Repository: ywx649999311/EzTao (language: python)

Issue:
Add citation file
@MISC{Yu2022,
       author = {{Yu}, Weixiang and {Richards}, Gordon T.},
        title = "{EzTao: Easier CARMA Modeling}",
     keywords = {Software},
         year = 2022,
        month = jan,
          eid = {ascl:2201.001},
        pages = {ascl:2201.001},
archivePrefix = {ascl},
       eprint = {2201.001},
       adsurl = {https://ui.adsabs.harvard.edu/abs/2022ascl.soft01001Y},
      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
Handle failed fits
https://github.com/ywx649999311/EzTao/blob/d4d27ac17c675b585e0443f822240df88fcdef57/src/eztao/ts/carma_fit.py#L663


Discussion / hints:

Fix patch:
diff --git a/README.md b/README.md
index d06a896..4b8a070 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,7 @@
 ![tests](https://github.com/ywx649999311/EzTao/workflows/tests/badge.svg)
 [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ywx649999311/EzTao/v0.4.0?filepath=docs/notebooks)
 [![Documentation Status](https://readthedocs.org/projects/eztao/badge/?version=latest)](https://eztao.readthedocs.io/en/latest/)
+<a href="https://ascl.net/2201.001"><img src="https://img.shields.io/badge/ascl-2201.001-blue.svg?colorB=262255" alt="ascl:2201.001" /></a>
 # EzTao (易道)
 **EzTao** is a toolkit for conducting AGN time-series/variability analysis, mainly utilizing the continuous-time auto-regressive moving average model (CARMA)
 
@@ -22,7 +23,7 @@ pip install git+https://github.com/ywx649999311/EzTao.git
 >emcee = ">=3.0.0"
 >```
 
-### Quick Examples
+## Quick Examples
 Let's first simulate a DRW/CARMA(1,0) process with a variance of 0.3^2 and a relaxation timescale of 100 days. This time series will have a total of 200 data points and span 10 years.
 ```python
 import numpy as np
@@ -76,8 +77,8 @@ __Note:__ How well the input and best-fit PSD match is up to how good the best-f
 For more examples, please check out the [online documentation](https://eztao.readthedocs.io/en/latest/) or run the tutorial notebooks at ->
 [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ywx649999311/EzTao/v0.4.0?filepath=docs/notebooks).
 
-### Development
-`poetry` is used to solve dependencies and to build/publish this package. Below shows how setup the environment for development (assuming you already have `poetry` installed on your machine). 
+## Development
+`poetry` is used to solve dependencies and to build/publish this package. Below shows how setup the environment for development (assuming you already have `poetry` installed on your machine). _**Warning:**_ `poetry` is having issue installing `llvmlite = 0.34.0` (used for `eztao = ^0.4.0`) under Python 3.9. The issue disappears for Python 3.8.
 
 1. Clone this repository, and enter the repository folder.
 2. Create a python virtual environment and activate it (the virtual environment name must be '.venv'). 
@@ -91,3 +92,24 @@ For more examples, please check out the [online documentation](https://eztao.rea
    ```
 
 Now you should be ready to start adding new features. Be sure to checkout the normal practice regarding how to use `poetry` on its website. When you are ready to push, also make sure the poetry.lock file is checked-in if any dependency has changed. 
+
+## Citation
+We are working on a paper to describe the full implementation of **EzTao**. In the meantime, if you found **EzTao** useful for your research, please consider acknowledge **EzTao** using the following:
+
+```
+@MISC{Yu2022,
+       author = {{Yu}, Weixiang and {Richards}, Gordon T.},
+        title = "{EzTao: Easier CARMA Modeling}",
+     keywords = {Software},
+ howpublished = {Astrophysics Source Code Library, record ascl:2201.001},
+         year = 2022,
+        month = jan,
+          eid = {ascl:2201.001},
+        pages = {ascl:2201.001},
+archivePrefix = {ascl},
+       eprint = {2201.001},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2022ascl.soft01001Y},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+```
+
diff --git a/poetry.lock b/poetry.lock
index adf9f62..362615b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -6,22 +6,6 @@ category = "dev"
 optional = false
 python-versions = "*"
 
-[[package]]
-name = "appdirs"
-version = "1.4.4"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "async-generator"
-version = "1.10"
-description = "Async generators and context managers for Python 3.5+"
-category = "dev"
-optional = false
-python-versions = ">=3.5"
-
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
@@ -32,21 +16,21 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "20.3.0"
+version = "21.4.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
-docs = ["furo", "sphinx", "zope.interface"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
 
 [[package]]
 name = "babel"
-version = "2.9.0"
+version = "2.9.1"
 description = "Internationalization utilities"
 category = "dev"
 optional = false
@@ -55,37 +39,55 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 [package.dependencies]
 pytz = ">=2015.7"
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.10.0"
+description = "Screen-scraping library"
+category = "dev"
+optional = false
+python-versions = ">3.0.0"
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
 [[package]]
 name = "black"
-version = "21.7b0"
+version = "21.12b0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.6.2"
 
 [package.dependencies]
-appdirs = "*"
 click = ">=7.1.2"
 mypy-extensions = ">=0.4.3"
-pathspec = ">=0.8.1,<1"
-regex = ">=2020.1.8"
+pathspec = ">=0.9.0,<1"
+platformdirs = ">=2"
 tomli = ">=0.2.6,<2.0.0"
-typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\""}
-typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
+typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""}
+typing-extensions = [
+    {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
+    {version = "!=3.10.0.1", markers = "python_version >= \"3.10\""},
+]
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.6.0)", "aiohttp-cors (>=0.4.0)"]
-python2 = ["typed-ast (>=1.4.2)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+python2 = ["typed-ast (>=1.4.3)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "3.3.0"
+version = "4.1.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 packaging = "*"
@@ -94,19 +96,21 @@ webencodings = "*"
 
 [[package]]
 name = "celerite"
-version = "0.4.0"
+version = "0.4.2"
 description = "Scalable 1D Gaussian Processes"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 numpy = "*"
-pybind11 = "*"
+
+[package.extras]
+test = ["autograd", "coverage", "pytest", "pytest-cov"]
 
 [[package]]
 name = "certifi"
-version = "2020.12.5"
+version = "2021.10.8"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "dev"
 optional = false
@@ -114,7 +118,7 @@ python-versions = "*"
 
 [[package]]
 name = "cffi"
-version = "1.14.5"
+version = "1.15.0"
 description = "Foreign Function Interface for Python calling C code."
 category = "dev"
 optional = false
@@ -124,20 +128,23 @@ python-versions = "*"
 pycparser = "*"
 
 [[package]]
-name = "chardet"
-version = "4.0.0"
-description = "Universal encoding detector for Python 2 and 3"
+name = "charset-normalizer"
+version = "2.0.12"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
-version = "8.0.1"
+version = "8.1.2"
 description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -153,29 +160,26 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "coverage"
-version = "5.4"
+version = "6.3.2"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+python-versions = ">=3.7"
 
 [package.extras]
-toml = ["toml"]
+toml = ["tomli"]
 
 [[package]]
 name = "cycler"
-version = "0.10.0"
+version = "0.11.0"
 description = "Composable style cycles"
 category = "main"
 optional = false
-python-versions = "*"
-
-[package.dependencies]
-six = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "defusedxml"
-version = "0.6.0"
+version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
 category = "dev"
 optional = false
@@ -191,7 +195,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "emcee"
-version = "3.0.2"
+version = "3.1.1"
 description = "The Python ensemble sampling toolkit for MCMC"
 category = "main"
 optional = false
@@ -200,25 +204,61 @@ python-versions = "*"
 [package.dependencies]
 numpy = "*"
 
+[package.extras]
+extras = ["h5py", "scipy"]
+tests = ["pytest", "pytest-cov", "coverage"]
+
 [[package]]
 name = "entrypoints"
-version = "0.3"
+version = "0.4"
 description = "Discover and load entry points from installed packages."
 category = "dev"
 optional = false
-python-versions = ">=2.7"
+python-versions = ">=3.6"
+
+[[package]]
+name = "fastjsonschema"
+version = "2.15.3"
+description = "Fastest Python implementation of JSON schema"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+
+[[package]]
+name = "fonttools"
+version = "4.31.2"
+description = "Tools to manipulate font files"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+graphite = ["lz4 (>=1.7.4.2)"]
+interpolatable = ["scipy", "munkres"]
+lxml = ["lxml (>=4.0,<5)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+symfont = ["sympy"]
+type1 = ["xattr"]
+ufo = ["fs (>=2.2.0,<3)"]
+unicode = ["unicodedata2 (>=14.0.0)"]
+woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
 
 [[package]]
 name = "idna"
-version = "2.10"
+version = "3.3"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.5"
 
 [[package]]
 name = "imagesize"
-version = "1.2.0"
+version = "1.3.0"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
 category = "dev"
 optional = false
@@ -226,49 +266,57 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "importlib-metadata"
-version = "3.6.0"
+version = "4.11.3"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=3.5,!=3.7.3)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "pytest-enabler", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
 
 [[package]]
-name = "iniconfig"
-version = "1.1.1"
-description = "iniconfig: brain-dead simple config-ini parsing"
+name = "importlib-resources"
+version = "5.6.0"
+description = "Read resources from Python packages"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
-name = "ipython-genutils"
-version = "0.2.0"
-description = "Vestigial utilities from IPython"
+name = "iniconfig"
+version = "1.1.1"
+description = "iniconfig: brain-dead simple config-ini parsing"
 category = "dev"
 optional = false
 python-versions = "*"
 
 [[package]]
 name = "jinja2"
-version = "2.11.3"
+version = "3.1.1"
 description = "A very fast and expressive template engine."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.7"
 
 [package.dependencies]
-MarkupSafe = ">=0.23"
+MarkupSafe = ">=2.0"
 
 [package.extras]
-i18n = ["Babel (>=0.8)"]
+i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
@@ -280,51 +328,54 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "jsonschema"
-version = "3.2.0"
+version = "4.4.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [package.dependencies]
 attrs = ">=17.4.0"
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-pyrsistent = ">=0.14.0"
-six = ">=1.11.0"
+importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
-format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"]
-format_nongpl = ["idna", "jsonpointer (>1.13)", "webcolors", "rfc3986-validator (>0.1.0)", "rfc3339-validator"]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
 [[package]]
 name = "jupyter-client"
-version = "6.1.11"
+version = "7.2.1"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
-jupyter-core = ">=4.6.0"
-python-dateutil = ">=2.1"
-pyzmq = ">=13"
-tornado = ">=4.1"
+entrypoints = "*"
+jupyter-core = ">=4.9.2"
+nest-asyncio = ">=1.5.4"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=22.3"
+tornado = ">=6.0"
 traitlets = "*"
 
 [package.extras]
-doc = ["sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-test = ["jedi (<=0.17.2)", "ipykernel", "ipython", "mock", "pytest", "pytest-asyncio", "async-generator", "pytest-timeout"]
+doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.7.1"
+version = "4.9.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\""}
+pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
 traitlets = "*"
 
 [[package]]
@@ -340,11 +391,14 @@ pygments = ">=2.4.1,<3"
 
 [[package]]
 name = "kiwisolver"
-version = "1.3.1"
+version = "1.4.2"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+
+[package.dependencies]
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "llvmlite"
@@ -356,27 +410,30 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "markupsafe"
-version = "1.1.1"
+version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
 category = "dev"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
+python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.3.4"
+version = "3.5.1"
 description = "Python plotting package"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 cycler = ">=0.10"
+fonttools = ">=4.22.0"
 kiwisolver = ">=1.0.1"
-numpy = ">=1.15"
+numpy = ">=1.17"
+packaging = ">=20.0"
 pillow = ">=6.2.0"
-pyparsing = ">=2.0.3,<2.0.4 || >2.0.4,<2.1.2 || >2.1.2,<2.1.6 || >2.1.6"
-python-dateutil = ">=2.1"
+pyparsing = ">=2.2.1"
+python-dateutil = ">=2.7"
+setuptools_scm = ">=4"
 
 [[package]]
 name = "mistune"
@@ -396,75 +453,74 @@ python-versions = "*"
 
 [[package]]
 name = "nbclient"
-version = "0.5.2"
+version = "0.5.13"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7.0"
 
 [package.dependencies]
-async-generator = "*"
 jupyter-client = ">=6.1.5"
 nbformat = ">=5.0"
 nest-asyncio = "*"
-traitlets = ">=4.2"
+traitlets = ">=5.0.0"
 
 [package.extras]
-dev = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "bumpversion", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
 sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
-test = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "bumpversion", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
+test = ["ipython (<8.0.0)", "ipykernel", "ipywidgets (<8.0.0)", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "xmltodict", "black", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)"]
 
 [[package]]
 name = "nbconvert"
-version = "6.0.7"
+version = "6.4.5"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
+beautifulsoup4 = "*"
 bleach = "*"
 defusedxml = "*"
 entrypoints = ">=0.2.2"
 jinja2 = ">=2.4"
 jupyter-core = "*"
 jupyterlab-pygments = "*"
+MarkupSafe = ">=2.0"
 mistune = ">=0.8.1,<2"
 nbclient = ">=0.5.0,<0.6.0"
 nbformat = ">=4.4"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
 testpath = "*"
-traitlets = ">=4.2"
+traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.2)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (>=1,<1.1)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
 docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
 serve = ["tornado (>=4.0)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.2)"]
-webpdf = ["pyppeteer (==0.2.2)"]
+test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (>=1,<1.1)"]
+webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.1.2"
+version = "5.3.0"
 description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
-ipython-genutils = "*"
-jsonschema = ">=2.4,<2.5.0 || >2.5.0"
+fastjsonschema = "*"
+jsonschema = ">=2.6"
 jupyter-core = "*"
 traitlets = ">=4.1"
 
 [package.extras]
-fast = ["fastjsonschema"]
-test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"]
+test = ["check-manifest", "testpath", "pytest", "pre-commit"]
 
 [[package]]
 name = "nbsphinx"
-version = "0.8.1"
+version = "0.8.8"
 description = "Jupyter Notebook Tools for Sphinx"
 category = "dev"
 optional = false
@@ -480,7 +536,7 @@ traitlets = "*"
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.1"
+version = "1.5.5"
 description = "Patch asyncio to allow nested event loops"
 category = "dev"
 optional = false
@@ -500,7 +556,7 @@ numpy = ">=1.15"
 
 [[package]]
 name = "numpy"
-version = "1.20.1"
+version = "1.21.1"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -508,14 +564,14 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "packaging"
-version = "20.9"
+version = "21.3"
 description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
-pyparsing = ">=2.0.2"
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
@@ -535,7 +591,7 @@ test = ["pytest (>=4.0.2)", "pytest-xdist", "hypothesis (>=3.58)"]
 
 [[package]]
 name = "pandocfilters"
-version = "1.4.3"
+version = "1.5.0"
 description = "Utilities for writing pandoc filters in python"
 category = "dev"
 optional = false
@@ -551,48 +607,54 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "pillow"
-version = "8.1.0"
+version = "9.1.0"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinx-rtd-theme (>=1.0)", "sphinxext-opengraph"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "platformdirs"
+version = "2.5.1"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
 [[package]]
 name = "pluggy"
-version = "0.13.1"
+version = "1.0.0"
 description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 
 [package.extras]
 dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "py"
-version = "1.10.0"
+version = "1.11.0"
 description = "library with cross-python path, ini-parsing, io, code, log facilities"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[[package]]
-name = "pybind11"
-version = "2.6.2"
-description = "Seamless operability between C++11 and Python"
-category = "main"
-optional = false
-python-versions = "!=3.0,!=3.1,!=3.2,!=3.3,!=3.4,>=2.7"
-
-[package.extras]
-global = ["pybind11-global (==2.6.2)"]
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "pycparser"
-version = "2.20"
+version = "2.21"
 description = "C parser in Python"
 category = "dev"
 optional = false
@@ -600,7 +662,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.8.0"
+version = "2.11.2"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
@@ -608,23 +670,26 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "pyparsing"
-version = "2.4.7"
+version = "3.0.7"
 description = "Python parsing module"
 category = "main"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6"
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyrsistent"
-version = "0.17.3"
+version = "0.18.1"
 description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pytest"
-version = "6.2.2"
+version = "6.2.5"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
@@ -637,7 +702,7 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<1.0.0a1"
+pluggy = ">=0.12,<2.0"
 py = ">=1.8.2"
 toml = "*"
 
@@ -646,7 +711,7 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm
 
 [[package]]
 name = "pytest-cov"
-version = "2.11.1"
+version = "2.12.1"
 description = "Pytest plugin for measuring coverage."
 category = "dev"
 optional = false
@@ -655,13 +720,14 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 [package.dependencies]
 coverage = ">=5.2.1"
 pytest = ">=4.6"
+toml = "*"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests (==2.0.2)", "six", "pytest-xdist", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.1"
+version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
@@ -672,7 +738,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2021.1"
+version = "2022.1"
 description = "World timezone definitions, modern and historical"
 category = "dev"
 optional = false
@@ -680,7 +746,7 @@ python-versions = "*"
 
 [[package]]
 name = "pywin32"
-version = "300"
+version = "303"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -688,7 +754,7 @@ python-versions = "*"
 
 [[package]]
 name = "pyzmq"
-version = "22.0.3"
+version = "22.3.0"
 description = "Python bindings for 0MQ"
 category = "dev"
 optional = false
@@ -698,31 +764,23 @@ python-versions = ">=3.6"
 cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 py = {version = "*", markers = "implementation_name == \"pypy\""}
 
-[[package]]
-name = "regex"
-version = "2021.7.6"
-description = "Alternative regular expression module, to replace re."
-category = "dev"
-optional = false
-python-versions = "*"
-
 [[package]]
 name = "requests"
-version = "2.25.1"
+version = "2.27.1"
 description = "Python HTTP for Humans."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-chardet = ">=3.0.2,<5"
-idna = ">=2.5,<3"
+charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
+idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "scipy"
@@ -735,9 +793,25 @@ python-versions = ">=3.7"
 [package.dependencies]
 numpy = ">=1.16.5"
 
+[[package]]
+name = "setuptools-scm"
+version = "6.4.2"
+description = "the blessed package to manage your versions by scm tags"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = ">=20.0"
+tomli = ">=1.0.0"
+
+[package.extras]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
+
 [[package]]
 name = "six"
-version = "1.15.0"
+version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
@@ -745,15 +819,23 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "snowballstemmer"
-version = "2.1.0"
+version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
 category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "soupsieve"
+version = "2.3.1"
+description = "A modern CSS selector implementation for Beautiful Soup."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "sphinx"
-version = "3.5.1"
+version = "3.5.4"
 description = "Python documentation generator"
 category = "dev"
 optional = false
@@ -763,7 +845,7 @@ python-versions = ">=3.5"
 alabaster = ">=0.7,<0.8"
 babel = ">=1.3"
 colorama = {version = ">=0.3.5", markers = "sys_platform == \"win32\""}
-docutils = ">=0.12"
+docutils = ">=0.12,<0.17"
 imagesize = "*"
 Jinja2 = ">=2.3"
 packaging = "*"
@@ -784,27 +866,28 @@ test = ["pytest", "pytest-cov", "html5lib", "cython", "typed-ast"]
 
 [[package]]
 name = "sphinx-copybutton"
-version = "0.3.1"
+version = "0.3.3"
 description = "Add a copy button to each of your code cells."
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 sphinx = ">=1.8"
 
 [package.extras]
-code_style = ["flake8 (>=3.7.0,<3.8.0)", "black", "pre-commit (==1.17.0)"]
+code_style = ["pre-commit (==2.12.1)"]
 
 [[package]]
 name = "sphinx-rtd-theme"
-version = "0.5.1"
+version = "0.5.2"
 description = "Read the Docs theme for Sphinx"
 category = "dev"
 optional = false
 python-versions = "*"
 
 [package.dependencies]
+docutils = "<0.17"
 sphinx = "*"
 
 [package.extras]
@@ -836,11 +919,11 @@ test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-htmlhelp"
-version = "1.0.3"
+version = "2.0.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [package.extras]
 lint = ["flake8", "mypy", "docutils-stubs"]
@@ -871,7 +954,7 @@ test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-serializinghtml"
-version = "1.1.4"
+version = "1.1.5"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)."
 category = "dev"
 optional = false
@@ -883,14 +966,14 @@ test = ["pytest"]
 
 [[package]]
 name = "testpath"
-version = "0.4.4"
+version = "0.6.0"
 description = "Test utilities for code working with files and commands"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">= 3.5"
 
 [package.extras]
-test = ["pathlib2"]
+test = ["pytest"]
 
 [[package]]
 name = "toml"
@@ -902,9 +985,9 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
-version = "1.0.4"
+version = "1.2.3"
 description = "A lil' TOML parser"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -918,44 +1001,41 @@ python-versions = ">= 3.5"
 
 [[package]]
 name = "traitlets"
-version = "5.0.5"
+version = "5.1.1"
 description = "Traitlets Python configuration system"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
-[package.dependencies]
-ipython-genutils = "*"
-
 [package.extras]
 test = ["pytest"]
 
 [[package]]
 name = "typed-ast"
-version = "1.4.3"
+version = "1.5.2"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "typing-extensions"
-version = "3.7.4.3"
-description = "Backported and Experimental Type Hints for Python 3.5+"
+version = "4.1.1"
+description = "Backported and Experimental Type Hints for Python 3.6+"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "urllib3"
-version = "1.26.3"
+version = "1.26.9"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 
 [package.extras]
-brotli = ["brotlipy (>=0.6.0)"]
+brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
 secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
@@ -969,272 +1049,298 @@ python-versions = "*"
 
 [[package]]
 name = "zipp"
-version = "3.4.0"
+version = "3.8.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=3.5,!=3.7.3)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "jaraco.test (>=3.2.0)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
 
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.7"
-content-hash = "e03b47944608d09317f1dcd1ec74e3d9df63bcefa9c24822328c2ad7554e7278"
+content-hash = "7d08f22520a403e89391c980d9ad6fbd14fda835029c68e98d3bb5bd1b1f7b21"
 
 [metadata.files]
 alabaster = [
     {file = "alabaster-0.7.12-py2.py3-none-any.whl", hash = "sha256:446438bdcca0e05bd45ea2de1668c1d9b032e1a9154c2c259092d77031ddd359"},
     {file = "alabaster-0.7.12.tar.gz", hash = "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"},
 ]
-appdirs = [
-    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
-    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
-]
-async-generator = [
-    {file = "async_generator-1.10-py3-none-any.whl", hash = "sha256:01c7bf666359b4967d2cda0000cc2e4af16a0ae098cbffcb8472fb9e8ad6585b"},
-    {file = "async_generator-1.10.tar.gz", hash = "sha256:6ebb3d106c12920aaae42ccb6f787ef5eefdcdd166ea3d628fa8476abe712144"},
-]
 atomicwrites = [
     {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
     {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
 ]
 attrs = [
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diff --git a/src/eztao/carma/CARMATerm.py b/src/eztao/carma/CARMATerm.py
index 2761d23..3c38ab1 100644
--- a/src/eztao/carma/CARMATerm.py
+++ b/src/eztao/carma/CARMATerm.py
@@ -235,7 +235,7 @@ def get_carma_parameter(self):
         Returns:
             [alpha_1, beta_0].
         """
-        return [-1 / np.exp(self.get_parameter("log_tau")), self.get_perturb_amp()]
+        return [1 / np.exp(self.get_parameter("log_tau")), self.get_perturb_amp()]
 
     @property
     def p(self):
diff --git a/src/eztao/ts/carma_fit.py b/src/eztao/ts/carma_fit.py
index 8eb5237..ad88056 100644
--- a/src/eztao/ts/carma_fit.py
+++ b/src/eztao/ts/carma_fit.py
@@ -552,8 +552,12 @@ def dho_fit(
         opt = optimizer_func
 
     # get best-fit solution & adjust MA params (multiply by y_std)
+    # if not fit found, return all nan
     best_fit_return = opt(y, gp, init, neg_lp, n_opt)
-    best_fit_return[2:] = best_fit_return[2:] * y_std
+    try:
+        best_fit_return[2:] = best_fit_return[2:] * y_std
+    except:
+        pass
 
     return best_fit_return
 
@@ -659,7 +663,11 @@ def carma_fit(
         opt = optimizer_func
 
     # get best-fit solution & adjust MA params (multiply by y_std)
+    # if not fit found, return all nan
     best_fit_return = opt(y, gp, init, neg_lp, n_opt)
-    best_fit_return[p:] = best_fit_return[p:] * y_std
+    try:
+        best_fit_return[p:] = best_fit_return[p:] * y_std
+    except:
+        pass
 
     return best_fit_return
\ No newline at end of file


Test patch:
diff --git a/tests/test_CARMATerm.py b/tests/test_CARMATerm.py
index 5c4c89b..12d21ba 100644
--- a/tests/test_CARMATerm.py
+++ b/tests/test_CARMATerm.py
@@ -13,12 +13,15 @@ def test_drw():
 
     # test celerite term coeffs
     celerite_coeffs = term.get_all_coefficients()
-    assert np.allclose(celerite_coeffs[0][0], [0.1225])
-    assert np.allclose(celerite_coeffs[1][0], [0.01])
+    assert np.allclose(celerite_coeffs[0][0], [0.1225])  # amp**2
+    assert np.allclose(celerite_coeffs[1][0], [0.01])  # 1 / tau
 
     # test driving amplitude
     assert np.allclose(term.get_perturb_amp(), [0.04949747468305])
 
+    # test get_carma_param: a1, b0
+    assert np.allclose(term.get_carma_parameter(), [0.01, 0.04949747468305])
+
 
 def test_dho():
     # Complex DHO