From 651cb04b7213dd2cce261179b73995b788adbfb8 Mon Sep 17 00:00:00 2001
From: Valentin Boettcher <hiro@protagon.space>
Date: Sun, 14 Aug 2022 16:46:27 +0200
Subject: [PATCH] 10: hopefully this fixes it

---
 .../10_first_anti_zeno_cc.py                  |  18 +-
 .../10_antizeno_engine/anti_zeno_engine.py    |  41 +-
 .../10_antizeno_engine/flake.nix              |   2 +-
 .../10_antizeno_engine/poetry.lock            | 540 +++++++++---------
 4 files changed, 328 insertions(+), 273 deletions(-)

diff --git a/python/energy_flow_proper/10_antizeno_engine/10_first_anti_zeno_cc.py b/python/energy_flow_proper/10_antizeno_engine/10_first_anti_zeno_cc.py
index d501518..b0bafdf 100644
--- a/python/energy_flow_proper/10_antizeno_engine/10_first_anti_zeno_cc.py
+++ b/python/energy_flow_proper/10_antizeno_engine/10_first_anti_zeno_cc.py
@@ -30,27 +30,35 @@ from anti_zeno_engine import *
     Δ=11,
     ε=1,#.1,
     ω_c=1,
-    ε_couple=1e-5,
+    ε_couple=.001,
     n=1,
     detune=.5,
     ω_0=20,
     T_c=1e3,
     T_h=1e4,
-    δ=[3.2*.01/4, 1*.01/4],
+    δ=[3.2*.01/4, 1.08*.01/4],
     γ=.2,
     switch_cycles=1,
     therm_initial_state=False,
     ε_init=.00001/2,
     terms=7,
-    dt=0.01,
+    dt=0.01/2,
     sp_tol=1e-4,
     init_time_steps=10,
+    interpolation_multiplier=10,
 )
 model.k_max = 3
 
+ts = model.t # np.linspace(0,10,1000)
+proc = model.thermal_process(1)
+import hops
+z=hops.core.utility.uni_to_gauss(np.random.rand(proc.get_num_y() * 2))
+proc.new_process(z)
+pu.plot_complex(ts, proc(ts) * model.bcf_scales[1])
+
 params.cycles
 
-aux.integrate(model, 10_000)
+aux.integrate(model, 10)
 
 plot_az_coupling_diagram(model, params)
 
@@ -60,4 +68,6 @@ plot_total_power(model, params)
 
 plot_excited_state(model, params)
 
+plot_coherences(model, params)
+
 plot_power_output(model, params, steady_index=5)
diff --git a/python/energy_flow_proper/10_antizeno_engine/anti_zeno_engine.py b/python/energy_flow_proper/10_antizeno_engine/anti_zeno_engine.py
index a5998d2..5e9e44e 100644
--- a/python/energy_flow_proper/10_antizeno_engine/anti_zeno_engine.py
+++ b/python/energy_flow_proper/10_antizeno_engine/anti_zeno_engine.py
@@ -43,6 +43,7 @@ def anti_zeno_engine(
     terms=5,
     sp_tol=1e-5,
     init_time_steps=None,
+    interpolation_multiplier=1,
 ):
     # τ_bath = 1 / ω_c
     τ_mod = 2 * np.pi / Δ
@@ -181,8 +182,14 @@ def anti_zeno_engine(
         k_max=4,
         bcf_terms=[terms, terms],
         truncation_scheme="simplex",
-        driving_process_tolerances=[StocProcTolerances(sp_tol, sp_tol)] * 2,
-        thermal_process_tolerances=[StocProcTolerances(sp_tol, sp_tol)] * 2,
+        driving_process_tolerances=[
+            StocProcTolerances(sp_tol, sp_tol * interpolation_multiplier)
+        ]
+        * 2,
+        thermal_process_tolerances=[
+            StocProcTolerances(sp_tol, sp_tol * interpolation_multiplier)
+        ]
+        * 2,
         T=[T_c, T_h],
         L=[L] * 2,
         H=H,
@@ -212,14 +219,14 @@ def anti_zeno_engine(
 
 
 @wrap_plot
-def plot_az_coupling_diagram(model, params, ax=None):
+def plot_az_coupling_diagram(model, params, ax=None, model_t=False):
     def thermal_bcf(t):
         return model.bcf(1)(t) + 2 * (model.thermal_correlations(1)(t).real)
 
     # plt.plot(model.t, np.abs(thermal_bcf(model.t))/np.abs(thermal_bcf(0)), alpha=.5, zorder=5, label="BCF (cold bath)")
     # plt.plot(model.t, abs(model.bcf(0)(model.t)) / abs(model.bcf(0)(model.t)).max(), linewidth=1)
 
-    t = np.linspace(0, model.t.max(), 10000)
+    t = model.t if model_t else np.linspace(0, model.t.max(), 10000)
     ax.plot(t, model.L[0].operator_norm(t), label=r"$||L||$")
     ax.plot(
         t,
@@ -241,8 +248,8 @@ def plot_az_sd_overview(model, params, ax=None):
 
     def total_sd(n, ω):
         return model.bcf_scales[n] * (
-            model.spectral_density(n)(ω)
-            * (1 / (np.expm1(ωs / model.T[n])) + np.heaviside(ω, 0))
+            model.spectral_density(n)(np.abs(ω))
+            * (1 / (np.expm1(np.abs(ωs) / model.T[n])) + np.heaviside(ω, 0))
         )
 
     ax.plot(
@@ -297,7 +304,26 @@ def plot_excited_state(model, params, ax=None):
         )
 
 
-def plot_power_output(model, params):
+@wrap_plot
+def plot_coherences(model, params, ax=None):
+    with aux.get_data(model) as data:
+        mask = model.t > params.τ_init
+
+        plot_with_σ(
+            model.t[mask],
+            abs(
+                EnsembleValue(
+                    (
+                        data.rho_t_accum.mean[mask, 0, 1],
+                        data.rho_t_accum.ensemble_std[mask, 0, 1],
+                    )
+                )
+            ),
+            ax=ax,
+        )
+
+
+def plot_power_output(model, params, steady_index=0):
     fig, ax = plt.subplots()
     ts_begin = (
         params.τ_init
@@ -351,7 +377,6 @@ def plot_power_output(model, params):
             ax=ax,
         )
 
-    steady_index = 0
     power = sum(powers[steady_index:]) * (1 / (len(powers[steady_index:])))
 
     ax.set_ylabel(r"$\langle{P}\rangle$")
diff --git a/python/energy_flow_proper/10_antizeno_engine/flake.nix b/python/energy_flow_proper/10_antizeno_engine/flake.nix
index c902f06..3301009 100644
--- a/python/energy_flow_proper/10_antizeno_engine/flake.nix
+++ b/python/energy_flow_proper/10_antizeno_engine/flake.nix
@@ -23,7 +23,7 @@
                     export PYTHONPATH=/home/hiro/src/two_qubit_model/:$PYTHONPATH
                     export PYTHONPATH=/home/hiro/src/hops/:$PYTHONPATH
                     export PYTHONPATH=/home/hiro/src/hopsflow/:$PYTHONPATH
-                    export PYTHONPATH=/home/hiro/src/stocproc/:$PYTHONPATH
+                    #export PYTHONPATH=/home/hiro/src/stocproc/:$PYTHONPATH
 
                     export LD_LIBRARY_PATH="${(pkgs.lib.makeLibraryPath [pkgs.arb])}"
       #               '';
diff --git a/python/energy_flow_proper/10_antizeno_engine/poetry.lock b/python/energy_flow_proper/10_antizeno_engine/poetry.lock
index 5215ab8..affde17 100644
--- a/python/energy_flow_proper/10_antizeno_engine/poetry.lock
+++ b/python/energy_flow_proper/10_antizeno_engine/poetry.lock
@@ -29,9 +29,9 @@ python-versions = ">=3.6"
 argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
-docs = ["sphinx", "sphinx-notfound-page", "furo"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+tests = ["pytest", "hypothesis", "coverage[toml] (>=5.0.2)"]
+docs = ["furo", "sphinx-notfound-page", "sphinx"]
+dev = ["furo", "sphinx-notfound-page", "sphinx", "pytest", "hypothesis", "coverage[toml] (>=5.0.2)", "tomli", "cogapp", "pre-commit"]
 
 [[package]]
 name = "argon2-cffi-bindings"
@@ -57,10 +57,10 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["build", "twine", "coverage", "pytest", "pytest-cov", "sphinx"]
-dev = ["build", "twine"]
+test = ["pytest-cov", "pytest", "coverage"]
 doc = ["sphinx"]
-test = ["coverage", "pytest", "pytest-cov"]
+dev = ["twine", "build"]
+all = ["sphinx", "pytest-cov", "pytest", "coverage", "twine", "build"]
 
 [[package]]
 name = "asttokens"
@@ -74,7 +74,7 @@ python-versions = "*"
 six = "*"
 
 [package.extras]
-test = ["astroid (<=2.5.3)", "pytest"]
+test = ["pytest", "astroid (<=2.5.3)"]
 
 [[package]]
 name = "attrs"
@@ -85,10 +85,10 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "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)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
+tests_no_zope = ["cloudpickle", "pytest-mypy-plugins", "mypy (>=0.900,!=0.940)", "pytest (>=4.3.0)", "pympler", "hypothesis", "coverage[toml] (>=5.0.2)"]
+tests = ["cloudpickle", "zope.interface", "pytest-mypy-plugins", "mypy (>=0.900,!=0.940)", "pytest (>=4.3.0)", "pympler", "hypothesis", "coverage[toml] (>=5.0.2)"]
+docs = ["sphinx-notfound-page", "zope.interface", "sphinx", "furo"]
+dev = ["cloudpickle", "pre-commit", "sphinx-notfound-page", "sphinx", "furo", "zope.interface", "pytest-mypy-plugins", "mypy (>=0.900,!=0.940)", "pytest (>=4.3.0)", "pympler", "hypothesis", "coverage[toml] (>=5.0.2)"]
 
 [[package]]
 name = "backcall"
@@ -107,11 +107,11 @@ optional = false
 python-versions = ">=3.6.0"
 
 [package.extras]
-all = ["typing-extensions (>=3.10.0.0)"]
-dev = ["coverage (>=5.5)", "sphinx", "pytest (>=4.0.0)", "tox (>=3.20.1)", "sphinx (>=4.1.0)", "mypy (>=0.800)", "typing-extensions", "numpy"]
-doc-rtd = ["sphinx (==4.1.0)", "sphinx-rtd-theme (==0.5.1)"]
-test-tox = ["sphinx", "pytest (>=4.0.0)", "mypy (>=0.800)", "typing-extensions", "numpy"]
+test-tox = ["numpy", "typing-extensions", "mypy (>=0.800)", "pytest (>=4.0.0)", "sphinx"]
 test-tox-coverage = ["coverage (>=5.5)"]
+doc-rtd = ["sphinx-rtd-theme (==0.5.1)", "sphinx (==4.1.0)"]
+dev = ["numpy", "typing-extensions", "mypy (>=0.800)", "sphinx (>=4.1.0)", "tox (>=3.20.1)", "pytest (>=4.0.0)", "sphinx", "coverage (>=5.5)"]
+all = ["typing-extensions (>=3.10.0.0)"]
 
 [[package]]
 name = "beautifulsoup4"
@@ -125,8 +125,8 @@ python-versions = ">=3.6.0"
 soupsieve = ">1.2"
 
 [package.extras]
-html5lib = ["html5lib"]
 lxml = ["lxml"]
+html5lib = ["html5lib"]
 
 [[package]]
 name = "binfootprint"
@@ -161,16 +161,16 @@ pathspec = ">=0.9.0,<1"
 platformdirs = ">=2"
 tomli = ">=0.2.6,<2.0.0"
 typing-extensions = [
-    {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
     {version = "!=3.10.0.1", markers = "python_version >= \"3.10\""},
+    {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
 ]
 
 [package.extras]
-colorama = ["colorama (>=0.4.3)"]
-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)"]
+python2 = ["typed-ast (>=1.4.3)"]
+jupyter = ["tokenize-rt (>=3.2.0)", "ipython (>=7.8.0)"]
+d = ["aiohttp (>=3.7.4)"]
+colorama = ["colorama (>=0.4.3)"]
 
 [[package]]
 name = "bleach"
@@ -185,8 +185,8 @@ six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
+dev = ["mypy (==0.961)", "black (==22.3.0)", "wheel (==0.37.1)", "twine (==4.0.1)", "tox (==3.25.0)", "Sphinx (==4.3.2)", "pytest (==7.1.2)", "pip-tools (==6.6.2)", "hashin (==0.17.0)", "flake8 (==4.0.1)", "build (==0.8.0)"]
 css = ["tinycss2 (>=1.1.0,<1.2)"]
-dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
 
 [[package]]
 name = "certifi"
@@ -320,7 +320,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "executing"
-version = "0.9.1"
+version = "0.10.0"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "main"
 optional = false
@@ -365,8 +365,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2022.6.21)", "sphinx (>=5.1.1)", "sphinx-autodoc-typehints (>=1.19.1)"]
-testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"]
+testing = ["pytest-timeout (>=2.1)", "pytest-cov (>=3)", "pytest (>=7.1.2)", "coverage (>=6.4.2)", "covdefaults (>=2.2)"]
+docs = ["sphinx-autodoc-typehints (>=1.19.1)", "sphinx (>=5.1.1)", "furo (>=2022.6.21)"]
 
 [[package]]
 name = "fonttools"
@@ -377,18 +377,18 @@ 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)", "uharfbuzz (>=0.23.0)", "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"]
-repacker = ["uharfbuzz (>=0.23.0)"]
-symfont = ["sympy"]
-type1 = ["xattr"]
-ufo = ["fs (>=2.2.0,<3)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 unicode = ["unicodedata2 (>=14.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+ufo = ["fs (>=2.2.0,<3)"]
+type1 = ["xattr"]
+symfont = ["sympy"]
+repacker = ["uharfbuzz (>=0.23.0)"]
+plot = ["matplotlib"]
+pathops = ["skia-pathops (>=0.5.0)"]
+lxml = ["lxml (>=4.0,<5)"]
+interpolatable = ["munkres", "scipy"]
+graphite = ["lz4 (>=1.7.4.2)"]
+all = ["xattr", "unicodedata2 (>=14.0.0)", "munkres", "brotli (>=1.0.1)", "scipy", "brotlicffi (>=0.8.0)", "uharfbuzz (>=0.23.0)", "skia-pathops (>=0.5.0)", "sympy", "matplotlib", "lz4 (>=1.7.4.2)", "zopfli (>=0.1.4)", "lxml (>=4.0,<5)", "fs (>=2.2.0,<3)"]
 
 [[package]]
 name = "frozenlist"
@@ -443,16 +443,16 @@ develop = false
 [package.dependencies]
 beartype = "^0.10.1"
 filelock = "^3.6.0"
-hops = {git = "git@gitlab.hrz.tu-chemnitz.de:s8896854--tu-dresden.de/hops.git", branch = "time_dep_coupling"}
-hopsflow = {git = "https://github.com/vale981/hopsflow", branch = "main"}
+hops = {git = "git@gitlab.hrz.tu-chemnitz.de:s8896854--tu-dresden.de/hops.git", branch = "use_new_stocproc_for_10"}
+hopsflow = {git = "https://github.com/vale981/hopsflow", branch = "fix_for_10"}
 numpy = "^1.20.0"
 qutip = "^4.6.3"
 
 [package.source]
 type = "git"
 url = "git@github.com:vale981/two_qubit_model.git"
-reference = "main"
-resolved_reference = "8eacadd55220871f94be2f9e19604fbe546dc45d"
+reference = "fix_for_10"
+resolved_reference = "bfc90b4f9b7ac2ae1890ee007f52470f237cd261"
 
 [[package]]
 name = "hops"
@@ -475,7 +475,7 @@ numpy = "^1.22.2"
 prettytable = "^3.0.0"
 ray = "^1.9.2"
 scipy = "^1.7.3"
-stocproc = {git = "https://github.com/vale981/stocproc", branch = "master"}
+stocproc = {git = "git@github.com:vale981/stocproc.git", branch = "fix_relative"}
 tqdm = "^4.62.3"
 typer = "^0.4.0"
 
@@ -485,8 +485,8 @@ plotting = ["matplotlib (>=3.5.0,<4.0.0)"]
 [package.source]
 type = "git"
 url = "git@gitlab.hrz.tu-chemnitz.de:s8896854--tu-dresden.de/hops.git"
-reference = "time_dep_coupling"
-resolved_reference = "7688249fa8d9e296e416c8fe347ad6e71f0469d5"
+reference = "use_new_stocproc_for_10"
+resolved_reference = "b0f48e1d24ade6d4d28bb191aef47cca8f533a65"
 
 [[package]]
 name = "hopsflow"
@@ -498,21 +498,20 @@ python-versions = ">=3.9,<3.11"
 develop = false
 
 [package.dependencies]
-hops = {git = "git@gitlab.hrz.tu-chemnitz.de:s8896854--tu-dresden.de/hops.git", branch = "time_dep_coupling"}
+hops = {git = "git@gitlab.hrz.tu-chemnitz.de:s8896854--tu-dresden.de/hops.git", branch = "use_new_stocproc_for_10"}
 lmfit = "^1.0.3"
 numpy = "^1.20.0"
 opt-einsum = "^3.3.0"
 ray = "^1.11.0"
 scipy = "^1.7.3"
 sqlitedict = "^1.7.0"
-stocproc = {git = "https://github.com/vale981/stocproc", branch = "master"}
 tqdm = "^4.62.3"
 
 [package.source]
 type = "git"
 url = "https://github.com/vale981/hopsflow"
-reference = "main"
-resolved_reference = "af1ca7465efb969e355eeea76e2ed110059cb8c1"
+reference = "fix_for_10"
+resolved_reference = "40a1f9191eea1de7b3d9cbed2a26a3af0404cfbf"
 
 [[package]]
 name = "humanfriendly"
@@ -555,7 +554,7 @@ tornado = ">=6.1"
 traitlets = ">=5.1.0"
 
 [package.extras]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "pytest (>=6.0)"]
+test = ["pytest (>=6.0)", "pytest-timeout", "pytest-cov", "pre-commit", "ipyparallel", "flaky"]
 
 [[package]]
 name = "ipython"
@@ -580,17 +579,17 @@ stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
-black = ["black"]
-doc = ["Sphinx (>=1.3)"]
-kernel = ["ipykernel"]
-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["ipywidgets", "notebook"]
-parallel = ["ipyparallel"]
+test_extra = ["trio", "pandas", "numpy (>=1.19)", "nbformat", "matplotlib (!=3.2.0)", "curio", "testpath", "pytest-asyncio", "pytest (<7.1)"]
+test = ["testpath", "pytest-asyncio", "pytest (<7.1)"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+parallel = ["ipyparallel"]
+notebook = ["notebook", "ipywidgets"]
+nbformat = ["nbformat"]
+nbconvert = ["nbconvert"]
+kernel = ["ipykernel"]
+doc = ["Sphinx (>=1.3)"]
+black = ["black"]
+all = ["trio", "pandas", "numpy (>=1.19)", "matplotlib (!=3.2.0)", "curio", "testpath", "pytest-asyncio", "pytest (<7.1)", "qtconsole", "ipyparallel", "notebook", "ipywidgets", "nbformat", "nbconvert", "ipykernel", "Sphinx (>=1.3)", "black"]
 
 [[package]]
 name = "ipython-genutils"
@@ -617,7 +616,7 @@ traitlets = ">=4.3.1"
 widgetsnbextension = ">=3.6.0,<3.7.0"
 
 [package.extras]
-test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+test = ["mock", "pytest-cov", "pytest (>=3.6.0)"]
 
 [[package]]
 name = "jedi"
@@ -631,8 +630,8 @@ python-versions = ">=3.6"
 parso = ">=0.8.0,<0.9.0"
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["pytest (<7.0.0)", "docopt", "colorama", "Django (<3.1)"]
+qa = ["mypy (==0.782)", "flake8 (==3.8.3)"]
 
 [[package]]
 name = "jinja2"
@@ -661,8 +660,8 @@ attrs = ">=17.4.0"
 pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
 
 [package.extras]
-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)"]
+format-nongpl = ["webcolors (>=1.11)", "uri-template", "rfc3986-validator (>0.1.0)", "rfc3339-validator", "jsonpointer (>1.13)", "isoduration", "idna", "fqdn"]
+format = ["webcolors (>=1.11)", "uri-template", "rfc3987", "rfc3339-validator", "jsonpointer (>1.13)", "isoduration", "idna", "fqdn"]
 
 [[package]]
 name = "jupyter"
@@ -698,8 +697,8 @@ tornado = ">=6.0"
 traitlets = "*"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
-test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
+test = ["pytest-timeout", "pytest-cov", "pytest-asyncio (>=0.18)", "pytest", "pre-commit", "mypy", "ipython", "ipykernel (>=6.5)", "coverage", "codecov"]
+doc = ["sphinxcontrib-github-alt", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "myst-parser", "ipykernel"]
 
 [[package]]
 name = "jupyter-console"
@@ -732,7 +731,7 @@ pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_
 traitlets = "*"
 
 [package.extras]
-test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+test = ["pytest-timeout", "pytest-cov", "pytest", "pre-commit", "ipykernel"]
 
 [[package]]
 name = "jupyterlab-pygments"
@@ -781,10 +780,10 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
 
 [package.extras]
-cssselect = ["cssselect (>=0.7)"]
-html5 = ["html5lib"]
-htmlsoup = ["beautifulsoup4"]
 source = ["Cython (>=0.29.7)"]
+htmlsoup = ["beautifulsoup4"]
+html5 = ["html5lib"]
+cssselect = ["cssselect (>=0.7)"]
 
 [[package]]
 name = "markupsafe"
@@ -796,7 +795,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.5.2"
+version = "3.5.3"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -811,7 +810,7 @@ packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4"
+setuptools_scm = ">=4,<7"
 
 [[package]]
 name = "matplotlib-inline"
@@ -880,7 +879,7 @@ sphinx = ["sphinx-book-theme", "Sphinx (>=1.7)", "myst-parser", "moto", "mock",
 
 [[package]]
 name = "nbconvert"
-version = "6.5.1"
+version = "6.5.3"
 description = "Converting Jupyter Notebooks"
 category = "main"
 optional = false
@@ -906,11 +905,11 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "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 (>=6.1)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"]
 webpdf = ["pyppeteer (>=1,<1.1)"]
+test = ["pyppeteer (>=1,<1.1)", "pre-commit", "ipywidgets (>=7)", "ipykernel", "pytest-dependency", "pytest-cov", "pytest"]
+serve = ["tornado (>=6.1)"]
+docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx-rtd-theme", "sphinx (>=1.5.1)"]
+all = ["ipython", "nbsphinx (>=0.2.12)", "sphinx-rtd-theme", "sphinx (>=1.5.1)", "tornado (>=6.1)", "pyppeteer (>=1,<1.1)", "pre-commit", "ipywidgets (>=7)", "ipykernel", "pytest-dependency", "pytest-cov", "pytest"]
 
 [[package]]
 name = "nbformat"
@@ -927,7 +926,7 @@ jupyter-core = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-test = ["check-manifest", "testpath", "pytest", "pre-commit"]
+test = ["pre-commit", "pytest", "testpath", "check-manifest"]
 
 [[package]]
 name = "nest-asyncio"
@@ -963,13 +962,13 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+test = ["requests-unixsocket", "pytest-cov", "selenium", "nbval", "testpath", "requests", "coverage", "pytest"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
+docs = ["myst-parser", "sphinx-rtd-theme", "sphinxcontrib-github-alt", "nbsphinx", "sphinx"]
 
 [[package]]
 name = "numpy"
-version = "1.23.1"
+version = "1.23.2"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -987,8 +986,8 @@ python-versions = ">=3.5"
 numpy = ">=1.7"
 
 [package.extras]
-docs = ["sphinx (==1.2.3)", "sphinxcontrib-napoleon", "sphinx-rtd-theme", "numpydoc"]
-tests = ["pytest", "pytest-cov", "pytest-pep8"]
+tests = ["pytest-pep8", "pytest-cov", "pytest"]
+docs = ["numpydoc", "sphinx-rtd-theme", "sphinxcontrib-napoleon", "sphinx (==1.2.3)"]
 
 [[package]]
 name = "packaging"
@@ -1011,16 +1010,16 @@ python-versions = ">=3.8"
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
-    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
-    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
     {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
+    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
 ]
 python-dateutil = ">=2.8.1"
 pytz = ">=2020.1"
 
 [package.extras]
-test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+test = ["pytest-xdist (>=1.31)", "pytest (>=6.0)", "hypothesis (>=5.5.3)"]
 
 [[package]]
 name = "pandocfilters"
@@ -1039,8 +1038,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["docopt", "pytest (<6.0.0)"]
+testing = ["pytest (<6.0.0)", "docopt"]
+qa = ["mypy (==0.782)", "flake8 (==3.8.3)"]
 
 [[package]]
 name = "pathspec"
@@ -1093,8 +1092,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
-tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+tests = ["pytest-timeout", "pytest-cov", "pytest", "pyroma", "packaging", "olefile", "markdown2", "defusedxml", "coverage", "check-manifest"]
+docs = ["sphinxext-opengraph", "sphinx-removed-in", "sphinx-issues (>=3.0.1)", "sphinx-copybutton", "sphinx (>=2.4)", "olefile", "furo"]
 
 [[package]]
 name = "platformdirs"
@@ -1105,8 +1104,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+test = ["pytest (>=6)", "pytest-mock (>=3.6)", "pytest-cov (>=2.7)", "appdirs (==1.4.4)"]
+docs = ["sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)", "proselint (>=0.10.2)", "furo (>=2021.7.5b38)"]
 
 [[package]]
 name = "prettytable"
@@ -1120,7 +1119,7 @@ python-versions = ">=3.7"
 wcwidth = "*"
 
 [package.extras]
-tests = ["pytest", "pytest-cov", "pytest-lazy-fixture"]
+tests = ["pytest-lazy-fixture", "pytest-cov", "pytest"]
 
 [[package]]
 name = "prometheus-client"
@@ -1161,7 +1160,7 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [package.extras]
-test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"]
+test = ["wmi", "pywin32", "enum34", "mock", "ipaddress"]
 
 [[package]]
 name = "ptyprocess"
@@ -1215,7 +1214,7 @@ optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyreadline3"
@@ -1246,7 +1245,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.1"
+version = "2022.2.1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1278,7 +1277,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
-version = "23.2.0"
+version = "23.2.1"
 description = "Python bindings for 0MQ"
 category = "main"
 optional = false
@@ -1307,12 +1306,12 @@ qtpy = ">=2.0.1"
 traitlets = "<5.2.1 || >5.2.1,<5.2.2 || >5.2.2"
 
 [package.extras]
+test = ["pytest-qt", "pytest", "flaky"]
 doc = ["Sphinx (>=1.3)"]
-test = ["flaky", "pytest", "pytest-qt"]
 
 [[package]]
 name = "qtpy"
-version = "2.1.0"
+version = "2.2.0"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
 category = "main"
 optional = false
@@ -1338,11 +1337,11 @@ packaging = "*"
 scipy = ">=1.0"
 
 [package.extras]
-full = ["matplotlib (>=1.2.1)", "cython (>=0.29.20)", "cvxpy (>=1.0)", "cvxopt", "pytest (>=5.2)", "pytest-rerunfailures"]
-graphics = ["matplotlib (>=1.2.1)"]
+tests = ["pytest-rerunfailures", "pytest (>=5.2)"]
+semidefinite = ["cvxopt", "cvxpy (>=1.0)"]
 runtime_compilation = ["cython (>=0.29.20)"]
-semidefinite = ["cvxpy (>=1.0)", "cvxopt"]
-tests = ["pytest (>=5.2)", "pytest-rerunfailures"]
+graphics = ["matplotlib (>=1.2.1)"]
+full = ["pytest-rerunfailures", "pytest (>=5.2)", "cvxopt", "cvxpy (>=1.0)", "cython (>=0.29.20)", "matplotlib (>=1.2.1)"]
 
 [[package]]
 name = "ray"
@@ -1368,15 +1367,15 @@ requests = "*"
 virtualenv = "*"
 
 [package.extras]
-all = ["aiohttp-cors", "opentelemetry-api (==1.1.0)", "scikit-image", "pyyaml", "aiorwlock", "kubernetes", "requests", "fastapi", "kopf", "dm-tree", "ray-cpp (==1.13.0)", "tensorboardX (>=1.9)", "prometheus-client (>=0.7.1,<0.14.0)", "pyarrow (>=6.0.1,<7.0.0)", "colorful", "starlette", "opentelemetry-sdk (==1.1.0)", "py-spy (>=0.2.0)", "scipy", "lz4", "aiohttp (>=3.7)", "smart-open", "tabulate", "gpustat (>=1.0.0b1)", "gym (<0.22)", "opentelemetry-exporter-otlp (==1.1.0)", "fsspec", "opencensus", "urllib3", "numpy (>=1.20)", "pandas", "uvicorn (==0.16.0)", "matplotlib (!=3.4.3)"]
+tune = ["requests", "tensorboardX (>=1.9)", "tabulate", "pandas"]
+serve = ["gpustat (>=1.0.0b1)", "py-spy (>=0.2.0)", "smart-open", "starlette", "fastapi", "requests", "uvicorn (==0.16.0)", "colorful", "aiorwlock", "aiohttp (>=3.7)", "prometheus-client (>=0.7.1,<0.14.0)", "aiohttp-cors", "opencensus"]
+rllib = ["scipy", "pyyaml", "scikit-image", "matplotlib (!=3.4.3)", "lz4", "gym (<0.22)", "dm-tree", "requests", "tensorboardX (>=1.9)", "tabulate", "pandas"]
+observability = ["opentelemetry-exporter-otlp (==1.1.0)", "opentelemetry-sdk (==1.1.0)", "opentelemetry-api (==1.1.0)"]
+k8s = ["kopf", "urllib3", "kubernetes"]
+default = ["smart-open", "prometheus-client (>=0.7.1,<0.14.0)", "opencensus", "gpustat (>=1.0.0b1)", "requests", "py-spy (>=0.2.0)", "colorful", "aiohttp-cors", "aiohttp (>=3.7)"]
+data = ["numpy (>=1.20)", "fsspec", "pyarrow (>=6.0.1,<7.0.0)", "pandas"]
 cpp = ["ray-cpp (==1.13.0)"]
-data = ["pandas", "pyarrow (>=6.0.1,<7.0.0)", "fsspec", "numpy (>=1.20)"]
-default = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "py-spy (>=0.2.0)", "requests", "gpustat (>=1.0.0b1)", "opencensus", "prometheus-client (>=0.7.1,<0.14.0)", "smart-open"]
-k8s = ["kubernetes", "urllib3", "kopf"]
-observability = ["opentelemetry-api (==1.1.0)", "opentelemetry-sdk (==1.1.0)", "opentelemetry-exporter-otlp (==1.1.0)"]
-rllib = ["pandas", "tabulate", "tensorboardX (>=1.9)", "requests", "dm-tree", "gym (<0.22)", "lz4", "matplotlib (!=3.4.3)", "scikit-image", "pyyaml", "scipy"]
-serve = ["opencensus", "aiohttp-cors", "prometheus-client (>=0.7.1,<0.14.0)", "aiohttp (>=3.7)", "aiorwlock", "colorful", "uvicorn (==0.16.0)", "requests", "fastapi", "starlette", "smart-open", "py-spy (>=0.2.0)", "gpustat (>=1.0.0b1)"]
-tune = ["pandas", "tabulate", "tensorboardX (>=1.9)", "requests"]
+all = ["matplotlib (!=3.4.3)", "uvicorn (==0.16.0)", "pandas", "numpy (>=1.20)", "urllib3", "opencensus", "fsspec", "opentelemetry-exporter-otlp (==1.1.0)", "gym (<0.22)", "gpustat (>=1.0.0b1)", "tabulate", "smart-open", "aiohttp (>=3.7)", "lz4", "scipy", "py-spy (>=0.2.0)", "opentelemetry-sdk (==1.1.0)", "starlette", "colorful", "pyarrow (>=6.0.1,<7.0.0)", "prometheus-client (>=0.7.1,<0.14.0)", "tensorboardX (>=1.9)", "ray-cpp (==1.13.0)", "dm-tree", "kopf", "fastapi", "requests", "kubernetes", "aiorwlock", "pyyaml", "scikit-image", "opentelemetry-api (==1.1.0)", "aiohttp-cors"]
 
 [[package]]
 name = "requests"
@@ -1393,8 +1392,8 @@ idna = ">=2.5,<4"
 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)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 
 [[package]]
 name = "scipy"
@@ -1422,20 +1421,19 @@ nativelib = ["pywin32", "pyobjc-framework-cocoa"]
 
 [[package]]
 name = "setuptools-scm"
-version = "7.0.5"
+version = "6.4.2"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.6"
 
 [package.dependencies]
 packaging = ">=20.0"
 tomli = ">=1.0.0"
-typing-extensions = "*"
 
 [package.extras]
-test = ["pytest (>=6.2)", "virtualenv (>20)"]
 toml = ["setuptools (>=42)"]
+test = ["virtualenv (>20)", "pytest (>=6.2)"]
 
 [[package]]
 name = "six"
@@ -1463,7 +1461,7 @@ python-versions = "*"
 
 [[package]]
 name = "stack-data"
-version = "0.3.0"
+version = "0.4.0"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "main"
 optional = false
@@ -1514,9 +1512,9 @@ scipy = "^1.7.3"
 
 [package.source]
 type = "git"
-url = "https://github.com/vale981/stocproc"
-reference = "master"
-resolved_reference = "91a15456001006198e3109716fe352d83b7b360f"
+url = "git@github.com:vale981/stocproc.git"
+reference = "fix_relative"
+resolved_reference = "404d51d295879edd93fb71c09373ef3273eefda6"
 
 [[package]]
 name = "tabulate"
@@ -1543,7 +1541,7 @@ pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
 tornado = ">=6.1.0"
 
 [package.extras]
-test = ["pre-commit", "pytest-timeout", "pytest (>=6.0)"]
+test = ["pytest (>=6.0)", "pytest-timeout", "pre-commit"]
 
 [[package]]
 name = "tikzplotlib"
@@ -1602,10 +1600,10 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-dev = ["py-make (>=0.1.0)", "twine", "wheel"]
-notebook = ["ipywidgets (>=6)"]
-slack = ["slack-sdk"]
 telegram = ["requests"]
+slack = ["slack-sdk"]
+notebook = ["ipywidgets (>=6)"]
+dev = ["wheel", "twine", "py-make (>=0.1.0)"]
 
 [[package]]
 name = "traitlets"
@@ -1616,7 +1614,7 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-test = ["pytest", "pre-commit"]
+test = ["pre-commit", "pytest"]
 
 [[package]]
 name = "typer"
@@ -1639,7 +1637,7 @@ all = ["shellingham (>=1.3.0,<2.0.0)", "colorama (>=0.4.3,<0.5.0)"]
 name = "typing-extensions"
 version = "4.3.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -1655,10 +1653,10 @@ python-versions = "*"
 future = "*"
 
 [package.extras]
-all = ["sphinx", "nose", "numpy"]
-docs = ["sphinx"]
+tests = ["numpy", "nose"]
 optional = ["numpy"]
-tests = ["nose", "numpy"]
+docs = ["sphinx"]
+all = ["numpy", "nose", "sphinx"]
 
 [[package]]
 name = "urllib3"
@@ -1669,9 +1667,9 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-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)"]
+secure = ["ipaddress", "certifi", "idna (>=2.0.0)", "cryptography (>=1.3.4)", "pyOpenSSL (>=0.14)"]
+brotli = ["brotlipy (>=0.6.0)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 
 [[package]]
 name = "virtualenv"
@@ -1687,8 +1685,8 @@ 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)"]
-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)"]
+testing = ["pytest-timeout (>=2.1)", "pytest-randomly (>=3.10.3)", "pytest-mock (>=3.6.1)", "pytest-freezegun (>=0.4.2)", "pytest-env (>=0.6.2)", "pytest (>=7.0.1)", "packaging (>=21.3)", "flaky (>=3.7)", "coverage-enable-subprocess (>=1)", "coverage (>=6.2)"]
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 [[package]]
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@@ -2950,8 +2970,8 @@ send2trash = [
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 setuptools-scm = [
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@@ -2965,8 +2985,8 @@ sqlitedict = [
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