diff --git a/nuztf/ampel_api.py b/nuztf/ampel_api.py
index 29833dcb..8260645d 100644
--- a/nuztf/ampel_api.py
+++ b/nuztf/ampel_api.py
@@ -16,9 +16,9 @@
 # AMPEL API URLs
 
 API_BASEURL = "https://ampel.zeuthen.desy.de"
-API_ZTF_ARCHIVE_URL = API_BASEURL + "/api/ztf/archive/v3"
+API_ZTF_ARCHIVE_URL = API_BASEURL + "/api/ztf/archive/v2"
 API_CATALOGMATCH_URL = API_BASEURL + "/api/catalogmatch"
-API_CUTOUT_URL = API_BASEURL + "/api/ztf/archive/v3/cutouts"
+API_CUTOUT_URL = API_BASEURL + "/api/ztf/archive/v2/cutouts"
 
 _, ampel_api_archive_token = load_credentials("ampel_api_archive_token")
 
diff --git a/nuztf/irsa.py b/nuztf/irsa.py
index 85efccd8..7207c563 100644
--- a/nuztf/irsa.py
+++ b/nuztf/irsa.py
@@ -376,7 +376,7 @@ def plot_irsa_lightcurve(
             flux = (flux_j * f).to("erg cm-2 s-1")
 
             jerrs = magerrs.to(u.Jansky)
-            ferrs = (jerrs * f).to("erg cm-2 s-1").value - flux.value
+            ferrs = np.abs((jerrs * f).to("erg cm-2 s-1").value - flux.value)
 
             ax.errorbar(
                 data["mjd"][mask],
diff --git a/poetry.lock b/poetry.lock
index a90051c7..2dfcc7eb 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "aiohttp"
-version = "3.8.1"
+version = "3.8.3"
 description = "Async http client/server framework (asyncio)"
 category = "main"
 optional = false
@@ -16,7 +16,7 @@ multidict = ">=4.5,<7.0"
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["aiodns", "brotli", "cchardet"]
+speedups = ["Brotli", "aiodns", "cchardet"]
 
 [[package]]
 name = "aiosignal"
@@ -58,7 +58,7 @@ docs = ["Sphinx (>=5.1.1,<5.2.0)", "sphinx-autodoc-typehints (>=1.11.1,<2.0.0)",
 
 [[package]]
 name = "ampel-core"
-version = "0.8.3b4"
+version = "0.8.3b7"
 description = "Alice in Modular Provenance-Enabled Land"
 category = "main"
 optional = false
@@ -83,7 +83,7 @@ slack = ["slack-sdk (>=3.18.1,<4.0.0)"]
 
 [[package]]
 name = "ampel-interface"
-version = "0.8.3b5"
+version = "0.8.3b6"
 description = "Base classes for the Ampel analysis platform"
 category = "main"
 optional = false
@@ -124,7 +124,7 @@ docs = ["Sphinx (>=5.1.1,<5.2.0)", "sphinx-autodoc-typehints (>=1.11.1,<2.0.0)",
 
 [[package]]
 name = "ampel-ztf"
-version = "0.8.3a4"
+version = "0.8.3a2"
 description = "Zwicky Transient Facility support for the Ampel system"
 category = "main"
 optional = false
@@ -132,10 +132,11 @@ python-versions = ">=3.10,<3.11"
 
 [package.dependencies]
 aiohttp = ">=3.7.3,<4.0.0"
-ampel-alerts = ">=0.8.3-beta.1,<0.9.0"
-ampel-core = ">=0.8.3-beta.3,<0.9.0"
-ampel-interface = ">=0.8.3-beta.5,<0.9.0"
-ampel-photometry = ">=0.8.3-alpha.2,<0.9.0"
+ampel-alerts = ">=0.8.3-alpha.9,<0.9.0"
+ampel-core = ">=0.8.3-alpha.11,<0.9.0"
+ampel-interface = ">=0.8.3-alpha.11,<0.9.0"
+ampel-photometry = ">=0.8.3-alpha.1,<0.9.0"
+ampel-ztf-archive = {version = ">=0.8.0-alpha.0,<0.9.0", optional = true, markers = "extra == \"archive\""}
 astropy = ">=5.0,<6.0"
 backoff = ">=2.0.0,<3.0.0"
 fastavro = ">=1.3.2,<2.0.0"
@@ -145,11 +146,42 @@ requests = ">=2.25.1,<3.0.0"
 requests-toolbelt = ">=0.9.1,<0.10.0"
 
 [package.extras]
-archive = ["ampel-ztf-archive (<empty>)"]
+archive = ["ampel-ztf-archive (>=0.8.0-alpha.0,<0.9.0)"]
 healpix = ["healpy (>=1.15,<2.0)"]
 kafka = ["confluent-kafka (>=1.5.0,<2.0.0)"]
-light-curve = ["light-curve (>=0.6,<0.7)"]
-plot = ["ampel-plot (==0.8.3)"]
+light-curve = ["light-curve (>=0.2.5,<0.6)"]
+
+[[package]]
+name = "ampel-ztf-archive"
+version = "0.8.0a0"
+description = "ZTF alert archive for the Ampel system"
+category = "main"
+optional = false
+python-versions = ">=3.8,<4.0"
+
+[package.dependencies]
+psycopg2 = ">=2.8.6,<3.0.0"
+sqlalchemy = ">=1.3,<1.4"
+
+[package.extras]
+server = ["fastapi (>=0.63.0,<0.64.0)"]
+
+[[package]]
+name = "anyio"
+version = "3.6.2"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "main"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16,<0.22)"]
 
 [[package]]
 name = "appdirs"
@@ -225,13 +257,13 @@ six = "*"
 
 [package.extras]
 all = ["astroquery", "matplotlib (>=1.4,<3.3)"]
-docs = ["astroquery", "matplotlib (>=1.4,<3.3)", "sphinx-astropy", "sphinx-rtd-theme"]
+docs = ["astroquery", "matplotlib (>=1.4,<3.3)", "sphinx-astropy", "sphinx_rtd_theme"]
 plotting = ["astroquery", "matplotlib (>=1.4,<3.3)"]
 test = ["pytest-astropy"]
 
 [[package]]
 name = "astropy"
-version = "5.1"
+version = "5.1.1"
 description = "Astronomy and astrophysics core library"
 category = "main"
 optional = false
@@ -244,11 +276,11 @@ pyerfa = ">=2.0"
 PyYAML = ">=3.13"
 
 [package.extras]
-all = ["asdf (>=2.10.0)", "beautifulsoup4", "bleach", "bottleneck", "certifi", "dask", "h5py", "html5lib", "ipython (>=4.2)", "jplephem", "matplotlib (>=3.1,!=3.4.0,!=3.5.2)", "mpmath", "pandas", "pyarrow (>=5.0.0)", "pytest (>=7.0)", "pytz", "scipy (>=1.3)", "sortedcontainers", "typing-extensions (>=3.10.0.1)"]
-docs = ["Jinja2 (<3.1)", "matplotlib (>=3.1,!=3.4.0,!=3.5.2)", "pytest (>=7.0)", "scipy (>=1.3)", "sphinx (<4)", "sphinx-astropy (>=1.6)", "sphinx-changelog (>=1.1.0)"]
+all = ["asdf (>=2.10.0)", "beautifulsoup4", "bleach", "bottleneck", "certifi", "dask[array]", "h5py", "html5lib", "ipython (>=4.2)", "jplephem", "matplotlib (>=3.1,!=3.4.0,!=3.5.2)", "mpmath", "pandas", "pyarrow (>=5.0.0)", "pytest (>=7.0)", "pytz", "scipy (>=1.3)", "sortedcontainers", "typing-extensions (>=3.10.0.1)"]
+docs = ["Jinja2 (<3.1)", "matplotlib (>=3.1,!=3.4.0,!=3.5.2)", "pytest (>=7.0)", "scipy (>=1.3)", "sphinx (<4)", "sphinx-astropy (>=1.6)", "sphinx-changelog (>=1.2.0)"]
 recommended = ["matplotlib (>=3.1,!=3.4.0,!=3.5.2)", "scipy (>=1.3)"]
 test = ["pytest (>=7.0)", "pytest-astropy (>=0.10)", "pytest-astropy-header (>=0.2.1)", "pytest-doctestplus (>=0.12)", "pytest-xdist"]
-test_all = ["coverage", "ipython (>=4.2)", "objgraph", "pytest (>=7.0)", "pytest-astropy (>=0.9)", "pytest-astropy-header (>=0.2.1)", "pytest-doctestplus (>=0.12)", "pytest-xdist", "sgp4 (>=2.3)", "skyfield (>=1.20)"]
+test-all = ["coverage", "ipython (>=4.2)", "objgraph", "pooch", "pytest (>=7.0)", "pytest-astropy (>=0.10)", "pytest-astropy-header (>=0.2.1)", "pytest-doctestplus (>=0.12)", "pytest-xdist", "sgp4 (>=2.3)", "skyfield (>=1.20)"]
 
 [[package]]
 name = "astropy-healpix"
@@ -322,7 +354,7 @@ python-versions = ">=3.5"
 dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
 docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
 tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
-tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
+tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "backcall"
@@ -334,7 +366,7 @@ python-versions = "*"
 
 [[package]]
 name = "backoff"
-version = "2.1.2"
+version = "2.2.1"
 description = "Function decoration for backoff and retry"
 category = "main"
 optional = false
@@ -357,11 +389,11 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "22.8.0"
+version = "22.10.0"
 description = "The uncompromising code formatter."
 category = "main"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7"
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -394,18 +426,18 @@ dev = ["Sphinx (==4.3.2)", "black (==22.3.0)", "build (==0.8.0)", "flake8 (==4.0
 
 [[package]]
 name = "cdshealpix"
-version = "0.6.1"
-description = "Python cdshealpix package wrapping code of the cdshealpix crate."
+version = "0.6.3"
+description = "Python cdshealpix package wrapping code of the cdshealpix crate"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [package.dependencies]
 astropy = "*"
 
 [[package]]
 name = "certifi"
-version = "2022.6.15.1"
+version = "2022.9.24"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -439,7 +471,7 @@ optional = false
 python-versions = ">=3.6.0"
 
 [package.extras]
-unicode_backport = ["unicodedata2"]
+unicode-backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
@@ -482,15 +514,33 @@ test = ["pytest-cov"]
 
 [[package]]
 name = "colorama"
-version = "0.4.5"
+version = "0.4.6"
 description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+
+[[package]]
+name = "contourpy"
+version = "1.0.5"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["docutils (<0.18)", "sphinx", "sphinx-rtd-theme"]
+test = ["Pillow", "flake8", "isort", "matplotlib", "pytest"]
+test-minimal = ["pytest"]
+test-no-codebase = ["Pillow", "matplotlib", "pytest"]
 
 [[package]]
 name = "coverage"
-version = "6.4.4"
+version = "6.5.0"
 description = "Code coverage measurement for Python"
 category = "main"
 optional = false
@@ -527,7 +577,7 @@ python-versions = ">=3.6"
 cffi = ">=1.12"
 
 [package.extras]
-docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
+docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx_rtd_theme"]
 docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"]
 pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
 sdist = ["setuptools_rust (>=0.11.4)"]
@@ -574,6 +624,22 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "dnspython"
+version = "2.2.1"
+description = "DNS toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.6,<4.0"
+
+[package.extras]
+curio = ["curio (>=1.2,<2.0)", "sniffio (>=1.1,<2.0)"]
+dnssec = ["cryptography (>=2.6,<37.0)"]
+doh = ["h2 (>=4.1.0)", "httpx (>=0.21.1)", "requests (>=2.23.0,<3.0.0)", "requests-toolbelt (>=0.9.1,<0.10.0)"]
+idna = ["idna (>=2.1,<4.0)"]
+trio = ["trio (>=0.14,<0.20)"]
+wmi = ["wmi (>=1.5.1,<2.0.0)"]
+
 [[package]]
 name = "docopt"
 version = "0.6.2"
@@ -599,16 +665,30 @@ optional = false
 python-versions = "*"
 
 [[package]]
-name = "executing"
+name = "exceptiongroup"
 version = "1.0.0"
+description = "Backport of PEP 654 (exception groups)"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pytest (>=6)"]
+
+[[package]]
+name = "executing"
+version = "1.1.1"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "main"
 optional = false
 python-versions = "*"
 
+[package.extras]
+tests = ["asttokens", "littleutils", "pytest", "rich"]
+
 [[package]]
 name = "fastavro"
-version = "1.6.1"
+version = "1.7.0"
 description = "Fast read/write of AVRO files"
 category = "main"
 optional = false
@@ -622,7 +702,7 @@ zstandard = ["zstandard"]
 
 [[package]]
 name = "fastjsonschema"
-version = "2.16.1"
+version = "2.16.2"
 description = "Fastest Python implementation of JSON schema"
 category = "main"
 optional = false
@@ -645,7 +725,7 @@ testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pyt
 
 [[package]]
 name = "fiona"
-version = "1.8.21"
+version = "1.8.22"
 description = "Fiona reads and writes spatial data files"
 category = "main"
 optional = false
@@ -658,6 +738,7 @@ click = ">=4.0"
 click-plugins = ">=1.0"
 cligj = ">=0.5"
 munch = "*"
+setuptools = "*"
 six = ">=1.7"
 
 [package.extras]
@@ -668,7 +749,7 @@ test = ["boto3 (>=1.2.4)", "mock", "pytest (>=3)", "pytest-cov"]
 
 [[package]]
 name = "fonttools"
-version = "4.37.1"
+version = "4.38.0"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
@@ -793,7 +874,7 @@ lxml = ["lxml"]
 
 [[package]]
 name = "identify"
-version = "2.5.5"
+version = "2.5.8"
 description = "File identification library for Python"
 category = "main"
 optional = false
@@ -804,12 +885,31 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "igwn-auth-utils"
+version = "0.3.1"
+description = "Authorisation utilities for IGWN"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cryptography = ">=2.3"
+requests = ">=2.14"
+safe-netrc = ">=1.0.0"
+scitokens = ">=1.7.0"
+
+[package.extras]
+docs = ["sphinx (>=4.0.0)", "sphinx-immaterial-igwn"]
+lint = ["flake8 (>=3.7.0)", "flake8-bandit"]
+test = ["pytest (>=3.9.1)", "pytest-cov", "requests (>=2.14)", "requests-mock", "safe-netrc (>=1.0.0)"]
+
 [[package]]
 name = "iniconfig"
 version = "1.1.1"
@@ -820,7 +920,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.15.2"
+version = "6.16.2"
 description = "IPython Kernel for Jupyter"
 category = "main"
 optional = false
@@ -840,7 +940,8 @@ tornado = ">=6.1"
 traitlets = ">=5.1.0"
 
 [package.extras]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-timeout"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -875,7 +976,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -904,8 +1005,8 @@ widgetsnbextension = ">=4.0,<5.0"
 test = ["jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
 
 [[package]]
-name = "jaraco.classes"
-version = "3.2.2"
+name = "jaraco-classes"
+version = "3.2.3"
 description = "Utility functions for Python class constructs"
 category = "main"
 optional = false
@@ -915,8 +1016,8 @@ python-versions = ">=3.7"
 more-itertools = "*"
 
 [package.extras]
-docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
-testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "jedi"
@@ -943,7 +1044,7 @@ python-versions = ">=3.7"
 
 [package.extras]
 test = ["async-timeout", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"]
-trio = ["async-generator", "trio"]
+trio = ["async_generator", "trio"]
 
 [[package]]
 name = "jinja2"
@@ -961,11 +1062,11 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.1.0"
+version = "1.2.0"
 description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "jsonschema"
@@ -1001,7 +1102,7 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "7.3.5"
+version = "7.4.4"
 description = "Jupyter protocol implementation and client libraries"
 category = "main"
 optional = false
@@ -1018,7 +1119,7 @@ traitlets = "*"
 
 [package.extras]
 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"]
+test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-console"
@@ -1040,7 +1141,7 @@ test = ["pexpect"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.11.1"
+version = "4.11.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "main"
 optional = false
@@ -1053,6 +1154,35 @@ traitlets = "*"
 [package.extras]
 test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "jupyter-server"
+version = "1.21.0"
+description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+anyio = ">=3.1.0,<4"
+argon2-cffi = "*"
+jinja2 = "*"
+jupyter-client = ">=6.1.12"
+jupyter-core = ">=4.7.0"
+nbconvert = ">=6.4.4"
+nbformat = ">=5.2.0"
+packaging = "*"
+prometheus-client = "*"
+pywinpty = {version = "*", markers = "os_name == \"nt\""}
+pyzmq = ">=17"
+Send2Trash = "*"
+terminado = ">=0.8.3"
+tornado = ">=6.1.0"
+traitlets = ">=5.1"
+websocket-client = "*"
+
+[package.extras]
+test = ["coverage", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-mock", "pytest-timeout", "pytest-tornasync", "requests"]
+
 [[package]]
 name = "jupyterlab-pygments"
 version = "0.2.2"
@@ -1071,7 +1201,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "keyring"
-version = "23.9.1"
+version = "23.9.3"
 description = "Store and access your passwords safely."
 category = "main"
 optional = false
@@ -1097,7 +1227,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "lalsuite"
-version = "7.8"
+version = "7.10"
 description = "LIGO Scientific Collaboration Algorithm Library - minimal Python package"
 category = "main"
 optional = false
@@ -1125,13 +1255,13 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-atomic_cache = ["atomicwrites"]
+atomic-cache = ["atomicwrites"]
 nearley = ["js2py"]
 regex = ["regex"]
 
 [[package]]
 name = "ligo-gracedb"
-version = "2.7.8"
+version = "2.8.0"
 description = "A Python package for accessing the GraceDB API."
 category = "main"
 optional = false
@@ -1140,7 +1270,9 @@ python-versions = "*"
 [package.dependencies]
 cryptography = ">=1.7.2,<=36.0.2"
 future = ">=0.15.0"
+igwn-auth-utils = ">=0.3.1"
 requests = ">=2.6.0"
+safe-netrc = ">=1.0.0"
 six = ">=1.9.0"
 
 [[package]]
@@ -1155,8 +1287,8 @@ python-versions = "*"
 six = "*"
 
 [[package]]
-name = "ligo.skymap"
-version = "1.0.2"
+name = "ligo-skymap"
+version = "1.0.3"
 description = "Tools for reading, writing, manipulating, and making LIGO and Virgo sky maps"
 category = "main"
 optional = false
@@ -1171,7 +1303,7 @@ healpy = "*"
 lalsuite = ">=6.82,<7.2 || >7.2"
 ligo-gracedb = ">=2.0.1"
 ligo-segments = ">=1.2.0"
-matplotlib = ">=3.4.0"
+matplotlib = ">=3.5.0"
 networkx = "*"
 numpy = ">=1.19.3,<1.22.0 || >1.22.0"
 pillow = ">=2.5.0"
@@ -1212,7 +1344,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
 [package.extras]
 cssselect = ["cssselect (>=0.7)"]
 html5 = ["html5lib"]
-htmlsoup = ["beautifulsoup4"]
+htmlsoup = ["BeautifulSoup4"]
 source = ["Cython (>=0.29.7)"]
 
 [[package]]
@@ -1225,22 +1357,23 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.5.3"
+version = "3.6.1"
 description = "Python plotting package"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 kiwisolver = ">=1.0.1"
-numpy = ">=1.17"
+numpy = ">=1.19"
 packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4,<7"
+setuptools_scm = ">=7"
 
 [[package]]
 name = "matplotlib-inline"
@@ -1278,11 +1411,11 @@ networkx = "*"
 
 [[package]]
 name = "more-itertools"
-version = "8.14.0"
+version = "9.0.0"
 description = "More routines for operating on iterables, beyond itertools"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [[package]]
 name = "multidict"
@@ -1323,9 +1456,41 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "nbclassic"
+version = "0.4.5"
+description = "A web-based notebook environment for interactive computing"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+argon2-cffi = "*"
+ipykernel = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=6.1.1"
+jupyter-core = ">=4.6.1"
+jupyter-server = ">=1.8"
+nbconvert = ">=5"
+nbformat = "*"
+nest-asyncio = ">=1.5"
+notebook-shim = ">=0.1.0"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = ">=1.8.0"
+terminado = ">=0.8.3"
+tornado = ">=6.1"
+traitlets = ">=4.2.1"
+
+[package.extras]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+json-logging = ["json-logging"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-tornasync", "requests", "requests-unixsocket", "selenium (==4.1.5)", "testpath"]
+
 [[package]]
 name = "nbclient"
-version = "0.6.8"
+version = "0.7.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "main"
 optional = false
@@ -1343,7 +1508,7 @@ test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets
 
 [[package]]
 name = "nbconvert"
-version = "7.0.0"
+version = "7.2.3"
 description = "Converting Jupyter Notebooks"
 category = "main"
 optional = false
@@ -1356,7 +1521,6 @@ defusedxml = "*"
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
-lxml = "*"
 markupsafe = ">=2.0"
 mistune = ">=2.0.3,<3"
 nbclient = ">=0.5.0"
@@ -1368,8 +1532,8 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["ipykernel", "ipython", "ipywidgets (>=7)", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (==5.0.2)", "sphinx-rtd-theme", "tornado (>=6.1)"]
-docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx (==5.0.2)", "sphinx-rtd-theme"]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "myst-parser", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (==5.0.2)", "sphinx-rtd-theme", "tornado (>=6.1)"]
+docs = ["ipython", "myst-parser", "nbsphinx (>=0.2.12)", "sphinx (==5.0.2)", "sphinx-rtd-theme"]
 qtpdf = ["pyqtwebengine (>=5.15)"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
@@ -1378,7 +1542,7 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.4.0"
+version = "5.7.0"
 description = "The Jupyter Notebook format"
 category = "main"
 optional = false
@@ -1391,11 +1555,11 @@ jupyter-core = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-test = ["check-manifest", "pre-commit", "pytest", "testpath"]
+test = ["check-manifest", "pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.5"
+version = "1.5.6"
 description = "Patch asyncio to allow nested event loops"
 category = "main"
 optional = false
@@ -1403,7 +1567,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "networkx"
-version = "2.8.6"
+version = "2.8.7"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
@@ -1411,7 +1575,7 @@ python-versions = ">=3.8"
 
 [package.extras]
 default = ["matplotlib (>=3.4)", "numpy (>=1.19)", "pandas (>=1.3)", "scipy (>=1.8)"]
-developer = ["mypy (>=0.961)", "pre-commit (>=2.20)"]
+developer = ["mypy (>=0.981)", "pre-commit (>=2.20)"]
 doc = ["nb2plots (>=0.6)", "numpydoc (>=1.4)", "pillow (>=9.1)", "pydata-sphinx-theme (>=0.9)", "sphinx (>=5)", "sphinx-gallery (>=0.10)", "texext (>=0.6.6)"]
 extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.9)", "sympy (>=1.10)"]
 test = ["codecov (>=2.1)", "pytest (>=7.1)", "pytest-cov (>=3.0)"]
@@ -1424,9 +1588,12 @@ category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 
+[package.dependencies]
+setuptools = "*"
+
 [[package]]
 name = "notebook"
-version = "6.4.12"
+version = "6.5.1"
 description = "A web-based notebook environment for interactive computing"
 category = "main"
 optional = false
@@ -1439,6 +1606,7 @@ ipython-genutils = "*"
 jinja2 = "*"
 jupyter-client = ">=5.3.4"
 jupyter-core = ">=4.6.1"
+nbclassic = "0.4.5"
 nbconvert = ">=5"
 nbformat = "*"
 nest-asyncio = ">=1.5"
@@ -1452,11 +1620,25 @@ traitlets = ">=4.2.1"
 [package.extras]
 docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium", "testpath"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium (==4.1.5)", "testpath"]
+
+[[package]]
+name = "notebook-shim"
+version = "0.2.0"
+description = "A shim layer for notebook traits and config"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+jupyter-server = ">=1.8,<3"
+
+[package.extras]
+test = ["pytest", "pytest-console-scripts", "pytest-tornasync"]
 
 [[package]]
 name = "numpy"
-version = "1.23.3"
+version = "1.23.4"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -1475,7 +1657,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.4.4"
+version = "1.5.1"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -1612,7 +1794,7 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.2"
+version = "5.9.3"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "main"
 optional = false
@@ -1621,6 +1803,14 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 [package.extras]
 test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
+[[package]]
+name = "psycopg2"
+version = "2.9.5"
+description = "psycopg2 - Python-PostgreSQL Database Adapter"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "ptemcee"
 version = "1.0.0"
@@ -1716,21 +1906,37 @@ python-versions = ">=3.6"
 [package.extras]
 plugins = ["importlib-metadata"]
 
+[[package]]
+name = "pyjwt"
+version = "2.6.0"
+description = "JSON Web Token implementation in Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+crypto = ["cryptography (>=3.4.0)"]
+dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
+tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
+
 [[package]]
 name = "pymongo"
-version = "4.2.0"
+version = "4.3.2"
 description = "Python driver for MongoDB <http://www.mongodb.org>"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[package.dependencies]
+dnspython = ">=1.16.0,<3.0.0"
+
 [package.extras]
 aws = ["pymongo-auth-aws (<2.0.0)"]
 encryption = ["pymongocrypt (>=1.3.0,<2.0.0)"]
 gssapi = ["pykerberos"]
 ocsp = ["certifi", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
 snappy = ["python-snappy"]
-srv = ["dnspython (>=1.16.0,<3.0.0)"]
 zstd = ["zstandard"]
 
 [[package]]
@@ -1788,7 +1994,7 @@ python-versions = ">=3.6, <4"
 
 [[package]]
 name = "pytest"
-version = "7.1.3"
+version = "7.2.0"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
@@ -1797,11 +2003,11 @@ python-versions = ">=3.7"
 [package.dependencies]
 attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
 pluggy = ">=0.12,<2.0"
-py = ">=1.8.2"
-tomli = ">=1.0.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
 testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
@@ -1836,7 +2042,7 @@ tqdm = "*"
 
 [[package]]
 name = "pytz"
-version = "2022.2.1"
+version = "2022.5"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1844,20 +2050,20 @@ python-versions = "*"
 
 [[package]]
 name = "pyvo"
-version = "1.3"
+version = "1.4"
 description = "Astropy affiliated package for accessing Virtual Observatory data and services"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 
 [package.dependencies]
-astropy = ">=4.0"
+astropy = ">=4.1"
 requests = "*"
 
 [package.extras]
-all = ["mimeparse"]
+all = ["pillow"]
 docs = ["sphinx-astropy"]
-test = ["pytest-astropy"]
+test = ["pytest-astropy", "requests-mock"]
 
 [[package]]
 name = "pywin32"
@@ -1877,7 +2083,7 @@ python-versions = "*"
 
 [[package]]
 name = "pywinpty"
-version = "2.0.7"
+version = "2.0.9"
 description = "Pseudo terminal support for Windows from Python."
 category = "main"
 optional = false
@@ -1893,7 +2099,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
-version = "23.2.1"
+version = "24.0.1"
 description = "Python bindings for 0MQ"
 category = "main"
 optional = false
@@ -1927,7 +2133,7 @@ test = ["flaky", "pytest", "pytest-qt"]
 
 [[package]]
 name = "qtpy"
-version = "2.2.0"
+version = "2.2.1"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
 category = "main"
 optional = false
@@ -1974,7 +2180,7 @@ urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requests-toolbelt"
@@ -1987,6 +2193,14 @@ python-versions = "*"
 [package.dependencies]
 requests = ">=2.0.1,<3.0.0"
 
+[[package]]
+name = "safe-netrc"
+version = "1.0.0"
+description = "Safe netrc file parser"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "schedule"
 version = "1.1.0"
@@ -1997,14 +2211,33 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "scipy"
-version = "1.9.1"
-description = "SciPy: Scientific Library for Python"
+version = "1.9.3"
+description = "Fundamental algorithms for scientific computing in Python"
 category = "main"
 optional = false
-python-versions = ">=3.8,<3.12"
+python-versions = ">=3.8"
 
 [package.dependencies]
-numpy = ">=1.18.5,<1.25.0"
+numpy = ">=1.18.5,<1.26.0"
+
+[package.extras]
+dev = ["flake8", "mypy", "pycodestyle", "typing_extensions"]
+doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-panels (>=0.5.2)", "sphinx-tabs"]
+test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+
+[[package]]
+name = "scitokens"
+version = "1.7.2"
+description = "SciToken reference implementation library"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+cryptography = "*"
+PyJWT = ">=1.6.1"
+setuptools = "*"
+six = "*"
 
 [[package]]
 name = "seaborn"
@@ -2041,21 +2274,36 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-nativelib = ["pyobjc-framework-cocoa", "pywin32"]
-objc = ["pyobjc-framework-cocoa"]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
 win32 = ["pywin32"]
 
+[[package]]
+name = "setuptools"
+version = "65.5.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "setuptools-scm"
-version = "6.4.2"
+version = "7.0.5"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 packaging = ">=20.0"
+setuptools = "*"
 tomli = ">=1.0.0"
+typing-extensions = "*"
 
 [package.extras]
 test = ["pytest (>=6.2)", "virtualenv (>20)"]
@@ -2063,7 +2311,7 @@ toml = ["setuptools (>=42)"]
 
 [[package]]
 name = "shapely"
-version = "1.8.4"
+version = "1.8.5.post1"
 description = "Geometric objects, predicates, and operations"
 category = "main"
 optional = false
@@ -2093,6 +2341,14 @@ python-versions = "*"
 [package.dependencies]
 pycryptodome = "*"
 
+[[package]]
+name = "sniffio"
+version = "1.3.0"
+description = "Sniff out which async library your code is running under"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "soupsieve"
 version = "2.3.2.post1"
@@ -2101,9 +2357,29 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "sqlalchemy"
+version = "1.3.24"
+description = "Database Abstraction Library"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mysql = ["mysqlclient"]
+oracle = ["cx_oracle"]
+postgresql = ["psycopg2"]
+postgresql-pg8000 = ["pg8000 (<1.16.6)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+pymysql = ["pymysql", "pymysql (<1)"]
+
 [[package]]
 name = "stack-data"
-version = "0.5.0"
+version = "0.5.1"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "main"
 optional = false
@@ -2119,7 +2395,7 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "terminado"
-version = "0.15.0"
+version = "0.17.0"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 category = "main"
 optional = false
@@ -2131,22 +2407,23 @@ pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
 tornado = ">=6.1.0"
 
 [package.extras]
-test = ["pre-commit", "pytest (>=6.0)", "pytest-timeout"]
+docs = ["pydata-sphinx-theme", "sphinx"]
+test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 
 [[package]]
 name = "tinycss2"
-version = "1.1.1"
+version = "1.2.1"
 description = "A tiny CSS parser"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 webencodings = ">=0.4"
 
 [package.extras]
-doc = ["sphinx", "sphinx-rtd-theme"]
-test = ["coverage", "pytest", "pytest-cov", "pytest-flake8", "pytest-isort"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["flake8", "isort", "pytest"]
 
 [[package]]
 name = "toml"
@@ -2191,18 +2468,19 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.3.0"
+version = "5.5.0"
 description = ""
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.3.0"
+version = "4.4.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
@@ -2210,7 +2488,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "ujson"
-version = "5.4.0"
+version = "5.5.0"
 description = "Ultra fast JSON encoder and decoder for Python"
 category = "main"
 optional = false
@@ -2231,19 +2509,19 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.16.5"
+version = "20.16.6"
 description = "Virtual Python Environment builder"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-distlib = ">=0.3.5,<1"
+distlib = ">=0.3.6,<1"
 filelock = ">=3.4.1,<4"
 platformdirs = ">=2.4,<3"
 
 [package.extras]
-docs = ["proselint (>=0.13)", "sphinx (>=5.1.1)", "sphinx-argparse (>=0.3.1)", "sphinx-rtd-theme (>=1)", "towncrier (>=21.9)"]
+docs = ["proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-argparse (>=0.3.2)", "sphinx-rtd-theme (>=1)", "towncrier (>=22.8)"]
 testing = ["coverage (>=6.2)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=21.3)", "pytest (>=7.0.1)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.6.1)", "pytest-randomly (>=3.10.3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
@@ -2270,6 +2548,19 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "websocket-client"
+version = "1.4.1"
+description = "WebSocket client for Python with low level API options"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
 [[package]]
 name = "wget"
 version = "3.2"
@@ -2296,7 +2587,7 @@ python-versions = ">=3.4"
 
 [[package]]
 name = "xxhash"
-version = "3.0.0"
+version = "3.1.0"
 description = "Python binding for xxHash"
 category = "main"
 optional = false
@@ -2342,82 +2633,97 @@ python-versions = "*"
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.10,<3.11"
-content-hash = "f75ce74473c474142093495c09e8c90ae97e1c48ed160c7edec7520dad437e92"
+content-hash = "082c6535a1c30e73d3d5d131e54a2eb2894258b197f96dae67f61cccd43ffdd1"
 
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 yarl = [
     {file = "yarl-1.8.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:abc06b97407868ef38f3d172762f4069323de52f2b70d133d096a48d72215d28"},
diff --git a/pyproject.toml b/pyproject.toml
index ffdb14b7..3ca58457 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ classifiers = [
 [tool.poetry.dependencies]
 python = ">=3.10,<3.11"
 ampel = { version = "^0.8.3a0", allow-prereleases = true}
-ampel-ztf = { version = "^0.8.3a2", allow-prereleases = true}
+ampel-ztf = {extras = ["archive"], version = "^0.8.3a2", allow-prereleases = true}
 astropy = "^5.1"
 astropy-healpix = "^0.6"
 astroquery = "^0.4.6"
@@ -44,7 +44,6 @@ tqdm = "^4.64.0"
 wget = "^3.2"
 ztfquery = "^1.18.4"
 
-
 [tool.poetry.dev-dependencies]
 coveralls = "^3.3.1"
 pytest = "^7.1.2"