diff --git a/.cookiecutter.json b/.cookiecutter.json
new file mode 100644
index 0000000..93b3701
--- /dev/null
+++ b/.cookiecutter.json
@@ -0,0 +1,14 @@
+{
+  "_output_dir": "/Users/ryanbrandt/git/SemanticDeduplicator",
+  "_template": "gh:cjolowicz/cookiecutter-hypermodern-python",
+  "author": "Greg Kamradt",
+  "copyright_year": "2023",
+  "development_status": "Development Status :: 2 - Pre-Alpha",
+  "email": "mail@claudiojolowicz.com",
+  "friendly_name": "Semantic Deduplicator",
+  "github_user": "gkamradt",
+  "license": "MIT",
+  "package_name": "semantic_deduplicator",
+  "project_name": "semantic-deduplicator",
+  "version": "0.0.0"
+}
diff --git a/.darglint b/.darglint
new file mode 100644
index 0000000..72ccc6c
--- /dev/null
+++ b/.darglint
@@ -0,0 +1,2 @@
+[darglint]
+strictness = long
diff --git a/.editorconfig b/.editorconfig
new file mode 100644
index 0000000..a8faee7
--- /dev/null
+++ b/.editorconfig
@@ -0,0 +1,15 @@
+root = true
+
+[*]
+charset = utf-8
+end_of_line = lf
+insert_final_newline = true
+trim_trailing_whitespace = true
+
+[*.{py,toml}]
+indent_style = space
+indent_size = 4
+
+[*.yml,yaml,json]
+indent_style = space
+indent_size = 2
diff --git a/.flake8 b/.flake8
new file mode 100644
index 0000000..a1b01c0
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,9 @@
+[flake8]
+select = B,B9,C,D,DAR,E,F,N,RST,W
+ignore = E203,E501,RST201,RST203,RST301,W503
+max-line-length = 120
+
+max-complexity = 10
+docstring-convention = google
+rst-roles = class,const,func,meth,mod,ref
+rst-directives = deprecated
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..6313b56
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+* text=auto eol=lf
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 0000000..803fa9b
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,21 @@
+version: 2
+updates:
+  - package-ecosystem: github-actions
+    directory: "/"
+    schedule:
+      interval: weekly
+  - package-ecosystem: pip
+    directory: "/.github/workflows"
+    schedule:
+      interval: weekly
+  - package-ecosystem: pip
+    directory: "/docs"
+    schedule:
+      interval: weekly
+  - package-ecosystem: pip
+    directory: "/"
+    schedule:
+      interval: weekly
+    versioning-strategy: lockfile-only
+    allow:
+      - dependency-type: "all"
diff --git a/.github/labels.yml b/.github/labels.yml
new file mode 100644
index 0000000..f7f83aa
--- /dev/null
+++ b/.github/labels.yml
@@ -0,0 +1,66 @@
+---
+# Labels names are important as they are used by Release Drafter to decide
+# regarding where to record them in changelog or if to skip them.
+#
+# The repository labels will be automatically configured using this file and
+# the GitHub Action https://github.com/marketplace/actions/github-labeler.
+- name: breaking
+  description: Breaking Changes
+  color: bfd4f2
+- name: bug
+  description: Something isn't working
+  color: d73a4a
+- name: build
+  description: Build System and Dependencies
+  color: bfdadc
+- name: ci
+  description: Continuous Integration
+  color: 4a97d6
+- name: dependencies
+  description: Pull requests that update a dependency file
+  color: 0366d6
+- name: documentation
+  description: Improvements or additions to documentation
+  color: 0075ca
+- name: duplicate
+  description: This issue or pull request already exists
+  color: cfd3d7
+- name: enhancement
+  description: New feature or request
+  color: a2eeef
+- name: github_actions
+  description: Pull requests that update Github_actions code
+  color: "000000"
+- name: good first issue
+  description: Good for newcomers
+  color: 7057ff
+- name: help wanted
+  description: Extra attention is needed
+  color: 008672
+- name: invalid
+  description: This doesn't seem right
+  color: e4e669
+- name: performance
+  description: Performance
+  color: "016175"
+- name: python
+  description: Pull requests that update Python code
+  color: 2b67c6
+- name: question
+  description: Further information is requested
+  color: d876e3
+- name: refactoring
+  description: Refactoring
+  color: ef67c4
+- name: removal
+  description: Removals and Deprecations
+  color: 9ae7ea
+- name: style
+  description: Style
+  color: c120e5
+- name: testing
+  description: Testing
+  color: b1fc6f
+- name: wontfix
+  description: This will not be worked on
+  color: ffffff
diff --git a/.github/release-drafter.yml b/.github/release-drafter.yml
new file mode 100644
index 0000000..7a04410
--- /dev/null
+++ b/.github/release-drafter.yml
@@ -0,0 +1,29 @@
+categories:
+  - title: ":boom: Breaking Changes"
+    label: "breaking"
+  - title: ":rocket: Features"
+    label: "enhancement"
+  - title: ":fire: Removals and Deprecations"
+    label: "removal"
+  - title: ":beetle: Fixes"
+    label: "bug"
+  - title: ":racehorse: Performance"
+    label: "performance"
+  - title: ":rotating_light: Testing"
+    label: "testing"
+  - title: ":construction_worker: Continuous Integration"
+    label: "ci"
+  - title: ":books: Documentation"
+    label: "documentation"
+  - title: ":hammer: Refactoring"
+    label: "refactoring"
+  - title: ":lipstick: Style"
+    label: "style"
+  - title: ":package: Dependencies"
+    labels:
+      - "dependencies"
+      - "build"
+template: |
+  ## Changes
+
+  $CHANGES
diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
new file mode 100644
index 0000000..6e89933
--- /dev/null
+++ b/.github/workflows/constraints.txt
@@ -0,0 +1,5 @@
+pip==23.1.2
+nox==2022.11.21
+nox-poetry==1.0.3
+poetry==1.3.2
+virtualenv==20.15.0
diff --git a/.github/workflows/labeler.yml b/.github/workflows/labeler.yml
new file mode 100644
index 0000000..074c3a3
--- /dev/null
+++ b/.github/workflows/labeler.yml
@@ -0,0 +1,19 @@
+name: Labeler
+
+on:
+  push:
+    branches:
+      - main
+      - master
+
+jobs:
+  labeler:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out the repository
+        uses: actions/checkout@v3
+
+      - name: Run Labeler
+        uses: crazy-max/ghaction-github-labeler@v4.1.0
+        with:
+          skip-delete: true
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 0000000..81c9e33
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,79 @@
+name: Release
+
+on:
+  push:
+    branches:
+      - main
+      - master
+
+jobs:
+  release:
+    name: Release
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out the repository
+        uses: actions/checkout@v3
+        with:
+          fetch-depth: 2
+
+      - name: Set up Python
+        uses: actions/setup-python@v4.7.1
+        with:
+          python-version: "3.10"
+
+      - name: Upgrade pip
+        run: |
+          pip install --constraint=.github/workflows/constraints.txt pip
+          pip --version
+
+      - name: Install Poetry
+        run: |
+          pip install --constraint=.github/workflows/constraints.txt poetry
+          poetry --version
+
+      - name: Check if there is a parent commit
+        id: check-parent-commit
+        run: |
+          echo "::set-output name=sha::$(git rev-parse --verify --quiet HEAD^)"
+
+      - name: Detect and tag new version
+        id: check-version
+        if: steps.check-parent-commit.outputs.sha
+        uses: salsify/action-detect-and-tag-new-version@v2.0.1
+        with:
+          version-command: |
+            bash -o pipefail -c "poetry version | awk '{ print \$2 }'"
+
+      - name: Bump version for developmental release
+        if: "! steps.check-version.outputs.tag"
+        run: |
+          poetry version patch &&
+          version=$(poetry version | awk '{ print $2 }') &&
+          poetry version $version.dev.$(date +%s)
+
+      - name: Build package
+        run: |
+          poetry build --ansi
+
+      - name: Publish package on PyPI
+        if: steps.check-version.outputs.tag
+        uses: pypa/gh-action-pypi-publish@v1.8.6
+        with:
+          user: __token__
+          password: ${{ secrets.PYPI_TOKEN }}
+
+      - name: Publish package on TestPyPI
+        if: "! steps.check-version.outputs.tag"
+        uses: pypa/gh-action-pypi-publish@v1.8.6
+        with:
+          user: __token__
+          password: ${{ secrets.TEST_PYPI_TOKEN }}
+          repository_url: https://test.pypi.org/legacy/
+
+      - name: Publish the release notes
+        uses: release-drafter/release-drafter@v5.23.0
+        with:
+          publish: ${{ steps.check-version.outputs.tag != '' }}
+          tag: ${{ steps.check-version.outputs.tag }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
new file mode 100644
index 0000000..c2ae8c7
--- /dev/null
+++ b/.github/workflows/tests.yml
@@ -0,0 +1,154 @@
+name: Tests
+
+on:
+  - push
+  - pull_request
+
+jobs:
+  tests:
+    name: ${{ matrix.session }} ${{ matrix.python }} / ${{ matrix.os }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - { python: "3.10", os: "ubuntu-latest", session: "pre-commit" }
+          - { python: "3.10", os: "ubuntu-latest", session: "safety" }
+          - { python: "3.10", os: "ubuntu-latest", session: "mypy" }
+          - { python: "3.9", os: "ubuntu-latest", session: "mypy" }
+          - { python: "3.8", os: "ubuntu-latest", session: "mypy" }
+          - { python: "3.7", os: "ubuntu-latest", session: "mypy" }
+          - { python: "3.10", os: "ubuntu-latest", session: "tests" }
+          - { python: "3.9", os: "ubuntu-latest", session: "tests" }
+          - { python: "3.8", os: "ubuntu-latest", session: "tests" }
+          - { python: "3.7", os: "ubuntu-latest", session: "tests" }
+          - { python: "3.10", os: "windows-latest", session: "tests" }
+          - { python: "3.10", os: "macos-latest", session: "tests" }
+          - { python: "3.10", os: "ubuntu-latest", session: "typeguard" }
+          - { python: "3.10", os: "ubuntu-latest", session: "xdoctest" }
+          - { python: "3.10", os: "ubuntu-latest", session: "docs-build" }
+
+    env:
+      NOXSESSION: ${{ matrix.session }}
+      FORCE_COLOR: "1"
+      PRE_COMMIT_COLOR: "always"
+
+    steps:
+      - name: Check out the repository
+        uses: actions/checkout@v3
+
+      - name: Set up Python ${{ matrix.python }}
+        uses: actions/setup-python@v4.7.1
+        with:
+          python-version: ${{ matrix.python }}
+
+      - name: Upgrade pip
+        run: |
+          pip install --constraint=.github/workflows/constraints.txt pip
+          pip --version
+
+      - name: Upgrade pip in virtual environments
+        shell: python
+        run: |
+          import os
+          import pip
+
+          with open(os.environ["GITHUB_ENV"], mode="a") as io:
+              print(f"VIRTUALENV_PIP={pip.__version__}", file=io)
+
+      - name: Install Poetry
+        run: |
+          pipx install --pip-args=--constraint=.github/workflows/constraints.txt poetry
+          poetry --version
+
+      - name: Install Nox
+        run: |
+          pipx install --pip-args=--constraint=.github/workflows/constraints.txt nox
+          pipx inject --pip-args=--constraint=.github/workflows/constraints.txt nox nox-poetry
+          nox --version
+
+      - name: Compute pre-commit cache key
+        if: matrix.session == 'pre-commit'
+        id: pre-commit-cache
+        shell: python
+        run: |
+          import hashlib
+          import sys
+
+          python = "py{}.{}".format(*sys.version_info[:2])
+          payload = sys.version.encode() + sys.executable.encode()
+          digest = hashlib.sha256(payload).hexdigest()
+          result = "${{ runner.os }}-{}-{}-pre-commit".format(python, digest[:8])
+
+          print("::set-output name=result::{}".format(result))
+
+      - name: Restore pre-commit cache
+        uses: actions/cache@v3
+        if: matrix.session == 'pre-commit'
+        with:
+          path: ~/.cache/pre-commit
+          key: ${{ steps.pre-commit-cache.outputs.result }}-${{ hashFiles('.pre-commit-config.yaml') }}
+          restore-keys: |
+            ${{ steps.pre-commit-cache.outputs.result }}-
+
+      - name: Run Nox
+        run: |
+          nox --python=${{ matrix.python }}
+
+      - name: Upload coverage data
+        if: always() && matrix.session == 'tests'
+        uses: "actions/upload-artifact@v3"
+        with:
+          name: coverage-data
+          path: ".coverage.*"
+
+      - name: Upload documentation
+        if: matrix.session == 'docs-build'
+        uses: actions/upload-artifact@v3
+        with:
+          name: docs
+          path: docs/_build
+
+  coverage:
+    runs-on: ubuntu-latest
+    needs: tests
+    steps:
+      - name: Check out the repository
+        uses: actions/checkout@v3
+
+      - name: Set up Python
+        uses: actions/setup-python@v4.7.1
+        with:
+          python-version: "3.10"
+
+      - name: Upgrade pip
+        run: |
+          pip install --constraint=.github/workflows/constraints.txt pip
+          pip --version
+
+      - name: Install Poetry
+        run: |
+          pipx install --pip-args=--constraint=.github/workflows/constraints.txt poetry
+          poetry --version
+
+      - name: Install Nox
+        run: |
+          pipx install --pip-args=--constraint=.github/workflows/constraints.txt nox
+          pipx inject --pip-args=--constraint=.github/workflows/constraints.txt nox nox-poetry
+          nox --version
+
+      - name: Download coverage data
+        uses: actions/download-artifact@v3
+        with:
+          name: coverage-data
+
+      - name: Combine coverage data and display human readable report
+        run: |
+          nox --session=coverage
+
+      - name: Create coverage report
+        run: |
+          nox --session=coverage -- xml
+
+      - name: Upload coverage report
+        uses: codecov/codecov-action@v3.1.4
diff --git a/.gitignore b/.gitignore
index e8dbf91..f47418b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,14 @@
+.mypy_cache/
+/.coverage
+/.coverage.*
+/.nox/
+/.python-version
+/.pytype/
+/dist/
+/docs/_build/
+/src/*.egg-info/
+__pycache__/
+
 # Byte-compiled / optimized / DLL files
 __pycache__/
 *.py[cod]
@@ -137,7 +148,7 @@ venv.bak/
 
 # mkdocs documentation
 /site
-
+.idea/*
 # mypy
 .mypy_cache/
 .dmypy.json
@@ -161,4 +172,4 @@ cython_debug/
 
 # Other
 clips/
-.DS_Store
\ No newline at end of file
+.DS_Store
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..4a8a60e
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,73 @@
+repos:
+  - repo: local
+    hooks:
+      - id: bandit
+        name: bandit
+        entry: bandit
+        language: system
+        types: [python]
+        require_serial: true
+        args: ["-c", "bandit.yml"]
+      - id: black
+        name: black
+        entry: black
+        language: system
+        types: [python]
+        require_serial: true
+      - id: check-added-large-files
+        name: Check for added large files
+        entry: check-added-large-files
+        language: system
+      - id: check-toml
+        name: Check Toml
+        entry: check-toml
+        language: system
+        types: [toml]
+      - id: check-yaml
+        name: Check Yaml
+        entry: check-yaml
+        language: system
+        types: [yaml]
+      - id: darglint
+        name: darglint
+        entry: darglint
+        language: system
+        types: [python]
+        stages: [manual]
+      - id: end-of-file-fixer
+        name: Fix End of Files
+        entry: end-of-file-fixer
+        language: system
+        types: [text]
+        stages: [commit, push, manual]
+      - id: flake8
+        name: flake8
+        entry: flake8
+        language: system
+        types: [python]
+        require_serial: true
+        args: [--darglint-ignore-regex, .*]
+      - id: isort
+        name: isort
+        entry: isort
+        require_serial: true
+        language: system
+        types_or: [cython, pyi, python]
+        args: ["--filter-files"]
+      - id: pyupgrade
+        name: pyupgrade
+        description: Automatically upgrade syntax for newer versions.
+        entry: pyupgrade
+        language: system
+        types: [python]
+        args: [--py37-plus]
+      - id: trailing-whitespace
+        name: Trim Trailing Whitespace
+        entry: trailing-whitespace-fixer
+        language: system
+        types: [text]
+        stages: [commit, push, manual]
+  - repo: https://github.com/pre-commit/mirrors-prettier
+    rev: v2.6.0
+    hooks:
+      - id: prettier
diff --git a/.readthedocs.yml b/.readthedocs.yml
new file mode 100644
index 0000000..66f2a21
--- /dev/null
+++ b/.readthedocs.yml
@@ -0,0 +1,12 @@
+version: 2
+build:
+  os: ubuntu-20.04
+  tools:
+    python: "3.10"
+sphinx:
+  configuration: docs/conf.py
+formats: all
+python:
+  install:
+    - requirements: docs/requirements.txt
+    - path: .
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
new file mode 100644
index 0000000..e980296
--- /dev/null
+++ b/CODE_OF_CONDUCT.md
@@ -0,0 +1,132 @@
+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+We as members, contributors, and leaders pledge to make participation in our
+community a harassment-free experience for everyone, regardless of age, body
+size, visible or invisible disability, ethnicity, sex characteristics, gender
+identity and expression, level of experience, education, socio-economic status,
+nationality, personal appearance, race, caste, color, religion, or sexual
+identity and orientation.
+
+We pledge to act and interact in ways that contribute to an open, welcoming,
+diverse, inclusive, and healthy community.
+
+## Our Standards
+
+Examples of behavior that contributes to a positive environment for our
+community include:
+
+- Demonstrating empathy and kindness toward other people
+- Being respectful of differing opinions, viewpoints, and experiences
+- Giving and gracefully accepting constructive feedback
+- Accepting responsibility and apologizing to those affected by our mistakes,
+  and learning from the experience
+- Focusing on what is best not just for us as individuals, but for the overall
+  community
+
+Examples of unacceptable behavior include:
+
+- The use of sexualized language or imagery, and sexual attention or advances of
+  any kind
+- Trolling, insulting or derogatory comments, and personal or political attacks
+- Public or private harassment
+- Publishing others' private information, such as a physical or email address,
+  without their explicit permission
+- Other conduct which could reasonably be considered inappropriate in a
+  professional setting
+
+## Enforcement Responsibilities
+
+Community leaders are responsible for clarifying and enforcing our standards of
+acceptable behavior and will take appropriate and fair corrective action in
+response to any behavior that they deem inappropriate, threatening, offensive,
+or harmful.
+
+Community leaders have the right and responsibility to remove, edit, or reject
+comments, commits, code, wiki edits, issues, and other contributions that are
+not aligned to this Code of Conduct, and will communicate reasons for moderation
+decisions when appropriate.
+
+## Scope
+
+This Code of Conduct applies within all community spaces, and also applies when
+an individual is officially representing the community in public spaces.
+Examples of representing our community include using an official e-mail address,
+posting via an official social media account, or acting as an appointed
+representative at an online or offline event.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported to the community leaders responsible for enforcement at
+[mail@claudiojolowicz.com](mailto:mail@claudiojolowicz.com).
+All complaints will be reviewed and investigated promptly and fairly.
+
+All community leaders are obligated to respect the privacy and security of the
+reporter of any incident.
+
+## Enforcement Guidelines
+
+Community leaders will follow these Community Impact Guidelines in determining
+the consequences for any action they deem in violation of this Code of Conduct:
+
+### 1. Correction
+
+**Community Impact**: Use of inappropriate language or other behavior deemed
+unprofessional or unwelcome in the community.
+
+**Consequence**: A private, written warning from community leaders, providing
+clarity around the nature of the violation and an explanation of why the
+behavior was inappropriate. A public apology may be requested.
+
+### 2. Warning
+
+**Community Impact**: A violation through a single incident or series of
+actions.
+
+**Consequence**: A warning with consequences for continued behavior. No
+interaction with the people involved, including unsolicited interaction with
+those enforcing the Code of Conduct, for a specified period of time. This
+includes avoiding interactions in community spaces as well as external channels
+like social media. Violating these terms may lead to a temporary or permanent
+ban.
+
+### 3. Temporary Ban
+
+**Community Impact**: A serious violation of community standards, including
+sustained inappropriate behavior.
+
+**Consequence**: A temporary ban from any sort of interaction or public
+communication with the community for a specified period of time. No public or
+private interaction with the people involved, including unsolicited interaction
+with those enforcing the Code of Conduct, is allowed during this period.
+Violating these terms may lead to a permanent ban.
+
+### 4. Permanent Ban
+
+**Community Impact**: Demonstrating a pattern of violation of community
+standards, including sustained inappropriate behavior, harassment of an
+individual, or aggression toward or disparagement of classes of individuals.
+
+**Consequence**: A permanent ban from any sort of public interaction within the
+community.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
+version 2.1, available at
+[https://www.contributor-covenant.org/version/2/1/code_of_conduct.html][v2.1].
+
+Community Impact Guidelines were inspired by
+[Mozilla's code of conduct enforcement ladder][mozilla coc].
+
+For answers to common questions about this code of conduct, see the FAQ at
+[https://www.contributor-covenant.org/faq][faq]. Translations are available at
+[https://www.contributor-covenant.org/translations][translations].
+
+[homepage]: https://www.contributor-covenant.org
+[v2.1]: https://www.contributor-covenant.org/version/2/1/code_of_conduct.html
+[mozilla coc]: https://github.com/mozilla/diversity
+[faq]: https://www.contributor-covenant.org/faq
+[translations]: https://www.contributor-covenant.org/translations
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..c7c4cf4
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,115 @@
+# Contributor Guide
+
+Thank you for your interest in improving this project.
+This project is open-source under the [MIT license] and
+welcomes contributions in the form of bug reports, feature requests, and pull requests.
+
+Here is a list of important resources for contributors:
+
+- [Source Code]
+- [Documentation]
+- [Issue Tracker]
+- [Code of Conduct]
+
+[mit license]: https://opensource.org/licenses/MIT
+[source code]: https://github.com/gkamradt/semantic-deduplicator
+[documentation]: https://semantic-deduplicator.readthedocs.io/
+[issue tracker]: https://github.com/gkamradt/semantic-deduplicator/issues
+
+## How to report a bug
+
+Report bugs on the [Issue Tracker].
+
+When filing an issue, make sure to answer these questions:
+
+- Which operating system and Python version are you using?
+- Which version of this project are you using?
+- What did you do?
+- What did you expect to see?
+- What did you see instead?
+
+The best way to get your bug fixed is to provide a test case,
+and/or steps to reproduce the issue.
+
+## How to request a feature
+
+Request features on the [Issue Tracker].
+
+## How to set up your development environment
+
+You need Python 3.7+ and the following tools:
+
+- [Poetry]
+- [Nox]
+- [nox-poetry]
+
+Install the package with development requirements:
+
+```console
+$ poetry install
+```
+
+You can now run an interactive Python session,
+or the command-line interface:
+
+```console
+$ poetry run python
+$ poetry run semantic-deduplicator
+```
+
+[poetry]: https://python-poetry.org/
+[nox]: https://nox.thea.codes/
+[nox-poetry]: https://nox-poetry.readthedocs.io/
+
+## How to test the project
+
+Run the full test suite:
+
+```console
+$ nox
+```
+
+List the available Nox sessions:
+
+```console
+$ nox --list-sessions
+```
+
+You can also run a specific Nox session.
+For example, invoke the unit test suite like this:
+
+```console
+$ nox --session=tests
+```
+
+Unit tests are located in the _tests_ directory,
+and are written using the [pytest] testing framework.
+
+[pytest]: https://pytest.readthedocs.io/
+
+## How to submit changes
+
+Open a [pull request] to submit changes to this project.
+
+Your pull request needs to meet the following guidelines for acceptance:
+
+- The Nox test suite must pass without errors and warnings.
+- Include unit tests. This project maintains 100% code coverage.
+- If your changes add functionality, update the documentation accordingly.
+
+Feel free to submit early, though—we can always iterate on this.
+
+To run linting and code formatting checks before committing your change, you can install pre-commit as a Git hook by running the following command:
+
+```console
+$ nox --session=pre-commit -- install
+```
+
+It is recommended to open an issue before starting work on anything.
+This will allow a chance to talk it over with the owners and validate your approach.
+
+[pull request]: https://github.com/gkamradt/semantic-deduplicator/pulls
+
+<!-- github-only -->
+
+[code of conduct]: CODE_OF_CONDUCT.md
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..00f5070
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright © 2023 Greg Kamradt
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/README.md b/README.md
index 1eb0548..e49015e 100644
--- a/README.md
+++ b/README.md
@@ -1,17 +1,138 @@
-# Semantic Deduplication
+# Semantic Deduplicator
 
-One of the most annoying parts of gathering items for a list is **deduplicating them**. Let's fix this
+[![PyPI](https://img.shields.io/pypi/v/semantic-deduplicator.svg)][pypi status]
+[![Status](https://img.shields.io/pypi/status/semantic-deduplicator.svg)][pypi status]
+[![Python Version](https://img.shields.io/pypi/pyversions/semantic-deduplicator)][pypi status]
+[![License](https://img.shields.io/pypi/l/semantic-deduplicator)][license]
+
+[![Read the documentation at https://semantic-deduplicator.readthedocs.io/](https://img.shields.io/readthedocs/semantic-deduplicator/latest.svg?label=Read%20the%20Docs)][read the docs]
+[![Tests](https://github.com/gkamradt/semantic-deduplicator/workflows/Tests/badge.svg)][tests]
+[![Codecov](https://codecov.io/gh/gkamradt/semantic-deduplicator/branch/main/graph/badge.svg)][codecov]
+
+[![pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white)][pre-commit]
+[![Black](https://img.shields.io/badge/code%20style-black-000000.svg)][black]
+
+[pypi status]: https://pypi.org/project/semantic-deduplicator/
+[read the docs]: https://semantic-deduplicator.readthedocs.io/
+[tests]: https://github.com/gkamradt/semantic-deduplicator/actions?workflow=Tests
+[codecov]: https://app.codecov.io/gh/gkamradt/semantic-deduplicator
+[pre-commit]: https://github.com/pre-commit/pre-commit
+[black]: https://github.com/psf/black
+
+## Overview
+
+One of the most annoying parts of gathering strings for a list is deduplicating them. Let's fix this
 
-```
     sd = SemanticDeduplicator(similarity_background="You are helping me deduplicate feature requests for a product")
 
     sd.add_item("Please speed up your app, it is very slow")
     sd.add_item("I want dark mode")
     sd.add_item("I wish there was a darker version of your app")
-    
+
     # >> Improve application speed, Implement Dark Mode
+
+## Installation
+
+You can install _Semantic Deduplicator_ via [pip] from [PyPI]:
+
+```console
+$ pip install semantic-deduplicator
 ```
 
-Under the hood this library uses OpenAI's API for reviewing the semantic meaning of each list item and deciding if they should be consolidated or not
+## Usage
+
+Please see the [Command-line Reference] for details.
+
+## Contributing
+
+Contributions are very welcome! We value your time and effort to improve our project.
+
+1. **Fork the Repository**: Start by forking the repository and cloning your fork locally.
+
+    ```bash
+    git clone https://github.com/YOUR_USERNAME/PROJECT_NAME.git
+    ```
+
+2. **Set Up Environment**: Ensure you have all the necessary development dependencies installed. If the project uses Poetry, run:
+
+    ```bash
+    poetry install
+    ```
+
+3. **Install pre-commit Hooks**: Install pre-commit hooks to ensure code quality.
+
+    ```bash
+    pip install pre-commit  # or use 'poetry add --dev pre-commit' if using Poetry
+    pre-commit install
+    ```
+
+    This will install hooks defined in `.pre-commit-config.yaml`.
+
+4. **Create a Branch**: Always make a new branch for your work.
+
+    ```bash
+    git checkout -b feature/your-feature-name
+    ```
+
+5. **Write Code**: Write your code and try to adhere to the style guidelines and best practices of the project. Don't forget to add or update tests and documentation.
+
+6. **Run Tests**: Ensure all tests pass.
+
+    ```bash
+    # Run this command if the project uses pytest, for example
+    pytest
+    ```
+
+7. **Commit Your Changes**: Commit your changes with a meaningful commit message.
+
+    ```bash
+    git commit -m "Add a feature"
+    ```
+
+8. **Push**: Push your changes to your fork.
+
+    ```bash
+    git push origin feature/your-feature-name
+    ```
+
+9. **Create a Pull Request**: Go to the original project repository and create a new pull request. Provide a meaningful description and request a review.
+
+### Additional Guidelines
+
+- Please make sure your code is well-formatted and adheres to the project's coding standards (typically PEP-8 for Python projects).
+
+- If you're adding a new feature, please also consider writing and running tests to ensure everything is working as expected.
+
+- Make sure you update the documentation to reflect your changes.
+
+- Please be respectful of other contributors and maintainers, keeping discussions polite and sticking to the facts.
+
+### Questions?
+
+If you have any questions or need help with your contributions, feel free to reach out by opening an issue or reaching out to the maintainers.
+
+To learn more about making a contribution, please see the [Contributor Guide](LINK_TO_CONTRIBUTOR_GUIDE).
+
+
+
+## License
+
+Distributed under the terms of the [MIT license][license],
+_Semantic Deduplicator_ is free and open source software.
+
+## Issues
+
+If you encounter any problems,
+please [file an issue] along with a detailed description.
+
+## Credits
+
+[pypi]: https://pypi.org/
+[file an issue]: https://github.com/gkamradt/semantic-deduplicator/issues
+[pip]: https://pip.pypa.io/
+
+<!-- github-only -->
 
-[![Semantic Deduplicator Demo](https://ih0.redbubble.net/image.25011287.7046/flat,500x500,075,f.u1.jpg)](https://www.youtube.com/watch?v=QXprR7QpWDQ)
\ No newline at end of file
+[license]: https://github.com/gkamradt/semantic-deduplicator/blob/main/LICENSE
+[contributor guide]: https://github.com/gkamradt/semantic-deduplicator/blob/main/CONTRIBUTING.md
+[command-line reference]: https://semantic-deduplicator.readthedocs.io/en/latest/usage.html
diff --git a/bandit.yml b/bandit.yml
new file mode 100644
index 0000000..9b2cfb0
--- /dev/null
+++ b/bandit.yml
@@ -0,0 +1,2 @@
+assert_used:
+  skips: ["*/test_*.py"]
diff --git a/codecov.yml b/codecov.yml
new file mode 100644
index 0000000..9ac2650
--- /dev/null
+++ b/codecov.yml
@@ -0,0 +1,9 @@
+comment: false
+coverage:
+  status:
+    project:
+      default:
+        target: "100"
+    patch:
+      default:
+        target: "100"
diff --git a/docs/codeofconduct.md b/docs/codeofconduct.md
new file mode 100644
index 0000000..58fd373
--- /dev/null
+++ b/docs/codeofconduct.md
@@ -0,0 +1,3 @@
+```{include} ../CODE_OF_CONDUCT.md
+
+```
diff --git a/docs/conf.py b/docs/conf.py
new file mode 100644
index 0000000..7d5ba58
--- /dev/null
+++ b/docs/conf.py
@@ -0,0 +1,12 @@
+"""Sphinx configuration."""
+project = "Semantic Deduplicator"
+author = "Greg Kamradt"
+copyright = "2023, Greg Kamradt"
+extensions = [
+    "sphinx.ext.autodoc",
+    "sphinx.ext.napoleon",
+    "sphinx_click",
+    "myst_parser",
+]
+autodoc_typehints = "description"
+html_theme = "furo"
diff --git a/docs/contributing.md b/docs/contributing.md
new file mode 100644
index 0000000..b941964
--- /dev/null
+++ b/docs/contributing.md
@@ -0,0 +1,7 @@
+```{include} ../CONTRIBUTING.md
+---
+end-before: <!-- github-only -->
+---
+```
+
+[code of conduct]: codeofconduct
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..14a6dc5
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,23 @@
+```{include} ../README.md
+---
+end-before: <!-- github-only -->
+---
+```
+
+[license]: license
+[contributor guide]: contributing
+[command-line reference]: usage
+
+```{toctree}
+---
+hidden:
+maxdepth: 1
+---
+
+usage
+reference
+contributing
+Code of Conduct <codeofconduct>
+License <license>
+Changelog <https://github.com/gkamradt/semantic-deduplicator/releases>
+```
diff --git a/docs/license.md b/docs/license.md
new file mode 100644
index 0000000..218790f
--- /dev/null
+++ b/docs/license.md
@@ -0,0 +1,7 @@
+# License
+
+```{literalinclude} ../LICENSE
+---
+language: none
+---
+```
diff --git a/docs/reference.md b/docs/reference.md
new file mode 100644
index 0000000..4ab292c
--- /dev/null
+++ b/docs/reference.md
@@ -0,0 +1,8 @@
+# Reference
+
+## semantic_deduplicator
+
+```{eval-rst}
+.. automodule:: semantic_deduplicator
+   :members:
+```
diff --git a/docs/requirements.txt b/docs/requirements.txt
new file mode 100644
index 0000000..0661086
--- /dev/null
+++ b/docs/requirements.txt
@@ -0,0 +1,4 @@
+furo==2022.12.7
+sphinx==5.3.0
+sphinx-click==4.4.0
+myst_parser==0.18.1
diff --git a/docs/usage.md b/docs/usage.md
new file mode 100644
index 0000000..90737f3
--- /dev/null
+++ b/docs/usage.md
@@ -0,0 +1,7 @@
+# Usage
+
+```{eval-rst}
+.. click:: semantic_deduplicator.__main__:main
+    :prog: semantic-deduplicator
+    :nested: full
+```
diff --git a/noxfile.py b/noxfile.py
new file mode 100644
index 0000000..b5ec24d
--- /dev/null
+++ b/noxfile.py
@@ -0,0 +1,236 @@
+"""Nox sessions."""
+import os
+import shlex
+import shutil
+import sys
+from pathlib import Path
+from textwrap import dedent
+
+import nox
+
+
+try:
+    from nox_poetry import Session
+    from nox_poetry import session
+except ImportError:
+    message = f"""\
+    Nox failed to import the 'nox-poetry' package.
+
+    Please install it using the following command:
+
+    {sys.executable} -m pip install nox-poetry"""
+    raise SystemExit(dedent(message)) from None
+
+
+package = "semantic_deduplicator"
+python_versions = ["3.10", "3.9", "3.8"]
+nox.needs_version = ">= 2021.6.6"
+nox.options.sessions = (
+    "pre-commit",
+    "safety",
+    "mypy",
+    "tests",
+    "typeguard",
+    "xdoctest",
+    "docs-build",
+)
+
+
+def activate_virtualenv_in_precommit_hooks(session: Session) -> None:
+    """Activate virtualenv in hooks installed by pre-commit.
+
+    This function patches git hooks installed by pre-commit to activate the
+    session's virtual environment. This allows pre-commit to locate hooks in
+    that environment when invoked from git.
+
+    Args:
+        session: The Session object.
+    """
+    assert session.bin is not None  # nosec
+
+    # Only patch hooks containing a reference to this session's bindir. Support
+    # quoting rules for Python and bash, but strip the outermost quotes so we
+    # can detect paths within the bindir, like <bindir>/python.
+    bindirs = [
+        bindir[1:-1] if bindir[0] in "'\"" else bindir
+        for bindir in (repr(session.bin), shlex.quote(session.bin))
+    ]
+
+    virtualenv = session.env.get("VIRTUAL_ENV")
+    if virtualenv is None:
+        return
+
+    headers = {
+        # pre-commit < 2.16.0
+        "python": f"""\
+            import os
+            os.environ["VIRTUAL_ENV"] = {virtualenv!r}
+            os.environ["PATH"] = os.pathsep.join((
+                {session.bin!r},
+                os.environ.get("PATH", ""),
+            ))
+            """,
+        # pre-commit >= 2.16.0
+        "bash": f"""\
+            VIRTUAL_ENV={shlex.quote(virtualenv)}
+            PATH={shlex.quote(session.bin)}"{os.pathsep}$PATH"
+            """,
+        # pre-commit >= 2.17.0 on Windows forces sh shebang
+        "/bin/sh": f"""\
+            VIRTUAL_ENV={shlex.quote(virtualenv)}
+            PATH={shlex.quote(session.bin)}"{os.pathsep}$PATH"
+            """,
+    }
+
+    hookdir = Path(".git") / "hooks"
+    if not hookdir.is_dir():
+        return
+
+    for hook in hookdir.iterdir():
+        if hook.name.endswith(".sample") or not hook.is_file():
+            continue
+
+        if not hook.read_bytes().startswith(b"#!"):
+            continue
+
+        text = hook.read_text()
+
+        if not any(
+            Path("A") == Path("a") and bindir.lower() in text.lower() or bindir in text
+            for bindir in bindirs
+        ):
+            continue
+
+        lines = text.splitlines()
+
+        for executable, header in headers.items():
+            if executable in lines[0].lower():
+                lines.insert(1, dedent(header))
+                hook.write_text("\n".join(lines))
+                break
+
+
+@session(name="pre-commit", python=python_versions[0])
+def precommit(session: Session) -> None:
+    """Lint using pre-commit."""
+    args = session.posargs or [
+        "run",
+        "--all-files",
+        "--hook-stage=manual",
+        "--show-diff-on-failure",
+    ]
+    session.install(
+        "bandit",
+        "black",
+        "darglint",
+        "flake8",
+        "flake8-bugbear",
+        "flake8-docstrings",
+        "flake8-rst-docstrings",
+        "isort",
+        "pep8-naming",
+        "pre-commit",
+        "pre-commit-hooks",
+        "pyupgrade",
+    )
+    session.run("pre-commit", *args)
+    if args and args[0] == "install":
+        activate_virtualenv_in_precommit_hooks(session)
+
+
+@session(python=python_versions[0])
+def safety(session: Session) -> None:
+    """Scan dependencies for insecure packages."""
+    requirements = session.poetry.export_requirements()
+    session.install("safety")
+    session.run("safety", "check", "--full-report", f"--file={requirements}")
+
+
+@session(python=python_versions)
+def mypy(session: Session) -> None:
+    """Type-check using mypy."""
+    args = session.posargs or ["src", "tests", "docs/conf.py"]
+    session.install(".")
+    session.install("mypy", "pytest")
+    session.run("mypy", *args)
+    if not session.posargs:
+        session.run("mypy", f"--python-executable={sys.executable}", "noxfile.py")
+
+
+@session(python=python_versions)
+def tests(session: Session) -> None:
+    """Run the test suite."""
+    session.install(".")
+    session.install("coverage[toml]", "pytest", "pygments")
+    try:
+        session.run("coverage", "run", "--parallel", "-m", "pytest", *session.posargs)
+    finally:
+        if session.interactive:
+            session.notify("coverage", posargs=[])
+
+
+@session(python=python_versions[0])
+def coverage(session: Session) -> None:
+    """Produce the coverage report."""
+    args = session.posargs or ["report"]
+
+    session.install("coverage[toml]")
+
+    if not session.posargs and any(Path().glob(".coverage.*")):
+        session.run("coverage", "combine")
+
+    session.run("coverage", *args)
+
+
+@session(python=python_versions[0])
+def typeguard(session: Session) -> None:
+    """Runtime type checking using Typeguard."""
+    session.install(".")
+    session.install("pytest", "typeguard", "pygments")
+    session.run("pytest", f"--typeguard-packages={package}", *session.posargs)
+
+
+@session(python=python_versions)
+def xdoctest(session: Session) -> None:
+    """Run examples with xdoctest."""
+    if session.posargs:
+        args = [package, *session.posargs]
+    else:
+        args = [f"--modname={package}", "--command=all"]
+        if "FORCE_COLOR" in os.environ:
+            args.append("--colored=1")
+
+    session.install(".")
+    session.install("xdoctest[colors]")
+    session.run("python", "-m", "xdoctest", *args)
+
+
+@session(name="docs-build", python=python_versions[0])
+def docs_build(session: Session) -> None:
+    """Build the documentation."""
+    args = session.posargs or ["docs", "docs/_build"]
+    if not session.posargs and "FORCE_COLOR" in os.environ:
+        args.insert(0, "--color")
+
+    session.install(".")
+    session.install("sphinx", "sphinx-click", "furo", "myst-parser")
+
+    build_dir = Path("docs", "_build")
+    if build_dir.exists():
+        shutil.rmtree(build_dir)
+
+    session.run("sphinx-build", *args)
+
+
+@session(python=python_versions[0])
+def docs(session: Session) -> None:
+    """Build and serve the documentation with live reloading on file changes."""
+    args = session.posargs or ["--open-browser", "docs", "docs/_build"]
+    session.install(".")
+    session.install("sphinx", "sphinx-autobuild", "sphinx-click", "furo", "myst-parser")
+
+    build_dir = Path("docs", "_build")
+    if build_dir.exists():
+        shutil.rmtree(build_dir)
+
+    session.run("sphinx-autobuild", *args)
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..e4ebf3d
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2210 @@
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+
+[[package]]
+name = "aiohttp"
+version = "3.8.5"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "aiohttp-3.8.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a94159871304770da4dd371f4291b20cac04e8c94f11bdea1c3478e557fbe0d8"},
+    {file = "aiohttp-3.8.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:13bf85afc99ce6f9ee3567b04501f18f9f8dbbb2ea11ed1a2e079670403a7c84"},
+    {file = "aiohttp-3.8.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2ce2ac5708501afc4847221a521f7e4b245abf5178cf5ddae9d5b3856ddb2f3a"},
+    {file = "aiohttp-3.8.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:96943e5dcc37a6529d18766597c491798b7eb7a61d48878611298afc1fca946c"},
+    {file = "aiohttp-3.8.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2ad5c3c4590bb3cc28b4382f031f3783f25ec223557124c68754a2231d989e2b"},
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+    {file = "yarl-1.9.2.tar.gz", hash = "sha256:04ab9d4b9f587c06d801c2abfe9317b77cdf996c65a90d5e84ecc45010823571"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[[package]]
+name = "zipp"
+version = "3.16.2"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
+    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.8"
+content-hash = "1030847d6ef51af30c172b40fff8e916e76d3ded505a296d4c8e9e8c63422e7d"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..673791d
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,83 @@
+[tool.poetry]
+name = "semantic-deduplicator"
+version = "0.0.0"
+description = "Semantic Deduplicator"
+authors = ["Greg Kamradt <mail@claudiojolowicz.com>"]
+license = "MIT"
+readme = "README.md"
+homepage = "https://github.com/gkamradt/semantic-deduplicator"
+repository = "https://github.com/gkamradt/semantic-deduplicator"
+documentation = "https://semantic-deduplicator.readthedocs.io"
+classifiers = [
+    "Development Status :: 2 - Pre-Alpha",
+]
+
+[tool.poetry.urls]
+Changelog = "https://github.com/gkamradt/semantic-deduplicator/releases"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+click = ">=8.0.1"
+openai = "^0.27.9"
+numpy = "^1.20"
+python-dotenv = "^1.0.0"
+nox-poetry = "^1.0.3"
+
+
+
+[tool.poetry.dev-dependencies]
+Pygments = ">=2.10.0"
+bandit = ">=1.7.4"
+black = ">=21.10b0"
+coverage = {extras = ["toml"], version = ">=6.2"}
+darglint = ">=1.8.1"
+flake8 = ">=4.0.1"
+flake8-bugbear = ">=21.9.2"
+flake8-docstrings = ">=1.6.0"
+flake8-rst-docstrings = ">=0.2.5"
+furo = ">=2021.11.12"
+isort = ">=5.10.1"
+mypy = ">=0.930"
+pep8-naming = ">=0.12.1"
+pre-commit = ">=2.16.0"
+pre-commit-hooks = ">=4.1.0"
+pytest = ">=6.2.5"
+pyupgrade = ">=2.29.1"
+safety = ">=1.10.3"
+sphinx = ">=4.3.2"
+sphinx-autobuild = ">=2021.3.14"
+sphinx-click = ">=3.0.2"
+typeguard = ">=2.13.3"
+xdoctest = {extras = ["colors"], version = ">=0.15.10"}
+myst-parser = {version = ">=0.16.1"}
+
+[tool.poetry.scripts]
+semantic-deduplicator = "semantic_deduplicator.__main__:main"
+
+[tool.coverage.paths]
+source = ["src", "*/site-packages"]
+tests = ["tests", "*/tests"]
+
+[tool.coverage.run]
+branch = true
+source = ["semantic_deduplicator", "tests"]
+
+[tool.coverage.report]
+show_missing = true
+fail_under = 100
+
+[tool.isort]
+profile = "black"
+force_single_line = true
+lines_after_imports = 2
+
+[tool.mypy]
+strict = true
+warn_unreachable = true
+pretty = true
+show_column_numbers = true
+show_error_context = true
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index d18e5c5..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,25 +0,0 @@
-aiohttp==3.8.5
-aiosignal==1.3.1
-async-timeout==4.0.2
-attrs==23.1.0
-certifi==2023.5.7
-charset-normalizer==3.2.0
-frozenlist==1.4.0
-idna==3.4
-joblib==1.3.1
-multidict==6.0.4
-numpy==1.25.1
-openai==0.27.8
-python-dateutil==2.8.2
-python-dotenv==1.0.0
-pytz==2023.3
-requests==2.31.0
-scikit-learn==1.3.0
-scipy==1.11.1
-six==1.16.0
-sklearn==0.0.post7
-threadpoolctl==3.2.0
-tqdm==4.65.0
-tzdata==2023.3
-urllib3==2.0.4
-yarl==1.9.2
diff --git a/src/__init__.py b/src/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/semantic_deduplicator/__init__.py b/src/semantic_deduplicator/__init__.py
new file mode 100644
index 0000000..97d5701
--- /dev/null
+++ b/src/semantic_deduplicator/__init__.py
@@ -0,0 +1 @@
+"""Semantic Deduplicator."""
diff --git a/src/semantic_deduplicator/__main__.py b/src/semantic_deduplicator/__main__.py
new file mode 100644
index 0000000..d01ac48
--- /dev/null
+++ b/src/semantic_deduplicator/__main__.py
@@ -0,0 +1,12 @@
+"""Command-line interface."""
+import click
+
+
+@click.command()
+@click.version_option()
+def main() -> None:
+    """Semantic Deduplicator."""
+
+
+if __name__ == "__main__":
+    main(prog_name="semantic-deduplicator")  # pragma: no cover
diff --git a/main.py b/src/semantic_deduplicator/deduplicator.py
similarity index 53%
rename from main.py
rename to src/semantic_deduplicator/deduplicator.py
index bb3c334..0a52d0d 100644
--- a/main.py
+++ b/src/semantic_deduplicator/deduplicator.py
@@ -1,108 +1,127 @@
+import os
+import warnings
+from typing import List
+
 import numpy as np
 import openai
-from typing import List
-import os
 from dotenv import load_dotenv
-import warnings
+
 
 load_dotenv()
 
+
 class SemanticDeduplicator:
-    def __init__(self, similarity_background="", final_similarity_threshold=0.8, cosine_similarity_threshold=.75, openai_api_key = ''):
+    def __init__(
+        self,
+        similarity_background="",
+        final_similarity_threshold=0.8,
+        cosine_similarity_threshold=0.75,
+        openai_api_key="",
+    ):
         self.deduplicated_items_list = []
         self.cosine_similarity_threshold = cosine_similarity_threshold
         self.final_similarity_threshold = final_similarity_threshold
-        self.similarity_background=similarity_background
-        self.similarity_model = 'gpt-4'
-        self.action_prefix=" **Action** "
+        self.similarity_background = similarity_background
+        self.similarity_model = "gpt-4"
+        self.action_prefix = " **Action** "
 
         # If the API key is provided during initialization, use it. Else, get it from the environment variable.
-        openai.api_key = openai_api_key or os.getenv('OPENAI_API_KEY')
+        openai.api_key = openai_api_key or os.getenv("OPENAI_API_KEY")
         if not openai.api_key:
-            raise ValueError("OpenAI API key must be provided or set in the environment variable 'OPENAI_API_KEY'")
-        
-        if similarity_background=="":
-            warnings.warn("The 'similarity_background' variable is empty. It's recommended to provide context on your data for better results.")
+            raise ValueError(
+                "OpenAI API key must be provided or set in the environment variable 'OPENAI_API_KEY'"
+            )
 
+        if similarity_background == "":
+            warnings.warn(
+                "The 'similarity_background' variable is empty. It's recommended to provide context on your data for "
+                "better results."
+            )
 
     def add_item(self, item):
         """Adds an item to the deduplicated_items_list, or combines it with an existing item if it is similar enough.
         Not currently supported: Extracting multiple items in a single add"""
 
-        original_item_name = item
-
         # Check to see if your items list has any data
         if len(self.deduplicated_items_list) == 0:
-            self.add_item_to_empty_list(item, original_item_name)
+            self.add_item_to_new_list(item)
         else:
-            self.add_item_to_existing_list(item, original_item_name)
+            self.add_item_to_existing_list(item)
 
-        print ("")
+        print("")
 
         return
 
-    def add_item_to_empty_list(self, item, original_item_name):
-        # Transform the raw item name to a more standarized format
-        formatted_item_name = self.transform_item_name(item)
-
-        # Get the embedding of the item
-        item_embedding = self.get_embedding(formatted_item_name)
-
-        print (f"{self.action_prefix}Adding '{formatted_item_name}' to fresh dedup list")
-
-        self.add_item_to_deduplicated_list(formatted_item_name, item_embedding, original_item_name)
-
-    def add_item_to_existing_list(self, item, original_item_name):
+    def add_item_to_existing_list(self, item):
         # If your deduplist has data, then check to see if the item is similar to any of the existing items
-        similar_items = self.semantic_search(item)
+        similar_item = self.semantic_search(item)
 
-        if len(similar_items) == 0:
-            self.add_new_item_to_list(item, original_item_name)
+        if similar_item is not None:
+            # If you have a similar item, then combine your candidate item w/ the existing one
+            self.combine_with_existing_item(item, similar_item)
         else:
-            self.combine_with_existing_item(item, similar_items)
-
-    def add_new_item_to_list(self, item, original_item_name):
-        # Transform the raw item name to a more standarized format
-        formatted_item_name = self.transform_item_name(item)
+            # If not, add your candidate item to the dedup list
+            self.add_new_item_to_deduplicated_list(item)
 
-        # Get the embedding of the item
-        item_embedding = self.get_embedding(formatted_item_name)
+    def add_item_to_new_list(self, item):
+        self.add_new_item_to_deduplicated_list(item)
 
-        self.add_item_to_deduplicated_list(formatted_item_name, item_embedding, original_item_name)
-
-        print (f"{self.action_prefix}No similarities found, added '{formatted_item_name}'")
+        return
 
-    def combine_with_existing_item(self, item, similar_items):
+    def combine_with_existing_item(self, item, similar_item):
         # Just taking the top item to make it easy for now.
         # Will edit this later if it becomes an issue
-        top_item = similar_items[0]
 
         # Get the index of the item in the existing list
-        index_of_item_being_edited = next(i for i, item in enumerate(self.deduplicated_items_list) if item['formatted_name'] == top_item)
-        
-        new_item_name = self.combine_items(item, top_item) # Here
+        index_of_item_being_edited = next(
+            i
+            for i, item in enumerate(self.deduplicated_items_list)
+            if item["formatted_name"] == similar_item
+        )
+
+        new_item_name = self.get_new_name_for_combine_items(item, similar_item)  # Here
         new_item_vector = self.get_embedding(new_item_name)
 
-        self.deduplicated_items_list[index_of_item_being_edited]['formatted_name'] = new_item_name
-        self.deduplicated_items_list[index_of_item_being_edited]['item_embedding'] = new_item_vector
-        self.deduplicated_items_list[index_of_item_being_edited]['original_items_list'].append(item)
+        self.deduplicated_items_list[index_of_item_being_edited][
+            "formatted_name"
+        ] = new_item_name
+        self.deduplicated_items_list[index_of_item_being_edited][
+            "item_embedding"
+        ] = new_item_vector
+        self.deduplicated_items_list[index_of_item_being_edited][
+            "original_items_list"
+        ].append(item)
+        self.deduplicated_items_list[index_of_item_being_edited][
+            "num_original_items"
+        ] += 1
+
+        print(f"{self.action_prefix}Changed Item {similar_item} to {new_item_name}")
+
+    def add_new_item_to_deduplicated_list(self, item):
+        # Transform the raw item name to a more standarized format
+        formatted_item_name = self.transform_item_name(item)
 
-        print(f"{self.action_prefix}Changed Item {top_item} to {new_item_name}")
+        # Get the embedding of the item
+        item_embedding = self.get_embedding(formatted_item_name)
 
-    def add_item_to_deduplicated_list(self, formatted_item_name, item_embedding, original_item_name):
-        self.deduplicated_items_list.append({
-            'formatted_name' : formatted_item_name,
-            'item_embedding' : item_embedding,
-            'original_items_list' : [original_item_name] # This will hold more names in the future
-        })
+        self.deduplicated_items_list.append(
+            {
+                "formatted_name": formatted_item_name,
+                "item_embedding": item_embedding,
+                "original_items_list": [
+                    item
+                ],  # This will hold more names in the future,
+                "num_original_items": 1,
+            }
+        )
         return
-    
+
     def transform_item_name(self, item):
         # We can upgrade this to function calling
-        """A string that comes in might not be in a clear format. This function helps standardize names and extract requests"""
-        system_prompt = f"""
-        Your goal is to reword a user input according to their instructions.
-        Their instructions will describe a desired goal or output and you should transform the phrase or item to the best of your ability
+        """A string that comes in might not be in a clear format. This function helps standardize names and extract
+        requests"""
+        system_prompt = f""" Your goal is to reword a user input according to their instructions. Their instructions
+        will describe a desired goal or output and you should transform the phrase or item to the best of your ability
 
         % Start of user's background
         {self.similarity_background}
@@ -112,39 +131,46 @@ def transform_item_name(self, item):
         No not include any labels, or double-quotes
         """
 
-        human_propmt = f"""
+        human_prompt = f"""
         {item}
         """
 
-        new_item_name = self.call_llm(system_prompt=system_prompt, human_prompt=human_propmt)
+        new_item_name = self.call_llm(
+            system_prompt=system_prompt, human_prompt=human_prompt
+        )
 
         return new_item_name
-    
+
     def add_items(self, items: List[str]):
         for item in items:
             self.add_item(item)
-        
-        print (f"Done adding {len(items)} items")
-        return
-    
-    def call_llm(self, system_prompt="You are a helpful assistant.", human_prompt="Hello!", function_schema=[], model="gpt-4-0613"):
+
+        print(f"Done adding {len(items)} items")
+
+    @staticmethod
+    def call_llm(
+        system_prompt="You are a helpful assistant.",
+        human_prompt="Hello!",
+        function_schema=[],
+        model="gpt-4-0613",
+    ):
         params = {
             "model": model,
             "messages": [
                 {"role": "system", "content": system_prompt},
-                {"role": "user", "content": human_prompt}
-            ]
+                {"role": "user", "content": human_prompt},
+            ],
         }
         if function_schema:
             params["functions"] = function_schema
 
         completion = openai.ChatCompletion.create(**params)
-        return completion.choices[0].message['content']
-
+        return completion.choices[0].message["content"]
 
-    def combine_items(self, item, found_item):
+    def get_new_name_for_combine_items(self, item, found_item):
         system_prompt = f"""
-        Your goal is to combine two different similar items together. They have been deemed similar and should be comebined.
+        Your goal is to combine two different similar items together. They have been deemed similar and should be
+        combined.
         Example: "I went to the park" & "I went to outside" > "I went outside"
         Example: "I want dark mode" & "I want two modes, light and dark" > "I want dark mode"
 
@@ -161,34 +187,38 @@ def combine_items(self, item, found_item):
         No not include any labels, or double-quotes
         """
 
-        human_propmt = f"""
+        human_prompt = f"""
         New Item: {item}
         Existing Item: {found_item}
         """
 
-        new_item_name = self.call_llm(system_prompt=system_prompt, human_prompt=human_propmt)
+        new_item_name = self.call_llm(
+            system_prompt=system_prompt, human_prompt=human_prompt
+        )
 
         new_item_name_formatted = self.transform_item_name(new_item_name)
 
         return new_item_name_formatted
 
     def delete_item(self, item):
-        similarities = self.semantic_search(item)
+        similar_item = self.semantic_search(item)
 
-        if len(similarities) == 0:
-            print ("No item found to delete")
+        if similar_item is None:
+            print("No item found to delete")
 
         else:
-            top_item = similarities[0]
-
-            index_of_item_being_deleted = next(i for i, item in enumerate(self.deduplicated_items_list) if item['formatted_name'] == top_item)
+            index_of_item_being_deleted = next(
+                i
+                for i, item in enumerate(self.deduplicated_items_list)
+                if item["formatted_name"] == similar_item
+            )
 
             self.deduplicated_items_list.pop(index_of_item_being_deleted)
-            
-            print(f"Droped item: {top_item}")
+
+            print(f"Droped item: {similar_item}")
 
         return
-    
+
     def cosine_similarity(self, item, existing_item):
         # Calculate the dot product of the two vectors
 
@@ -196,19 +226,19 @@ def cosine_similarity(self, item, existing_item):
         vector_2 = self.get_embedding(existing_item)
 
         dot_product = np.dot(vector_1, vector_2)
-        
+
         # Calculate the norms of each vector
         norm_1 = np.linalg.norm(vector_1)
         norm_2 = np.linalg.norm(vector_2)
-        
+
         # Calculate the cosine similarity
         cosine_similarity = dot_product / (norm_1 * norm_2)
-        
+
         return cosine_similarity
 
     def get_cosine_similarity(self, item, existing_item):
         cosine_similarity_score = self.cosine_similarity(item, existing_item)
-        
+
         return cosine_similarity_score
 
     def get_llm_similarity(self, item_1, item_2):
@@ -219,13 +249,13 @@ def get_llm_similarity(self, item_1, item_2):
 
         Here is background information from the user about the items.
         Make sure to listen to the user and take their context into account.
-        
+
         % Start of background
         {self.similarity_background}
         % End of background
-        
+
         Respond with only the number 0-100
-        
+
         100=Exact same phrase
         0=Opposite phrase
 
@@ -235,26 +265,25 @@ def get_llm_similarity(self, item_1, item_2):
         "I want ice cream" > "the horses name is bob" = 0
         """
 
-        human_propmt = f"""
+        human_prompt = f"""
         Item #1: {item_1}
         Item #2: {item_2}
         """
 
-        llm_similarity = self.call_llm(system_prompt=system_prompt,
-                                      human_prompt=human_propmt,
-                                      model=self.similarity_model)
-        
+        llm_similarity = self.call_llm(
+            system_prompt=system_prompt,
+            human_prompt=human_prompt,
+            model=self.similarity_model,
+        )
+
         llm_similarity = int(llm_similarity)
 
         return llm_similarity
 
     def get_embedding(self, item):
-        embedding = openai.Embedding.create(
-            model="text-embedding-ada-002",
-            input=item
-        )
-        return embedding['data'][0]['embedding']
-     
+        embedding = openai.Embedding.create(model="text-embedding-ada-002", input=item)
+        return embedding["data"][0]["embedding"]
+
     def semantic_search(self, item: str) -> List[str]:
         """The goal is to return items which are semantically similar to the one that is provided
         We'll first do a rough pass of cosine similarity to get candidates.
@@ -264,43 +293,61 @@ def semantic_search(self, item: str) -> List[str]:
         # iterate through all existing items and check similarity
 
         # First, get the cosine similarities for all the items in the list
-        cosine_similarities = [self.get_cosine_similarity(item, existing_item['formatted_name']) for existing_item in self.deduplicated_items_list]
+        cosine_similarities = [
+            self.get_cosine_similarity(item, existing_item["formatted_name"])
+            for existing_item in self.deduplicated_items_list
+        ]
 
         # Then find the ones that are above your first pass threshold
-        above_threshold_indexes = [i for i, sim in enumerate(cosine_similarities) if sim >= self.cosine_similarity_threshold]
-        
+        above_threshold_indexes = [
+            i
+            for i, sim in enumerate(cosine_similarities)
+            if sim >= self.cosine_similarity_threshold
+        ]
+
         # Then run through each item that was deemed similar via the cosine similarity and ask the LLM what it thinks
         for index in above_threshold_indexes:
-            similar_item = self.deduplicated_items_list[index]['formatted_name']
+            similar_item = self.deduplicated_items_list[index]["formatted_name"]
             llm_sim = int(self.get_llm_similarity(item, similar_item)) / 100
-            print(f"Sim - LLM:{llm_sim}/Cos:{cosine_similarities[index]:.2f}, |{item}| & |{similar_item}|")
+            print(
+                f"Sim - LLM:{llm_sim}/Cos:{cosine_similarities[index]:.2f}, |{item}| & |{similar_item}|"
+            )
             if llm_sim >= self.final_similarity_threshold:
-                similarities.append((similar_item))
-        
-        return sorted(similarities, key=lambda x: x[1], reverse=True)
+                similarities.append(similar_item)
+
+        if similarities:
+            # Only returning top similarity for now to reduce complexity
+            return sorted(similarities, key=lambda x: x[1], reverse=True)[0]
+        else:
+            return None
 
-if __name__ == '__main__':
 
+if __name__ == "__main__":
     sd = SemanticDeduplicator(
         similarity_background="""
             You are helping me deduplicate feature requests for a product.
             Please make sure to stay concise.
             Remove the first-person pronouns and focusing on the specific functionalities or improvements.
-            Stripping away the "I" or "my" references to make the requests more general and applicable to a broader audience.
-            Create clear and direct feature requests that can be easily understood and implemented by developers or relevant parties.
-            Do not use puncutation
+            Stripping away the "I" or "my" references to make the requests more general and applicable to a broader
+            audience.
+            Create clear and direct feature requests that can be easily understood and implemented by developers or
+            relevant parties.
+            Do not use punctuation
         """
     )
 
     sd.add_item("Please speed up your app, it is very slow")
     sd.add_item("I want dark mode")
     sd.add_item("I wish there was a darker version of your app")
-    sd.add_item("I wish there was a button to change my settings")
-    sd.add_item("How do I change my profile picture?")
-    sd.add_item("Your app is awesome! But I wish I could invite my friends easily")
-    sd.add_items(["I don't see a spot to put my credit card", "I can't figure out how to invite my friends"])
-    # sd.delete_item("users have been requesting dark mode")
+    # sd.add_item("I wish there was a button to change my settings")
+    # sd.add_item("How do I change my profile picture?")
+    # sd.add_item("Your app is awesome! But I wish I could invite my friends easily")
+    # sd.add_items(["I don't see a spot to put my credit card", "I can't figure out how to invite my friends"])
+    sd.delete_item("users have been requesting dark mode")
 
-    print ("\nItems List")
+    print("\nItems List")
     for i, item in enumerate(sd.deduplicated_items_list):
-        print (f"""Item #{i+1} \nFormatted Name: {item['formatted_name']} \nOld Names: {item['original_items_list']}\n\n""")
\ No newline at end of file
+        print(
+            f"""Item #{i + 1} \nFormatted Name: {item['formatted_name']} \nOld Names: {item['original_items_list']}
+            \nOriginal Item Count: {item['num_original_items']}\n"""
+        )
diff --git a/src/semantic_deduplicator/py.typed b/src/semantic_deduplicator/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..3c458fc
--- /dev/null
+++ b/tests/__init__.py
@@ -0,0 +1 @@
+"""Test suite for the semantic_deduplicator package."""
diff --git a/tests/test_main.py b/tests/test_main.py
new file mode 100644
index 0000000..d2da4b9
--- /dev/null
+++ b/tests/test_main.py
@@ -0,0 +1,17 @@
+"""Test cases for the __main__ module."""
+import pytest
+from click.testing import CliRunner
+
+from semantic_deduplicator import __main__
+
+
+@pytest.fixture
+def runner() -> CliRunner:
+    """Fixture for invoking command-line interfaces."""
+    return CliRunner()
+
+
+def test_main_succeeds(runner: CliRunner) -> None:
+    """It exits with a status code of zero."""
+    result = runner.invoke(__main__.main)
+    assert result.exit_code == 0