", "merge_many_task"]], "punchbowl.level2.polarization": [[42, 6, 1, "", "resolve_polarization"], [42, 6, 1, "", "resolve_polarization_task"]], "punchbowl.level2.resample": [[43, 6, 1, "", "reproject_array"], [43, 6, 1, "", "reproject_many_flow"]], "punchbowl.level2.tests": [[45, 0, 0, "-", "test_bright_structure"], [46, 0, 0, "-", "test_flow"], [47, 0, 0, "-", "test_merge"], [48, 0, 0, "-", "test_polarization"], [49, 0, 0, "-", "test_quality"], [50, 0, 0, "-", "test_resample"]], "punchbowl.level2.tests.test_bright_structure": [[45, 6, 1, "", "even_sample_punchdata"], [45, 6, 1, "", "one_bright_point_sample_punchdata"], [45, 6, 1, "", "sample_bad_pixel_map"], [45, 6, 1, "", "sample_punchdata"], [45, 6, 1, "", "sample_zero_punchdata"], [45, 6, 1, "", "test_diff_methods"], [45, 6, 1, "", "test_different_parameters"], [45, 6, 1, "", "test_dilation_abs"], [45, 6, 1, "", "test_dilation_sigma"], [45, 6, 1, "", "test_raise_error"], [45, 6, 1, "", "test_raise_error_insufficient_frames"], [45, 6, 1, "", "test_raise_no_error"], [45, 6, 1, "", "test_required_yes_abs"], [45, 6, 1, "", "test_required_yes_sigma"], [45, 6, 1, "", "test_single_bright_point"], [45, 6, 1, "", "test_single_bright_point_2"], [45, 6, 1, "", "test_threshold_abs"], [45, 6, 1, "", "test_threshold_sigma"], [45, 6, 1, "", "test_uncertainty"], [45, 6, 1, "", "test_valid_data_and_uncertainty"], [45, 6, 1, "", "test_veto"], [45, 6, 1, "", "test_zero_threshold"], [45, 6, 1, "", "two_bright_point_sample_punchdata"]], "punchbowl.level2.tests.test_merge": [[47, 6, 1, "", "sample_data_list"], [47, 6, 1, "", "test_merge_many_task"]], "punchbowl.level2.tests.test_polarization": [[48, 6, 1, "", "sample_data_triplet"], [48, 6, 1, "", "test_resolve_polarization"], [48, 6, 1, "", "test_resolve_polarization_task"]], "punchbowl.level2.tests.test_resample": [[50, 6, 1, "", "sample_punchdata_list"], [50, 6, 1, "", "sample_wcs"], [50, 6, 1, "", "test_reproject_array"], [50, 6, 1, "", "test_reproject_many_flow"]], "punchbowl.level3": [[51, 0, 0, "-", "f_corona_model"], [52, 0, 0, "-", "flow"], [54, 0, 0, "-", "motion_filter"], [55, 0, 0, "-", "polarization"], [56, 0, 0, "-", "stellar"], [57, 0, 0, "-", "tests"]], "punchbowl.level3.f_corona_model": [[51, 6, 1, "", "_zvalue_from_index"], [51, 6, 1, "", "construct_f_corona_background"], [51, 6, 1, "", "create_empty_f_background_model"], [51, 6, 1, "", "nan_percentile"], [51, 6, 1, "", "query_f_corona_model_source"], [51, 6, 1, "", "subtract_f_corona_background"], [51, 6, 1, "", "subtract_f_corona_background_task"]], "punchbowl.level3.flow": [[52, 6, 1, "", "level3_core_flow"]], "punchbowl.level3.motion_filter": [[54, 1, 1, "", "HAS_CUPY"], [54, 6, 1, "", "apply_motion_filter"], [54, 6, 1, "", "generate_hourglass_filter"], [54, 6, 1, "", "layer_mask"]], "punchbowl.level3.polarization": [[55, 6, 1, "", "convert_polarization"]], "punchbowl.level3.stellar": [[56, 6, 1, "", "create_empty_starfield_background"], [56, 6, 1, "", "generate_starfield_background"], [56, 6, 1, "", "subtract_starfield_background"], [56, 6, 1, "", "subtract_starfield_background_task"]], "punchbowl.level3.tests": [[58, 0, 0, "-", "test_f_corona_model"], [59, 0, 0, "-", "test_stellar"]], "punchbowl.level3.tests.test_f_corona_model": [[58, 1, 1, "", "SAMPLE_FITS_PATH"], [58, 1, 1, "", "TESTDATA_DIR"], [58, 1, 1, "", "TEST_DIRECTORY"], [58, 6, 1, "", "incorrect_shape_data"], [58, 6, 1, "", "observation_data"], [58, 6, 1, "", "one_data"], [58, 6, 1, "", "sample_data_list"], [58, 6, 1, "", "test_after_is_before_subtraction_fails"], [58, 6, 1, "", "test_basic_subtraction"], [58, 6, 1, "", "test_create_simple_bkg"], [58, 6, 1, "", "test_different_array_size_subtraction"], [58, 6, 1, "", "test_empty_list"], [58, 6, 1, "", "test_flipped_dates_subtraction_fails"], [58, 6, 1, "", "test_list_input_2"], [58, 6, 1, "", "test_mean_bkg"], [58, 6, 1, "", "test_min_bkg"], [58, 6, 1, "", "test_percent_10_bkg"], [58, 6, 1, "", "test_percent_5_bkg"], [58, 6, 1, "", "test_typo_method_bkg"], [58, 6, 1, "", "zero_data"]], "punchbowl.level3.tests.test_stellar": [[59, 6, 1, "", "one_data"], [59, 6, 1, "", "test_basic_subtraction"], [59, 6, 1, "", "zero_starfield_data"]], "punchbowl.util": [[60, 6, 1, "", "load_image_task"], [60, 6, 1, "", "output_image_task"], [60, 6, 1, "", "validate_image_is_square"]]}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "data", "Python data"], "2": ["py", "class", "Python class"], "3": ["py", "method", "Python method"], "4": ["py", "attribute", "Python attribute"], "5": ["py", "property", "Python property"], "6": ["py", "function", "Python function"], "7": ["py", "exception", "Python exception"]}, "objtypes": {"0": "py:module", "1": "py:data", "2": "py:class", "3": "py:method", "4": "py:attribute", "5": "py:property", "6": "py:function", "7": "py:exception"}, "terms": {"": [10, 37, 38, 65, 67, 70, 75, 78, 79, 89], "0": [3, 10, 16, 17, 18, 21, 22, 27, 33, 38, 51, 56, 63, 67, 69, 70, 71, 76, 89], "00": 89, "000000": 89, "002778": 89, "005010009": 89, "005556": 89, "00exposur": 89, "00ut": 89, "01": 56, "01e": 89, "02": 89, "026": 89, "03": 89, "04": 89, "042305": 89, "045": 89, "04t00": 89, "04t12": 89, "05721285161": 89, "0572686183": 89, "06534": 89, "07": 89, "07295829803": 89, "07692308": [17, 71], "08": 89, "08e": 89, "0x7fbfd92aee50": 89, "0x7fbfe96fe3a0": 89, "0x7fc009781730": 89, "0x7fc0097818e0": 89, "1": [0, 15, 16, 17, 18, 22, 23, 33, 51, 63, 66, 67, 68, 69, 70, 71, 73, 76, 89], "10": [15, 18, 33, 38, 69, 77, 78, 89], "100": [18, 20, 22, 23, 27, 73, 76], "1000": [18, 56], "10000": 23, "1024": 89, "10996769": 15, "10e": 89, "11": [77, 78, 89], "111": 89, "12": [23, 89], "1234": 89, "1278": 89, "128": 59, "13": 89, "14": 89, "1483": 89, "1486": 89, "152091156482": 89, "1534": 89, "15384615": 17, "156": 89, "157": 89, "16": [3, 18, 20, 23, 73, 89], "1602185": 89, "163": 18, "17": [18, 20, 23, 73], "180": 89, "1872": 89, "1873": 89, "1985": 89, "1990": [38, 79], "1991": 89, "1d": 89, "1pb": 89, "2": [2, 10, 11, 17, 21, 22, 33, 38, 39, 66, 67, 68, 71, 76, 89], "20": [27, 45], "2000": 89, "2022": 89, "2023": 89, "2039": 89, "2042": 89, "2048": [27, 37, 45, 58, 78], "21": 38, "2148": 18, "217279871": 89, "22": 89, "222176673": 89, "2272": 89, "23": 89, "23076923": [17, 71], "23t12": 89, "240": 89, "249": 89, "25": [18, 89], "25011692": 89, "256": [18, 59], "26": 11, "27": 89, "2752920091": 89, "2980633537": 89, "2d": [15, 17, 51, 71], "2k": [22, 76], "3": [11, 15, 16, 17, 18, 20, 21, 22, 23, 33, 52, 66, 67, 68, 69, 70, 71, 76, 77, 78, 89], "30769231": [17, 71], "310": 89, "32": [18, 89], "32091712": 51, "34": [10, 89], "3460044": 89, "35": 89, "3721481304": 89, "37893772": 89, "38461538": [17, 71], "39": 89, "3d": [51, 54], "4": [10, 17, 18, 20, 22, 23, 33, 38, 71, 73, 76, 89], "4040810964": 89, "40e": 89, "4169585": 51, "4177302": 89, "4282e7": 89, "4343692": 89, "43e": 89, "46153846": [17, 71], "49": [10, 18], "495": 89, "5": [22, 23, 45, 51, 56, 76, 89], "50": [50, 89], "507": 89, "510": 89, "511": 89, "512": 58, "530": [10, 89], "53846154": [17, 71], "55": [18, 20, 73], "55094869704908": 89, "555": 89, "57": 10, "59e": 89, "5th": 51, "6": [38, 45, 89], "60": 51, "60129": 89, "6276": 89, "642451": 89, "694653643": 89, "695507968": 89, "7": [45, 89], "7018809915": 89, "711": 89, "73e": 89, "75": 89, "76923077": [17, 71], "773": 89, "8": [63, 89], "81": [18, 20, 73], "82e": 89, "896766946": 89, "89e": 89, "9": [10, 17, 18, 20, 71, 73, 89], "90": 89, "90e": 89, "92e": 89, "95": 89, "96": 89, "97518003": 89, "98": 89, "99": 89, "994136111": 89, "9944226355": 89, "99e": 89, "9haogg3o9g9oeg9o": 89, "A": [1, 2, 15, 22, 27, 33, 36, 51, 56, 76, 89], "As": [17, 22, 76, 89], "BY": 89, "For": [17, 38, 61, 76, 78, 79], "If": [4, 17, 35, 36, 38, 51, 61, 65, 69, 70, 71, 73, 75, 76, 78, 79], "In": 75, "It": [2, 4, 24, 70, 71, 77, 82], "NO": 38, "No": [27, 89], "The": [2, 4, 11, 15, 22, 24, 27, 37, 38, 51, 54, 63, 67, 69, 70, 71, 73, 75, 76, 77, 78, 79, 82, 87, 89], "There": [38, 75, 76, 79], "These": [2, 4, 51, 67, 73, 77, 89], "To": 66, "With": [20, 43, 73], "_": [37, 78], "__contains__": [2, 4], "__delitem__": [2, 4], "__eq__": [1, 2, 4], "__getitem__": [1, 2, 4], "__iter__": [1, 2, 4], "__len__": [1, 2, 4], "__next__": [1, 2], "__setitem__": [2, 4], "__str__": [1, 2], "__version__": 13, "_comment": 4, "_content": [2, 4], "_datatyp": 4, "_default": 4, "_determine_omits_and_overrid": [2, 4], "_entri": [1, 2], "_histori": [2, 4], "_keyword": 4, "_load_template_fil": [2, 4], "_match_product_code_in_level_spec": [2, 4], "_mutabl": 4, "_p": 89, "_pack_uncertainti": 3, "_root": [3, 4, 9, 11], "_times_are_equ": 11, "_unpack_uncertainti": 3, "_update_statist": 3, "_validate_key_is_str": [2, 4], "_valu": 4, "_wcs_section_nam": [2, 4], "_write_fit": 3, "_write_ql": 3, "_z": 89, "_zvalue_from_index": 51, "a_": [22, 76], "ab": [38, 79], "abc": [2, 4, 14, 18], "abid": 8, "about": 69, "abov": [17, 29, 38, 51, 79, 89], "absolut": [38, 69, 79], "accept": 14, "access": [2, 4, 64, 66], "accessor": [2, 4], "accompani": 75, "accord": 10, "account": [37, 71, 78], "accumul": [38, 79], "accur": 14, "acquir": 77, "across": [24, 37, 51, 75, 77, 78], "activ": 71, "ad": 73, "adapt": [17, 43], "add": [1, 2], "add_entri": [1, 2], "add_now": [1, 2], "addit": [75, 77, 89], "adher": 61, "adopt": [38, 79], "after": [43, 51], "after_f_background_model": 51, "after_f_background_model_path": 51, "again": 89, "against": 27, "agre": 8, "algorithm": [16, 38, 51, 69, 70, 75, 79, 89], "alia": 89, "align": [0, 19, 89], "align_task": 14, "alignment_mask": 18, "all": [1, 2, 8, 16, 22, 33, 61, 65, 70], "allow": [16, 70], "along": [43, 51, 89], "alpha": [16, 21, 70, 89], "also": [37, 69, 75, 78], "altitud": [38, 79, 89], "alwai": [2, 4, 69], "amp": 89, "an": [1, 2, 3, 4, 7, 8, 10, 15, 16, 17, 20, 21, 22, 23, 24, 35, 36, 37, 38, 43, 51, 54, 56, 60, 63, 65, 69, 70, 71, 73, 75, 76, 77, 78, 79, 89], "analyz": 51, "angl": [11, 77, 89], "ani": [2, 4], "apertur": 10, "api": 66, "apod": 54, "apod_margin": 54, "appli": [16, 22, 24, 37, 51, 68, 72, 85], "applic": [38, 79], "apply_motion_filt": 54, "apply_threshold_mask": 51, "appropri": [14, 89], "ar": [2, 4, 14, 15, 17, 22, 27, 37, 38, 51, 63, 67, 69, 70, 73, 76, 77, 78, 79, 89], "arang": [17, 71, 89], "arcsec": 89, "area": [10, 71], "around": [51, 67], "arr": [15, 51], "arrai": [2, 4, 15, 16, 17, 20, 22, 23, 37, 43, 51, 60, 63, 70, 71, 73, 76, 78, 89], "arraycorrector": [18, 21], "artifact": 75, "artifici": 27, "ascens": [11, 89], "assembl": [38, 79], "associ": [73, 89], "assum": 89, "astronomi": 89, "astropi": [1, 2, 4, 10, 11, 41, 43, 50, 63, 89], "astropy_tim": [2, 4], "atop": 63, "attribut": [66, 89], "auror": [38, 79], "aurora": [38, 79], "auto": 0, "autoapi": 0, "avail": [12, 38, 75, 79, 89], "averag": [16, 51, 70, 89], "avg": 89, "ax": 89, "axi": [51, 89], "azimuth": 89, "azp": 89, "b": [22, 76], "b0": 89, "b_": [22, 76], "background": [15, 38, 51, 56, 67, 79], "bad": [27, 38, 58, 79, 89], "band": [38, 79], "base": [2, 3, 4, 12, 16, 20, 38, 51, 69, 70, 73, 79], "basic": 67, "becaus": [38, 79], "becom": 67, "been": [24, 77], "befor": [3, 51, 75, 89], "before_f_background_model": 51, "before_f_background_model_path": 51, "beg": 89, "begin": [66, 71], "behav": 69, "behavior": 69, "being": [22, 63, 76], "below": [17, 29, 67], "benefit": 65, "better": 67, "between": [11, 12, 16, 23, 24, 35, 36, 51, 70, 77, 89], "beyond": 69, "bia": [20, 22, 23, 73, 76], "bias_level": [18, 20, 73], "bin": 7, "binari": 89, "bintabl": 89, "bit": [20, 63, 89], "bitpix": [4, 89], "bitrat": [23, 73], "bitrate_sign": [18, 20, 73], "black": 89, "blank": [1, 2], "block": 89, "blocksiz": 89, "board": [38, 79], "bool": [1, 2, 3, 4, 11, 23, 51, 54], "boolean": [2, 4], "bootstrap": 77, "borrow": 15, "both": [38, 51, 79, 89], "box": 15, "bpb": 55, "bright": [10, 37, 38, 66, 68, 78, 82, 89], "bright_structur": [0, 40], "bug": 65, "build": 51, "built": [37, 78], "bunit": 89, "byte": 89, "bytepix": 89, "c": [22, 76], "c_": [22, 76], "calcul": [10, 11, 24, 37, 38, 51, 77, 78, 79], "calculate_celestial_wcs_from_helio": 11, "calculate_helio_wcs_from_celesti": 11, "calculate_image_pixel_area": 10, "calculate_pc_matrix": 11, "calibr": [12, 13, 22, 24, 35, 36, 37, 67, 76, 77, 78, 89], "call": 67, "callabl": [14, 18], "camera": [22, 42, 76], "can": [8, 51, 63, 65, 67, 69, 73, 77, 89], "cancel": [37, 78], "candid": [38, 79], "cannot": 8, "captur": [77, 78], "car_rot": 89, "card": [2, 4, 89], "care": 76, "carefulli": 41, "carri": [69, 70, 71, 73, 75, 76, 77, 78], "carrington": 89, "case": [2, 4], "cc": 89, "ccd": [17, 20, 23, 71, 73], "ccd_gain": 23, "ccd_offset": 23, "ccd_read_nois": 23, "cdelt": [11, 50], "cdelt1": 89, "cdelt1a": 89, "cdelt2": 89, "cdelt2a": 89, "celesti": [11, 89], "cell": 15, "cell_neighbor": 15, "center": [16, 37, 38, 78], "central": [38, 79], "certainti": 63, "chang": [77, 89], "charact": [2, 4], "character": 73, "characterist": 73, "check": [1, 2, 4, 15, 35, 36, 56, 60, 66, 71], "checksum": 89, "choos": 51, "circular": 54, "class": [12, 70], "classmethod": [1, 2, 4], "clear": [1, 2, 51, 89], "click": 89, "clock": 67, "cmap": 89, "code": [1, 2, 4, 16, 51, 61, 65, 67, 70, 75, 89], "code_ref": 89, "codezenith": 89, "coeffici": [22, 33, 68, 72], "coefficient_imag": [22, 76], "collect": [2, 4, 14, 18, 89], "color": 89, "colormap": 89, "com": [15, 51], "combin": [1, 2, 41, 75], "come": 67, "comment": [1, 2, 4, 89], "commiss": [77, 78], "common": 89, "commonli": [2, 4], "compar": [37, 38, 70, 78, 79], "compat": 11, "compimagehdu": 89, "complet": 63, "compliant": [2, 4], "compress": [3, 89], "compressed_data": 89, "compressed_imag": 89, "comput": [17, 20, 22, 23, 51, 73, 76, 78], "compute_nois": 20, "compute_uncertainti": [20, 73], "concept": [64, 66, 68, 72, 85], "conduct": 61, "conform": 89, "consid": [38, 70, 79], "consist": [2, 4, 17, 67, 71, 82], "constant": [22, 33], "construct": [1, 2, 4, 15, 22, 23, 71, 76, 89], "construct_f_corona_background": 51, "contact": 89, "contain": [0, 2, 4, 17, 22, 51, 71, 76, 89], "continu": [71, 89], "contrast": 77, "contribut": 66, "convent": 89, "convert": [2, 4, 10, 11, 20, 22, 42, 55, 67, 76, 89], "convert_polar": 55, "convolv": [16, 24, 37, 70, 77, 78], "coord": 89, "coordin": [2, 4, 11, 14, 43, 76, 89], "copi": 70, "cor2": [24, 77], "core": [18, 39, 43, 52], "coron": 89, "corona": [24, 38, 51, 66, 67, 68, 77, 79, 85, 89], "coronagraph": 77, "correct": [15, 17, 21, 22, 36, 37, 66, 68, 72, 85, 89], "correct_psf": 21, "correct_psf_task": [21, 75], "correct_streak": [17, 71], "correct_vignetting_task": [37, 78], "corrector": 21, "correspond": [2, 4, 20, 22, 38, 43, 73, 76, 78, 89], "cosmic": [16, 38, 70, 79, 89], "could": 89, "count": [20, 22, 37, 38, 73, 76, 78, 79], "cpdis1": 4, "cpdis2": 4, "creat": [0, 7, 8, 15, 16, 22, 24, 33, 37, 51, 54, 56, 75, 77, 78, 89], "create_all_valid_deficient_pixel_map": 15, "create_coefficient_imag": [22, 76], "create_coefficients_imag": 22, "create_constant_quartic_coeffici": 22, "create_empty_f_background_model": 51, "create_empty_starfield_background": 56, "create_ones_coefficients_imag": 22, "creation": 69, "creativ": 89, "crln_ob": 89, "crlt_ob": 89, "crota": [11, 89], "crota_a": 89, "crotan": 89, "crpix": 50, "crpix1": 89, "crpix1a": 89, "crpix2": 89, "crpix2a": 89, "crval": 50, "crval1": 89, "crval1a": 89, "crval2": 89, "crval2a": 89, "ctype1": 89, "ctype1a": 89, "ctype2": 89, "ctype2a": 89, "cube": [2, 3, 22, 51, 54], "cunit1": 89, "cunit1a": 89, "cunit2": 89, "cunit2a": 89, "current": [1, 2, 22, 76, 77], "custom": [69, 70, 71, 73, 75, 76, 78, 89], "cutoff": 54, "cutoff_veloc": 54, "d": [15, 22, 76], "d_": [22, 76], "dark": [20, 22, 73, 76, 77], "dark_level": [18, 20, 73], "data": [0, 12, 13, 14, 15, 16, 20, 21, 22, 23, 24, 27, 35, 36, 37, 38, 41, 42, 43, 45, 51, 56, 58, 59, 60, 63, 66, 67, 68, 69, 73, 75, 76, 77, 78, 79, 88], "data_arrai": [3, 15, 20, 73], "data_list": [39, 42, 51, 52], "data_object": [14, 16, 17, 20, 21, 22, 23, 24, 37, 51, 56, 75, 77, 78], "data_shap": [10, 11], "data_valu": 23, "data_wc": 10, "dataavg": 89, "datacub": 54, "datafram": 4, "datamax": 89, "datamdn": 89, "datamin": 89, "datap01": 89, "datap10": 89, "datap25": 89, "datap50": 89, "datap75": 89, "datap90": 89, "datap95": 89, "datap98": 89, "datap99": 89, "datasat": 89, "dataset": [12, 27, 58], "datasig": 89, "datasum": 89, "datatyp": 4, "dataz": 89, "date": [2, 4, 51, 89], "date_ob": 11, "datetim": [2, 4, 11, 43, 51], "datfix": 89, "dd": 89, "de": 71, "dead": 69, "dec": 89, "decid": [16, 70], "declin": [11, 89], "decod": 23, "decode_sqrt": 23, "decode_sqrt_by_t": 23, "decode_sqrt_correct": 23, "decode_sqrt_data": [23, 34], "decode_sqrt_simpl": 23, "default": [4, 8, 38, 51, 54, 79], "defici": [15, 66, 68, 72, 89], "deficient_pixel": [0, 19, 69], "deficient_pixel_map_path": [15, 18], "deficient_pixel_max_window_s": 18, "deficient_pixel_method": 18, "deficient_pixel_required_good_count": 18, "defin": [51, 54, 76], "definit": [2, 4, 89], "deforest": 70, "deg": [11, 89], "degre": [11, 89], "delet": [2, 4], "delete_sect": [2, 4], "delta": 12, "demonstr": [24, 77], "depend": [15, 38, 78, 79], "deriv": [1, 2, 51, 68, 72, 84, 85], "describ": [4, 43, 63, 78], "descript": [66, 67, 75, 89], "design": [24, 77], "desir": 20, "despik": [0, 19, 38, 66, 68, 72, 79, 89], "despike_alpha": 18, "despike_dil": 18, "despike_method": 18, "despike_task": [16, 70], "despike_unsharp_s": 18, "destreak": [0, 19, 66, 68, 72, 89], "destreak_task": [17, 71], "detail": [61, 66], "detect": [12, 38, 77, 79], "detector": [22, 37, 71, 76, 78], "determin": [2, 3, 4, 14, 38, 79], "develop": [61, 77], "deviat": [37, 51, 69, 78, 89], "diag": [17, 29], "diagon": 17, "dict": [2, 4], "dictionari": [2, 4], "diff_method": [38, 79], "differ": [16, 24, 38, 51, 70, 77, 79], "diffus": [38, 79], "digit": [22, 76], "dilat": [16, 38, 70], "dimens": [15, 22, 38, 51, 56, 76, 89], "dimension": 22, "directli": [24, 48, 77], "disable_image_compress": 89, "discard": 51, "discern": 69, "discuss": 65, "disk": 60, "displai": 89, "distanc": 89, "distort": [7, 37, 78], "distortion_keyword": 4, "distortionlookupt": 7, "distribut": [23, 38, 73, 79], "dither": 89, "divid": 89, "dn": [10, 20, 22, 23, 38, 76, 79], "dn_": [22, 76], "dn_to_msb": 10, "dn_to_photon": 20, "do": 51, "doc": 89, "document": [0, 89], "doe": [2, 4, 38, 66, 77, 79], "doi": 89, "don": 38, "done": [1, 2], "doubl": 89, "down": [22, 76], "dp1": 4, "dp2": 4, "drop": 78, "drp": [38, 79], "drzowi": [16, 70], "dsatval": 89, "dsun_ob": 89, "dt": 11, "dure": [38, 61, 71, 77, 78, 79, 89], "e": [1, 2, 7, 16, 17, 22, 67, 70, 71, 76], "e_": [22, 76], "each": [22, 38, 51, 71, 75, 76, 77, 78, 79, 89], "earth": [11, 89], "easili": [38, 79], "eastward": 11, "eclipt": 89, "edg": 78, "edit": [1, 2], "effect": [24, 37, 71, 76, 77, 78], "effici": 51, "effort": [24, 77], "either": [15, 16, 63, 69, 70], "eject": 89, "electron": 23, "els": 65, "email": 65, "emploi": 51, "empti": [7, 51, 56], "empty_histori": 6, "en": 89, "encod": 23, "encode_sqrt": 23, "encount": [65, 89], "encourag": 65, "end": [51, 89], "end_datetim": 51, "energi": 67, "enough": 69, "entir": 67, "entri": [1, 2, 4], "environ": 89, "epsilon": 21, "equal": [1, 2, 4, 89], "equatori": 89, "equinox": 89, "equinoxa": 89, "error": [12, 27, 35, 36], "estim": [66, 68, 72, 77], "even": 38, "even_sample_punchdata": 45, "everi": [10, 22, 69], "everyon": 65, "exampl": [17, 22, 66, 71, 76], "exce": [38, 79], "except": [0, 13], "exist": [23, 38, 79], "expand": [15, 69], "expect": [22, 38, 75], "explicitli": 51, "explor": [66, 67], "expos": 71, "exposur": [10, 17, 38, 71, 79], "exposure_tim": [17, 18, 29, 71], "extend": 4, "extens": [2, 3, 89], "extnam": 89, "extra": 12, "extract": 11, "extract_crota_from_wc": 11, "extrametadatawarn": 12, "f": [22, 24, 38, 51, 66, 68, 77, 79, 85, 89], "f06qj9p54jzfxlzpr79z7z0wvsr0ty": 89, "f_corona_model": [0, 53], "f_corona_model_path": 52, "fact": 69, "factor": [37, 78], "fake": 33, "fake_one_imag": 33, "fals": [23, 38], "fanci": 51, "fast": 89, "faster": 51, "featur": 63, "few": 82, "fewer": 15, "ff_": [37, 78], "fft_cube": 54, "field": [2, 4, 24, 37, 75, 76, 77, 78, 89], "figsiz": 89, "figur": 89, "file": [2, 3, 4, 12, 22, 35, 36, 38, 51, 60, 63, 73, 76, 78, 79, 89], "file_list": 51, "filenam": [2, 3, 18, 27, 39, 51, 89], "filepath": 89, "fill": [15, 67], "filter": [54, 89], "find": [2, 4, 38, 67], "finish": 67, "first": [22, 65, 71, 76, 89], "fit": [1, 2, 3, 4, 22, 38, 63, 66, 68, 72, 79, 89], "fits_kei": [2, 4], "fits_standard": 89, "fitsfixedwarn": 89, "five": [22, 76], "fix": [24, 77, 89], "fixiti": 89, "flag": [27, 38, 69, 89], "flat": [37, 76, 78, 89], "flat_coeffici": [22, 33], "flight": [24, 77, 78], "float": [3, 10, 11, 16, 17, 18, 20, 21, 23, 38, 51, 54, 56, 63, 70, 71, 73, 89], "float32": 89, "flow": [0, 19, 27, 40, 43, 47, 48, 53], "focus": 82, "fold": 73, "folder": 89, "follow": [22, 38, 67, 76, 77, 79], "form": 8, "format": [1, 2, 4, 11, 12, 22, 64, 89], "forth": 89, "found": 12, "four": 67, "fourier": 54, "fov": [75, 77], "frame": [15, 22, 38, 42, 51, 56, 71, 76, 79, 89], "frame_of_interest": 38, "friendli": 65, "from": [1, 2, 3, 4, 11, 15, 16, 17, 20, 22, 23, 24, 37, 38, 51, 55, 56, 63, 65, 67, 69, 70, 71, 73, 76, 77, 78, 79, 89], "from_bit": [23, 34], "from_fits_head": [1, 2, 4], "full": [2, 4, 66], "function": [63, 66, 69, 70, 71, 73, 75, 76, 78], "g": [17, 22, 71], "gain": [10, 18, 20, 23, 37, 73, 76, 78], "gcount": 89, "gcr": 11, "gcrs_to_hpc": 11, "gcrscoord": 11, "gcrsframe": 11, "gener": [0, 18, 20, 22, 23, 24, 27, 34, 36, 43, 45, 47, 48, 50, 51, 58, 59, 73, 76, 77, 89], "generate_decode_sqrt_t": 23, "generate_hourglass_filt": 54, "generate_psf_model_core_flow": 18, "generate_starfield_background": 56, "genericmap": 89, "geocentr": [11, 89], "geod_alt": 89, "geod_lat": 89, "geod_lon": 89, "geodet": 89, "get": [1, 2, 4, 11, 64], "get_base_file_nam": [2, 3], "get_p_angl": 11, "get_sun_ra_dec": 11, "get_transform": 89, "github": 65, "given": [1, 2, 4, 11, 22, 33, 37, 38, 78, 79], "goal": 70, "good": [15, 38, 79], "gov": 89, "gpu": 54, "great": [35, 36], "greys_r": 89, "grid": 89, "ground": [24, 77], "group": 89, "gsfc": 89, "gt": 89, "guid": [61, 66, 68, 88], "gzip_compressed_data": 89, "h": [2, 4], "ha": [24, 51, 77, 89], "half": [16, 70], "hamper": 69, "har": [27, 34, 47, 48], "has_cupi": 54, "have": [2, 4, 22, 38, 75], "hdu": [63, 89], "hdul": 89, "head": [1, 2], "header": [1, 2, 4, 12, 89], "header_compress": 89, "heex_ob": 89, "heey_ob": 89, "heez_ob": 89, "height": 89, "helio": 11, "heliocentr": 89, "heliograph": 89, "helioproject": [11, 89], "helioprojectivescal": 89, "heliospher": [77, 89], "help": [2, 4, 66], "helper": 51, "here": [67, 75], "hgln_ob": 89, "hglt_ob": 89, "high": [38, 79], "higher": [22, 38, 76, 79], "highest": [22, 76], "histogram": [7, 89], "histori": [0, 2, 4, 89], "historyentri": [1, 2], "hit": 70, "hold": [24, 77], "homogen": 75, "hostedtoolcach": [77, 78], "hourglass": 54, "how": [15, 16, 61, 64, 67, 70, 77, 89], "hpc": 11, "hpc_to_gcr": 11, "hpcoord": 11, "hpln": 89, "hplt": 89, "html": 89, "http": [15, 51, 89], "i": [1, 2, 4, 7, 8, 11, 12, 15, 16, 17, 22, 24, 27, 35, 36, 37, 38, 51, 54, 58, 60, 63, 64, 65, 66, 69, 70, 71, 73, 75, 76, 77, 78, 79, 87, 89], "i_": [37, 78], "i_i": [37, 78], "ideal": [38, 79], "identif": [38, 66, 68, 82], "identifi": [16, 38, 51, 67, 70, 79], "identify_bright_structures_task": 38, "ignor": 12, "imag": [3, 7, 10, 14, 15, 16, 17, 21, 22, 23, 24, 33, 37, 38, 54, 56, 60, 66, 67, 68, 69, 70, 71, 75, 76, 77, 78, 79, 82, 89], "image_merg": 47, "image_shap": 22, "imageh": 89, "imagew": 89, "img": 22, "img_shap": [22, 54], "immedi": 69, "immut": 8, "implement": [43, 70, 87, 89], "import": 89, "imshow": 89, "includ": [27, 51, 63, 89], "incorpor": [69, 70, 71, 73, 75, 76, 78], "incorrect_shape_data": 58, "incorrectfilecounterror": 12, "incorrectpolarizationstatewarn": 12, "incorrecttelescopewarn": 12, "increas": [1, 2, 27, 58], "increasing_pixel_data": 27, "increment": [38, 79, 89], "ind": 51, "independ": [22, 38, 76], "index": [1, 2, 22, 51, 66, 76], "index_of_interest": 38, "indic": [1, 2, 4, 69], "indici": 51, "individu": [23, 51, 73], "info": 89, "inform": [51, 89], "ingest": 27, "initi": [20, 66, 68, 72], "initial_uncertainti": [0, 19, 73], "inner": 67, "input": [14, 15, 16, 20, 21, 22, 23, 24, 27, 37, 42, 43, 51, 54, 56, 60, 73, 75, 77, 78], "input_arrai": 43, "input_data": [18, 55], "input_filenam": 60, "input_filepath": 18, "input_wc": 43, "inquiri": 65, "insert": [38, 73], "institut": 89, "instrum": 89, "instrument": [22, 24, 73, 76, 77, 89], "int": [1, 2, 4, 7, 10, 11, 15, 16, 17, 18, 20, 22, 23, 27, 38, 45, 51, 54, 69, 70, 73], "integ": 63, "intend": [24, 77], "interact": 61, "interest": [15, 35, 36, 38, 51, 56], "intermitt": 77, "intern": [2, 4, 89], "interpol": 51, "introduct": 66, "invalid": [8, 12, 35, 36], "invaliddataerror": 12, "invalidheadererror": 12, "invers": 17, "invert": [17, 71], "invok": 51, "io": [0, 1, 2, 4, 89], "ipykernel_68963": 89, "isn": [17, 71, 89], "issu": [61, 65], "iter": [1, 2, 4, 22, 76], "its": [10, 37, 38, 78, 79], "j": [15, 22, 37, 76, 78], "just": [67, 69], "k": 89, "kei": [2, 3, 4], "keyvocab": 89, "keyword": [2, 4, 89], "kind": 8, "known": [24, 27, 37, 77, 78], "kwarg": 51, "l0": [24, 77], "l1": [24, 77], "l1paren1": 89, "l1paren2": 89, "l1paren3": 89, "l1paren4": 89, "label": 89, "lamp": [22, 37, 76, 78], "larg": [12, 77], "larger": [16, 70], "largetimedeltawarn": 12, "lasco": [24, 77], "last": [22, 76], "lat": 89, "later": 51, "latitud": 89, "latpol": 89, "latpolea": 89, "layer": [22, 24, 37, 51, 63, 76, 77, 78], "layer_mask": 54, "le": 89, "learn": 67, "length": [1, 2, 89], "level": [2, 4, 11, 18, 20, 23, 39, 51, 52, 66, 67, 68, 73, 89], "level1": [0, 13, 69, 70, 71, 73, 75, 76, 77, 78], "level1_core_flow": 18, "level2": [0, 13], "level2_core_flow": 39, "level3": [0, 13], "level3_core_flow": 52, "level_spec": [2, 4], "level_spec_path": [2, 4], "lib": [77, 78], "librari": 89, "licens": 89, "life": 78, "light": [24, 66, 68, 72, 89], "like": [2, 4, 65, 69, 70, 71, 73, 75, 76, 78, 89], "limit": [51, 77], "linalg": [17, 71], "linalgerror": [17, 71], "line": [17, 71], "linear": [22, 76, 89], "linearli": 51, "list": [1, 2, 4, 18, 22, 38, 39, 41, 42, 43, 47, 48, 50, 51, 52, 89], "ll": 67, "load": [2, 3, 4, 8, 11, 27, 60, 63, 89], "load_image_task": 60, "load_level_spec": [2, 4], "load_ndcube_from_fit": [2, 3], "load_omnihead": 4, "load_spacecraft_def": 4, "load_templ": [2, 4], "load_trefoil_wc": [2, 11], "locat": [2, 4, 16, 22, 38, 70, 76, 79, 89], "lockhe": [38, 79], "log": [1, 2, 89], "lon": 89, "long": [17, 56, 89], "longitud": 89, "longstrn": 89, "lonpol": 89, "lonpolea": 89, "look": [66, 89], "lower": [17, 38, 79], "lowest": 22, "lt": 89, "m": 89, "m2": 89, "made": 89, "mai": [77, 89], "main": 89, "major": 17, "make": 65, "make_empty_distortion_model": 7, "mani": [15, 16, 41, 43, 69, 70], "manner": 67, "map": [2, 4, 15, 22, 24, 27, 37, 51, 56, 58, 69, 76, 77, 78, 89], "map_scal": 56, "mapbas": 89, "margin": 54, "mark": [38, 67, 79, 89], "martin": [38, 79], "mask": [14, 16, 51, 54, 68, 70, 72], "mask_arrai": 15, "mass": [67, 89], "match": [15, 37, 38, 56, 78], "math": 51, "mathemat": [37, 78], "matplotlib": 89, "matrix": [11, 17, 71, 89], "max": 15, "max_window_s": [15, 69], "maximum": 89, "mean": [1, 2, 10, 15, 38, 51, 69, 79, 89], "mean_b_offset": 23, "mean_correct": 15, "meaningless": 69, "measur": [11, 15, 77, 78, 89], "median": [15, 16, 18, 69, 70, 89], "median_correct": 15, "memori": 51, "merg": [0, 40, 66, 67, 68, 82], "merge_many_task": 41, "messi": 75, "meta": [0, 2], "metadata": [2, 3, 4, 12, 14, 63, 73, 89], "metafield": [2, 4, 8], "method": [15, 16, 38, 51, 69, 70, 79], "mid": 51, "million": 69, "millisecond": [17, 71], "min": 51, "minim": 51, "minimum": 89, "mismatch": [12, 36], "miss": 12, "missingmetadataerror": 12, "mission": [67, 78], "mjd": 89, "mm": 10, "mode": [71, 89], "model": [7, 15, 18, 21, 24, 37, 51, 68, 72, 75, 78, 84, 85], "model_path": [21, 75], "modifi": [14, 16, 21, 22, 23, 24, 37, 42, 75, 77, 78], "modul": [2, 66, 73, 76, 77, 78, 79, 82], "more": [14, 51, 61, 67, 75], "morpholog": 38, "mosaic": [43, 51, 75, 89], "mosaicdetector": 89, "most": [1, 2, 63], "most_rec": [1, 2], "motion": 54, "motion_filt": [0, 53], "move": 71, "msb": 10, "msb_to_dn": 10, "much": [38, 79, 89], "multipli": 71, "must": [8, 15, 38], "mutabl": [4, 8], "my": [38, 79], "mzp": [42, 55], "n": [17, 20], "n_bad_pixel": [27, 45], "n_sigma": [23, 56], "n_step": 23, "naiv": 23, "name": [2, 3, 89], "nan": [27, 51], "nan_percentil": 51, "nanomet": 89, "nasa": [67, 89], "nativ": 89, "naxi": [4, 89], "naxis1": 89, "naxis2": 89, "ndarrai": [3, 7, 10, 11, 15, 16, 17, 20, 22, 23, 38, 43, 51, 54, 56, 58, 60, 69, 70, 71, 73, 76, 89], "ndcube": [2, 3, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 27, 37, 38, 39, 41, 42, 43, 45, 51, 52, 55, 56, 58, 59, 60, 63, 69, 75, 77, 78, 89], "need": [22, 65, 76, 89], "neighbor": [15, 16, 38, 69, 70, 79], "neighborhood": 69, "new": [1, 2], "next": [1, 2], "nfi": [51, 89], "nfi00detector": 89, "nfi_qp_data": 89, "nfi_qp_data_map": 89, "nfi_qp_data_ndcub": 89, "nfi_qp_data_wc": 89, "nfi_qp_filenam": 89, "nfi_qp_head": 89, "nfi_qp_uncertainti": 89, "nine_bad_pixel_map": 27, "nm": [10, 89], "nmobserv": 89, "nmwavelength": 89, "no_dith": 89, "nocalibrationdatawarn": 12, "nois": [20, 23, 73, 77], "noise_pdf": 23, "noisebit": 89, "non": [22, 76, 89], "none": [1, 2, 3, 4, 14, 15, 16, 18, 21, 22, 27, 35, 36, 38, 39, 52, 56, 58, 59, 60, 75, 89], "nonzero": 38, "normal": [2, 4, 23, 69, 73], "normalizedmetadata": [2, 4], "normalizedmetdata": [2, 4], "north": [11, 89], "note": [1, 2, 17, 22, 71, 76, 89], "notebook": 89, "notic": 65, "now": 11, "np": [7, 11, 16, 17, 20, 22, 23, 38, 43, 51, 54, 70, 71, 76, 89], "nullabl": 4, "num_bin": 7, "number": [1, 2, 4, 7, 12, 22, 23, 37, 38, 69, 76, 78, 89], "numer": [1, 2], "numpi": [3, 7, 10, 11, 15, 16, 17, 20, 22, 23, 38, 43, 51, 54, 56, 58, 60, 70, 71, 89], "ob": [2, 4, 89], "object": [1, 2, 4, 14, 22, 23, 27, 34, 36, 42, 43, 45, 47, 48, 50, 51, 64, 66, 73, 89], "observ": [24, 27, 43, 51, 77, 89], "observation_data": 58, "observatori": [77, 89], "obsrvtri": 89, "obstyp": 89, "odd": 38, "off": [69, 71], "offset": [22, 23, 37, 76, 78], "ogip": 89, "ogrid": 51, "older": [1, 2], "omit": [2, 4], "omnihead": [2, 4], "omniheader_path": [2, 4], "onc": 77, "one": [22, 27, 38, 76, 79], "one_bad_pixel_map": 27, "one_bright_point_sample_punchdata": 45, "one_data": [58, 59], "ones": [22, 76], "ongo": [24, 77], "onli": [14, 38, 79], "onto": 71, "open": [65, 89], "oper": [16, 21, 24, 37, 38, 71, 75, 77, 78], "opt": [77, 78], "optic": [24, 37, 77, 78], "option": [15, 22, 51, 54], "orbit": [24, 37, 77, 78], "order": [2, 4, 22, 39, 76], "ordereddict": [2, 4], "org": 89, "organ": 67, "orient": [37, 78], "origin": [1, 2, 22, 23, 38, 63, 76, 79, 89], "other": [1, 2, 4, 22, 65, 76, 77], "otherwis": 75, "our": [61, 70], "out": [11, 14, 17, 27, 37, 60, 66, 69, 70, 71, 73, 75, 76, 77, 78, 89], "outlier": 51, "outlin": [38, 79], "output": [23, 24, 27, 37, 43, 69, 77, 78], "output_filenam": [18, 39, 52, 60], "output_image_task": 60, "output_punchobject": 51, "output_shap": [43, 50], "output_wc": 43, "outsid": 89, "over": [22, 38, 51, 56, 76, 79], "overrid": [2, 4], "oversensit": 69, "overview": [66, 68], "overwrit": [2, 3, 4, 23], "overwrite_t": 23, "p": 11, "packag": [4, 43, 65, 66, 75], "page": [0, 66], "pair": [2, 4], "panda": 4, "paper": 75, "paramet": [1, 2, 4, 7, 11, 14, 15, 16, 17, 20, 21, 22, 23, 24, 33, 37, 38, 42, 43, 51, 54, 56, 60, 70, 71, 75, 76, 77, 78, 89], "parent": 89, "pars": [2, 4, 89], "parse_tim": 11, "parse_time_typ": 11, "part": [24, 66, 77], "particular": [22, 38, 63, 76, 79], "pass": [12, 27, 58, 73], "patch_siz": 18, "path": [2, 3, 4, 15, 21, 22, 24, 37, 51, 56, 60, 75, 77, 78], "pathlib": [24, 37, 77, 78], "pattern": [24, 37, 77, 78], "pc": 11, "pc1_1": 89, "pc1_1a": 89, "pc1_2": 89, "pc1_2a": 89, "pc2_1": 89, "pc2_1a": 89, "pc2_2": 89, "pc2_2a": 89, "pcount": 89, "pdf": 23, "peak": 89, "per": [77, 89], "percentil": 51, "percentile_valu": 51, "perfect_pixel_map": 27, "perform": [16, 22, 23, 38, 43, 54, 66], "perform_quartic_fit_task": [22, 76], "period": [24, 51, 56, 77], "peripheri": [37, 78], "persist": 69, "perspect": 89, "photometr": [22, 76, 89], "photometric_calibr": [22, 76], "photon": [10, 20, 23, 73], "photospher": 89, "physic": 89, "pipelin": [2, 4, 13, 23, 66, 67, 69, 70, 71, 73, 75, 76, 78, 82, 89], "pipevrsn": 89, "pix": 89, "pixcoordin": 89, "pixel": [10, 11, 15, 16, 22, 27, 37, 38, 43, 51, 58, 63, 66, 68, 70, 72, 76, 78, 79, 89], "pixrefer": 89, "place": 73, "plain": 89, "plane": [24, 37, 51, 77, 78], "pleas": [61, 65], "plot": 89, "plt": 89, "plume": 89, "pm1": [2, 4, 39], "pm2": 39, "pm3": 39, "pm4": 39, "po": 89, "point": [14, 27, 38, 63, 66, 68, 72, 75, 89], "poisson": 73, "polar": [0, 12, 36, 40, 48, 51, 53, 66, 67, 68, 78, 82], "polar_m": 89, "polarimetri": 89, "pole": 89, "polynomi": [22, 76], "posit": [11, 37, 78], "possibl": 65, "power": [22, 76], "pp1": 39, "pp2": 39, "pp3": 39, "pp4": 39, "pre": 78, "preced": 89, "prefect": [16, 17, 20, 21, 22, 23, 24, 27, 34, 37, 38, 42, 47, 48, 60, 69, 70, 71, 73, 75, 76, 77, 78], "present": [38, 79], "preserv": 22, "previous": 77, "primari": [63, 89], "primarili": [69, 70, 71, 73, 75, 76, 78], "primaryhdu": 89, "principl": 89, "print": 89, "privat": 51, "pro": [38, 79], "probabl": 23, "process": [12, 23, 54, 60, 67, 89], "produc": [22, 24, 37, 51, 67, 77, 78], "product": [2, 4, 22, 51, 67, 73, 76, 89], "product_cod": [2, 4], "product_def": [2, 4], "product_level": [2, 4], "project": [61, 89], "propag": 73, "properli": 12, "properti": [2, 4, 89], "proven": 89, "provid": [2, 4, 27, 35, 36, 63, 73], "psf": [0, 18, 19, 66, 68, 72, 89], "psf_model_path": 18, "psf_size": 18, "pull": 61, "punch": [2, 4, 13, 17, 22, 24, 43, 56, 63, 64, 66, 71, 76, 77, 89], "punch01": 89, "punch_imag": [22, 76], "punch_l1_cl1_20220204134800_v0": 89, "punch_l1_cl2_20220204134700_v0": 89, "punch_l1_cl3_20220204134600_v0": 89, "punch_l1_cl4_20220204135100_v0": 89, "punch_l2_nqn_20230704000000": 89, "punch_l2_wqm_20230704000000": 89, "punch_product": 51, "punch_stokes_map": 11, "punchbowl": [0, 61, 69, 70, 71, 73, 75, 76, 77, 78], "punchbowlerror": 12, "punchbowlwarn": 12, "punchdata": [1, 2, 14, 15, 16, 21, 22, 24, 27, 34, 36, 37, 42, 45, 47, 48, 50, 51, 56, 60, 64, 66, 75, 77, 78], "punchinstru": 89, "punchobject": 15, "punchpip": 89, "pv1_1a": 89, "pv1_2a": 89, "pv1_3a": 89, "pv2_0a": 89, "pv2_1a": 89, "pv2_2a": 89, "pv2_3a": 89, "pv2_4a": 89, "pv2_5a": 89, "py": [77, 78, 89], "pyplot": 89, "python": [15, 77, 78, 89], "python3": [77, 78], "pz1": 39, "pz2": 39, "pz3": 39, "pz4": 39, "q": 51, "quadratur": 73, "qualiti": [38, 67, 79, 89], "quantiti": [22, 76], "quantiz": 89, "quartic": [22, 33, 66, 68, 72], "quartic_coefficient_path": 18, "quartic_coefficients_imag": 33, "quartic_coefficients_path": 22, "quartic_fit": [0, 19, 76], "queri": 89, "query_f_corona_model_sourc": 51, "question": [15, 61], "quick": 89, "quickpunch": [66, 68], "quit": 69, "ra": 89, "radial": 16, "radial_arrai": 16, "radiu": [54, 89], "rai": [16, 38, 70, 79, 89], "rais": [17, 35, 36, 71], "random": [27, 45, 58, 59], "rang": [11, 63, 69], "rather": 65, "ratio": [73, 77], "raw": [22, 67, 76], "re": [61, 65], "read": [1, 2, 3, 4, 17, 20, 23, 61, 71, 73, 89], "read_noise_level": [18, 20, 73], "reader": 63, "readout": [17, 71], "readout_line_tim": [17, 18, 29, 71], "recent": [1, 2], "recommend": [61, 66, 69, 70, 71, 73, 75, 76, 78], "reconstitut": 63, "record": [1, 2, 89], "reduct": [13, 37, 67, 78], "refer": [37, 66, 78, 89], "referenc": 89, "refin": 75, "regener": [23, 77], "region": [16, 70], "regular": 89, "regularizepsf": [18, 21, 75], "reject": 51, "rel": 63, "relat": [66, 89], "relev": [2, 4], "reli": [38, 79], "remov": [15, 16, 24, 54, 66, 68, 69, 70, 72, 85, 89], "remove_deficient_pixel": [15, 27, 69], "remove_deficient_pixels_task": [15, 69], "remove_starfield": [56, 59], "remove_stray_light_task": [24, 77], "replac": [16, 22, 66, 68, 70, 72, 76], "repres": [2, 4, 16, 38, 70, 79], "represent": [1, 2, 4], "reproject": 43, "reproject_arrai": [43, 50], "reproject_many_flow": 43, "reprojected_arrai": 43, "request": [1, 2, 61], "requir": [22, 24, 38, 51, 71, 77, 79, 89], "required_good_count": [15, 69], "required_header_keyword": 4, "required_y": 38, "resampl": [0, 40, 66, 68, 82, 89], "reset": [17, 71], "reset_lin": [17, 71], "reset_line_tim": [17, 18, 29, 71], "reshap": [17, 71], "resolut": [66, 67, 68, 82], "resolv": [42, 48, 82], "resolve_polar": 42, "resolve_polarization_task": 42, "respect": 89, "respons": [22, 76, 89], "retreiv": 89, "return": [1, 2, 4, 7, 11, 14, 15, 16, 17, 20, 21, 22, 23, 24, 33, 37, 38, 42, 43, 51, 54, 56, 60, 70, 71, 73, 75, 76, 77, 78], "rice": 89, "rice_1": 89, "right": [11, 89], "rigor": 75, "rm": [38, 79], "robust": 23, "roll": [24, 77], "root": 23, "rotat": [11, 24, 77, 89], "routin": [43, 77], "row": 89, "rsun_arc": 89, "rsun_ref": 89, "run_zspik": 38, "runtimewarn": 89, "same": [27, 51, 77, 89], "sampl": [27, 34, 45, 47, 48, 50], "sample_bad_pixel_map": [27, 45], "sample_data_list": [47, 58], "sample_data_triplet": 48, "sample_fits_path": 58, "sample_fits_path_compress": [7, 8], "sample_fits_path_uncompress": [7, 8], "sample_level_path": [7, 8], "sample_ndcub": [7, 30, 35, 36, 47, 48, 50], "sample_omnibus_path": [7, 8], "sample_punchdata": [27, 34, 45], "sample_punchdata_list": 50, "sample_spacecraft_def_path": [7, 8], "sample_wc": 50, "sample_write_path": [7, 8], "sample_zero_punchdata": 45, "satellit": [67, 89], "satur": [37, 69, 78, 89], "sc_invers": 17, "scale": [37, 63, 78, 89], "scatter": 89, "schemat": 67, "scienc": [24, 71, 77], "search": [51, 66], "second": 89, "secondari": 89, "section": [2, 4], "section_nam": [2, 4], "see": [51, 61, 89], "seen": 11, "segment": [66, 67], "sensor": 69, "separ": [24, 77, 78], "sequenc": [38, 79], "seri": [38, 51, 56, 77, 79], "set": [2, 4, 8, 22, 38, 42, 51, 79, 89], "set_facecolor": 89, "set_major_formatt": 89, "set_tick": 89, "sever": 67, "shape": [2, 4, 11, 16, 22, 27, 33, 43, 45, 54, 58, 59, 76, 89], "share": 89, "short": 67, "shot": 73, "should": [2, 4, 15, 17, 22, 27, 35, 36, 38, 51, 79], "shown": 67, "shutterless": 71, "sigma": [23, 38, 51, 79], "signal": [69, 73, 77], "signific": 70, "similar": [24, 75, 77], "simpl": [4, 23], "simpli": 77, "singl": [4, 38, 70, 79], "singular": [17, 71], "size": [7, 11, 16, 17, 22, 29, 43, 67, 70, 89], "skip": [12, 22], "sky": 10, "slide": 15, "sliding_window": 15, "slow": 89, "small": [37, 67, 78], "smear": 71, "smex": 67, "smooth": [16, 70], "so": [1, 2, 4, 65], "softwar": 89, "soho": [24, 77], "solar": [10, 11, 42, 67, 77, 89], "solar_p0": 89, "solarpdl": [16, 70], "solarsoft": [17, 38, 79], "solut": 51, "some": [27, 45, 58, 59], "someon": 65, "someth": [69, 70, 71, 73, 75, 76, 78], "sourc": [1, 2, 77], "space": 54, "spacecraft": [2, 4, 8, 37, 78, 89], "spacecraft_def_path": [2, 4], "spaceop": 89, "spatial": [22, 38, 51, 76, 79], "speak": 65, "specif": [2, 4, 22, 27, 63, 66, 76], "specifi": [1, 2, 4, 11, 17, 20, 23, 43, 51, 89], "spectrometr": 77, "sphinx": 0, "spike": [16, 38, 70, 79], "spikejon": [16, 70], "spread": 75, "sqrt": [0, 19], "squar": [17, 23, 60, 71], "sr": [10, 89], "stabl": 89, "stack": 54, "stacked_data": 54, "stacker": 51, "stackoverflow": [15, 51], "standard": [2, 4, 38, 51, 63, 79, 89], "star": 89, "starfield": [37, 54, 56, 59, 66, 68, 78, 85], "starfield_background_model": 56, "starfield_background_path": [52, 56], "starfield_bg": 56, "start": [22, 38, 51, 65, 69, 76, 89], "start_datetim": 51, "state": [12, 36, 78, 89], "static": [2, 4], "statist": [3, 89], "stellar": [0, 53], "step": [23, 82], "stereo": [24, 38, 77, 79], "stim": [22, 37, 76, 78], "storag": 71, "store": [2, 4, 38, 63, 79, 89], "str": [1, 2, 3, 4, 11, 15, 16, 18, 21, 22, 38, 39, 51, 52, 56, 60, 69, 70, 75], "strai": [24, 66, 68, 72, 89], "strategi": 23, "stray_light": [0, 19, 77], "stray_light_path": [18, 24, 77], "streak": [17, 71], "streak_correction_matrix": [17, 71], "stream": [38, 79], "streamer": 89, "string": [1, 2, 4, 51, 89], "strong": 69, "structur": [38, 66, 68, 82], "sub": 89, "subject": [22, 76], "submodul": 66, "subpackag": 66, "subplot": 89, "subroutin": 73, "subtract": [15, 51, 56, 67, 77, 89], "subtract_f_corona_background": 51, "subtract_f_corona_background_task": 51, "subtract_starfield_background": 56, "subtract_starfield_background_task": 56, "suffici": [38, 79], "suitcas": 67, "sun": [11, 67, 89], "sunpi": 89, "sunpymetadatawarn": 89, "support": [38, 65, 79], "surround": [38, 79], "swri": 89, "system": [2, 4, 11, 24, 43, 67, 77, 89], "t": [2, 4, 17, 38, 71, 89], "tabl": [7, 23, 89], "table_path": 23, "tail": 75, "take": [37, 42, 51, 76, 78, 89], "taken": 51, "target_fwhm": 18, "target_mem_usag": 56, "task": [16, 17, 20, 21, 22, 23, 24, 34, 37, 38, 41, 42, 60, 66, 69, 70, 71, 73, 75, 76, 77, 78], "tbd": 89, "techniqu": 77, "telescop": [12, 36, 89], "templat": [2, 4], "tempor": [38, 51, 79, 89], "term": [22, 73, 76], "test": [0, 2, 19, 40, 53, 63], "test_after_is_before_subtraction_fail": 58, "test_align": [0, 25], "test_artificial_pixel_map": 27, "test_back_and_forth_wcs_from_celesti": 9, "test_back_and_forth_wcs_from_helio": 9, "test_basic_subtract": [58, 59], "test_blank_image_destreak": 29, "test_bright_structur": [0, 44], "test_calibration_with_all_one_coeffici": 33, "test_calibration_with_range_coeffici": 33, "test_calibration_with_single_constant_coeff": 33, "test_check_calibration_time_delta_warn": [35, 36], "test_core_flow_runs_with_objects_and_calibration_fil": 30, "test_create_coeff_image_with_only_one_coeff": 33, "test_create_coeff_image_with_two_coeff": 33, "test_create_coefficient_imag": 33, "test_create_constant_coefficient_imag": 33, "test_create_level0_normalized_metadata": 8, "test_create_level3_normalized_metadata": 8, "test_create_radial_arrai": 28, "test_create_simple_bkg": 58, "test_data_load": 27, "test_data_window_1": 27, "test_data_window_9": 27, "test_decod": 34, "test_decode_sqrt_data_task": 34, "test_deficient_pixel": [0, 25], "test_despik": [0, 25], "test_destreak": [0, 25], "test_diff_method": 45, "test_different_array_size_subtract": 58, "test_different_paramet": 45, "test_dilation_ab": 45, "test_dilation_sigma": 45, "test_directori": [29, 58], "test_empty_history_equ": 6, "test_empty_history_from_fits_head": 6, "test_empty_list": 58, "test_encod": 34, "test_encode_then_decod": 34, "test_extract_crota": 9, "test_extract_crota_helio": 9, "test_f_corona_model": [0, 57], "test_filename_base_gener": 7, "test_filled_history_from_fits_head": 6, "test_flipped_dates_subtraction_fail": 58, "test_flow": [0, 25, 44], "test_generate_data_statist": 7, "test_generate_data_statistics_from_zero": 7, "test_has_typecod": 7, "test_helio_celestial_wc": 9, "test_histori": [0, 5], "test_history_add_on": 6, "test_history_cannot_compare_to_nonhistory_typ": 6, "test_history_equ": 6, "test_history_iter": 6, "test_history_not_equals_if_differ": 6, "test_invalid_data_fil": 36, "test_invalid_polarization_st": 36, "test_invalid_telescop": 36, "test_invalid_vignetting_fil": 36, "test_io": [0, 5], "test_list_input_2": 58, "test_load_punchdata_with_histori": 7, "test_load_spacecraft_yaml": 8, "test_load_trefoil_wc": 9, "test_matrix_cr": 29, "test_mean_bkg": 58, "test_mean_data_window_1": 27, "test_mean_data_window_9": 27, "test_merg": [0, 44], "test_merge_many_task": 47, "test_meta": [0, 5], "test_metafield_creation_keyword_too_long": 8, "test_metafield_creation_kinds_do_not_match": 8, "test_metafield_not_mut": 8, "test_metafield_upd": 8, "test_metafield_wrong_kind_for_upd": 8, "test_min_bkg": 58, "test_nan_input": 27, "test_no_straylight_fil": 35, "test_no_vignetting_fil": 36, "test_normalized_metadata_to_fits_writes_histori": 8, "test_normalizedmetadata_from_fits_head": 8, "test_normalizedmetadata_from_template_abq": 8, "test_normalizedmetadata_from_template_cb1": 8, "test_normalizedmetadata_get_kei": 8, "test_normalizedmetadata_to_fits_head": 8, "test_not_2dim_destreaking_error": 29, "test_not_numpy_image_destreaking_error": 29, "test_not_square_image_destreak": 29, "test_percent_10_bkg": 58, "test_percent_5_bkg": 58, "test_point": [0, 25], "test_polar": [0, 44], "test_psf": [0, 25], "test_qual": [0, 44], "test_quartic_fit": [0, 25], "test_raise_error": 45, "test_raise_error_insufficient_fram": 45, "test_raise_no_error": 45, "test_remove_deficient_pixel": 27, "test_reproject_arrai": 50, "test_reproject_many_flow": 50, "test_required_yes_ab": 45, "test_required_yes_sigma": 45, "test_resampl": [0, 44], "test_resolve_polar": 48, "test_resolve_polarization_task": 48, "test_single_bright_point": 45, "test_single_bright_point_2": 45, "test_singular_matrix_error": 29, "test_spikejones_with_one_spik": 28, "test_sqrt": [0, 25], "test_stellar": [0, 57], "test_stray_light": [0, 25], "test_sun_loc": 9, "test_sun_location_gcr": 9, "test_threshold_ab": 45, "test_threshold_sigma": 45, "test_typo_method_bkg": 58, "test_uncertainti": 45, "test_valid_data_and_uncertainti": 45, "test_veto": 45, "test_vignett": [0, 25], "test_vignetting_correct": 36, "test_wc": [0, 5], "test_wcs_many_point_2d_check": 9, "test_wcs_many_point_3d_check": 9, "test_write_data": 7, "test_write_punchdata_with_distort": 7, "test_zero_threshold": 45, "testdata_dir": [7, 8, 58], "text": 89, "tfield": 89, "tform1": 89, "tform2": 89, "tform3": 89, "tform4": 89, "th": 15, "than": [15, 38, 51, 65, 77, 79], "thank": 65, "thei": 14, "them": [14, 22, 51, 69], "therefor": [38, 79], "thesauru": 89, "theta_i": 89, "theta_x": 89, "thi": [0, 16, 17, 24, 37, 38, 43, 51, 63, 65, 67, 69, 70, 71, 73, 75, 76, 77, 78, 79, 87, 89], "third": 89, "this_directori": [27, 30, 35, 36], "those": 51, "three": [2, 4], "threshold": [16, 38, 51, 70, 79], "threshold_mask_cutoff": 51, "through": [37, 63, 66, 73, 78], "thu": [51, 69], "tile": 89, "time": [1, 2, 4, 11, 12, 16, 17, 35, 36, 38, 43, 51, 56, 70, 71, 77, 79, 89], "time_1": 11, "time_2": 11, "timeseri": [38, 79], "timesi": 89, "titl": [2, 4, 89], "tmpdir": [6, 8], "to_bit": [23, 34], "to_fits_head": [2, 4], "todo": [64, 69, 77], "togeth": [67, 82], "toggl": [23, 89], "too": [35, 36, 65, 69], "tool": [16, 70], "total": 89, "toward": [37, 78], "transfer": 71, "transform": [37, 43, 78, 89], "transient": [38, 79], "treat": [38, 79], "trefoil": [2, 11], "trefoil_shap": 43, "trefoil_wc": [41, 43], "triangl": 17, "true": [2, 3, 4, 38, 51, 54, 89], "truth": [24, 77], "ttype1": 89, "ttype2": 89, "ttype3": 89, "ttype4": 89, "tupl": [2, 4, 10, 11, 16, 22, 23, 27, 33, 43, 45, 54, 58, 59], "tutori": 66, "two": [1, 2, 22, 38, 76, 79], "two_bright_point_sample_punchdata": 45, "type": [1, 2, 3, 4, 7, 11, 14, 15, 16, 17, 20, 21, 22, 23, 24, 33, 37, 38, 42, 43, 51, 54, 56, 60, 70, 71, 75, 76, 77, 78, 89], "typecod": 89, "typeerror": [17, 71], "typic": [1, 2, 63], "u": [10, 51, 89], "uint8": 89, "uncertainti": [3, 20, 22, 24, 27, 37, 38, 41, 64, 66, 68, 72, 76, 77, 78, 89], "uncertainty_arrai": 3, "uncertainty_quantize_level": 3, "uncompress": 3, "understand": [66, 67], "undo": 78, "unifi": 89, "uniform": 75, "unit": [0, 2, 4, 11, 17, 22, 71, 76, 89], "unknowndimens": 89, "unpack": 23, "unpolar": 89, "unsharp": [16, 70], "unsharp_s": [16, 70], "up": 65, "updat": [3, 8, 14, 78, 89], "update_initial_uncertainty_task": [20, 73], "upper": [2, 4, 17], "us": [2, 4, 11, 15, 16, 17, 21, 22, 23, 24, 27, 34, 37, 38, 47, 48, 51, 54, 63, 65, 69, 70, 71, 73, 75, 76, 77, 78, 79, 89], "usag": 50, "use_gpu": 54, "user": 65, "ut": 89, "utc": 89, "util": [0, 13, 43], "valid": [2, 4, 12, 15, 36, 77, 89], "validate_image_is_squar": 60, "valu": [2, 4, 8, 17, 22, 23, 27, 33, 37, 38, 51, 58, 63, 69, 73, 76, 78, 79, 89], "valueerror": [17, 71], "valuetyp": 4, "var": 89, "vari": 75, "variabl": 89, "variat": [37, 38, 78, 79], "veloc": 54, "ver": 89, "veri": 89, "version": [14, 16, 21, 22, 23, 24, 37, 42, 60, 75, 77, 78, 89], "veto": [38, 79], "veto_limit": 38, "vg": 78, "vg_": 78, "via": [78, 89], "view": [15, 24, 75, 77, 89], "vignet": [35, 36, 37, 66, 68, 72, 89], "vignett": [0, 19, 78], "vignetting_function_path": 18, "vignetting_path": [37, 78], "visibl": 89, "vmax": 89, "vmin": 89, "vote": [38, 79], "voter_filenam": 38, "w": 89, "wa": [24, 38, 77, 79], "wai": 75, "want": [38, 65], "warn": [12, 35, 36, 89], "wavelength": 10, "wavelnth": 89, "waveunit": 89, "wc": [0, 2, 4, 10, 14, 41, 43, 50, 63, 89], "wcs_celesti": 11, "wcs_helio": 11, "wcs_section_nam": [2, 4], "wcsax": 89, "wcsname": 89, "wcsnamea": 89, "we": [17, 61, 65, 66, 67, 71, 73, 77], "websit": [67, 89], "welcom": 61, "well": 8, "wfi": 89, "wfi_qp_data": 89, "wfi_qp_data_map": 89, "wfi_qp_data_ndcub": 89, "wfi_qp_data_wc": 89, "wfi_qp_filenam": 89, "wfi_qp_head": 89, "wfi_qp_uncertainti": 89, "wgs84": 89, "what": [1, 2, 66], "when": [3, 27, 63, 89], "where": [17, 37, 60, 66, 78], "whether": [38, 54, 79], "which": [11, 15, 22, 24, 37, 38, 42, 51, 67, 73, 76, 77, 78, 79], "while": [2, 4, 24, 77], "white": 89, "wide": 61, "width": [15, 89], "wind": [67, 89], "window": [15, 16, 70], "window_s": 15, "wish": [23, 69, 70, 71, 73, 75, 76, 78], "within": [2, 4, 63, 77], "without": [2, 3], "work": [17, 51, 66, 67, 70, 89], "world": [2, 4, 11, 89], "would": [22, 75], "wq": 89, "write": [2, 3, 60], "write_celestial_wc": [2, 4], "write_ndcube_to_fit": [2, 3], "written": [60, 63], "wrong": 12, "x": [7, 17, 20, 51, 76, 89], "x64": [77, 78], "x_": [22, 76], "xlabel": 89, "xtension": 89, "y": [7, 51, 89], "yaml": 8, "ylabel": 89, "you": [8, 23, 38, 61, 65, 67, 69, 70, 71, 73, 75, 76, 78], "youngest": [1, 2], "your": [61, 65], "yr": 89, "z": [51, 89], "zbitpix": 89, "zcmptype": 89, "zdatasum": 89, "zenith": 89, "zero": [69, 89], "zero_data": 58, "zero_starfield_data": 59, "zhecksum": 89, "zimag": 89, "zname1": 89, "zname2": 89, "zname3": 89, "znaxi": 89, "znaxis1": 89, "znaxis2": 89, "zpn": 89, "zquantiz": 89, "zscale": 89, "zsimpl": 89, "zspike": [38, 79], "ztile1": 89, "ztile2": 89, "zval1": 89, "zval2": 89, "zval3": 89, "zzero": 89}, "titles": ["API Reference", "punchbowl.data.history", "punchbowl.data", "punchbowl.data.io", "punchbowl.data.meta", "punchbowl.data.tests", "punchbowl.data.tests.test_history", "punchbowl.data.tests.test_io", "punchbowl.data.tests.test_meta", "punchbowl.data.tests.test_wcs", "punchbowl.data.units", "punchbowl.data.wcs", "punchbowl.exceptions", "punchbowl", "punchbowl.level1.alignment", "punchbowl.level1.deficient_pixel", "punchbowl.level1.despike", "punchbowl.level1.destreak", "punchbowl.level1.flow", "punchbowl.level1", "punchbowl.level1.initial_uncertainty", "punchbowl.level1.psf", "punchbowl.level1.quartic_fit", "punchbowl.level1.sqrt", "punchbowl.level1.stray_light", "punchbowl.level1.tests", "punchbowl.level1.tests.test_alignment", "punchbowl.level1.tests.test_deficient_pixel", "punchbowl.level1.tests.test_despike", "punchbowl.level1.tests.test_destreak", "punchbowl.level1.tests.test_flow", "punchbowl.level1.tests.test_pointing", "punchbowl.level1.tests.test_psf", "punchbowl.level1.tests.test_quartic_fit", "punchbowl.level1.tests.test_sqrt", "punchbowl.level1.tests.test_stray_light", "punchbowl.level1.tests.test_vignette", "punchbowl.level1.vignette", "punchbowl.level2.bright_structure", "punchbowl.level2.flow", "punchbowl.level2", "punchbowl.level2.merge", "punchbowl.level2.polarization", "punchbowl.level2.resample", "punchbowl.level2.tests", "punchbowl.level2.tests.test_bright_structure", "punchbowl.level2.tests.test_flow", "punchbowl.level2.tests.test_merge", "punchbowl.level2.tests.test_polarization", "punchbowl.level2.tests.test_quality", "punchbowl.level2.tests.test_resample", "punchbowl.level3.f_corona_model", "punchbowl.level3.flow", "punchbowl.level3", "punchbowl.level3.motion_filter", "punchbowl.level3.polarization", "punchbowl.level3.stellar", "punchbowl.level3.tests", "punchbowl.level3.tests.test_f_corona_model", "punchbowl.level3.tests.test_stellar", "punchbowl.util", "Contribute", "Accessing PUNCH Data", "PUNCHData object", "Data", "Help", "Welcome to punchbowl\u2019s documentation!", "Introduction", "Pipeline", "Deficient Pixel Replacement", "Despike", "Destreaking", "Level 1", "Initial Uncertainty Estimation", "Pointing Correction", "PSF Correction", "Quartic Fit Correction", "Stray Light Removal", "Vignetting Correction", "Bright Structure Identification", "Image Merging", "Image Resampling", "Level 2", "Polarization Resolution", "F-Corona Removal", "Level 3", "Starfield Removal", "Pipeline Overview", "QuickPUNCH", "QuickPUNCH data guide"], "titleterms": {"": 66, "1": 72, "2": 82, "3": 85, "access": 62, "align": 14, "api": 0, "appli": [69, 70, 71, 73, 74, 75, 76, 77, 78, 84, 86], "attribut": [1, 3, 4, 7, 8, 9, 10, 11, 13, 18, 23, 27, 29, 30, 35, 36, 39, 54, 58], "bright": 79, "bright_structur": 38, "call": 43, "class": [1, 2, 4], "coeffici": 76, "concept": [63, 69, 70, 71, 73, 74, 75, 76, 77, 78, 84, 86], "content": [1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 27, 28, 29, 30, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 45, 47, 48, 50, 51, 52, 54, 55, 56, 58, 59, 60, 64, 66], "contribut": 61, "corona": 84, "correct": [69, 70, 71, 73, 74, 75, 76, 77, 78, 84, 86], "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 62, 64, 89], "defici": 69, "deficient_pixel": 15, "deriv": [69, 76, 77, 78, 86], "despik": [16, 70], "destreak": [17, 71], "document": 66, "doe": 67, "estim": 73, "exampl": 43, "except": 12, "f": 84, "f_corona_model": 51, "fit": [67, 76], "flow": [18, 39, 52], "function": [2, 3, 4, 6, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 27, 28, 29, 30, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 45, 47, 48, 50, 51, 52, 54, 55, 56, 58, 59, 60], "guid": 89, "help": 65, "histori": 1, "i": 67, "identif": 79, "imag": [80, 81], "indic": 66, "initi": 73, "initial_uncertainti": 20, "introduct": 67, "io": 3, "level": [72, 82, 85], "level1": [14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37], "level2": [38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50], "level3": [51, 52, 53, 54, 55, 56, 57, 58, 59], "light": 77, "mask": 69, "merg": [41, 80], "meta": 4, "model": [77, 86], "modul": [1, 3, 4, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 27, 28, 29, 30, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 45, 47, 48, 50, 51, 52, 54, 55, 56, 58, 59, 60], "motion_filt": 54, "object": 63, "overview": 87, "packag": [2, 13], "pipelin": [68, 87], "pixel": 69, "point": 74, "polar": [42, 55, 83], "psf": [21, 75], "punch": [62, 67], "punchbowl": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 66, 67], "punchdata": 63, "quartic": 76, "quartic_fit": 22, "quickpunch": [88, 89], "refer": 0, "remov": [77, 84, 86], "replac": 69, "resampl": [43, 81], "resolut": 83, "sqrt": 23, "starfield": 86, "stellar": 56, "strai": 77, "stray_light": 24, "structur": 79, "submodul": [2, 5, 13, 19, 25, 40, 44, 53, 57], "subpackag": [2, 13, 19, 40, 53], "tabl": 66, "test": [5, 6, 7, 8, 9, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 44, 45, 46, 47, 48, 49, 50, 57, 58, 59], "test_align": 26, "test_bright_structur": 45, "test_deficient_pixel": 27, "test_despik": 28, "test_destreak": 29, "test_f_corona_model": 58, "test_flow": [30, 46], "test_histori": 6, "test_io": 7, "test_merg": 47, "test_meta": 8, "test_point": 31, "test_polar": 48, "test_psf": 32, "test_qual": 49, "test_quartic_fit": 33, "test_resampl": 50, "test_sqrt": 34, "test_stellar": 59, "test_stray_light": 35, "test_vignett": 36, "test_wc": 9, "uncertainti": [63, 73], "unit": 10, "util": 60, "vignet": 78, "vignett": 37, "wc": 11, "welcom": 66, "what": 67, "where": 67}})
\ No newline at end of file