diff --git a/.bumpversion.cfg b/.bumpversion.cfg
index 700ae666..1d98c919 100644
--- a/.bumpversion.cfg
+++ b/.bumpversion.cfg
@@ -7,7 +7,7 @@ current_version = 0.1.0
 search = version = "{current_version}"
 replace = version = "{new_version}"
 
-[bumpversion:file:src/rics/__init__.py]
+[bumpversion:file:src/rics/__version__.py]
 search = __version__ = "{current_version}"
 replace = __version__ = "{new_version}"
 
diff --git a/.coveragerc b/.coveragerc
new file mode 100644
index 00000000..ef3bca04
--- /dev/null
+++ b/.coveragerc
@@ -0,0 +1,29 @@
+[paths]
+source = src
+
+[report]
+omit =
+    tests/*
+    src/rics/translation/fetching/*
+    src/rics/translation/dio/*
+    src/rics/_internal*
+    */exceptions.py
+
+fail_under = 99
+
+exclude_lines =
+    pragma: no cover
+    def __repr__
+    if self.debug
+    if settings.DEBUG:
+    raise AssertionError
+    raise NotImplementedError
+    if 0:
+    if __name__ == __main__:
+    LOGGER.isEnabledFor
+    if not isinstance\(other
+
+show_missing = true
+
+[html]
+directory = htmlcov
diff --git a/.darglint b/.darglint
index 2b03755a..944ae38c 100644
--- a/.darglint
+++ b/.darglint
@@ -1,2 +1,3 @@
 [darglint]
 strictness = short
+ignore_raise=AssertionError
diff --git a/.github/workflows/pre-commit-autoupdate.yml b/.github/workflows/pre-commit-autoupdate.yml
index 3d01ece2..0fe73b8b 100644
--- a/.github/workflows/pre-commit-autoupdate.yml
+++ b/.github/workflows/pre-commit-autoupdate.yml
@@ -12,10 +12,10 @@ jobs:
     steps:
       - uses: actions/checkout@v2.3.4
 
-      - name: Set up Python 3.7
+      - name: Set up Python 3.8
         uses: actions/setup-python@v2.3.2
         with:
-          python-version: 3.7
+          python-version: 3.8
 
       - name: Install pre-commit
         run: pip install pre-commit
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index d54843ae..2b077ed1 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -11,10 +11,10 @@ jobs:
     steps:
       - uses: actions/checkout@v2.3.4
 
-      - name: Set up Python 3.7
+      - name: Set up Python 3.8
         uses: actions/setup-python@v2.3.2
         with:
-          python-version: 3.7
+          python-version: 3.8
 
       - name: Install system deps
         shell: bash
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 6d0a7d5b..b95fd31e 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -3,6 +3,7 @@ name: tests
 on:
   push:
     branches:
+     - master
   pull_request:
     branches:
 
@@ -13,10 +14,10 @@ jobs:
     steps:
       - uses: actions/checkout@v2.3.4
 
-      - name: Set up Python 3.7
+      - name: Set up Python 3.8
         uses: actions/setup-python@v2.3.2
         with:
-          python-version: 3.7
+          python-version: 3.8
 
       - name: Linting
         run: |
@@ -30,7 +31,7 @@ jobs:
     strategy:
       matrix:
         os: [ Ubuntu, MacOS, Windows ]
-        python-version: [ '3.7', '3.8', '3.9', '3.10' ]
+        python-version: [ '3.8', '3.9', '3.10' ]
       fail-fast: true
     steps:
       - uses: actions/checkout@v2.3.4
@@ -72,10 +73,10 @@ jobs:
     steps:
       - uses: actions/checkout@v2.3.4
 
-      - name: Set up Python 3.7
+      - name: Set up Python 3.8
         uses: actions/setup-python@v2.3.2
         with:
-          python-version: 3.7
+          python-version: 3.8
 
       - name: Install system deps
         shell: bash
diff --git a/.gitignore b/.gitignore
index afeea786..9bc2ef61 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,12 @@
+codecov
+
+# Data
+*.pkl
+*.gz
+*.zip
+*.csv
+jupyterlab/data-cache/*
+
 # Byte-compiled / optimized / DLL files
 __pycache__/
 *.py[cod]
diff --git a/.idea/runConfigurations/run_all_tests.xml b/.idea/runConfigurations/run_all_tests.xml
index 3ab10d3a..a03e4acd 100644
--- a/.idea/runConfigurations/run_all_tests.xml
+++ b/.idea/runConfigurations/run_all_tests.xml
@@ -1,11 +1,11 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="run-all-tests" type="tests" factoryName="py.test">
-    <module name="rics" />
+    <module name="private-rics" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
-    <option name="SDK_HOME" value="" />
-    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/tests" />
-    <option name="IS_MODULE_SDK" value="true" />
+    <option name="SDK_HOME" value="$PROJECT_DIR$/.venv/bin/python" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+    <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <option name="_new_keywords" value="&quot;&quot;" />
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 64772f0e..c762b7b8 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -35,6 +35,8 @@ repos:
           'flake8-bugbear~=21.9.2',
           'flake8-annotations~=2.6.2',
           'flake8-docstrings~=1.6.0',
-          'flake8-bandit~=2.1.2',
-          'darglint~=1.8.0'
+          'flake8-bandit==2.1.2',
+          'flake8-bandit==2.1.2',
+          'bandit==1.7.2',
+          'darglint~=1.8.0',
         ]
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 9242867a..d6838272 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -9,7 +9,7 @@ sphinx:
   configuration: docs/conf.py
 
 python:
-  version: 3.7
+  version: 3.8
   install:
     - requirements: docs/requirements.txt
     - method: pip
diff --git a/.venv/!PLACEHOLDER.md b/.venv/!PLACEHOLDER.md
new file mode 100644
index 00000000..09bc1fef
--- /dev/null
+++ b/.venv/!PLACEHOLDER.md
@@ -0,0 +1,7 @@
+# Placeholder
+
+Ensure that venv is installed locally. If Poetry doesn't respect this, run:
+
+```bash
+poetry config virtualenvs.in-project true
+```
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2fc00b17..bf7adec4 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,13 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
+### Added
+- The `rics.utils` module for various common operations
+- The `rics.translation` package for translating IDs into human-readable labels
+- The `rics.mapping` package for linking elements in multiple directions
+- The `rics.cardinality` package; enum types for `1:1`, `1:N`, `N:1`, and `M:N`
+
+
 ## [0.1.0] - 2022-02-24
 ### Added
 - First release on PyPI.
diff --git a/README.md b/README.md
index 5b7de172..241f01cb 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,4 @@
-
-# Rics
-
+# Readme
 
 <div align="center">
 
@@ -20,23 +18,63 @@
 
 My personal little ML engineering library.
 
-
 * GitHub repo: <https://github.com/rsundqvist/rics.git>
 * Documentation: <https://rics.readthedocs.io>
 * Free software: MIT
 
-
 ## Features
 
 * TODO
 
-## Quickstart
-
-TODO
+## Quickstart for development
+
+### Notice
+This project uses groups for extras dependencies, which is currently a **PRERELEASE** feature (slated for `1.2`). Assuming
+poetry was installed the recommended way (see below), this can be done using:
+```bash
+url -sSL https://install.python-poetry.org/ | python -
+poetry upgrade self --prerelease --version="1.2.0a2"
+```
+
+### Setting up for local development
+Assumes a "modern" version of Ubuntu (guide written under `Ubuntu 20.04.2 LTS`) with basic dev dependencies installed.
+To get started, run the following commands:
+
+Installing the latest version of Poetry
+```bash
+curl -sSL https://install.python-poetry.org/ | python -
+```
+This is the way recommended by the Poetry project.
+
+```bash
+git clone git@github.com:rsundqvist/rics.git
+cd rics
+poetry install
+inv install-hooks
+```
+This project uses groups for extras dependencies. If installation fails, make sure that output from
+`poetry --version` is `1.2.0` or greater.
+
+### Registering the project on Codecov
+
+Probably only for forking?
+```bash
+curl -Os https://uploader.codecov.io/latest/linux/codecov
+chmod +x codecov
+```
+
+Visit https://app.codecov.io and log in, follow instructions to link the repo and get a token for private repos.
+```bash
+CODECOV_TOKEN="<from-the-website>"
+inv coverage --fmt=xml
+./codecov -t ${CODECOV_TOKEN}
+```
 
 ## Credits
 
-This package was created with [Cookiecutter][cookiecutter] and the [fedejaure/cookiecutter-modern-pypackage][cookiecutter-modern-pypackage] project template.
+This package was created with [Cookiecutter][cookiecutter] and
+the [fedejaure/cookiecutter-modern-pypackage][cookiecutter-modern-pypackage] project template.
 
 [cookiecutter]: https://github.com/cookiecutter/cookiecutter
+
 [cookiecutter-modern-pypackage]: https://github.com/fedejaure/cookiecutter-modern-pypackage
diff --git a/docs/conf.py b/docs/conf.py
index 5e29b365..c33a4a57 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -13,12 +13,12 @@
 #
 import rics
 
-# -- Project information -----------------------------------------------------
+# -- Project information -------------------------------------------------------
 
 # General information about the project.
-project = "rics"
-copyright = "2022, Richard Sundqvist"  # noqa: A001
-author = "Richard Sundqvist"
+project = rics.__title__
+copyright = rics.__copyright__  # noqa: A001
+author = rics.__author__
 # The version info for the project you're documenting, acts as replacement
 # for |version| and |release|, also used in various other places throughout
 # the built documents.
@@ -28,7 +28,7 @@
 # The full version, including alpha/beta/rc tags.
 release = rics.__version__
 
-# -- General configuration ---------------------------------------------------
+# -- General configuration -----------------------------------------------------
 
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
@@ -37,6 +37,7 @@
     "sphinx.ext.autodoc",
     "sphinx.ext.viewcode",
     "sphinx.ext.napoleon",
+    "sphinx.ext.intersphinx",
     "recommonmark",
 ]
 
@@ -48,25 +49,53 @@
 # This pattern also affects html_static_path and html_extra_path.
 exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"]
 
-# -- Options for HTML output -------------------------------------------------
+# -- Options for HTML output ---------------------------------------------------
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 #
-html_theme = "alabaster"
+html_theme = "sphinx_rtd_theme"
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
 # documentation.
 html_theme_options = {
+    "display_version": True,
+}
+
+# Used py sphinx_rtd_theme
+html_context = {
     "github_user": "rsundqvist",
-    "github_repo": "rics",
-    "github_banner": True,
-    "show_related": False,
-    "fixed_sidebar": True,
+    "display_github": True,  # Integrate GitHub
+    "github_version": "master",  # Version
+    "conf_py_path": "/docs/",  # Path in the checkout to the docs root
 }
 
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ["_static"]
+
+# -- Nitpicky configuration ----------------------------------------------------
+nitpicky = True
+nitpick_ignore = [("py:class", "re.Pattern")]
+nitpick_ignore_regex = []
+with open("nitpick-regex-exceptions") as f:
+    for line in map(str.rstrip, filter(lambda l: l.strip(), f.readlines())):
+        if line.startswith("#"):
+            continue
+        nitpick_ignore_regex.append(("py:.*", "rics.*" + line))
+
+# -- Autodoc configuration -----------------------------------------------------
+autodoc_typehints = "signature"
+autodoc_default_options = {
+    "members": True,
+    "undoc-members": True,
+    "member-order": "bysource",
+}
+
+# -- Intersphinx configuration -------------------------------------------------
+intersphinx_mapping = {
+    "python": ("https://docs.python.org/3", None),
+    "pandas": ("http://pandas.pydata.org/pandas-docs/stable/", None),
+}
diff --git a/docs/nitpick-regex-exceptions b/docs/nitpick-regex-exceptions
new file mode 100644
index 00000000..b8bcc804
--- /dev/null
+++ b/docs/nitpick-regex-exceptions
@@ -0,0 +1,19 @@
+# Regex exceptions for nitpick. There's an issue for any and all generics
+# and typevars of which there are a lot.
+
+\.types\..*
+
+# Online translation
+_fetch_instruction\.FetchInstruction
+_resolve\.DefaultTranslatable
+_ids_to_fetch\.IdsToFetch
+
+# Offline translation
+_placeholder_overrides\.T
+online\.PlaceholderOverrides
+
+# Mapping
+mapping\.BidirectionalMapping
+_directional_mapping\.(HL|HR)
+score_functions\.H
+_mapper\.(ValueType|CandidateType)
diff --git a/jupyterlab/NOTES.md b/jupyterlab/NOTES.md
new file mode 100644
index 00000000..e415b24a
--- /dev/null
+++ b/jupyterlab/NOTES.md
@@ -0,0 +1,25 @@
+# Notes
+
+## Attach IDE debugger to notebook
+
+Attaching to a Jupyter notebook session with Ubuntu
+with [PyCharm (JetBrains)](https://www.jetbrains.com/help/pycharm/attaching-to-local-process.html).
+
+```bash
+# Allow connections temporarily
+echo 0 | sudo tee /proc/sys/kernel/yama/ptrace_scope
+```
+
+Get the ID from the terminal window where Jupyter is running. Should look something like:
+
+```
+[I 2022-03-03 18:51:11.287 ServerApp] Kernel restarted: fb58e963-a51e-424e-a151-1c6d30c65bb7
+```
+
+Process to attach to with PyCharm is `fb58e963-a51e-424e-a151-1c6d30c65bb7`.
+
+## Local package as an editable dependency
+```bash
+git clone git@github.com:rsundqvist/rics.git my-local/rics
+pip install -e my-local/rics
+```
diff --git a/jupyterlab/jupyter_lab_config.py b/jupyterlab/jupyter_lab_config.py
new file mode 100644
index 00000000..7a6b03be
--- /dev/null
+++ b/jupyterlab/jupyter_lab_config.py
@@ -0,0 +1,7 @@
+# flake8: noqa
+
+# Disable all security
+c.NotebookApp.token = ""
+c.NotebookApp.password = ""
+c.NotebookApp.open_browser = True
+c.NotebookApp.ip = "localhost"
diff --git a/jupyterlab/perf-test/PerfTestTemplate.ipynb b/jupyterlab/perf-test/PerfTestTemplate.ipynb
new file mode 100644
index 00000000..a3f65674
--- /dev/null
+++ b/jupyterlab/perf-test/PerfTestTemplate.ipynb
@@ -0,0 +1,289 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "33142693-c474-46a5-9091-635228705a62",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "rics.__version__='0.1.0'\n",
+      "sys.version='3.8.10 (default, Nov 26 2021, 20:14:08) \\n[GCC 9.3.0]'\n",
+      "\u001b[33m15933bd\u001b[m\u001b[33m (\u001b[m\u001b[1;36mHEAD -> \u001b[m\u001b[1;32mid-translation\u001b[m\u001b[33m, \u001b[m\u001b[1;31morigin/id-translation\u001b[m\u001b[33m)\u001b[m Add docs and jupyterlab folder (perftest+demo)\n"
+     ]
+    }
+   ],
+   "source": [
+    "import sys\n",
+    "\n",
+    "import rics\n",
+    "\n",
+    "# Print relevant versions\n",
+    "print(f\"{rics.__version__=}\")\n",
+    "print(f\"{sys.version=}\")\n",
+    "!git log --pretty=oneline --abbrev-commit -1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2cf933f2-b333-4bf6-a985-63ca965bd727",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from rics.logutils import basicConfig, logging\n",
+    "\n",
+    "basicConfig(level=logging.INFO, rics_log_level=logging.DEBUG)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "93a678fb-4a20-4598-80cf-80d269c07d7f",
+   "metadata": {},
+   "source": [
+    "# Title: Template\n",
+    "Short description of what we're testing. This is a template to copy for new stuff."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58a9c11e-2dbf-4015-bf60-2fca3f212e6b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-03-03T10:10:56.234978Z",
+     "iopub.status.busy": "2022-03-03T10:10:56.234744Z",
+     "iopub.status.idle": "2022-03-03T10:10:56.240364Z",
+     "shell.execute_reply": "2022-03-03T10:10:56.239813Z",
+     "shell.execute_reply.started": "2022-03-03T10:10:56.234954Z"
+    }
+   },
+   "source": [
+    "## Load data\n",
+    "Load some representative data we need for testing (that doesn't change between test cases or candidates)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "b44bfcee-98d3-4023-b13c-f4829cdd0963",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import random\n",
+    "\n",
+    "test_data = random.choices(\n",
+    "    [\n",
+    "        0.000000,\n",
+    "        0.000025,\n",
+    "        # 0.000050,\n",
+    "    ],\n",
+    "    k=10_000,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a3470877-8315-4e06-8f7a-659aee949886",
+   "metadata": {},
+   "source": [
+    "## Define the test procedure\n",
+    "Define the test case we want to evaluate."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d6c69687-5134-44e1-9769-64053e26361a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run(func):\n",
+    "    for arg in test_data:\n",
+    "        func(arg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d4e061bb-61b4-4ce4-a98b-0171705ad113",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-03-03T10:11:05.782014Z",
+     "iopub.status.busy": "2022-03-03T10:11:05.781233Z",
+     "iopub.status.idle": "2022-03-03T10:11:05.786275Z",
+     "shell.execute_reply": "2022-03-03T10:11:05.784947Z",
+     "shell.execute_reply.started": "2022-03-03T10:11:05.781984Z"
+    }
+   },
+   "source": [
+    "## Define candidates\n",
+    "Define the functions or classes we're testing. Add to `candidates` list."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "3c160078-f1a3-4582-850e-9296c3975214",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import time\n",
+    "\n",
+    "\n",
+    "def cand0(arg):\n",
+    "    pass  # Ignore input\n",
+    "    return \"foo\"\n",
+    "\n",
+    "\n",
+    "def cand1(arg):\n",
+    "    time.sleep(arg)  # Process input\n",
+    "    return \"foo\"\n",
+    "\n",
+    "\n",
+    "candidates = [cand0, cand1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39ce893f-3c51-464f-a6df-4ea76f5280f3",
+   "metadata": {},
+   "source": [
+    "## Sample output and verification\n",
+    "Output sample result, make sure candidates outpat equivalent values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "d6701d06-6c46-406d-89ae-2a0033413e5c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Reference output: foo\n"
+     ]
+    }
+   ],
+   "source": [
+    "reference_output = candidates[0](test_data[0])\n",
+    "assert reference_output is not None\n",
+    "print(\"Reference output:\", reference_output)\n",
+    "\n",
+    "for cand in candidates[1:]:\n",
+    "    cand_output = cand(test_data[0])\n",
+    "    assert reference_output == cand_output, f\"Bad candidate: {cand}. {cand_output=} != {reference_output=}\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d9a31c30-acf2-4890-b2d6-41fdde98adec",
+   "metadata": {},
+   "source": [
+    "## Run perfomance comparison\n",
+    "Do the comparison.\n",
+    "\n",
+    "The `%timeit` magic uses variable number of runs/loops by default (based on runtime). Specify using:\n",
+    "```python\n",
+    "%timeit -r <num-runs> -n <num-loops> run(cand0)\n",
+    "%timeit run(cand0)\n",
+    "%timeit -r 5 -n 10000 run(cand0)\n",
+    "```\n",
+    "Output:\n",
+    "```bash\n",
+    "528 µs ± 15.3 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
+    "499 µs ± 12.4 µs per loop (mean ± std. dev. of 5 runs, 10000 loops each)\n",
+    "``` "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "70f6320f-ba73-4cb4-bbe7-0cf28d1e56ae",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from rics.utils import tname"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "adb5bf6b-7f0b-42ac-a1c5-1ccfab7c49c0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cand0:\n",
+      "497 µs ± 11.5 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
+      "================================================================================\n",
+      "cand1:\n",
+      "1.53 s ± 117 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
+      "================================================================================\n"
+     ]
+    }
+   ],
+   "source": [
+    "for cand in candidates:\n",
+    "    print(f\"{tname(cand)}:\")\n",
+    "    %timeit run(cand)\n",
+    "    print(\"=\" * 80)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e1b9464e-ac84-4184-8571-b19f51300c13",
+   "metadata": {},
+   "source": [
+    "# Conclusion\n",
+    "Short summary. Looks like doing nothing is faster than doing something."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c0c46af8-d46e-4f9b-8e37-579aa975e16f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/mypy.ini b/mypy.ini
index 997caec7..9df73c7f 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -1,4 +1,5 @@
 [mypy]
+install_types = true
 
 [mypy-pytest,invoke.*,nox.*]
 allow_redefinition = false
@@ -7,9 +8,12 @@ ignore_errors = false
 ignore_missing_imports = true
 implicit_reexport = false
 local_partial_types = true
-strict_optional = true
+strict_optional = false
 strict_equality = true
 no_implicit_optional = true
 warn_unused_ignores = true
 warn_unreachable = true
 warn_no_return = true
+
+[mypy-pandas.*,tqdm.*,sqlalchemy]
+ignore_missing_imports = True
diff --git a/noxfile.py b/noxfile.py
index e2a804e9..095ebaf3 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -7,7 +7,7 @@
 from nox.sessions import Session
 
 nox.options.sessions = ["tests", "mypy"]
-python_versions = ["3.7", "3.8", "3.9", "3.10"]
+python_versions = ["3.8", "3.9", "3.10"]
 
 
 def install_with_constraints(session: Session, *args: str, **kwargs: Any) -> None:
@@ -20,7 +20,7 @@ def install_with_constraints(session: Session, *args: str, **kwargs: Any) -> Non
     versions specified in poetry.lock. This allows you to manage the
     packages as Poetry development dependencies.
 
-    Arguments:
+    Args:
         session: The Session object.
         args: Command-line arguments for pip.
         kwargs: Additional keyword arguments for Session.install.
diff --git a/poetry.lock b/poetry.lock
index aeaf47dc..b24b30e7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -6,6 +6,76 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "anyio"
+version = "3.5.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.2"
+description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+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"]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+tests = ["pytest"]
+
+[[package]]
+name = "asttokens"
+version = "2.0.5"
+description = "Annotate AST trees with source code positions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["astroid", "pytest"]
+
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
@@ -39,6 +109,14 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 [package.dependencies]
 pytz = ">=2015.7"
 
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "bandit"
 version = "1.7.2"
@@ -60,31 +138,41 @@ yaml = ["pyyaml"]
 
 [[package]]
 name = "black"
-version = "21.12b0"
+version = "22.1.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.6.2"
 
 [package.dependencies]
-click = ">=7.1.2"
+click = ">=8.0.0"
+ipython = {version = ">=7.8.0", optional = true, markers = "extra == \"jupyter\""}
 mypy-extensions = ">=0.4.3"
-pathspec = ">=0.9.0,<1"
+pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = ">=0.2.6,<2.0.0"
-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\""},
-]
+tokenize-rt = {version = ">=3.2.0", optional = true, markers = "extra == \"jupyter\""}
+tomli = ">=1.1.0"
+typing-extensions = {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)"]
 
+[[package]]
+name = "bleach"
+version = "4.1.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = "*"
+six = ">=1.9.0"
+webencodings = "*"
+
 [[package]]
 name = "bump2version"
 version = "1.0.1"
@@ -101,6 +189,17 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
 [[package]]
 name = "cfgv"
 version = "3.3.1"
@@ -124,19 +223,18 @@ unicode_backport = ["unicodedata2"]
 name = "click"
 version = "8.0.4"
 description = "Composable command line interface toolkit"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "colorama"
 version = "0.4.4"
 description = "Cross-platform colored terminal text."
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -173,6 +271,30 @@ category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 
+[[package]]
+name = "debugpy"
+version = "1.5.1"
+description = "An implementation of the Debug Adapter Protocol for Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+
+[[package]]
+name = "decorator"
+version = "5.1.1"
+description = "Decorators for Humans"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
 [[package]]
 name = "distlib"
 version = "0.3.4"
@@ -213,6 +335,14 @@ category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "executing"
+version = "0.8.3"
+description = "Get the currently executing AST node of a frame, and other information"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "filelock"
 version = "3.6.0"
@@ -234,7 +364,6 @@ optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 mccabe = ">=0.6.0,<0.7.0"
 pycodestyle = ">=2.7.0,<2.8.0"
 pyflakes = ">=2.3.0,<2.4.0"
@@ -249,7 +378,6 @@ python-versions = ">=3.6.2,<4.0.0"
 
 [package.dependencies]
 flake8 = ">=3.7,<5.0"
-typed-ast = {version = ">=1.4,<2.0", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "flake8-bandit"
@@ -273,6 +401,9 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[package.dependencies]
+setuptools = "*"
+
 [[package]]
 name = "flake8-bugbear"
 version = "22.1.11"
@@ -374,7 +505,17 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
-typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.8\""}
+
+[[package]]
+name = "greenlet"
+version = "1.1.2"
+description = "Lightweight in-process concurrent programming"
+category = "dev"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+
+[package.extras]
+docs = ["sphinx"]
 
 [[package]]
 name = "identify"
@@ -405,21 +546,35 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.11.1"
+version = "4.11.2"
 description = "Read metadata from Python packages"
-category = "main"
+category = "dev"
 optional = false
 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)"]
+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 = "importlib-resources"
+version = "5.4.0"
+description = "Read resources from Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "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"]
+
 [[package]]
 name = "iniconfig"
 version = "1.1.1"
@@ -436,6 +591,91 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "ipykernel"
+version = "6.9.1"
+description = "IPython Kernel for Jupyter"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+debugpy = ">=1.0.0,<2.0"
+ipython = ">=7.23.1"
+jupyter-client = "<8.0"
+matplotlib-inline = ">=0.1.0,<0.2.0"
+nest-asyncio = "*"
+tornado = ">=4.2,<7.0"
+traitlets = ">=5.1.0,<6.0"
+
+[package.extras]
+test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"]
+
+[[package]]
+name = "ipython"
+version = "8.1.1"
+description = "IPython: Productive Interactive Computing"
+category = "dev"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = ">=2.4.0"
+setuptools = ">=18.5"
+stack-data = "*"
+traitlets = ">=5"
+
+[package.extras]
+all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "pytest", "testpath", "trio", "pytest-asyncio"]
+black = ["black"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["ipywidgets", "notebook"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["pytest", "pytest-asyncio", "testpath"]
+test_extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest", "testpath", "trio"]
+
+[[package]]
+name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "ipywidgets"
+version = "7.6.5"
+description = "IPython HTML widgets for Jupyter"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ipykernel = ">=4.5.1"
+ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
+ipython-genutils = ">=0.2.0,<0.3.0"
+jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""}
+nbformat = ">=4.2.0"
+traitlets = ">=4.3.1"
+widgetsnbextension = ">=3.5.0,<3.6.0"
+
+[package.extras]
+test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+
 [[package]]
 name = "isort"
 version = "5.10.1"
@@ -450,6 +690,21 @@ requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
 plugins = ["setuptools"]
 
+[[package]]
+name = "jedi"
+version = "0.18.1"
+description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+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)"]
+
 [[package]]
 name = "jinja2"
 version = "3.0.3"
@@ -464,6 +719,170 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "json5"
+version = "0.9.6"
+description = "A Python implementation of the JSON5 data format."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+dev = ["hypothesis"]
+
+[[package]]
+name = "jsonschema"
+version = "4.4.0"
+description = "An implementation of JSON Schema validation for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+attrs = ">=17.4.0"
+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"
+
+[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)"]
+
+[[package]]
+name = "jupyter-client"
+version = "7.1.2"
+description = "Jupyter protocol implementation and client libraries"
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+entrypoints = "*"
+jupyter-core = ">=4.6.0"
+nest-asyncio = ">=1.5"
+python-dateutil = ">=2.1"
+pyzmq = ">=13"
+tornado = ">=4.1"
+traitlets = "*"
+
+[package.extras]
+doc = ["myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov", "pytest-timeout", "jedi (<0.18)"]
+
+[[package]]
+name = "jupyter-core"
+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\" and platform_python_implementation != \"PyPy\""}
+traitlets = "*"
+
+[[package]]
+name = "jupyter-server"
+version = "1.13.5"
+description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+anyio = ">=3.1.0,<4"
+argon2-cffi = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=6.1.1"
+jupyter-core = ">=4.6.0"
+nbconvert = "*"
+nbformat = "*"
+packaging = "*"
+prometheus-client = "*"
+pywinpty = {version = "<2", markers = "os_name == \"nt\""}
+pyzmq = ">=17"
+Send2Trash = "*"
+terminado = ">=0.8.3"
+tornado = ">=6.1.0"
+traitlets = ">=5"
+websocket-client = "*"
+
+[package.extras]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "pytest-timeout", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+
+[[package]]
+name = "jupyterlab"
+version = "3.3.1"
+description = "JupyterLab computational environment"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+ipython = "*"
+jinja2 = ">=2.1"
+jupyter-core = "*"
+jupyter-server = ">=1.4,<2.0"
+jupyterlab-server = ">=2.10,<3.0"
+nbclassic = ">=0.2,<1.0"
+packaging = "*"
+tornado = ">=6.1.0"
+
+[package.extras]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "jupyterlab-server[test] (>=2.2,<3.0)", "requests", "requests-cache", "virtualenv", "check-manifest"]
+ui-tests = ["build"]
+
+[[package]]
+name = "jupyterlab-execute-time"
+version = "2.1.0"
+description = "Display cell timings in Jupyter Lab"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+jupyter-server = ">=1.6,<2"
+
+[[package]]
+name = "jupyterlab-pygments"
+version = "0.1.2"
+description = "Pygments theme using JupyterLab CSS variables"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pygments = ">=2.4.1,<3"
+
+[[package]]
+name = "jupyterlab-server"
+version = "2.10.3"
+description = "A set of server components for JupyterLab and JupyterLab like applications ."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+babel = "*"
+entrypoints = ">=0.2.2"
+jinja2 = ">=2.10"
+json5 = "*"
+jsonschema = ">=3.0.1"
+jupyter-server = ">=1.4,<2.0"
+packaging = "*"
+requests = "*"
+
+[package.extras]
+test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-server", "openapi-core (>=0.14.0,<0.15.0)", "pytest-console-scripts", "strict-rfc3339", "ruamel.yaml", "wheel"]
+
+[[package]]
+name = "jupyterlab-widgets"
+version = "1.0.2"
+description = "A JupyterLab extension."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "markupsafe"
 version = "2.1.0"
@@ -472,6 +891,17 @@ category = "dev"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "matplotlib-inline"
+version = "0.1.3"
+description = "Inline Matplotlib backend for Jupyter"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+traitlets = "*"
+
 [[package]]
 name = "mccabe"
 version = "0.6.1"
@@ -480,6 +910,14 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "mistune"
+version = "0.8.4"
+description = "The fastest markdown parser in pure Python"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "mypy"
 version = "0.931"
@@ -491,7 +929,6 @@ python-versions = ">=3.6"
 [package.dependencies]
 mypy-extensions = ">=0.4.3"
 tomli = ">=1.1.0"
-typed-ast = {version = ">=1.4.0,<2", markers = "python_version < \"3.8\""}
 typing-extensions = ">=3.10"
 
 [package.extras]
@@ -506,24 +943,207 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "nbclassic"
+version = "0.3.6"
+description = "Jupyter Notebook as a Jupyter Server extension."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+jupyter-server = ">=1.8,<2.0"
+notebook = "<7"
+notebook-shim = ">=0.1.0"
+
+[package.extras]
+test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
+
+[[package]]
+name = "nbclient"
+version = "0.5.12"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+category = "dev"
+optional = false
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+jupyter-client = ">=6.1.5"
+nbformat = ">=5.0"
+nest-asyncio = "*"
+traitlets = ">=5.0.0"
+
+[package.extras]
+sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
+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 = "6.4.2"
+description = "Converting Jupyter Notebooks"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+bleach = "*"
+defusedxml = "*"
+entrypoints = ">=0.2.2"
+jinja2 = ">=2.4"
+jupyter-core = "*"
+jupyterlab-pygments = "*"
+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 = ">=5.0"
+
+[package.extras]
+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 (>=1,<1.1)"]
+webpdf = ["pyppeteer (>=1,<1.1)"]
+
+[[package]]
+name = "nbformat"
+version = "5.1.3"
+description = "The Jupyter Notebook format"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+ipython-genutils = "*"
+jsonschema = ">=2.4,<2.5.0 || >2.5.0"
+jupyter-core = "*"
+traitlets = ">=4.1"
+
+[package.extras]
+fast = ["fastjsonschema"]
+test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"]
+
+[[package]]
+name = "nest-asyncio"
+version = "1.5.4"
+description = "Patch asyncio to allow nested event loops"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "nodeenv"
 version = "1.6.0"
 description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = "*"
+
+[[package]]
+name = "notebook"
+version = "6.4.8"
+description = "A web-based notebook environment for interactive computing"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+argon2-cffi = "*"
+ipykernel = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=5.3.4"
+jupyter-core = ">=4.6.1"
+nbconvert = "*"
+nbformat = "*"
+nest-asyncio = ">=1.5"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = ">=1.8.0"
+terminado = ">=0.8.3"
+tornado = ">=6.1"
+traitlets = ">=4.2.1"
+
+[package.extras]
+docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+json-logging = ["json-logging"]
+test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
+
+[[package]]
+name = "notebook-shim"
+version = "0.1.0"
+description = "A shim layer for notebook traits and config"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+jupyter-server = ">=1.8,<2.0"
+
+[package.extras]
+test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
+
+[[package]]
+name = "numpy"
+version = "1.22.3"
+description = "NumPy is the fundamental package for array computing with Python."
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[[package]]
+name = "packaging"
+version = "21.3"
+description = "Core utilities for Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+
+[[package]]
+name = "pandas"
+version = "1.4.1"
+description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
+optional = false
+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\""},
+]
+python-dateutil = ">=2.8.1"
+pytz = ">=2020.1"
+
+[package.extras]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+
+[[package]]
+name = "pandocfilters"
+version = "1.5.0"
+description = "Utilities for writing pandoc filters in python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
-name = "packaging"
-version = "21.3"
-description = "Core utilities for Python packages"
+name = "parso"
+version = "0.8.3"
+description = "A Python Parser"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
-[package.dependencies]
-pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
@@ -541,6 +1161,25 @@ category = "dev"
 optional = false
 python-versions = ">=2.6"
 
+[[package]]
+name = "pexpect"
+version = "4.8.0"
+description = "Pexpect allows easy control of interactive console applications."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
+[[package]]
+name = "pickleshare"
+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "platformdirs"
 version = "2.5.1"
@@ -561,9 +1200,6 @@ category = "dev"
 optional = false
 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"]
@@ -579,12 +1215,60 @@ python-versions = ">=3.6.1"
 [package.dependencies]
 cfgv = ">=2.0.0"
 identify = ">=1.0.0"
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 toml = "*"
 virtualenv = ">=20.0.8"
 
+[[package]]
+name = "prometheus-client"
+version = "0.13.1"
+description = "Python client for the Prometheus monitoring system."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+twisted = ["twisted"]
+
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.28"
+description = "Library for building powerful interactive command lines in Python"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+wcwidth = "*"
+
+[[package]]
+name = "psycopg2-binary"
+version = "2.9.3"
+description = "psycopg2 - Python-PostgreSQL Database Adapter"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "ptyprocess"
+version = "0.7.0"
+description = "Run a subprocess in a pseudo terminal"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pure-eval"
+version = "0.2.2"
+description = "Safely evaluate AST nodes without side effects"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "py"
 version = "1.11.0"
@@ -601,6 +1285,14 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pycparser"
+version = "2.21"
+description = "C parser in Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
 [[package]]
 name = "pydocstyle"
 version = "6.1.1"
@@ -642,6 +1334,14 @@ python-versions = ">=3.6"
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
+[[package]]
+name = "pyrsistent"
+version = "0.18.1"
+description = "Persistent/Functional/Immutable data structures"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pytest"
 version = "7.0.1"
@@ -654,7 +1354,6 @@ python-versions = ">=3.6"
 atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
 attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 iniconfig = "*"
 packaging = "*"
 pluggy = ">=0.12,<2.0"
@@ -679,14 +1378,41 @@ pytest = ">=4.6"
 [package.extras]
 testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
 
+[[package]]
+name = "python-dateutil"
+version = "2.8.2"
+description = "Extensions to the standard Python datetime module"
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+
+[package.dependencies]
+six = ">=1.5"
+
 [[package]]
 name = "pytz"
 version = "2021.3"
 description = "World timezone definitions, modern and historical"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pywin32"
+version = "303"
+description = "Python for Window Extensions"
 category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "pywinpty"
+version = "1.1.6"
+description = "Pseudo terminal support for Windows from Python."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "pyyaml"
 version = "6.0"
@@ -695,6 +1421,18 @@ category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "pyzmq"
+version = "22.3.0"
+description = "Python bindings for 0MQ"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = {version = "*", markers = "implementation_name == \"pypy\""}
+py = {version = "*", markers = "implementation_name == \"pypy\""}
+
 [[package]]
 name = "recommonmark"
 version = "0.7.1"
@@ -739,12 +1477,39 @@ Click = ">=6.0"
 dparse = ">=0.5.1"
 packaging = "*"
 requests = "*"
+setuptools = "*"
+
+[[package]]
+name = "send2trash"
+version = "1.8.0"
+description = "Send file to trash natively under Mac OS X, Windows and Linux."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+nativelib = ["pyobjc-framework-cocoa", "pywin32"]
+objc = ["pyobjc-framework-cocoa"]
+win32 = ["pywin32"]
+
+[[package]]
+name = "setuptools"
+version = "60.9.3"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinxcontrib-towncrier", "furo"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-enabler (>=1.0.1)", "pytest-perf", "mock", "flake8-2020", "virtualenv (>=13.0.0)", "wheel", "pip (>=19.1)", "jaraco.envs (>=2.2)", "pytest-xdist", "sphinx (>=4.3.2)", "jaraco.path (>=3.2.0)", "build", "filelock (>=3.4.0)", "pip-run (>=8.8)", "pytest-black (>=0.3.7)", "pytest-cov", "pytest-mypy (>=0.9.1)"]
+testing-integration = ["pytest", "pytest-xdist", "pytest-enabler", "virtualenv (>=13.0.0)", "tomli", "wheel", "jaraco.path (>=3.2.0)", "jaraco.envs (>=2.2)", "build", "filelock (>=3.4.0)"]
 
 [[package]]
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
@@ -756,6 +1521,14 @@ category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "sniffio"
+version = "1.2.0"
+description = "Sniff out which async library your code is running under"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "snowballstemmer"
 version = "2.2.0"
@@ -796,6 +1569,21 @@ docs = ["sphinxcontrib-websupport"]
 lint = ["flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "docutils-stubs", "types-typed-ast", "types-requests"]
 test = ["pytest", "pytest-cov", "html5lib", "cython", "typed-ast"]
 
+[[package]]
+name = "sphinx-rtd-theme"
+version = "1.0.0"
+description = "Read the Docs theme for Sphinx"
+category = "dev"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
+
+[package.dependencies]
+docutils = "<0.18"
+sphinx = ">=1.6"
+
+[package.extras]
+dev = ["transifex-client", "sphinxcontrib-httpdomain", "bump2version"]
+
 [[package]]
 name = "sphinxcontrib-applehelp"
 version = "1.0.2"
@@ -867,6 +1655,54 @@ python-versions = ">=3.5"
 lint = ["flake8", "mypy", "docutils-stubs"]
 test = ["pytest"]
 
+[[package]]
+name = "sqlalchemy"
+version = "1.4.32"
+description = "Database Abstraction Library"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+
+[package.dependencies]
+greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
+
+[package.extras]
+aiomysql = ["greenlet (!=0.4.17)", "aiomysql"]
+aiosqlite = ["typing_extensions (!=3.10.0.1)", "greenlet (!=0.4.17)", "aiosqlite"]
+asyncio = ["greenlet (!=0.4.17)"]
+asyncmy = ["greenlet (!=0.4.17)", "asyncmy (>=0.2.3)"]
+mariadb_connector = ["mariadb (>=1.0.1)"]
+mssql = ["pyodbc"]
+mssql_pymssql = ["pymssql"]
+mssql_pyodbc = ["pyodbc"]
+mypy = ["sqlalchemy2-stubs", "mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0,<2)", "mysqlclient (>=1.4.0)"]
+mysql_connector = ["mysql-connector-python"]
+oracle = ["cx_oracle (>=7,<8)", "cx_oracle (>=7)"]
+postgresql = ["psycopg2 (>=2.7)"]
+postgresql_asyncpg = ["greenlet (!=0.4.17)", "asyncpg"]
+postgresql_pg8000 = ["pg8000 (>=1.16.6)"]
+postgresql_psycopg2binary = ["psycopg2-binary"]
+postgresql_psycopg2cffi = ["psycopg2cffi"]
+pymysql = ["pymysql (<1)", "pymysql"]
+sqlcipher = ["sqlcipher3-binary"]
+
+[[package]]
+name = "stack-data"
+version = "0.2.0"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+asttokens = "*"
+executing = "*"
+pure-eval = "*"
+
+[package.extras]
+tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+
 [[package]]
 name = "stevedore"
 version = "3.5.0"
@@ -876,9 +1712,43 @@ optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-importlib-metadata = {version = ">=1.7.0", markers = "python_version < \"3.8\""}
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
+[[package]]
+name = "terminado"
+version = "0.13.3"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=4"
+
+[package.extras]
+test = ["pytest"]
+
+[[package]]
+name = "testpath"
+version = "0.6.0"
+description = "Test utilities for code working with files and commands"
+category = "dev"
+optional = false
+python-versions = ">= 3.5"
+
+[package.extras]
+test = ["pytest"]
+
+[[package]]
+name = "tokenize-rt"
+version = "4.2.1"
+description = "A wrapper around the stdlib `tokenize` which roundtrips."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -889,25 +1759,52 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
-version = "1.2.3"
+version = "2.0.1"
 description = "A lil' TOML parser"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
-name = "typed-ast"
-version = "1.5.2"
-description = "a fork of Python 2 and 3 ast modules with type comment support"
+name = "tornado"
+version = "6.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">= 3.5"
+
+[[package]]
+name = "tqdm"
+version = "4.63.0"
+description = "Fast, Extensible Progress Meter"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+notebook = ["ipywidgets (>=6)"]
+telegram = ["requests"]
+
+[[package]]
+name = "traitlets"
+version = "5.1.1"
+description = "Traitlets Python configuration system"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pytest"]
 
 [[package]]
 name = "typing-extensions"
 version = "4.1.1"
 description = "Backported and Experimental Type Hints for Python 3.6+"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 
@@ -926,7 +1823,7 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.13.2"
+version = "20.13.3"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
@@ -935,7 +1832,6 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 [package.dependencies]
 distlib = ">=0.3.1,<1"
 filelock = ">=3.2,<4"
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 platformdirs = ">=2,<3"
 six = ">=1.9.0,<2"
 
@@ -957,6 +1853,46 @@ PyYAML = {version = ">=3.10", optional = true, markers = "extra == \"watchmedo\"
 [package.extras]
 watchmedo = ["PyYAML (>=3.10)"]
 
+[[package]]
+name = "wcwidth"
+version = "0.2.5"
+description = "Measures the displayed width of unicode strings in a terminal"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "websocket-client"
+version = "1.3.1"
+description = "WebSocket client for Python with low level API options"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
+[[package]]
+name = "widgetsnbextension"
+version = "3.5.2"
+description = "IPython HTML widgets for Jupyter"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+notebook = ">=4.4.1"
+
 [[package]]
 name = "xdoctest"
 version = "0.15.10"
@@ -979,7 +1915,7 @@ tests = ["codecov", "scikit-build", "cmake", "ninja", "pybind11", "pytest", "pyt
 name = "zipp"
 version = "3.7.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -989,14 +1925,53 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-
 
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+python-versions = "<3.11,>=3.8"
+content-hash = "ef50f7865ddcd1b3c86e1560be9b7623598c1329915400620f9de870890135f0"
 
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 ]
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+    {file = "tornado-6.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:20241b3cb4f425e971cb0a8e4ffc9b0a861530ae3c52f2b0434e6c1b57e9fd95"},
+    {file = "tornado-6.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:c77da1263aa361938476f04c4b6c8916001b90b2c2fdd92d8d535e1af48fba5a"},
+    {file = "tornado-6.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:fba85b6cd9c39be262fcd23865652920832b61583de2a2ca907dbd8e8a8c81e5"},
+    {file = "tornado-6.1-cp38-cp38-manylinux2010_i686.whl", hash = "sha256:1e8225a1070cd8eec59a996c43229fe8f95689cb16e552d130b9793cb570a288"},
+    {file = "tornado-6.1-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:d14d30e7f46a0476efb0deb5b61343b1526f73ebb5ed84f23dc794bdb88f9d9f"},
+    {file = "tornado-6.1-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:8f959b26f2634a091bb42241c3ed8d3cedb506e7c27b8dd5c7b9f745318ddbb6"},
+    {file = "tornado-6.1-cp38-cp38-win32.whl", hash = "sha256:34ca2dac9e4d7afb0bed4677512e36a52f09caa6fded70b4e3e1c89dbd92c326"},
+    {file = "tornado-6.1-cp38-cp38-win_amd64.whl", hash = "sha256:6196a5c39286cc37c024cd78834fb9345e464525d8991c21e908cc046d1cc02c"},
+    {file = "tornado-6.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f0ba29bafd8e7e22920567ce0d232c26d4d47c8b5cf4ed7b562b5db39fa199c5"},
+    {file = "tornado-6.1-cp39-cp39-manylinux1_i686.whl", hash = "sha256:33892118b165401f291070100d6d09359ca74addda679b60390b09f8ef325ffe"},
+    {file = "tornado-6.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:7da13da6f985aab7f6f28debab00c67ff9cbacd588e8477034c0652ac141feea"},
+    {file = "tornado-6.1-cp39-cp39-manylinux2010_i686.whl", hash = "sha256:e0791ac58d91ac58f694d8d2957884df8e4e2f6687cdf367ef7eb7497f79eaa2"},
+    {file = "tornado-6.1-cp39-cp39-manylinux2010_x86_64.whl", hash = "sha256:66324e4e1beede9ac79e60f88de548da58b1f8ab4b2f1354d8375774f997e6c0"},
+    {file = "tornado-6.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:a48900ecea1cbb71b8c71c620dee15b62f85f7c14189bdeee54966fbd9a0c5bd"},
+    {file = "tornado-6.1-cp39-cp39-win32.whl", hash = "sha256:d3d20ea5782ba63ed13bc2b8c291a053c8d807a8fa927d941bd718468f7b950c"},
+    {file = "tornado-6.1-cp39-cp39-win_amd64.whl", hash = "sha256:548430be2740e327b3fe0201abe471f314741efcb0067ec4f2d7dcfb4825f3e4"},
+    {file = "tornado-6.1.tar.gz", hash = "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791"},
+]
+tqdm = [
+    {file = "tqdm-4.63.0-py2.py3-none-any.whl", hash = "sha256:e643e071046f17139dea55b880dc9b33822ce21613b4a4f5ea57f202833dbc29"},
+    {file = "tqdm-4.63.0.tar.gz", hash = "sha256:1d9835ede8e394bb8c9dcbffbca02d717217113adc679236873eeaac5bc0b3cd"},
+]
+traitlets = [
+    {file = "traitlets-5.1.1-py3-none-any.whl", hash = "sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033"},
+    {file = "traitlets-5.1.1.tar.gz", hash = "sha256:059f456c5a7c1c82b98c2e8c799f39c9b8128f6d0d46941ee118daace9eb70c7"},
 ]
 typing-extensions = [
     {file = "typing_extensions-4.1.1-py3-none-any.whl", hash = "sha256:21c85e0fe4b9a155d0799430b0ad741cdce7e359660ccbd8b530613e8df88ce2"},
@@ -1460,8 +3038,8 @@ urllib3 = [
     {file = "urllib3-1.26.8.tar.gz", hash = "sha256:0e7c33d9a63e7ddfcb86780aac87befc2fbddf46c58dbb487e0855f7ceec283c"},
 ]
 virtualenv = [
-    {file = "virtualenv-20.13.2-py2.py3-none-any.whl", hash = "sha256:e7b34c9474e6476ee208c43a4d9ac1510b041c68347eabfe9a9ea0c86aa0a46b"},
-    {file = "virtualenv-20.13.2.tar.gz", hash = "sha256:01f5f80744d24a3743ce61858123488e91cb2dd1d3bdf92adaf1bba39ffdedf0"},
+    {file = "virtualenv-20.13.3-py2.py3-none-any.whl", hash = "sha256:dd448d1ded9f14d1a4bfa6bfc0c5b96ae3be3f2d6c6c159b23ddcfd701baa021"},
+    {file = "virtualenv-20.13.3.tar.gz", hash = "sha256:e9dd1a1359d70137559034c0f5433b34caf504af2dc756367be86a5a32967134"},
 ]
 watchdog = [
     {file = "watchdog-2.1.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9693f35162dc6208d10b10ddf0458cc09ad70c30ba689d9206e02cd836ce28a3"},
@@ -1488,6 +3066,22 @@ watchdog = [
     {file = "watchdog-2.1.6-py3-none-win_ia64.whl", hash = "sha256:a0f1c7edf116a12f7245be06120b1852275f9506a7d90227648b250755a03923"},
     {file = "watchdog-2.1.6.tar.gz", hash = "sha256:a36e75df6c767cbf46f61a91c70b3ba71811dfa0aca4a324d9407a06a8b7a2e7"},
 ]
+wcwidth = [
+    {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
+    {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
+]
+webencodings = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+websocket-client = [
+    {file = "websocket-client-1.3.1.tar.gz", hash = "sha256:6278a75065395418283f887de7c3beafb3aa68dada5cacbe4b214e8d26da499b"},
+    {file = "websocket_client-1.3.1-py3-none-any.whl", hash = "sha256:074e2ed575e7c822fc0940d31c3ac9bb2b1142c303eafcf3e304e6ce035522e8"},
+]
+widgetsnbextension = [
+    {file = "widgetsnbextension-3.5.2-py2.py3-none-any.whl", hash = "sha256:763a9fdc836d141fa080005a886d63f66f73d56dba1fb5961afc239c77708569"},
+    {file = "widgetsnbextension-3.5.2.tar.gz", hash = "sha256:e0731a60ba540cd19bbbefe771a9076dcd2dde90713a8f87f27f53f2d1db7727"},
+]
 xdoctest = [
     {file = "xdoctest-0.15.10-py3-none-any.whl", hash = "sha256:7666bd0511df59275dfe94ef94b0fde9654afd14f00bf88902fdc9bcee77d527"},
     {file = "xdoctest-0.15.10.tar.gz", hash = "sha256:5f16438f2b203860e75ec594dbc38020df7524db0b41bb88467ea0a6030e6685"},
diff --git a/pyproject.toml b/pyproject.toml
index 25e42948..553abe7d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,7 +15,6 @@ classifiers = [
     "License :: OSI Approved :: MIT License",
     "Natural Language :: English",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.7",
     "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
@@ -26,18 +25,25 @@ classifiers = [
 "Bug Tracker" = "https://github.com/rsundqvist/rics/issues"
 
 
-
 [tool.poetry.scripts]
-rics = 'rics.cli:main'
-
+rics = "rics.cli:main"
 
 [tool.poetry.dependencies]
-python = "<3.11,>=3.7"
+python = "<3.11,>=3.8"
 
-click = "^8.0.3"
+pandas = "^1.1"
 
+[tool.poetry.group.sql]
+optional = true
+[tool.poetry.group.sql.dependencies]
+sqlalchemy = "^1.1"
 
-[tool.poetry.dev-dependencies]
+# [tool.poetry.group.all]
+# optional = true
+# [tool.poetry.group.all.dependencies]
+# rics = { version = "*", extras = ["sql"] }
+
+[tool.poetry.group.dev.dependencies]
 pre-commit = "^2.15.0"
 invoke = "^1.6.0"
 flake8 = "^3.9.2"
@@ -48,13 +54,20 @@ flake8-logging-format = "^0.6.0"
 flake8-bugbear = "^22.1.11"
 flake8-annotations = "^2.6.2"
 flake8-docstrings = "^1.6.0"
-flake8-bandit = "^2.1.2"
+# 1.7.3 adds a new argument to BanditNodeVisitor, causing issues with flake8-bandit
+# https://github.com/tylerwince/flake8-bandit/issues/21
+flake8-bandit = "2.1.2"
+bandit = "1.7.2"
 darglint = "^1.8.0"
 isort = "^5.9.3"
-black = "^21.9b0"
+black = { version = "^22", extras=["jupyter"] }
 safety = "^1.10.3"
 mypy = "^0.931"
-sphinx = "^4.2.0"
+# duplicate object warnings for sphinx>=4
+# description: https://github.com/astropy/astropy/issues/11723
+# https://github.com/astropy/astropy/pull/12270
+sphinx = "^4.4.0"
+sphinx-rtd-theme = "^1.0.0"
 recommonmark = "^0.7.1"
 bump2version = "^1.0.1"
 pytest = "^7.0.1"
@@ -63,6 +76,20 @@ coverage = { version = "^6.0.1", extras = ["toml"] }
 pytest-cov = "^3.0.0"
 watchdog = { version = "^2.1.6", extras = ["watchmedo"] }
 
+[tool.poetry.group.dev-extras]
+optional = true
+[tool.poetry.group.dev-extras.dependencies]
+jupyterlab = "^3"
+ipywidgets = "*"
+jupyterlab_execute_time = "*"
+tqdm = "^4.63.0"
+psycopg2-binary = "^2.9.3" # Postgre
+
+# [tool.poetry.group.all-dev-extras]
+# optional = true
+# [tool.poetry.group.all-dev-extras.dependencies]
+# rics = { version = "*", extras = ["all", "dev-extras"] }
+
 [tool.coverage.paths]
 source = ["src", "*/site-packages"]
 
@@ -96,13 +123,40 @@ extended_default_ignore = []
 
 [tool.flakehell.plugins]
 pyflakes = ["+*"]
-pycodestyle = ["+*"]
+pycodestyle = ["+*",
+    "-W503", # Line break occurred before a binary operator - conflicts with W504
+    "+W504", # Line break occurred after a binary operator - keeping this one
+    "-E203", # Whitespace before ':' - conflicts with black
+]
 mccabe = ["+*"]
 "flake8-*" = ["+*"]
 darglint = ["+*"]
 
+flake8-annotations = ["+*",
+    "-ANN101", "-ANN102" # Typehint for self/csl
+]
+flake8-docstrings = ["+*",
+    "-D105", # Missing docstring in magic method
+    "-D107", # Missing docstring in __init__ - special case of D105. Init docstring = class docstring.
+]
+flake8-darglint = ["+*",
+    "-DAR203", # The docstring parameter type doesn't match function. - Let mypy handle types
+    "-DAR402", # The docstring describes an exception not explicitly raised. - for delegates that raise
+]
+flake8-logging-format = ["+*",
+    "-G004", # Logging statements should not use fstring. - I think this is fine IF guarded by enabledFor
+]
+
 [tool.flakehell.exceptions."tests/"]
-flake8-bandit = ["-S101"]
+# Test modules/classes/functions are never "really" public, and I don't want to typehint/document all of them :).
+flake8-bandit = ["-S101", "-S301", "-S403"]
+flake8-docstrings = ["-D100", "-D101", "-D102", "-D103"]
+flake8-darglint = ["-DAR101"]
+flake8-annotations = ["-ANN001", "-ANN101", "-ANN102", "-ANN201", "-ANN202", "-ANN204"]
+
+[tool.flakehell.exceptions."src/rics/__init__"]
+pyflakes = ["-F401"]  # Module imported but unused - False positive for __version__; IDE solves for real positives
+
 
 [tool.isort]
 multi_line_output = 3
@@ -114,8 +168,8 @@ known_third_party = ["invoke", "nox"]
 
 [tool.black]
 line-length = 120
-target-version = ["py37"]
+target-version = ["py38"]
 
 [build-system]
-requires = ["poetry>=0.12"]
+requires = ["poetry==1.2.0a2"]
 build-backend = "poetry.masonry.api"
diff --git a/run-invocations.sh b/run-invocations.sh
new file mode 100755
index 00000000..a1e9d8fa
--- /dev/null
+++ b/run-invocations.sh
@@ -0,0 +1,18 @@
+#!/bin/bash
+
+echo "---------- run-invocations.sh -----------"
+echo "1/7: Clean ------------------------------"
+inv clean
+echo "2/7: Format code ------------------------"
+inv format
+echo "3/7: Test -------------------------------"
+inv tests
+echo "4/7: Lint -------------------------------"
+inv lint
+echo "5/7: Typecheck (mypy) -------------------"
+inv mypy
+echo "6/7: Coverage report (open browser) -----"
+inv coverage -f=html -o
+echo "7/7: Generate docs (open browser) -------"
+inv docs -o
+echo "---------------- Finished ---------------"
diff --git a/run-jupyter.sh b/run-jupyter.sh
new file mode 100755
index 00000000..3a1a0737
--- /dev/null
+++ b/run-jupyter.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+
+# Enabling execution time
+# Settings -> Advanced Settings Editor -> Notebook -> Insert ``{ "recordTiming": true }``
+# under User Preferences (right panel). Using JSON Settings Editor is easier.
+
+# Allow connections temporarily (Ubuntu 20.04)
+# echo 0 | sudo tee /proc/sys/kernel/yama/ptrace_scope
+
+echo "================================================"
+echo "Starting JupyterLab with ALL SECURITY TURNED OFF"
+echo "================================================"
+jupyterlab_path_extras="$(pwd)/src/:$(pwd)/jupyterlab/"
+echo "Extending PYTHONPATH: '$jupyterlab_path_extras'"
+echo "================================================"
+
+(
+  export PYTHONPATH="$PYTHONPATH:$jupyterlab_path_extras"
+  cd jupyterlab || exit
+  cp jupyter_lab_config.py "$HOME/.jupyter/"
+  poetry run jupyter-lab
+)
diff --git a/src/rics/__init__.py b/src/rics/__init__.py
index 2f98fefd..4f21fb7a 100644
--- a/src/rics/__init__.py
+++ b/src/rics/__init__.py
@@ -1,5 +1,16 @@
-"""Top-level package for rics."""
+"""Rics ML Engineering Library.
 
-__author__ = """Richard Sundqvist"""
-__email__ = "richard.sundqvist@live.se"
-__version__ = "0.1.0"
+My little library written help with common Machine Learning and Data Science tasks.
+
+Highlights:
+    * Various utility modules in the :mod:`rics.utility` package.
+    * Configurable mapping in the :mod:`rics.mapping` package.
+    * Flexible translation of IDs in :mod:`rics.translation` package suite.
+"""
+import logging
+
+from .__version__ import __author__  # isort:skip
+from .__version__ import __copyright__  # isort:skip
+from .__version__ import __title__, __description__, __version__  # isort:skip
+
+logging.getLogger(__name__).addHandler(logging.NullHandler())
diff --git a/src/rics/__version__.py b/src/rics/__version__.py
new file mode 100644
index 00000000..7cb010b6
--- /dev/null
+++ b/src/rics/__version__.py
@@ -0,0 +1,7 @@
+# noqa: D100
+
+__title__ = "rics"
+__description__ = "My personal little ML engineering library."
+__version__ = "0.1.0"
+__author__ = """Richard Sundqvist"""
+__copyright__ = "2022, Richard Sundqvist"
diff --git a/src/rics/cli.py b/src/rics/cli.py
deleted file mode 100644
index cd206e41..00000000
--- a/src/rics/cli.py
+++ /dev/null
@@ -1,17 +0,0 @@
-"""Console script for rics."""
-import click
-
-from rics import __version__
-
-
-@click.command()
-@click.version_option(version=__version__)
-def main() -> int:
-    """Console script for rics."""
-    click.echo("Replace this message by putting your code into rics.cli.main")
-    click.echo("See click documentation at https://click.palletsprojects.com/")
-    return 0
-
-
-if __name__ == "__main__":
-    main()  # pragma: no cover
diff --git a/src/rics/rics.py b/src/rics/rics.py
deleted file mode 100644
index dd0b80ed..00000000
--- a/src/rics/rics.py
+++ /dev/null
@@ -1 +0,0 @@
-"""Main module."""
diff --git a/tasks.py b/tasks.py
index 8048de39..e0ec896d 100644
--- a/tasks.py
+++ b/tasks.py
@@ -20,6 +20,7 @@
 COVERAGE_REPORT = COVERAGE_DIR.joinpath("index.html")
 SOURCE_DIR = ROOT_DIR.joinpath("src/rics")
 TEST_DIR = ROOT_DIR.joinpath("tests")
+NOTEBOOK_DIR = ROOT_DIR.joinpath("jupyterlab")
 PYTHON_TARGETS = [
     SOURCE_DIR,
     TEST_DIR,
@@ -99,6 +100,10 @@ def format_(c, check=False):
     black_options = ["--diff", "--check"] if check else ["--quiet"]
     _run(c, f"poetry run black {' '.join(black_options)} {PYTHON_TARGETS_STR}")
 
+    notebooks_only = r"--include .*\.ipynb"
+    _run(c, f"poetry run black {notebooks_only} {' '.join(black_options)} {NOTEBOOK_DIR}")
+    # _run(c, f"poetry run isort {' '.join(isort_options)} {NOTEBOOK_DIR}")
+
 
 @task()
 def flake8(c):
@@ -128,7 +133,7 @@ def lint(c):
 def mypy(c):
     # type: (Context) -> None
     """Run mypy."""
-    _run(c, f"poetry run mypy {PYTHON_TARGETS_STR}")
+    _run(c, f"poetry run mypy --non-interactive {PYTHON_TARGETS_STR}")
 
 
 @task()
diff --git a/tests/__init__.py b/tests/__init__.py
deleted file mode 100644
index 99307a49..00000000
--- a/tests/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-"""Unit test package for rics."""
diff --git a/tests/test_cli.py b/tests/test_cli.py
deleted file mode 100644
index 5a06ab65..00000000
--- a/tests/test_cli.py
+++ /dev/null
@@ -1,24 +0,0 @@
-"""Tests for `rics`.cli module."""
-from typing import List
-
-import pytest
-from click.testing import CliRunner
-
-import rics
-from rics import cli
-
-
-@pytest.mark.parametrize(
-    "options,expected",
-    [
-        ([], "rics.cli.main"),
-        (["--help"], "Usage: main [OPTIONS]"),
-        (["--version"], f"main, version {rics.__version__}\n"),
-    ],
-)
-def test_command_line_interface(options: List[str], expected: str) -> None:
-    """Test the CLI."""
-    runner = CliRunner()
-    result = runner.invoke(cli.main, options)
-    assert result.exit_code == 0
-    assert expected in result.output
diff --git a/tests/test_rics.py b/tests/test_rics.py
deleted file mode 100644
index ccdac69f..00000000
--- a/tests/test_rics.py
+++ /dev/null
@@ -1,17 +0,0 @@
-"""Tests for `rics` module."""
-from typing import Generator
-
-import pytest
-
-import rics
-
-
-@pytest.fixture
-def version() -> Generator[str, None, None]:
-    """Sample pytest fixture."""
-    yield rics.__version__
-
-
-def test_version(version: str) -> None:
-    """Sample pytest test function with the pytest fixture as an argument."""
-    assert version == "0.1.0"