diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 0000000..5806b02
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1 @@
+* @felixhoffmnn @l7f19
diff --git a/.github/ISSUE_TEMPLATE/bug_report.yaml b/.github/ISSUE_TEMPLATE/bug_report.yaml
index 892d917..24c7952 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yaml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yaml
@@ -1,5 +1,5 @@
name: π Bug Report
-title: "π[bug]
"
+title: "π [bug] "
description: Report a bug
labels: ["bug"]
diff --git a/.github/ISSUE_TEMPLATE/dhbw.yaml b/.github/ISSUE_TEMPLATE/dhbw.yaml
index 06508fa..a613d54 100644
--- a/.github/ISSUE_TEMPLATE/dhbw.yaml
+++ b/.github/ISSUE_TEMPLATE/dhbw.yaml
@@ -1,5 +1,5 @@
name: π DHBW
-title: "π[dhbw] "
+title: "π [dhbw] "
description: Duale Hochschule Baden-WΓΌrttemberg
labels: ["dhbw"]
diff --git a/.github/ISSUE_TEMPLATE/feature_request.yaml b/.github/ISSUE_TEMPLATE/feature_request.yaml
index 8a107de..bc8dfe3 100644
--- a/.github/ISSUE_TEMPLATE/feature_request.yaml
+++ b/.github/ISSUE_TEMPLATE/feature_request.yaml
@@ -1,5 +1,5 @@
name: π‘ Feature Request
-title: "π‘[feat] "
+title: "π‘ [feat] "
description: Request a new feature
labels: ["feature"]
@@ -7,33 +7,33 @@ body:
- type: textarea
id: description
attributes:
- label: Describe the problem
- description: |
- Is your feature request related to a problem? Please describe. A clear and concise description of what the problem is.
- placeholder: Ex. I'm always frustrated when [...]
+ label: Description
+ description: A simple description for what is currently missing or needs to be improved.
validations:
required: true
- type: textarea
- id: solution
+ id: in-scope
attributes:
- label: Describe the solution you'd like
- description: A clear and concise description of what you want to happen.
+ label: π’ In Scope
+ description: Please list all tasks required or related to your requested feature.
+ placeholder: "- [] Lorem Ipsum"
validations:
required: true
- type: textarea
- id: alternative
+ id: not-in-scope
attributes:
- label: Describe alternatives you've considered
- description: A clear and concise description of any alternative solutions or features you've considered.
+ label: π΄ Not in Scope
+ description: What tasks are to large or not related to your requested feature.
+ placeholder: "- _None_"
validations:
required: false
- type: textarea
- id: additional_context
+ id: additional-context
attributes:
- label: Additional context
+ label: Additional Context
description: Add any other context or screenshots about the feature request here.
validations:
required: false
diff --git a/.github/ISSUE_TEMPLATE/question.yaml b/.github/ISSUE_TEMPLATE/question.yaml
deleted file mode 100644
index 74ede2c..0000000
--- a/.github/ISSUE_TEMPLATE/question.yaml
+++ /dev/null
@@ -1,14 +0,0 @@
-name: π€ Question
-title: "π€[question] "
-description: Question
-labels: ["question"]
-
-body:
- - type: textarea
- id: description
- attributes:
- label: Describe your question
- description: Feel free to ask anything regarding this project.
- placeholder: Ex. I have a question about...
- validations:
- required: true
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index b2831e0..4cfe3d8 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -6,13 +6,6 @@ please include "BREAKING CHANGE:" at the beginning of your commit body.
At a minimum, this section should include a reference to the regarding GitHub Issue or discourse thread that this PR addresses.
-->
-## Test Plan
-
-
-
## Commentary (optional)
Excepteur ea eiusmod adipisicing dolor do qui mollit tempor. Tempor sit cillum ipsum aliquip excepteur eiusmod ut laboris consectetur veniam. Ipsum ad ad officia voluptate amet. Tempor anim Lorem excepteur sit est magna ad ex in labore consequat est. Aute aliqua nisi labore elit eiusmod aute excepteur cillum. Consectetur do fugiat reprehenderit irure commodo anim eu et non id enim excepteur irure. Occaecat aliquip eiusmod sit officia do et quis ut duis duis cillum eiusmod.
-## Get started
+## :handshake: Getting Started
-
-
-1. Run `poetry install` to install all dependencies (even the ones for development)
+1. Install [Poetry](https://python-poetry.org/docs/#installation)
+ - Poetry is a dependency manager for Python used in this project
+2. Run `poetry install` to install all dependencies
- Afterwards, run `poetry shell` to activate the virtual environment
-2. Install the pre-commit hooks with `poetry run pre-commit install`
+3. Install the pre-commit hooks with `poetry run pre-commit install`
+
+## :memo: License
+
+This project is licensed under [MIT](LICENSE).
diff --git a/cspell.json b/cspell.json
new file mode 100644
index 0000000..4b3b0b4
--- /dev/null
+++ b/cspell.json
@@ -0,0 +1,42 @@
+{
+ "language": "en, de-de, lorem-ipsum, python",
+ "words": [
+ "abatilo",
+ "autobuild",
+ "Autobuild",
+ "autofix",
+ "autorefs",
+ "buildscript",
+ "codecov",
+ "codeql",
+ "Codestyle",
+ "dhbw",
+ "DHBW",
+ "docstrings",
+ "fontawesome",
+ "github",
+ "Hoffmann",
+ "ipynb",
+ "isort",
+ "jupyter",
+ "kontakt",
+ "linkedin",
+ "magiclink",
+ "materialx",
+ "mkdocs",
+ "mkdocstrings",
+ "mypy",
+ "numpy",
+ "pipx",
+ "Poli",
+ "pymdownx",
+ "pyproject",
+ "pytest",
+ "pytests",
+ "pyupgrade",
+ "Studienarbeit",
+ "twemoji",
+ "wontfix"
+ ],
+ "ignorePaths": [".git", ".vscode"]
+}
diff --git a/docs/index.md b/docs/index.md
index a5e62b0..056fe33 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,3 +1,58 @@
-# Studienarbeit
+
+ PoliAna
+
-[![Python 3.10](https://img.shields.io/badge/python-3.10-blue.svg)](https://www.python.org/downloads/release/python-3100/)
+
+ Nachrichten und Politikanalyse mittels Natural Language Processing
+
+
+
+
+
+
+
+Excepteur ea eiusmod adipisicing dolor do qui mollit tempor. Tempor sit cillum ipsum aliquip excepteur eiusmod ut laboris consectetur veniam. Ipsum ad ad officia voluptate amet. Tempor anim Lorem excepteur sit est magna ad ex in labore consequat est. Aute aliqua nisi labore elit eiusmod aute excepteur cillum. Consectetur do fugiat reprehenderit irure commodo anim eu et non id enim excepteur irure. Occaecat aliquip eiusmod sit officia do et quis ut duis duis cillum eiusmod.
+
+## :handshake: Getting Started
+
+1. Install [Poetry](https://python-poetry.org/docs/#installation)
+ - Poetry is a dependency manager for Python used in this project
+2. Run `poetry install` to install all dependencies
+ - Afterwards, run `poetry shell` to activate the virtual environment
+3. Install the pre-commit hooks with `poetry run pre-commit install`
+
+## :warning: Known Issues
+
+1. Poetry environment is not shown in VSCode
+ - See https://crapts.org/2020/05/11/use-poetry-for-python-dependency-management-with-visual-studio-code/ for a solution
+
+## :memo: License
+
+This project is licensed under [MIT](https://github.com/felixhoffmnn/studienarbeit/blob/main/LICENSE).
diff --git a/docs/requirements.txt b/docs/requirements.txt
new file mode 100644
index 0000000..1bc1300
--- /dev/null
+++ b/docs/requirements.txt
@@ -0,0 +1,662 @@
+attrs==22.2.0 ; python_version >= "3.11" and python_version < "4.0" \
+ --hash=sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836 \
+ --hash=sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99
+babel==2.11.0 ; python_version >= "3.11" and python_version < "4.0" \
+ --hash=sha256:1ad3eca1c885218f6dce2ab67291178944f810a10a9b5f3cb8382a5a232b64fe \
+ --hash=sha256:5ef4b3226b0180dedded4229651c8b0e1a3a6a2837d45a073272f313e4cf97f6
+beautifulsoup4==4.11.1 ; python_version >= "3.11" and python_version < "4" \
+ --hash=sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30 \
+ --hash=sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693
+bleach==5.0.1 ; python_version >= "3.11" and python_version < "4" \
+ --hash=sha256:085f7f33c15bd408dd9b17a4ad77c577db66d76203e5984b1bd59baeee948b2a \
+ --hash=sha256:0d03255c47eb9bd2f26aa9bb7f2107732e7e8fe195ca2f64709fcf3b0a4a085c
+certifi==2022.12.7 ; python_version >= "3.11" and python_version < "4" \
+ --hash=sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3 \
+ --hash=sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18
+cffi==1.15.1 ; python_version >= "3.11" and python_version < "4" and implementation_name == "pypy" \
+ --hash=sha256:00a9ed42e88df81ffae7a8ab6d9356b371399b91dbdf0c3cb1e84c03a13aceb5 \
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+charset-normalizer==3.0.1 ; python_version >= "3.11" and python_version < "4" \
+ --hash=sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b \
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+ --hash=sha256:61fdb8e9c57baf625e27e1420e7ca17f7d2023929cd0065eb79c83da1dfbeacd \
+ --hash=sha256:6ccd8d84b9490a82b51b230740468116b8205822ea5fdc700a553d92661253a3 \
+ --hash=sha256:6e01d699cd260d59b84da6bda019dce0a3353e3fcc774408ae767fe88ee096b7 \
+ --hash=sha256:748ca797ff59962e83cc8e4b233f87113f3cf247c23e6be58b8a2885c7337aa3 \
+ --hash=sha256:83a7cead445008e880dbde833cb9e5cc7b9a0958edb697a96b936621975f15b9 \
+ --hash=sha256:8586d98c494690482c963ffb24c49bf9c8c2fe0589cec4dc2f753b78d1ec301d \
+ --hash=sha256:8b5cde14e5c72b2df5d074774bdff69e9b55da77e102a91f36ef26ca35f9819c \
+ --hash=sha256:8c28c23972ec9c524967895ccb1954bc6f6d4a557d36e681a36e84368660c4ce \
+ --hash=sha256:967636031fa4c4955f0f3f22da3c5c418aa65d50908d31b73b3b3ffd66d60640 \
+ --hash=sha256:96cbeb494e6cbe3ae6aacc430e678ce4b4dd3ae5125035f72b6eb4e5e9eb4f4e \
+ --hash=sha256:978a1aed55de0b807913b7482d09943b23a2d634040b112bdf31811a422f6344 \
+ --hash=sha256:a09483249d25cbdb4c268e020cb861c51baab2d1affd9a6affc68ffe6a231260 \
+ --hash=sha256:a480d122740debf0afac4ddd583c6c0bb519c24f817b42ed6f850e2f6f9d64a8 \
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+ --hash=sha256:d0f29fd9f3f149a5277929de33b4f121a04cf84bb494634707cfa8ea8ae106a8 \
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+ --hash=sha256:e618a4863726bc7a3c64f95c218437f3349fb9d909eb9ea3a1ed3b567417c661 \
+ --hash=sha256:f8ac23ff2c2df4471a61af6490f847633024e5aa120567e08d07af5718c9d092
+webencodings==0.5.1 ; python_version >= "3.11" and python_version < "4" \
+ --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78 \
+ --hash=sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923
diff --git a/mkdocs.yaml b/mkdocs.yaml
index c037049..a8d1746 100644
--- a/mkdocs.yaml
+++ b/mkdocs.yaml
@@ -1,37 +1,104 @@
-site_name: studienarbeit
+# Metadata
+site_name: Studienarbeit
site_description: The studienarbeit is a scientific paper which is written in the 5th and 6th semester at the DHBW.
site_author: Felix Hoffmann und Leopold Fuchs
repo_name: studienarbeit
repo_url: https://github.com/felixhoffmnn/studienarbeit
+
+# Navigation
nav:
- Getting started: index.md
+
+# Plugins
plugins:
- search
+ - git-revision-date-localized:
+ fallback_to_build_date: true
- autorefs
- - mkdocstrings
+ - mkdocs-jupyter:
+ include: ["*.ipynb"]
+ kernel_name: python3
+ - mkdocstrings:
+ handlers:
+ python:
+ paths: [studienarbeit]
+ import:
+ - https://docs.python.org/3/objects.inv
+ - https://mkdocstrings.github.io/objects.inv
+ - https://mkdocstrings.github.io/griffe/objects.inv
+ options:
+ filters: ["!^__"]
+ docstring_style: numpy
+ docstring_section_style: table
+ merge_init_into_class: true
+ show_root_heading: true
+ show_source: yes
+ show_root_full_path: no
+
+# Theme
theme:
name: material
palette:
+ # Palette toggle for light mode
- media: "(prefers-color-scheme: light)"
scheme: default
toggle:
- icon: material/lightbulb
- name: Switch to light mode
+ icon: material/brightness-7
+ name: Switch to dark mode
+
+ # Palette toggle for dark mode
- media: "(prefers-color-scheme: dark)"
scheme: slate
toggle:
- icon: material/lightbulb-outline
- name: Switch to dark mode
+ icon: material/brightness-4
+ name: Switch to system preference
+
features:
+ # Enable the tabs on the top of the page (the level 1 folder will be displayed as a tab)
+ - navigation.tabs
+
+ # Will expand the navigation tree on the sidebar
+ # - navigation.expand
+
+ # TODO: Add description
+ - navigation.tracking
+
+ # Adds a button to get back to the top of the page
+ - navigation.top
+
+ # Shows files and navigation items on the left side
+ - toc.integrate
+
+ # TODO: Add description
- search.suggest
- search.highlight
- content.tabs.link
+
+ icon:
+ logo: logo
+ repo: fontawesome/brands/github
+
language: en
+
+# Extras
extra:
social:
+ - icon: fontawesome/brands/github
+ link: https://github.com/felixhoffmnn/studienarbeit
+ name: GitHub
- icon: fontawesome/brands/linkedin
link: https://www.linkedin.com/in/felix-emmanuel-hoffmann/
name: Felix Hoffmann
- icon: fontawesome/brands/linkedin
link: https://www.linkedin.com/in/leopold-fuchs/
name: Leopold Fuchs
+
+# Markdown extensions
+markdown_extensions:
+ - attr_list
+ - pymdownx.magiclink
+ - pymdownx.snippets:
+ check_paths: true
+ - pymdownx.emoji:
+ emoji_index: !!python/name:materialx.emoji.twemoji
+ emoji_generator: !!python/name:materialx.emoji.to_svg
diff --git a/poetry.lock b/poetry.lock
index 27ac932..32f9ca3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,53 +1,164 @@
+# This file is automatically @generated by Poetry and should not be changed by hand.
+
+[[package]]
+name = "anyio"
+version = "3.6.2"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+files = [
+ {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
+ {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
+]
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16,<0.22)"]
+
[[package]]
name = "appnope"
version = "0.1.3"
description = "Disable App Nap on macOS >= 10.9"
-category = "main"
+category = "dev"
optional = false
python-versions = "*"
+files = [
+ {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+ {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
+
+[[package]]
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+files = [
+ {file = "argon2-cffi-21.3.0.tar.gz", hash = "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"},
+ {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
+]
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[package.extras]
+dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
+docs = ["furo", "sphinx", "sphinx-notfound-page"]
+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"
+files = [
+ {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+ {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
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+ {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
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+ {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
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+ {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
+ {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
+ {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
+ {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
+]
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["cogapp", "pre-commit", "pytest", "wheel"]
+tests = ["pytest"]
+
+[[package]]
+name = "arrow"
+version = "1.2.3"
+description = "Better dates & times for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+files = [
+ {file = "arrow-1.2.3-py3-none-any.whl", hash = "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"},
+ {file = "arrow-1.2.3.tar.gz", hash = "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1"},
+]
+
+[package.dependencies]
+python-dateutil = ">=2.7.0"
[[package]]
name = "astroid"
-version = "2.12.10"
+version = "2.13.2"
description = "An abstract syntax tree for Python with inference support."
category = "dev"
optional = false
python-versions = ">=3.7.2"
+files = [
+ {file = "astroid-2.13.2-py3-none-any.whl", hash = "sha256:8f6a8d40c4ad161d6fc419545ae4b2f275ed86d1c989c97825772120842ee0d2"},
+ {file = "astroid-2.13.2.tar.gz", hash = "sha256:3bc7834720e1a24ca797fd785d77efb14f7a28ee8e635ef040b6e2d80ccb3303"},
+]
[package.dependencies]
lazy-object-proxy = ">=1.4.0"
-wrapt = [
- {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
- {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
-]
+typing-extensions = ">=4.0.0"
+wrapt = {version = ">=1.14,<2", markers = "python_version >= \"3.11\""}
[[package]]
name = "asttokens"
-version = "2.0.8"
+version = "2.2.1"
description = "Annotate AST trees with source code positions"
-category = "main"
+category = "dev"
optional = false
python-versions = "*"
+files = [
+ {file = "asttokens-2.2.1-py2.py3-none-any.whl", hash = "sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c"},
+ {file = "asttokens-2.2.1.tar.gz", hash = "sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3"},
+]
[package.dependencies]
six = "*"
[package.extras]
-test = ["astroid (<=2.5.3)", "pytest"]
+test = ["astroid", "pytest"]
[[package]]
name = "attrs"
-version = "22.1.0"
+version = "22.2.0"
description = "Classes Without Boilerplate"
category = "dev"
optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
+files = [
+ {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
+ {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
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-dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
-docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
-tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
-tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
+cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
+tests = ["attrs[tests-no-zope]", "zope.interface"]
+tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
[[package]]
name = "autopep8"
@@ -56,26 +167,82 @@ description = "A tool that automatically formats Python code to conform to the P
category = "dev"
optional = false
python-versions = "*"
+files = [
+ {file = "autopep8-1.7.0-py2.py3-none-any.whl", hash = "sha256:6f09e90a2be784317e84dc1add17ebfc7abe3924239957a37e5040e27d812087"},
+ {file = "autopep8-1.7.0.tar.gz", hash = "sha256:ca9b1a83e53a7fad65d731dc7a2a2d50aa48f43850407c59f6a1a306c4201142"},
+]
[package.dependencies]
pycodestyle = ">=2.9.1"
toml = "*"
+[[package]]
+name = "babel"
+version = "2.11.0"
+description = "Internationalization utilities"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+files = [
+ {file = "Babel-2.11.0-py3-none-any.whl", hash = "sha256:1ad3eca1c885218f6dce2ab67291178944f810a10a9b5f3cb8382a5a232b64fe"},
+ {file = "Babel-2.11.0.tar.gz", hash = "sha256:5ef4b3226b0180dedded4229651c8b0e1a3a6a2837d45a073272f313e4cf97f6"},
+]
+
+[package.dependencies]
+pytz = ">=2015.7"
+
[[package]]
name = "backcall"
version = "0.2.0"
description = "Specifications for callback functions passed in to an API"
-category = "main"
+category = "dev"
optional = false
python-versions = "*"
+files = [
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+ {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.11.1"
+description = "Screen-scraping library"
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name = "decorator"
version = "5.1.1"
description = "Decorators for Humans"
-category = "main"
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optional = false
python-versions = ">=3.5"
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+category = "dev"
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+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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name = "dill"
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description = "serialize all of python"
category = "dev"
optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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graph = ["objgraph (>=1.7.2)"]
@@ -197,37 +596,80 @@ description = "Distribution utilities"
category = "dev"
optional = false
python-versions = "*"
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name = "entrypoints"
version = "0.4"
description = "Discover and load entry points from installed packages."
+category = "dev"
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+python-versions = ">=3.6"
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category = "main"
optional = false
python-versions = ">=3.6"
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name = "executing"
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description = "Get the currently executing AST node of a frame, and other information"
-category = "main"
+category = "dev"
optional = false
python-versions = "*"
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tests = ["asttokens", "littleutils", "pytest", "rich"]
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+category = "dev"
+optional = false
+python-versions = "*"
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+
[[package]]
name = "filelock"
-version = "3.8.0"
+version = "3.9.0"
description = "A platform independent file lock."
category = "dev"
optional = false
python-versions = ">=3.7"
+files = [
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-testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"]
+docs = ["furo (>=2022.12.7)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"]
+testing = ["covdefaults (>=2.2.2)", "coverage (>=7.0.1)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-timeout (>=2.1)"]
[[package]]
name = "flake8"
@@ -236,19 +678,39 @@ description = "the modular source code checker: pep8 pyflakes and co"
category = "dev"
optional = false
python-versions = ">=3.6.1"
+files = [
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mccabe = ">=0.7.0,<0.8.0"
pycodestyle = ">=2.9.0,<2.10.0"
pyflakes = ">=2.5.0,<2.6.0"
+[[package]]
+name = "fqdn"
+version = "1.5.1"
+description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+files = [
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+]
+
[[package]]
name = "ghp-import"
version = "2.1.0"
description = "Copy your docs directly to the gh-pages branch."
-category = "main"
+category = "dev"
optional = false
python-versions = "*"
+files = [
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[package.dependencies]
python-dateutil = ">=2.8.1"
@@ -257,53 +719,95 @@ python-dateutil = ">=2.8.1"
dev = ["flake8", "markdown", "twine", "wheel"]
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-version = "0.22.2"
-description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
-category = "main"
+name = "gitdb"
+version = "4.0.10"
+description = "Git Object Database"
+category = "dev"
optional = false
python-versions = ">=3.7"
+files = [
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+]
-[package.extras]
-async = ["aiofiles (>=0.7,<1.0)"]
+[package.dependencies]
+smmap = ">=3.0.1,<6"
[[package]]
-name = "identify"
-version = "2.5.5"
-description = "File identification library for Python"
+name = "gitpython"
+version = "3.1.30"
+description = "GitPython is a python library used to interact with Git repositories"
category = "dev"
optional = false
python-versions = ">=3.7"
+files = [
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-[package.extras]
-license = ["ukkonen"]
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
[[package]]
-name = "idna"
-version = "3.4"
-description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
+name = "griffe"
+version = "0.25.3"
+description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
+category = "dev"
optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
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-description = "iniconfig: brain-dead simple config-ini parsing"
+name = "identify"
+version = "2.5.13"
+description = "File identification library for Python"
category = "dev"
optional = false
-python-versions = "*"
+python-versions = ">=3.7"
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+[package.extras]
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+[[package]]
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+category = "dev"
+optional = false
+python-versions = ">=3.5"
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name = "ipykernel"
-version = "6.16.0"
+version = "6.20.2"
description = "IPython Kernel for Jupyter"
-category = "main"
+category = "dev"
optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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[package.dependencies]
appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+comm = ">=0.1.1"
debugpy = ">=1.0"
ipython = ">=7.23.1"
jupyter-client = ">=6.1.12"
@@ -313,18 +817,26 @@ packaging = "*"
psutil = "*"
pyzmq = ">=17"
tornado = ">=6.1"
-traitlets = ">=5.1.0"
+traitlets = ">=5.4.0"
[package.extras]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-timeout"]
+cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+pyqt5 = ["pyqt5"]
+pyside6 = ["pyside6"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov", "pytest-timeout"]
[[package]]
name = "ipython"
-version = "8.5.0"
+version = "8.8.0"
description = "IPython: Productive Interactive Computing"
-category = "main"
+category = "dev"
optional = false
python-versions = ">=3.8"
+files = [
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+ {file = "ipython-8.8.0.tar.gz", hash = "sha256:f3bf2c08505ad2c3f4ed5c46ae0331a8547d36bf4b21a451e8ae80c0791db95b"},
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[package.dependencies]
appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -335,15 +847,15 @@ jedi = ">=0.16"
matplotlib-inline = "*"
pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
pickleshare = "*"
-prompt-toolkit = ">3.0.1,<3.1.0"
+prompt-toolkit = ">=3.0.11,<3.1.0"
pygments = ">=2.4.0"
stack-data = "*"
traitlets = ">=5"
[package.extras]
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+all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.20)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
black = ["black"]
-doc = ["Sphinx (>=1.3)"]
+doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
kernel = ["ipykernel"]
nbconvert = ["nbconvert"]
nbformat = ["nbformat"]
@@ -351,44 +863,106 @@ notebook = ["ipywidgets", "notebook"]
parallel = ["ipyparallel"]
qtconsole = ["qtconsole"]
test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+
+[[package]]
+name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+category = "dev"
+optional = false
+python-versions = "*"
+files = [
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+ {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
+]
+
+[[package]]
+name = "ipywidgets"
+version = "8.0.4"
+description = "Jupyter interactive widgets"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
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+ {file = "ipywidgets-8.0.4.tar.gz", hash = "sha256:c0005a77a47d77889cafed892b58e33b4a2a96712154404c6548ec22272811ea"},
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+[package.dependencies]
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+ipython = ">=6.1.0"
+jupyterlab-widgets = ">=3.0,<4.0"
+traitlets = ">=4.3.1"
+widgetsnbextension = ">=4.0,<5.0"
+
+[package.extras]
+test = ["jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
+
+[[package]]
+name = "isoduration"
+version = "20.11.0"
+description = "Operations with ISO 8601 durations"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
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+ {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
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name = "isort"
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+version = "5.11.4"
description = "A Python utility / library to sort Python imports."
category = "dev"
optional = false
-python-versions = ">=3.6.1,<4.0"
+python-versions = ">=3.7.0"
+files = [
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colors = ["colorama (>=0.4.3,<0.5.0)"]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
plugins = ["setuptools"]
-requirements_deprecated_finder = ["pip-api", "pipreqs"]
+requirements-deprecated-finder = ["pip-api", "pipreqs"]
[[package]]
name = "jedi"
-version = "0.18.1"
+version = "0.18.2"
description = "An autocompletion tool for Python that can be used for text editors."
-category = "main"
+category = "dev"
optional = false
python-versions = ">=3.6"
+files = [
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parso = ">=0.8.0,<0.9.0"
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+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
[[package]]
-name = "Jinja2"
+name = "jinja2"
version = "3.1.2"
description = "A very fast and expressive template engine."
-category = "main"
+category = "dev"
optional = false
python-versions = ">=3.7"
+files = [
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+ {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
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MarkupSafe = ">=2.0"
@@ -396,13 +970,78 @@ MarkupSafe = ">=2.0"
[package.extras]
i18n = ["Babel (>=2.7)"]
+[[package]]
+name = "jsonpointer"
+version = "2.3"
+description = "Identify specific nodes in a JSON document (RFC 6901)"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+ {file = "jsonpointer-2.3.tar.gz", hash = "sha256:97cba51526c829282218feb99dab1b1e6bdf8efd1c43dc9d57be093c0d69c99a"},
+]
+
+[[package]]
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+version = "4.17.3"
+description = "An implementation of JSON Schema validation for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
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+fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
+
+[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"
+version = "1.0.0"
+description = "Jupyter metapackage. Install all the Jupyter components in one go."
+category = "dev"
+optional = false
+python-versions = "*"
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+[package.dependencies]
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+ipywidgets = "*"
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+nbconvert = "*"
+notebook = "*"
+qtconsole = "*"
+
[[package]]
name = "jupyter-client"
-version = "7.3.5"
+version = "7.4.9"
description = "Jupyter protocol implementation and client libraries"
-category = "main"
+category = "dev"
optional = false
python-versions = ">=3.7"
+files = [
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entrypoints = "*"
@@ -415,30 +1054,224 @@ traitlets = "*"
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doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
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+test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
+
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+version = "6.4.4"
+description = "Jupyter terminal console"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.extras]
+test = ["pexpect"]
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name = "jupyter-core"
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description = "Jupyter core package. A base package on which Jupyter projects rely."
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optional = false
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pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
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test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
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name = "loguru"
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category = "main"
optional = false
python-versions = ">=3.5"
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name = "pycodestyle"
@@ -809,14 +2348,22 @@ description = "Python style guide checker"
category = "dev"
optional = false
python-versions = ">=3.6"
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description = "C parser in Python"
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python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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name = "pyflakes"
@@ -825,34 +2372,45 @@ description = "passive checker of Python programs"
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python-versions = ">=3.6"
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tomlkit = ">=0.10.1"
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@@ -861,148 +2419,415 @@ testutils = ["gitpython (>3)"]
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-]
-win32-setctime = [
- {file = "win32_setctime-1.1.0-py3-none-any.whl", hash = "sha256:231db239e959c2fe7eb1d7dc129f11172354f98361c4fa2d6d2d7e278baa8aad"},
- {file = "win32_setctime-1.1.0.tar.gz", hash = "sha256:15cf5750465118d6929ae4de4eb46e8edae9a5634350c01ba582df868e932cb2"},
-]
-wrapt = [
+files = [
{file = "wrapt-1.14.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:1b376b3f4896e7930f1f772ac4b064ac12598d1c38d04907e696cc4d794b43d3"},
{file = "wrapt-1.14.1-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:903500616422a40a98a5a3c4ff4ed9d0066f3b4c951fa286018ecdf0750194ef"},
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@@ -2093,3 +3270,8 @@ wrapt = [
{file = "wrapt-1.14.1-cp39-cp39-win_amd64.whl", hash = "sha256:dee60e1de1898bde3b238f18340eec6148986da0455d8ba7848d50470a7a32fb"},
{file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "b10baafdaabf05993b8519e0c071cf0f77e71dd523cb8191afd3aa686bd3fbd1"
diff --git a/pyproject.toml b/pyproject.toml
index 841a634..5ba9580 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,38 +1,48 @@
[tool.poetry]
name = "studienarbeit"
-version = "0.1.0"
+version = "0.1.1"
description = "The studienarbeit is a scientific paper which is written in the 5th and 6th semester at the DHBW."
authors = [
"Felix Hoffmann ",
"Leopold Fuchs ",
]
+classifiers = [
+ "License :: OSI Approved :: MIT License",
+ "Programming Language :: Python :: 3",
+ "Programming Language :: Python :: 3.11",
+]
license = "MIT"
readme = "README.md"
[tool.poetry.dependencies]
-python = "^3.10"
+python = "^3.11"
loguru = "^0.6.0"
pandas = "^1.5.0"
numpy = "^1.23.3"
-ipykernel = "^6.16.0"
-mkdocs = "^1.4.0"
-mkdocs-material = "^8.5.6"
-mkdocstrings = {extras = ["python"], version = "^0.19.0"}
-mkdocs-autorefs = "^0.4.1"
+polars = "^0.15.15"
+pyarrow = "^10.0.1"
+openpyxl = "^3.0.10"
[tool.poetry.group.dev.dependencies]
-black = {extras = ["jupyter"], version = "^22.8.0"}
+black = { extras = ["jupyter"], version = "^22.8.0" }
isort = "^5.10.1"
mypy = "^0.981"
pylint = "^2.15.3"
flake8 = "^5.0.4"
-pytest = "^7.1.3"
autopep8 = "^1.7.0"
pre-commit = "^2.20.0"
-pytest-cov = "^4.0.0"
+jupyter = "^1.0.0"
+
+[tool.poetry.group.docs.dependencies]
+mkdocs = { extras = ["python"], version = "^1.4.0" }
+mkdocs-material = "^8.5.6"
+mkdocstrings = { extras = ["python"], version = "^0.19.0" }
+mkdocs-autorefs = "^0.4.1"
+mkdocs-git-revision-date-localized-plugin = "^1.1.0"
+mkdocs-jupyter = "^0.22.0"
[tool.mypy]
-mypy_path = 'src'
+mypy_path = 'studienarbeit'
check_untyped_defs = true
disallow_any_generics = true
ignore_missing_imports = true
@@ -47,27 +57,14 @@ no_implicit_reexport = true
[tool.black]
line-length = 120
-exclude = '''
-/(
- \.git
- | \.mypy_cache
- | \.tox
- | venv
- | \.venv
- | _build
- | buck-out
- | build
- | dist
- | deploy
- | presentations
-)/
-'''
+target-version = ['py310', 'py311']
[tool.isort]
profile = "black"
-[tool.pytest]
-testpaths = "tests"
+[tool.pylint]
+disable = "missing-module-docstring, broad-except, missing-class-docstring"
+max-line-length = 120
[build-system]
requires = ["poetry-core"]
diff --git a/src/hello_word.py b/src/hello_word.py
deleted file mode 100644
index 0479df5..0000000
--- a/src/hello_word.py
+++ /dev/null
@@ -1,2 +0,0 @@
-def hello_word() -> str:
- return "Hello World!"
diff --git a/src/__init__.py b/studienarbeit/__init__.py
similarity index 100%
rename from src/__init__.py
rename to studienarbeit/__init__.py
diff --git a/studienarbeit/replication/script.r b/studienarbeit/replication/script.r
new file mode 100644
index 0000000..532abe9
--- /dev/null
+++ b/studienarbeit/replication/script.r
@@ -0,0 +1,36 @@
+library(feather)
+# write_feather(data.frame(f$screen_name, f$user_id, f$status_id, f$created_at, f$text, f$is_retweet, f$lang, f$fullname, f$faction, f$name, f$social, f$economic, f$source, f$display_text_width, f$reply_to_status_id, f$reply_to_user_id, f$reply_to_screen_name, f$is_quote, f$favorite_count, f$retweet_count, f$quote_count, f$reply_count, f$ext_media_type, f$quoted_status_id), "~/Documents/data.feather")
+
+# filtered_f <- data.frame(f, select = -c(f$hashtags, f$symbols, f$urls_url, f$urls_to.co, f$urls_expanded_url, f$media_url, f$media_t.co, f$media_expanded_url, f$media_type, f$ext_media_url, f$ext_media_t.co, f$ext_media_expanded_url, f$mentions_user_id, f$mentions_screen_name, f$geo_coords, f$coords_coords, f$bbox_coords))
+
+# m3$hashtags <- apply(m3, 1, FUN = function(x) {
+# toString(x$hashtags)
+# })
+
+# m3$mentions_user_id <- apply(m3, 1, FUN = function(x) {
+# toString(x$mentions_user_id)
+# })
+
+# m3$mentions_screen_name <- apply(m3, 1, FUN = function(x) {
+# toString(x$mentions_screen_name)
+# })
+
+# m3$geo_coords <- apply(m3, 1, FUN = function(x) {
+# toString(x$geo_coords)
+# })
+
+# m3$coords_coords <- apply(m3, 1, FUN = function(x) {
+# toString(x$coords_coords)
+# })
+
+# m3$bbox_coords <- apply(m3, 1, FUN = function(x) {
+# toString(x$bbox_coords)
+# })
+
+m3 <- lapply(m3, function(x) {
+ sapply(x, function(y) {
+ toString(y)
+ })
+})
+
+write_feather(data.frame(m3), "~/Documents/data.feather")
diff --git a/studienarbeit/replication/tweets/tweets_pandas.ipynb b/studienarbeit/replication/tweets/tweets_pandas.ipynb
new file mode 100644
index 0000000..3dd03e0
--- /dev/null
+++ b/studienarbeit/replication/tweets/tweets_pandas.ipynb
@@ -0,0 +1,415 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Clean Tweets"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Import libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "from pathlib import Path\n",
+ "import json"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Tweets"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load the initial data\n",
+ "\n",
+ "tweets = pd.read_feather(\"tweets/tweets.feather\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tweets.to_parquet(\"tweets/tweets.parquet\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load the tweets core data\n",
+ "\n",
+ "tweets_core = pd.read_pickle(\"tweets/tweets_core.pkl\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Split Dataframe"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Save head of data frame to file for inspection\n",
+ "\n",
+ "with open(\"tweets/tweets_head.txt\", \"w\") as f, pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
+ " f.write(str(tweets.head()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Save head of data frame to file for inspection\n",
+ "\n",
+ "with open(\"tweets/tweets_core_head.txt\", \"w\") as f, pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
+ " f.write(str(tweets_core.head()))\n",
+ " \n",
+ "with open(\"tweets/tweets_core_types.txt\", \"w\") as f, pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
+ " f.write(str(tweets_core.dtypes))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Declare the meta data columns to split the data frame\n",
+ "\n",
+ "meta_data = [\"screen_name\", \"user_id\", \"status_id\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load the columns related to Abstimmungen\n",
+ "\n",
+ "with open(\"tweets/tweets_filter_abstimmungen.txt\", \"r\") as f:\n",
+ " lines_abstimmung = f.read().splitlines()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Save the data frame consisting of meta data and columns related to Abstimmungen\n",
+ "\n",
+ "tweets_abstimmungen = tweets[meta_data + lines_abstimmung]\n",
+ "\n",
+ "tweets_abstimmungen.to_pickle(Path(\"tweets/tweets_abstimmungen.pkl\"))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load the columns related to Ausschuss\n",
+ "\n",
+ "with open(\"tweets/tweets_filter_ausschuss.txt\", \"r\") as f:\n",
+ " lines_ausschuss = f.read().splitlines()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Save the data frame consisting of meta data and columns related to Ausschuss\n",
+ "\n",
+ "tweets_ausschuss = tweets[meta_data + lines_ausschuss]\n",
+ "\n",
+ "tweets_ausschuss.to_pickle(Path(\"tweets/tweets_ausschuss.pkl\"))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load the columns related to Ausschuss\n",
+ "\n",
+ "with open(\"tweets/tweets_filter_meta_data.txt\", \"r\") as f:\n",
+ " lines_meta_data = f.read().splitlines()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Save the data frame consisting of meta data and columns related to Meta Data\n",
+ "\n",
+ "tweets_meta_data = tweets[meta_data + lines_meta_data]\n",
+ "\n",
+ "tweets_meta_data.to_pickle(Path(\"tweets/tweets_meta_data.pkl\"))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load the columns with only empty values (\"NA\")\n",
+ "\n",
+ "with open(\"tweets/empty_columns.txt\", \"r\") as f:\n",
+ " empty_columns = f.read().splitlines()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Filter the core data frame and save it\n",
+ "\n",
+ "tweets_core = tweets.drop(columns=lines_abstimmung + lines_ausschuss + empty_columns + lines_meta_data, axis=1)\n",
+ "\n",
+ "tweets_core.to_pickle(Path(\"tweets/tweets_core.pkl\"))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Check for columns with only empty values\n",
+ "\n",
+ "unique_values = {col: list(tweets_core[col].unique()) if len(tweets_core[col].unique()) <= 20 else None for col in tweets_core}\n",
+ "\n",
+ "with open(\"tweets/tweets_unique_values.json\", \"w\") as f:\n",
+ " json.dump(unique_values, f)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Replace and Convert Values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Iterate over each column and check if it contains NA values and replace them with None\n",
+ "\n",
+ "for col in tweets_core:\n",
+ " tweets_core[col] = tweets_core[col].apply(lambda x: None if x == \"NA\" or x == \"NA, NA\" or x == \"NA, NA, NA, NA, NA, NA, NA, NA\" else x)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "convert_dict = {\n",
+ " \"screen_name\": str,\n",
+ " \"user_id\": str,\n",
+ " \"status_id\": str,\n",
+ " \"created_at\": str, # TODO: Convert to datetime\n",
+ " \"text\": str,\n",
+ " \"is_retweet\": bool,\n",
+ " \"lang\": str,\n",
+ " \"fullname\": str,\n",
+ " \"faction\": pd.Int8Dtype(),\n",
+ " \"name\": str,\n",
+ " \"social\": pd.Int8Dtype(),\n",
+ " \"economic\": pd.Int8Dtype(),\n",
+ " # \"source\": str,\n",
+ " \"reply_to_status_id\": pd.Int64Dtype(),\n",
+ " \"reply_to_user_id\": pd.Int64Dtype(),\n",
+ " \"reply_to_screen_name\": str,\n",
+ " # \"is_quote\": bool,\n",
+ " \"favorite_count\": pd.Int16Dtype(),\n",
+ " \"retweet_count\": pd.Int16Dtype(),\n",
+ " \"hashtags\": str, # TODO: Convert to list\n",
+ " # \"urls_url\": str,\n",
+ " # \"urls_t.co\": str,\n",
+ " # \"urls_expanded_url\": str,\n",
+ " # \"media_url\": str,\n",
+ " # \"media_t.co\": str,\n",
+ " # \"media_expanded_url\": str,\n",
+ " # \"media_type\": str,\n",
+ " # \"ext_media_url\": str,\n",
+ " # \"ext_media_t.co\": str,\n",
+ " # \"ext_media_expanded_url\": str,\n",
+ " \"mentions_user_id\": str, # TODO: Convert to list\n",
+ " \"retweet_status_id\": pd.Int64Dtype(),\n",
+ " \"retweet_text\": str,\n",
+ " \"retweet_created_at\": str, # TODO: Convert to datetime\n",
+ " # \"retweet_source\": str,\n",
+ " \"retweet_favorite_count\": pd.Int32Dtype(),\n",
+ " \"retweet_retweet_count\": pd.Int16Dtype(),\n",
+ " # \"place_url\": str,\n",
+ " \"place_name\": str,\n",
+ " \"place_full_name\": str,\n",
+ " \"place_type\": str,\n",
+ " \"country\": str,\n",
+ " \"country_code\": str,\n",
+ " # \"geo_coords\": list[str], # TODO: Convert to list\n",
+ " # \"coords_coords\": list[str], # TODO: Convert to list\n",
+ " # \"bbox_coords\": list[str], # TODO: Convert to list\n",
+ " # \"status_url\": str,\n",
+ " \"name.1\": str,\n",
+ " \"location\": str,\n",
+ " \"description\": str,\n",
+ " \"description\": str,\n",
+ " # \"protected\": bool,\n",
+ " \"followers_count\": pd.Int32Dtype(),\n",
+ " \"friends_count\": pd.Int16Dtype(),\n",
+ " \"listed_count\": pd.Int16Dtype(),\n",
+ " \"statuses_count\": pd.Int32Dtype(),\n",
+ " \"favourites_count\": pd.Int32Dtype(),\n",
+ " \"account_created_at\": str, # TODO: Convert to datetime\n",
+ " # \"verified\": bool,\n",
+ " # \"profile_url\": str,\n",
+ " # \"profile_expanded_url\": str,\n",
+ " # \"profile_banner_url\": str,\n",
+ " # \"profile_background_url\": str,\n",
+ " # \"profile_image_url\": str,\n",
+ " # \"dups\": bool,\n",
+ " # \"edited\": str, # TODO: Convert to datetime\n",
+ " \"parliament\": str,\n",
+ " \"party\": str,\n",
+ " \"id\": str,\n",
+ " \"lastname\": str,\n",
+ " \"firstname\": str,\n",
+ " \"birthyear\": pd.Int16Dtype(),\n",
+ " \"list\": str,\n",
+ " \"position\": pd.Int8Dtype(),\n",
+ " \"won\": bool,\n",
+ " \"district\": str,\n",
+ " \"won.1\": bool,\n",
+ " \"number\": pd.Int16Dtype(),\n",
+ " \"result\": pd.Float64Dtype(),\n",
+ " \"profession\": str,\n",
+ " \"gender\": str,\n",
+ " \"education\": str,\n",
+ " # \"min\": bool,\n",
+ " # \"partyoffice\": bool,\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tweets_core_typed = tweets_core.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tweets_core_typed = tweets_core_typed.astype(convert_dict)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
+ " print(tweets_core_typed.dtypes)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Check for columns with only empty values\n",
+ "\n",
+ "unique_values = {columnName: columnData.astype(str).unique() for columnName, columnData in tweets_core_typed.items()}\n",
+ "\n",
+ "print(unique_values)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tweets_core_typed.to_pickle(Path(\"tweets/tweets_core_typed.pkl\"))"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "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": "3.11.0"
+ },
+ "vscode": {
+ "interpreter": {
+ "hash": "7abe641ef5c60e7b2b79f06dad82c6b1ae6b3c4f8500bc012ee8285dc22561c6"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/studienarbeit/replication/tweets/tweets_to_sql.ipynb b/studienarbeit/replication/tweets/tweets_to_sql.ipynb
new file mode 100644
index 0000000..27af7cd
--- /dev/null
+++ b/studienarbeit/replication/tweets/tweets_to_sql.ipynb
@@ -0,0 +1,57 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import polars as pl"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pl.read_parquet(\"tweets/tweets.parquet\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "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": "3.10.8 (main, Nov 13 2022, 15:32:50) [GCC 12.2.1 20220819 (Red Hat 12.2.1-2)]"
+ },
+ "vscode": {
+ "interpreter": {
+ "hash": "7abe641ef5c60e7b2b79f06dad82c6b1ae6b3c4f8500bc012ee8285dc22561c6"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tests/__init__.py b/tests/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/tests/test_hello_world.py b/tests/test_hello_world.py
deleted file mode 100644
index 3869e1d..0000000
--- a/tests/test_hello_world.py
+++ /dev/null
@@ -1,5 +0,0 @@
-from src.hello_word import hello_word
-
-
-def test_hello_world():
- assert hello_word() == "Hello World!"