diff --git a/.gitignore b/.gitignore
index 455eaec..ad4e2e4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,4 @@
-config.ini
+**/config.ini
 
 # Byte-compiled / optimized / DLL files
 __pycache__/
@@ -138,3 +138,4 @@ dmypy.json
 
 # Cython debug symbols
 cython_debug/
+/pyrightconfig.json
diff --git a/.tool-versions b/.tool-versions
new file mode 100644
index 0000000..f213b52
--- /dev/null
+++ b/.tool-versions
@@ -0,0 +1 @@
+python 3.9.7
diff --git a/Dockerfile.jupyter b/Dockerfile.jupyter
deleted file mode 100644
index 6d40dab..0000000
--- a/Dockerfile.jupyter
+++ /dev/null
@@ -1,11 +0,0 @@
-# Start from the latest jupyter build
-FROM jupyter/datascience-notebook:latest
-
-# Install from requirements.txt
-COPY --chown=${NB_UID}:${NB_GID} requirements.txt /tmp/
-RUN pip install --requirement /tmp/requirements.txt && \
-    fix-permissions $CONDA_DIR && \
-    fix-permissions /home/$NB_USER
-RUN jupyter nbextension install --py jupyter_tabnine --user && \
-    jupyter nbextension enable --py jupyter_tabnine --user && \
-    jupyter serverextension enable --py jupyter_tabnine --user
diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index 3ee151a..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,23 +0,0 @@
-[[source]]
-url = "https://pypi.org/simple"
-verify_ssl = true
-name = "pypi"
-
-[packages]
-streamlit = "*"
-matplotlib = "*"
-plotly = "*"
-openpyxl = "*"
-xlsxwriter = "*"
-phik = "*"
-
-[dev-packages]
-pandas-profiling = "*"
-pyflakes = "*"
-isort = "*"
-python-lsp-server = "*"
-pyls-black = "*"
-flake8 = "*"
-
-[requires]
-python_version = "3.9"
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index b4d2212..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,2040 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "23f2e244ceb5709eed7ebdc6afd3d30402823aa3a2074629a80da1677e4a1132"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.9"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "altair": {
-            "hashes": [
-                "sha256:3edd30d4f4bb0a37278b72578e7e60bc72045a8e6704179e2f4738e35bc12931",
-                "sha256:7748841a1bea8354173d1140bef6d3b58bea21d201f562528e9599ea384feb7f"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==4.1.0"
-        },
-        "argon2-cffi": {
-            "hashes": [
-                "sha256:05a8ac07c7026542377e38389638a8a1e9b78f1cd8439cd7493b39f08dd75fbf",
-                "sha256:0bf066bc049332489bb2d75f69216416329d9dc65deee127152caeb16e5ce7d5",
-                "sha256:18dee20e25e4be86680b178b35ccfc5d495ebd5792cd00781548d50880fee5c5",
-                "sha256:36320372133a003374ef4275fbfce78b7ab581440dfca9f9471be3dd9a522428",
-                "sha256:392c3c2ef91d12da510cfb6f9bae52512a4552573a9e27600bdb800e05905d2b",
-                "sha256:3aa804c0e52f208973845e8b10c70d8957c9e5a666f702793256242e9167c4e0",
-                "sha256:57358570592c46c420300ec94f2ff3b32cbccd10d38bdc12dc6979c4a8484fbc",
-                "sha256:6678bb047373f52bcff02db8afab0d2a77d83bde61cfecea7c5c62e2335cb203",
-                "sha256:6ea92c980586931a816d61e4faf6c192b4abce89aa767ff6581e6ddc985ed003",
-                "sha256:77e909cc756ef81d6abb60524d259d959bab384832f0c651ed7dcb6e5ccdbb78",
-                "sha256:7d455c802727710e9dfa69b74ccaab04568386ca17b0ad36350b622cd34606fe",
-                "sha256:8282b84ceb46b5b75c3a882b28856b8cd7e647ac71995e71b6705ec06fc232c3",
-                "sha256:8a84934bd818e14a17943de8099d41160da4a336bcc699bb4c394bbb9b94bd32",
-                "sha256:9bee3212ba4f560af397b6d7146848c32a800652301843df06b9e8f68f0f7361",
-                "sha256:9dfd5197852530294ecb5795c97a823839258dfd5eb9420233c7cfedec2058f2",
-                "sha256:b160416adc0f012fb1f12588a5e6954889510f82f698e23ed4f4fa57f12a0647",
-                "sha256:b94042e5dcaa5d08cf104a54bfae614be502c6f44c9c89ad1535b2ebdaacbd4c",
-                "sha256:ba7209b608945b889457f949cc04c8e762bed4fe3fec88ae9a6b7765ae82e496",
-                "sha256:cc0e028b209a5483b6846053d5fd7165f460a1f14774d79e632e75e7ae64b82b",
-                "sha256:d8029b2d3e4b4cea770e9e5a0104dd8fa185c1724a0f01528ae4826a6d25f97d",
-                "sha256:da7f0445b71db6d3a72462e04f36544b0de871289b0bc8a7cc87c0f5ec7079fa",
-                "sha256:e2db6e85c057c16d0bd3b4d2b04f270a7467c147381e8fd73cbbe5bc719832be"
-            ],
-            "version": "==20.1.0"
-        },
-        "astor": {
-            "hashes": [
-                "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5",
-                "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.8.1"
-        },
-        "attrs": {
-            "hashes": [
-                "sha256:149e90d6d8ac20db7a955ad60cf0e6881a3f20d37096140088356da6c716b0b1",
-                "sha256:ef6aaac3ca6cd92904cdd0d83f629a15f18053ec84e6432106f7a4d04ae4f5fb"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==21.2.0"
-        },
-        "backcall": {
-            "hashes": [
-                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
-                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
-            ],
-            "version": "==0.2.0"
-        },
-        "base58": {
-            "hashes": [
-                "sha256:171a547b4a3c61e1ae3807224a6f7aec75e364c4395e7562649d7335768001a2",
-                "sha256:8225891d501b68c843ffe30b86371f844a21c6ba00da76f52f9b998ba771fb48"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==2.1.0"
-        },
-        "bleach": {
-            "hashes": [
-                "sha256:0900d8b37eba61a802ee40ac0061f8c2b5dee29c1927dd1d233e075ebf5a71da",
-                "sha256:4d2651ab93271d1129ac9cbc679f524565cc8a1b791909c4a51eac4446a15994"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==4.1.0"
-        },
-        "blinker": {
-            "hashes": [
-                "sha256:471aee25f3992bd325afa3772f1063dbdbbca947a041b8b89466dc00d606f8b6"
-            ],
-            "version": "==1.4"
-        },
-        "cachetools": {
-            "hashes": [
-                "sha256:2cc0b89715337ab6dbba85b5b50effe2b0c74e035d83ee8ed637cf52f12ae001",
-                "sha256:61b5ed1e22a0924aed1d23b478f37e8d52549ff8a961de2909c69bf950020cff"
-            ],
-            "markers": "python_version ~= '3.5'",
-            "version": "==4.2.2"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:2bbf76fd432960138b3ef6dda3dde0544f27cbf8546c458e60baf371917ba9ee",
-                "sha256:50b1e4f8446b06f41be7dd6338db18e0990601dce795c2b1686458aa7e8fa7d8"
-            ],
-            "version": "==2021.5.30"
-        },
-        "cffi": {
-            "hashes": [
-                "sha256:06c54a68935738d206570b20da5ef2b6b6d92b38ef3ec45c5422c0ebaf338d4d",
-                "sha256:0c0591bee64e438883b0c92a7bed78f6290d40bf02e54c5bf0978eaf36061771",
-                "sha256:19ca0dbdeda3b2615421d54bef8985f72af6e0c47082a8d26122adac81a95872",
-                "sha256:22b9c3c320171c108e903d61a3723b51e37aaa8c81255b5e7ce102775bd01e2c",
-                "sha256:26bb2549b72708c833f5abe62b756176022a7b9a7f689b571e74c8478ead51dc",
-                "sha256:33791e8a2dc2953f28b8d8d300dde42dd929ac28f974c4b4c6272cb2955cb762",
-                "sha256:3c8d896becff2fa653dc4438b54a5a25a971d1f4110b32bd3068db3722c80202",
-                "sha256:4373612d59c404baeb7cbd788a18b2b2a8331abcc84c3ba40051fcd18b17a4d5",
-                "sha256:487d63e1454627c8e47dd230025780e91869cfba4c753a74fda196a1f6ad6548",
-                "sha256:48916e459c54c4a70e52745639f1db524542140433599e13911b2f329834276a",
-                "sha256:4922cd707b25e623b902c86188aca466d3620892db76c0bdd7b99a3d5e61d35f",
-                "sha256:55af55e32ae468e9946f741a5d51f9896da6b9bf0bbdd326843fec05c730eb20",
-                "sha256:57e555a9feb4a8460415f1aac331a2dc833b1115284f7ded7278b54afc5bd218",
-                "sha256:5d4b68e216fc65e9fe4f524c177b54964af043dde734807586cf5435af84045c",
-                "sha256:64fda793737bc4037521d4899be780534b9aea552eb673b9833b01f945904c2e",
-                "sha256:6d6169cb3c6c2ad50db5b868db6491a790300ade1ed5d1da29289d73bbe40b56",
-                "sha256:7bcac9a2b4fdbed2c16fa5681356d7121ecabf041f18d97ed5b8e0dd38a80224",
-                "sha256:80b06212075346b5546b0417b9f2bf467fea3bfe7352f781ffc05a8ab24ba14a",
-                "sha256:818014c754cd3dba7229c0f5884396264d51ffb87ec86e927ef0be140bfdb0d2",
-                "sha256:8eb687582ed7cd8c4bdbff3df6c0da443eb89c3c72e6e5dcdd9c81729712791a",
-                "sha256:99f27fefe34c37ba9875f224a8f36e31d744d8083e00f520f133cab79ad5e819",
-                "sha256:9f3e33c28cd39d1b655ed1ba7247133b6f7fc16fa16887b120c0c670e35ce346",
-                "sha256:a8661b2ce9694ca01c529bfa204dbb144b275a31685a075ce123f12331be790b",
-                "sha256:a9da7010cec5a12193d1af9872a00888f396aba3dc79186604a09ea3ee7c029e",
-                "sha256:aedb15f0a5a5949ecb129a82b72b19df97bbbca024081ed2ef88bd5c0a610534",
-                "sha256:b315d709717a99f4b27b59b021e6207c64620790ca3e0bde636a6c7f14618abb",
-                "sha256:ba6f2b3f452e150945d58f4badd92310449876c4c954836cfb1803bdd7b422f0",
-                "sha256:c33d18eb6e6bc36f09d793c0dc58b0211fccc6ae5149b808da4a62660678b156",
-                "sha256:c9a875ce9d7fe32887784274dd533c57909b7b1dcadcc128a2ac21331a9765dd",
-                "sha256:c9e005e9bd57bc987764c32a1bee4364c44fdc11a3cc20a40b93b444984f2b87",
-                "sha256:d2ad4d668a5c0645d281dcd17aff2be3212bc109b33814bbb15c4939f44181cc",
-                "sha256:d950695ae4381ecd856bcaf2b1e866720e4ab9a1498cba61c602e56630ca7195",
-                "sha256:e22dcb48709fc51a7b58a927391b23ab37eb3737a98ac4338e2448bef8559b33",
-                "sha256:e8c6a99be100371dbb046880e7a282152aa5d6127ae01783e37662ef73850d8f",
-                "sha256:e9dc245e3ac69c92ee4c167fbdd7428ec1956d4e754223124991ef29eb57a09d",
-                "sha256:eb687a11f0a7a1839719edd80f41e459cc5366857ecbed383ff376c4e3cc6afd",
-                "sha256:eb9e2a346c5238a30a746893f23a9535e700f8192a68c07c0258e7ece6ff3728",
-                "sha256:ed38b924ce794e505647f7c331b22a693bee1538fdf46b0222c4717b42f744e7",
-                "sha256:f0010c6f9d1a4011e429109fda55a225921e3206e7f62a0c22a35344bfd13cca",
-                "sha256:f0c5d1acbfca6ebdd6b1e3eded8d261affb6ddcf2186205518f1428b8569bb99",
-                "sha256:f10afb1004f102c7868ebfe91c28f4a712227fe4cb24974350ace1f90e1febbf",
-                "sha256:f174135f5609428cc6e1b9090f9268f5c8935fddb1b25ccb8255a2d50de6789e",
-                "sha256:f3ebe6e73c319340830a9b2825d32eb6d8475c1dac020b4f0aa774ee3b898d1c",
-                "sha256:f627688813d0a4140153ff532537fbe4afea5a3dffce1f9deb7f91f848a832b5",
-                "sha256:fd4305f86f53dfd8cd3522269ed7fc34856a8ee3709a5e28b2836b2db9d4cd69"
-            ],
-            "version": "==1.14.6"
-        },
-        "charset-normalizer": {
-            "hashes": [
-                "sha256:0c8911edd15d19223366a194a513099a302055a962bca2cec0f54b8b63175d8b",
-                "sha256:f23667ebe1084be45f6ae0538e4a5a865206544097e4e8bbcacf42cd02a348f3"
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-            "markers": "python_version >= '3'",
-            "version": "==2.0.4"
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-        "click": {
-            "hashes": [
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==7.1.2"
-        },
-        "cycler": {
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-                "sha256:595170ac17567773b546d40a0ff002dc350cfcd95c9233f65e79370954fb9a01",
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-                "sha256:6bb62615b3ad3d7202b7b7eb85f3d000aa17a61303af5f11eab048c91a1f30a6",
-                "sha256:71e67d352cabdc6a3f4dc3e39a1d2d1e76763a2102a276904e3495ede48a9832",
-                "sha256:732ac8bb79694cb4127c08bfc6128274f3dee9e6fd2ddde7bf026a40efeb202d",
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-                "sha256:bad668e9edb21199017ab31f52a05e14506ad6566110560796d2a8f258e0b819",
-                "sha256:c5e771fcd12727f734caf2a10ff92966ae9857db0ccb6bebd1a4f776c54186a8",
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-            ],
-            "markers": "python_version >= '3.1'",
-            "version": "==4.1.0"
-        },
-        "urllib3": {
-            "hashes": [
-                "sha256:39fb8672126159acb139a7718dd10806104dec1e2f0f6c88aab05d17df10c8d4",
-                "sha256:f57b4c16c62fa2760b7e3d97c35b255512fb6b59a259730f36ba32ce9f8e342f"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
-            "version": "==1.26.6"
-        },
-        "visions": {
-            "extras": [
-                "type_image_path"
-            ],
-            "hashes": [
-                "sha256:138f45b007f5a58b8faa92f4d288e0da265e6ebf88ca6a5ec655922ab8fb95da",
-                "sha256:d9d10a0da8de80d0704c28c084282abbd3273065cd9e6a494b6fe7e3b339ee23"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.7.1"
-        }
-    }
-}
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..dc841d1
--- /dev/null
+++ b/README.md
@@ -0,0 +1,39 @@
+# IOI Survey Data
+
+Wrangling, exploring and visualising the GUARDINT survey data
+
+TODO: Fill out this long description.
+
+## Table of Contents
+
+- [Install](#install)
+- [Usage](#usage)
+- [Maintainers](#maintainers)
+- [Contributing](#contributing)
+- [License](#license)
+
+## Install
+
+```
+
+```
+
+## Usage
+
+```
+
+```
+
+## Maintainers
+
+[@linozen](https://github.com/linozen)
+
+## Contributing
+
+PRs accepted.
+
+Small note: If editing the README, please conform to the [standard-readme](https://github.com/RichardLitt/standard-readme) specification.
+
+## License
+
+MIT © 2021 Stiftung Neue Verantworung e.V.
diff --git a/poetry.lock b/poetry.lock
index 4ec8b6c..3feeb75 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -17,6 +17,23 @@ toolz = "*"
 [package.extras]
 dev = ["black", "docutils", "ipython", "flake8", "pytest", "sphinx", "m2r", "vega-datasets", "recommonmark"]
 
+[[package]]
+name = "anyio"
+version = "3.3.4"
+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 = ["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", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16)"]
+
 [[package]]
 name = "appnope"
 version = "0.1.2"
@@ -63,6 +80,17 @@ docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
 tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
 
+[[package]]
+name = "babel"
+version = "2.9.1"
+description = "Internationalization utilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+pytz = ">=2015.7"
+
 [[package]]
 name = "backcall"
 version = "0.2.0"
@@ -82,6 +110,33 @@ python-versions = ">=3.5"
 [package.extras]
 tests = ["mypy", "PyHamcrest (>=2.0.2)", "pytest (>=4.6)", "pytest-benchmark", "pytest-cov", "pytest-flake8"]
 
+[[package]]
+name = "black"
+version = "21.10b0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+click = ">=7.1.2"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.9.0,<1"
+platformdirs = ">=2"
+regex = ">=2020.1.8"
+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\""},
+]
+
+[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"
@@ -337,6 +392,20 @@ widgetsnbextension = ">=3.5.0,<3.6.0"
 [package.extras]
 test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
 
+[[package]]
+name = "isort"
+version = "5.10.1"
+description = "A Python utility / library to sort Python imports."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1,<4.0"
+
+[package.extras]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+requirements_deprecated_finder = ["pipreqs", "pip-api"]
+colors = ["colorama (>=0.4.3,<0.5.0)"]
+plugins = ["setuptools"]
+
 [[package]]
 name = "jedi"
 version = "0.18.0"
@@ -374,6 +443,17 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[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 = "4.2.1"
@@ -423,6 +503,67 @@ python-versions = ">=3.6"
 pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
 traitlets = "*"
 
+[[package]]
+name = "jupyter-server"
+version = "1.11.2"
+description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+anyio = ">=3.1.0,<4"
+argon2-cffi = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=6.1.1"
+jupyter-core = ">=4.6.0"
+nbconvert = "*"
+nbformat = "*"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = "*"
+terminado = ">=0.8.3"
+tornado = ">=6.1.0"
+traitlets = ">=4.2.1"
+websocket-client = "*"
+
+[package.extras]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+
+[[package]]
+name = "jupyterlab"
+version = "3.2.3"
+description = "JupyterLab computational environment"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+ipython = "*"
+jinja2 = ">=2.1"
+jupyter-core = "*"
+jupyter-server = ">=1.4,<2.0"
+jupyterlab-server = ">=2.3,<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-code-formatter"
+version = "1.4.10"
+description = "Code formatter for JupyterLab"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+jupyterlab = ">=3.0,<4.0"
+
 [[package]]
 name = "jupyterlab-pygments"
 version = "0.1.2"
@@ -434,6 +575,27 @@ python-versions = "*"
 [package.dependencies]
 pygments = ">=2.4.1,<3"
 
+[[package]]
+name = "jupyterlab-server"
+version = "2.8.2"
+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"
@@ -496,6 +658,29 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "mypy-extensions"
+version = "0.4.3"
+description = "Experimental type system extensions for programs checked with the mypy typechecker."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "nbclassic"
+version = "0.3.4"
+description = "Jupyter Notebook as a Jupyter Server extension."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+jupyter-server = ">=1.8,<2.0"
+notebook = "<7"
+
+[package.extras]
+test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
+
 [[package]]
 name = "nbclient"
 version = "0.5.8"
@@ -651,6 +836,14 @@ pytz = ">=2017.3"
 [package.extras]
 test = ["hypothesis (>=3.58)", "pytest (>=6.0)", "pytest-xdist"]
 
+[[package]]
+name = "pandas-stubs"
+version = "1.2.0.38"
+description = "Type annotations for Pandas"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "pandocfilters"
 version = "1.5.0"
@@ -671,6 +864,14 @@ python-versions = ">=3.6"
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
 testing = ["docopt", "pytest (<6.0.0)"]
 
+[[package]]
+name = "pathspec"
+version = "0.9.0"
+description = "Utility library for gitignore style pattern matching of file paths."
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
 [[package]]
 name = "pexpect"
 version = "4.8.0"
@@ -716,6 +917,18 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "platformdirs"
+version = "2.4.0"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+
 [[package]]
 name = "plotly"
 version = "5.4.0"
@@ -893,6 +1106,14 @@ python-versions = ">=3.6"
 cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 py = {version = "*", markers = "implementation_name == \"pypy\""}
 
+[[package]]
+name = "regex"
+version = "2021.11.10"
+description = "Alternative regular expression module, to replace re."
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "requests"
 version = "2.26.0"
@@ -966,6 +1187,14 @@ category = "main"
 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 = "streamlit"
 version = "0.88.0"
@@ -1166,6 +1395,18 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "websocket-client"
+version = "1.2.1"
+description = "WebSocket client for Python with low level API options"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
 [[package]]
 name = "widgetsnbextension"
 version = "3.5.2"
@@ -1188,13 +1429,17 @@ python-versions = ">=3.4"
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.9"
-content-hash = "94c08601c2224edbf7b234860784c90368035ad2326339d049fce49d2f38e8be"
+content-hash = "fc7dc84a0a187cb6320193153b370094153f81b13d4826bdbe38a46022d7d5df"
 
 [metadata.files]
 altair = [
     {file = "altair-4.1.0-py3-none-any.whl", hash = "sha256:7748841a1bea8354173d1140bef6d3b58bea21d201f562528e9599ea384feb7f"},
     {file = "altair-4.1.0.tar.gz", hash = "sha256:3edd30d4f4bb0a37278b72578e7e60bc72045a8e6704179e2f4738e35bc12931"},
 ]
+anyio = [
+    {file = "anyio-3.3.4-py3-none-any.whl", hash = "sha256:4fd09a25ab7fa01d34512b7249e366cd10358cdafc95022c7ff8c8f8a5026d66"},
+    {file = "anyio-3.3.4.tar.gz", hash = "sha256:67da67b5b21f96b9d3d65daa6ea99f5d5282cb09f50eb4456f8fb51dffefc3ff"},
+]
 appnope = [
     {file = "appnope-0.1.2-py2.py3-none-any.whl", hash = "sha256:93aa393e9d6c54c5cd570ccadd8edad61ea0c4b9ea7a01409020c9aa019eb442"},
     {file = "appnope-0.1.2.tar.gz", hash = "sha256:dd83cd4b5b460958838f6eb3000c660b1f9caf2a5b1de4264e941512f603258a"},
@@ -1220,6 +1465,10 @@ attrs = [
     {file = "attrs-21.2.0-py2.py3-none-any.whl", hash = "sha256:149e90d6d8ac20db7a955ad60cf0e6881a3f20d37096140088356da6c716b0b1"},
     {file = "attrs-21.2.0.tar.gz", hash = "sha256:ef6aaac3ca6cd92904cdd0d83f629a15f18053ec84e6432106f7a4d04ae4f5fb"},
 ]
+babel = [
+    {file = "Babel-2.9.1-py2.py3-none-any.whl", hash = "sha256:ab49e12b91d937cd11f0b67cb259a57ab4ad2b59ac7a3b41d6c06c0ac5b0def9"},
+    {file = "Babel-2.9.1.tar.gz", hash = "sha256:bc0c176f9f6a994582230df350aa6e05ba2ebe4b3ac317eab29d9be5d2768da0"},
+]
 backcall = [
     {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
     {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
@@ -1228,6 +1477,10 @@ base58 = [
     {file = "base58-2.1.1-py3-none-any.whl", hash = "sha256:11a36f4d3ce51dfc1043f3218591ac4eb1ceb172919cebe05b52a5bcc8d245c2"},
     {file = "base58-2.1.1.tar.gz", hash = "sha256:c5d0cb3f5b6e81e8e35da5754388ddcc6d0d14b6c6a132cb93d69ed580a7278c"},
 ]
+black = [
+    {file = "black-21.10b0-py3-none-any.whl", hash = "sha256:6eb7448da9143ee65b856a5f3676b7dda98ad9abe0f87fce8c59291f15e82a5b"},
+    {file = "black-21.10b0.tar.gz", hash = "sha256:a9952229092e325fe5f3dae56d81f639b23f7131eb840781947e4b2886030f33"},
+]
 bleach = [
     {file = "bleach-4.1.0-py2.py3-none-any.whl", hash = "sha256:4d2651ab93271d1129ac9cbc679f524565cc8a1b791909c4a51eac4446a15994"},
     {file = "bleach-4.1.0.tar.gz", hash = "sha256:0900d8b37eba61a802ee40ac0061f8c2b5dee29c1927dd1d233e075ebf5a71da"},
@@ -1382,6 +1635,10 @@ ipywidgets = [
     {file = "ipywidgets-7.6.5-py2.py3-none-any.whl", hash = "sha256:d258f582f915c62ea91023299603be095de19afb5ee271698f88327b9fe9bf43"},
     {file = "ipywidgets-7.6.5.tar.gz", hash = "sha256:00974f7cb4d5f8d494c19810fedb9fa9b64bffd3cda7c2be23c133a1ad3c99c5"},
 ]
+isort = [
+    {file = "isort-5.10.1-py3-none-any.whl", hash = "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7"},
+    {file = "isort-5.10.1.tar.gz", hash = "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"},
+]
 jedi = [
     {file = "jedi-0.18.0-py2.py3-none-any.whl", hash = "sha256:18456d83f65f400ab0c2d3319e48520420ef43b23a086fdc05dff34132f0fb93"},
     {file = "jedi-0.18.0.tar.gz", hash = "sha256:92550a404bad8afed881a137ec9a461fed49eca661414be45059329614ed0707"},
@@ -1394,6 +1651,10 @@ joblib = [
     {file = "joblib-1.1.0-py2.py3-none-any.whl", hash = "sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6"},
     {file = "joblib-1.1.0.tar.gz", hash = "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35"},
 ]
+json5 = [
+    {file = "json5-0.9.6-py2.py3-none-any.whl", hash = "sha256:823e510eb355949bed817e1f3e2d682455dc6af9daf6066d5698d6a2ca4481c2"},
+    {file = "json5-0.9.6.tar.gz", hash = "sha256:9175ad1bc248e22bb8d95a8e8d765958bf0008fef2fe8abab5bc04e0f1ac8302"},
+]
 jsonschema = [
     {file = "jsonschema-4.2.1-py3-none-any.whl", hash = "sha256:2a0f162822a64d95287990481b45d82f096e99721c86534f48201b64ebca6e8c"},
     {file = "jsonschema-4.2.1.tar.gz", hash = "sha256:390713469ae64b8a58698bb3cbc3859abe6925b565a973f87323ef21b09a27a8"},
@@ -1406,10 +1667,26 @@ jupyter-core = [
     {file = "jupyter_core-4.9.1-py3-none-any.whl", hash = "sha256:1c091f3bbefd6f2a8782f2c1db662ca8478ac240e962ae2c66f0b87c818154ea"},
     {file = "jupyter_core-4.9.1.tar.gz", hash = "sha256:dce8a7499da5a53ae3afd5a9f4b02e5df1d57250cf48f3ad79da23b4778cd6fa"},
 ]
+jupyter-server = [
+    {file = "jupyter_server-1.11.2-py3-none-any.whl", hash = "sha256:eb247b555f5bdfb4a219d78e86bc8769456a1a712d8e30a4dbe06e3fe7e8a278"},
+    {file = "jupyter_server-1.11.2.tar.gz", hash = "sha256:c1f32e0c1807ab2de37bf70af97a36b4436db0bc8af3124632b1f4441038bf95"},
+]
+jupyterlab = [
+    {file = "jupyterlab-3.2.3-py3-none-any.whl", hash = "sha256:7d7f0280654a8472c47a9d7b5164b74a961a8095ad4ce7fb26ef539ea1d7efd1"},
+    {file = "jupyterlab-3.2.3.tar.gz", hash = "sha256:7d74593e52d4dbfacbb98e14cac4bc765ea2cffb1b980675f44930d622871705"},
+]
+jupyterlab-code-formatter = [
+    {file = "jupyterlab_code_formatter-1.4.10-py3-none-any.whl", hash = "sha256:10a7f2ab44a4539a44ec6bf3fc3b27e7ed22c7ab975e6503823e21d7e60abae7"},
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+]
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+websocket-client = [
+    {file = "websocket-client-1.2.1.tar.gz", hash = "sha256:8dfb715d8a992f5712fff8c843adae94e22b22a99b2c5e6b0ec4a1a981cc4e0d"},
+    {file = "websocket_client-1.2.1-py2.py3-none-any.whl", hash = "sha256:0133d2f784858e59959ce82ddac316634229da55b498aac311f1620567a710ec"},
+]
 widgetsnbextension = [
     {file = "widgetsnbextension-3.5.2-py2.py3-none-any.whl", hash = "sha256:763a9fdc836d141fa080005a886d63f66f73d56dba1fb5961afc239c77708569"},
     {file = "widgetsnbextension-3.5.2.tar.gz", hash = "sha256:e0731a60ba540cd19bbbefe771a9076dcd2dde90713a8f87f27f53f2d1db7727"},
diff --git a/pyproject.toml b/pyproject.toml
index c52aa98..598ab18 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,6 +14,10 @@ XlsxWriter = "^3.0.1"
 phik = "^0.12.0"
 
 [tool.poetry.dev-dependencies]
+jupyterlab-code-formatter = "^1.4.10"
+pandas-stubs = "^1.2.0"
+isort = "^5.10.1"
+black = "^21.10b0"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 81b53d4..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-jupyter-tabnine==1.2.2
-python-language-server[all]==0.36.2
-pandas-profiling==3.0.0
-plotly==5.1.0
-plotly-express==0.4.1
diff --git a/scratchpad.ipynb b/scratchpad.ipynb
deleted file mode 100644
index 56df19e..0000000
--- a/scratchpad.ipynb
+++ /dev/null
@@ -1,66 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "62dc8804",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "from pandas_profiling import ProfileReport"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "cdfaec6f",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "AttributeError",
-     "evalue": "Can't get attribute 'new_block' on <module 'pandas.core.internals.blocks' from '/opt/conda/lib/python3.9/site-packages/pandas/core/internals/blocks.py'>",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-10-da65b6b6e6ef>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_pickle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"data/media.pkl\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtypes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.9/site-packages/pandas/io/pickle.py\u001b[0m in \u001b[0;36mread_pickle\u001b[0;34m(filepath_or_buffer, compression, storage_options)\u001b[0m\n\u001b[1;32m    206\u001b[0m                 \u001b[0;31m#  \"No module named 'pandas.core.sparse.series'\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    207\u001b[0m                 \u001b[0;31m#  \"Can't get attribute '__nat_unpickle' on <module 'pandas._libs.tslib\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 208\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mpc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhandles\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    209\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mUnicodeDecodeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    210\u001b[0m             \u001b[0;31m# e.g. can occur for files written in py27; see GH#28645 and GH#31988\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.9/site-packages/pandas/compat/pickle_compat.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(fh, encoding, is_verbose)\u001b[0m\n\u001b[1;32m    247\u001b[0m         \u001b[0mup\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_verbose\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mis_verbose\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    248\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 249\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mup\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    250\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mValueError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    251\u001b[0m         \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.9/pickle.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1210\u001b[0m                     \u001b[0;32mraise\u001b[0m \u001b[0mEOFError\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1211\u001b[0m                 \u001b[0;32massert\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbytes_types\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1212\u001b[0;31m                 \u001b[0mdispatch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1213\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0m_Stop\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mstopinst\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1214\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mstopinst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.9/pickle.py\u001b[0m in \u001b[0;36mload_stack_global\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1535\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1536\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mUnpicklingError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"STACK_GLOBAL requires str\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1537\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_class\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1538\u001b[0m     \u001b[0mdispatch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mSTACK_GLOBAL\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_stack_global\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1539\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.9/site-packages/pandas/compat/pickle_compat.py\u001b[0m in \u001b[0;36mfind_class\u001b[0;34m(self, module, name)\u001b[0m\n\u001b[1;32m    187\u001b[0m         \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    188\u001b[0m         \u001b[0mmodule\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_class_locations_map\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 189\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_class\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    190\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    191\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.9/pickle.py\u001b[0m in \u001b[0;36mfind_class\u001b[0;34m(self, module, name)\u001b[0m\n\u001b[1;32m   1579\u001b[0m         \u001b[0m__import__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1580\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproto\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1581\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0m_getattribute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodules\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1582\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1583\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodules\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.9/pickle.py\u001b[0m in \u001b[0;36m_getattribute\u001b[0;34m(obj, name)\u001b[0m\n\u001b[1;32m    329\u001b[0m             \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    330\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 331\u001b[0;31m             raise AttributeError(\"Can't get attribute {!r} on {!r}\"\n\u001b[0m\u001b[1;32m    332\u001b[0m                                  .format(name, obj)) from None\n\u001b[1;32m    333\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparent\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mAttributeError\u001b[0m: Can't get attribute 'new_block' on <module 'pandas.core.internals.blocks' from '/opt/conda/lib/python3.9/site-packages/pandas/core/internals/blocks.py'>"
-     ]
-    }
-   ],
-   "source": [
-    "pd.read_excel(\"data/media.xlsx\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.9.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/config.tmpl b/scripts/config.tmpl
similarity index 100%
rename from config.tmpl
rename to scripts/config.tmpl
diff --git a/generate_corr_sig_matrices.py b/scripts/generate_corr_sig_matrices.py
similarity index 100%
rename from generate_corr_sig_matrices.py
rename to scripts/generate_corr_sig_matrices.py
diff --git a/generate_profiles.py b/scripts/generate_profiles.py
similarity index 100%
rename from generate_profiles.py
rename to scripts/generate_profiles.py
diff --git a/get_survey_data.py b/scripts/get_survey_data.py
similarity index 100%
rename from get_survey_data.py
rename to scripts/get_survey_data.py