diff --git a/.github/build_deploy.yml b/.github/build_deploy.yml
new file mode 100644
index 0000000..5986dc5
--- /dev/null
+++ b/.github/build_deploy.yml
@@ -0,0 +1,41 @@
+name: Build and Release
+
+on:
+  push:
+    tags:
+      - "v*"
+
+
+# Builds on tag
+jobs:
+  build-and-upload:
+    # https://docs.pypi.org/trusted-publishers/using-a-publisher/
+    name: Build-Test-Release on Tag
+    runs-on: ubuntu-latest
+    environment: release
+    permissions:
+      id-token: write
+      contents: read
+    steps:
+      - name: Check out code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0 # needed for tags for dunamai
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.10"
+      - name: Install dependencies
+        run: uv sync
+      - name: Build package
+        run: |
+          uv build
+      - name: Run tests
+        run: |
+          uv run pytest --ignore=tests/extras
+      - name: Upload package to PyPI
+        if: startsWith(github.ref, 'refs/tags/v')
+        uses: pypa/gh-action-pypi-publish@release/v1
\ No newline at end of file
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 91abb11..2ae31f9 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -5,7 +5,7 @@
 
 version: 2
 updates:
-  - package-ecosystem: "pip" # See documentation for possible values
+  - package-ecosystem: "uv" # See documentation for possible values
     directory: "/" # Location of package manifests
     schedule:
       interval: "weekly"
diff --git a/.github/test.yml b/.github/test.yml
new file mode 100644
index 0000000..a4caba8
--- /dev/null
+++ b/.github/test.yml
@@ -0,0 +1,64 @@
+name: Test and Coverage
+
+on:
+  workflow_dispatch:
+  push:
+    branches:
+      - main
+  pull_request:
+    branches:
+      - main
+
+concurrency:
+  # cancels superceded runs
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  LATEST_PY_VERSION: &latest '3.13'
+
+jobs:
+  test:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: true
+      matrix:
+        include:
+        # test oldest & latest versions against ubuntu
+        # and one version against windows and macos
+        - { os: ubuntu-latest, python-version: "3.10" }
+        - { os: ubuntu-latest, python-version: *latest }
+        #- { os: ubuntu-latest, python-version: "3.14t" }
+        #- { os: ubuntu-latest, python-version: "pypy3.11" }
+        - { os: windows-latest, python-version: *latest }
+        - { os: macos-latest, python-version: *latest }
+    environment: test
+    permissions:
+      contents: write
+    steps:
+      - name: Check out code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+          allow-prereleases: true
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies 
+        run: uv sync
+      - name: Run tests with coverage and Build
+        env:
+          COVERAGE_PROCESS_START: ${{ github.workspace }}/.coveragerc
+        run: |
+          uv run pytest --verbose --cov --cov-report=term-missing --ignore=tests/extras
+          uv build
+      - name: Python Coverage Comment if main
+        if: ${{ github.ref == 'refs/heads/main' && matrix.python-version == env.LATEST_PY_VERSION && matrix.os == 'ubuntu-latest' }}
+        uses: py-cov-action/python-coverage-comment-action@v3.23
+        with:
+          GITHUB_TOKEN: ${{ github.token }}
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9de6d1c..4006303 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,37 +1,27 @@
 default_language_version:
   python: python3
+exclude: "^$"
+
 repos:
-  - repo: https://github.com/ambv/black
-    rev: 23.3.0
-    hooks:
-      - id: black
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.6.1
+    rev: 0.8.1
     hooks:
       - id: nbstripout
-  - repo: https://github.com/pre-commit/mirrors-prettier
-    rev: v3.0.0-alpha.6
-    hooks:
-      - id: prettier
-        exclude: "packages/app/public/.*|packages/jupyter_app_base/dist/.*|packages/app/build/.*|pyrightconfig.json"
-        pass_filenames: true
-  - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.261
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v6.0.0
     hooks:
-      - id: ruff
-  - repo: "local"
+      - id: check-added-large-files
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    # Ruff version.
+    rev: v0.12.11
     hooks:
-      - entry: tsc --noEmit
-        id: "tsc"
-        name: "tsc"
-        language: node
-        pass_filenames: false
-        types_or: [ts, tsx]
-        args: []
-        require_serial: false
-        additional_dependencies: ["typescript@~4.1.3"]
-        minimum_pre_commit_version: "0"
-        exclude: "packages/app/public/.*|packages/app/build/.*"
+      # Run the linter.
+      - id: ruff-check
+        types_or: [ python, pyi, jupyter ]
+        args: [ --fix ]
+      # Run the formatter.
+      - id: ruff-format
+        types_or: [ python, pyi, jupyter ]
   - repo: local
     hooks:
       - entry: pyright
@@ -41,3 +31,32 @@ repos:
         language: node
         pass_filenames: true
         additional_dependencies: ["pyright"]
+  # - repo: https://github.com/cidrblock/pylint-ruff-sync
+  #   rev: v25.07.18.000003
+  #   hooks:
+  #     - id: pylint-ruff-sync
+  - repo: local
+    hooks:
+      - id: pylint
+        name: pylint
+        entry: pylint
+        language: system
+        types: [python]
+        require_serial: true
+        always_run: false
+        pass_filenames: true
+        args:
+          [
+            "-rn",
+            "-sn",
+          ]
+  - repo: local
+    hooks:
+      - id: pytest
+        name: pytest
+        entry: pytest --cov -n 6 --cov-report=term-missing 
+        language: system
+        types: [python]
+        pass_filenames: false
+        always_run: false
+        files: '.*\.(py|ipynb)$'
\ No newline at end of file
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..7c7a975
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.10
\ No newline at end of file
diff --git a/fabduckdb/__init__.py b/fabduckdb/__init__.py
index 9aef8c3..ea87f5d 100644
--- a/fabduckdb/__init__.py
+++ b/fabduckdb/__init__.py
@@ -1,5 +1,8 @@
-from fabduckdb.fab_execute import registerfab
-from fabduckdb.decorator import wrap_execute
-from fabduckdb.fab_functions import register_function
+# from fabduckdb.fab_execute import registerfab
+# from fabduckdb.decorator import wrap_execute
+# from .fab_functions import register_function
+
+from .fab_execute import registerfab
+from .table_functions.fab_functions import register_function
 
 registerfab()
diff --git a/fabduckdb/_version.py b/fabduckdb/_version.py
index e0032b9..cbcf162 100644
--- a/fabduckdb/_version.py
+++ b/fabduckdb/_version.py
@@ -1,8 +1,6 @@
-# This file is entirely overwritten at build time
-# Module dunamai is used to create the dev and release __version__'s
-# from the most recent git tag
-# See git action yaml for details
+import importlib.metadata
 
-__version__ = "0.0.0"
-__commit__ = "1234567890"
-__commit_short__ = "1234"
+try:
+    __version__ = importlib.metadata.version(__package__ or __name__)
+except importlib.metadata.PackageNotFoundError:  # pragma: no cover
+    __version__ = "0.0.0"
diff --git a/fabduckdb/decorator.py b/fabduckdb/decorator.py
index 54cc68b..cb98818 100644
--- a/fabduckdb/decorator.py
+++ b/fabduckdb/decorator.py
@@ -29,5 +29,5 @@ def _wrap(funcname, newfunc, append: bool = False):
     setattr(DuckDBPyConnection, funcname, replacement_func)
 
 
-def wrap_execute(func, append: bool = False):
+def wrap_execute(func: callable, append: bool = False):
     _wrap(funcname="execute", newfunc=func, append=append)
diff --git a/fabduckdb/fab_execute.py b/fabduckdb/fab_execute.py
index bed8250..d6f70c0 100644
--- a/fabduckdb/fab_execute.py
+++ b/fabduckdb/fab_execute.py
@@ -4,9 +4,10 @@
 
 from duckdb import DuckDBPyConnection
 import duckdb
-from fabduckdb.fab_functions import ContextObject, _consume_functions
-from fabduckdb.fab_statements import _consume_statements
-from fabduckdb.splitter import split_into_statements
+from .table_functions.fab_functions import ContextObject, _consume_functions
+
+# from fabduckdb.fab_statements import _consume_statements
+from .splitter import split_into_statements
 
 PATCHED = False
 DONTPATCH = False
@@ -24,7 +25,7 @@ def registerfab():
         return
     else:
         if not hasattr(DuckDBPyConnection, "execute_decorated"):
-            logger.info("Patching")
+            logger.debug("Patching")
 
             DuckDBPyConnection._execute_orig_ = DuckDBPyConnection.execute  # type: ignore
             DuckDBPyConnection.execute_decorated = DuckDBPyConnection.execute  # type: ignore
@@ -44,15 +45,9 @@ def registerfab():
 def _consume(
     query: str, con, params
 ) -> Tuple[Optional[List[str]], Dict[str, ContextObject]]:
-    statements, context = _consume_statements(query, con, params)
-
-    if statements is not None:
-        return statements, context
-    else:
-        # After doing any statement rewriting, see if there's any functions to replace
-        statements, context = _consume_functions(query, con, params)
+    statements, context = _consume_functions(query, con, params)
 
-        return statements, context
+    return statements, context
 
 
 def process_top_level_statement(con, statement: str, params: object) -> object:
@@ -64,7 +59,7 @@ def process_top_level_statement(con, statement: str, params: object) -> object:
 
     while statementQueue:
         statement = statementQueue.popleft()
-        logger.info(f"Processing: {statement}")
+        logger.debug(f"Processing: {statement}")
 
         (new_statements, new_context) = _consume(statement, con=con, params=params)
 
@@ -74,7 +69,7 @@ def process_top_level_statement(con, statement: str, params: object) -> object:
                 if not v.is_file:
                     if v.data is None:
                         raise ValueError(f"{k} is None, cannot process")
-                    logger.info(f"Registering {k}")
+                    logger.debug(f"Registering {k}")
                     con.register(k, v.data)
                     DuckDBPyConnection._fabitems_to_unregister[con].append(k)  # type: ignore
                     # TODO: Delete any files
@@ -85,11 +80,11 @@ def process_top_level_statement(con, statement: str, params: object) -> object:
                 params = {k: v for k, v in params.items() if str(k) in statement}
                 if len(params) == 0:
                     params = None
-            res = con.execute_decorated(query=statement, parameters=params, multiple_parameter_sets=False)  # type: ignore
+            res = con.execute_decorated(query=statement, parameters=params)  # type: ignore
             # can't unregister them until the next statement: the data must be consumed first
 
         else:
-            logger.info(f"Rewrote: {statement} => {new_statements}")
+            logger.debug(f"Rewrote: {statement} => {new_statements}")
 
             list(map(statementQueue.appendleft, new_statements))
 
@@ -103,7 +98,9 @@ def convert_questionmark_parameters(statement):
     return statement
 
 
-def fab_execute(self, query: str, parameters: object = None, multiple_parameter_sets: bool = False) -> DuckDBPyConnection:  # type: ignore
+def fab_execute(
+    self, query: str, parameters: object = None, multiple_parameter_sets: bool = False
+) -> DuckDBPyConnection:  # type: ignore
     """I am your captain now."""
 
     registerfab()
@@ -111,7 +108,7 @@ def fab_execute(self, query: str, parameters: object = None, multiple_parameter_
     # TODO: Don't split on semicolon
     statements = split_into_statements(query)
 
-    logger.info(f"# Statements: {len(statements)}, {statements}")
+    logger.debug(f"# Statements: {len(statements)}, {statements}")
     res = self
 
     if self not in DuckDBPyConnection._fabitems_to_unregister:  # type: ignore
@@ -122,7 +119,7 @@ def fab_execute(self, query: str, parameters: object = None, multiple_parameter_
 
         if len(DuckDBPyConnection._fabitems_to_unregister[self]) > 0:  # type: ignore
             for i in DuckDBPyConnection._fabitems_to_unregister[self]:  # type: ignore
-                logger.info(f"Unregistering {i}")
+                logger.debug(f"Unregistering {i}")
 
                 self.unregister(i)
             DuckDBPyConnection._fabitems_to_unregister[self] = []  # type: ignore
diff --git a/fabduckdb/fab_statements.py b/fabduckdb/fab_statements.py
deleted file mode 100644
index 1b56593..0000000
--- a/fabduckdb/fab_statements.py
+++ /dev/null
@@ -1,155 +0,0 @@
-import logging
-from typing import Dict, List, Optional, Tuple
-
-import sqlparse
-from jinja2 import Template
-from sqlparse.tokens import Whitespace
-
-from fabduckdb.fab_functions import ContextObject
-
-logger = logging.getLogger(__name__)
-DEFAULT_HOW = "UNION ALL"
-
-
-def threaded_statement(query: str):
-    return None
-
-
-def execute_statement(query: str, tokens: list[sqlparse.tokens.Token], con) -> Tuple[Optional[List[str]], Dict[str, ContextObject]]:  # type: ignore
-    # firsttoken=tokens[0].value.upper()
-
-    if len(tokens) != 2 and len(tokens) != 4:
-        raise ValueError(
-            f"Unexpected Syntax: Expected two or four tokens: execute (statement) [USING 'method']. {len(tokens)} {[t.value for t in tokens]}"
-        )
-
-    arguments = {}
-    for i in range(0, len(tokens) - 1, 2):
-        arguments[tokens[i].value.upper()] = tokens[i + 1].value
-
-    execute_statement = arguments["EXECUTE"]
-    how = arguments.get("USING", DEFAULT_HOW).strip("()'\"")
-    execute_results = con._execute_orig_(execute_statement).arrow()
-
-    queries = execute_results.column(0).to_pylist()
-
-    if how == "None":
-        return (queries, {})
-    else:
-        return ([f" {how} ".join(queries)], {})
-
-
-def find_loop_statements(parsedquery):
-    s1 = parsedquery[0]
-    loops = []
-
-    def process_paren(token):
-        # print(f"Processing paren {token.value}")
-        inner_tokens = token.tokens
-
-        inner_tokens = inner_tokens[1:-1]
-        # print(inner_tokens)
-        # If the first token is 'loop'
-        if inner_tokens[0].value.upper() == "LOOP":
-            loops.append(
-                token.value[1:-1].strip()
-            )  # return the string, but strip off the enclosing parens
-            return
-
-    # Traverse through the parsed tokens
-    for token in s1.tokens:
-        # print(token.value, token.ttype)
-        # If the token is a Parenthesis
-
-        if isinstance(token, sqlparse.sql.Parenthesis):
-            process_paren(token)
-
-        if hasattr(token, "get_sublists"):
-            for sl in token.get_sublists():
-                if isinstance(sl, sqlparse.sql.Parenthesis):
-                    process_paren(sl)
-
-    if len(loops) > 0:
-        logger.info(f"Found loops: {loops}")
-        return loops
-    else:
-        return None
-
-
-def loop_statement(query: str, tokens: list[sqlparse.tokens.Token], con) -> Tuple[Optional[List[str]], Dict[str, ContextObject]]:  # type: ignore
-    """Uses the OVER statement as parameters to the Jinja2 templatized statement"""
-
-    firsttoken = tokens[0].value.upper()
-
-    if firsttoken != "LOOP":
-        raise ValueError(f"Unexpected, must be a LOOP statement: {firsttoken}")
-    else:
-        if len(tokens) % 2 != 0:
-            raise ValueError(
-                f"Unexpected Syntax: there should be an even number of tokens, but got {len(tokens)}: LOOP (statement) OVER (statement) [USING 'method']. Got {[t.value for t in tokens]}"
-            )
-        else:
-            logger.info(f"Let's loopify {query}, with tokens {tokens}, {len(tokens)}")
-
-            arguments = {}
-            for i in range(0, len(tokens) - 1, 2):
-                arguments[tokens[i].value.upper()] = tokens[i + 1].value
-
-            # validate input
-            if "LOOP" not in arguments or "OVER" not in arguments:
-                raise ValueError("Loop statement must have an ON and OVER clause")
-
-            loop = arguments["LOOP"]
-            over = arguments["OVER"]
-            how = arguments.get("USING", DEFAULT_HOW).strip("()'\"")
-
-            # Execute the "over" clause
-            over_results = con._execute_orig_(over).arrow()
-
-            queries = [Template(loop).render(row) for row in over_results.to_pylist()]
-
-            if how == "None":
-                return (queries, {})
-            else:
-                return ([f" {how} ".join(queries)], {})
-
-
-STATEMENT_MAP = {
-    "LOOP": loop_statement,
-    "EXECUTE": execute_statement,
-    "THREADED": threaded_statement,
-}
-
-
-def get_tokenlist(parsedquery):
-    tokens = [
-        t
-        for t in parsedquery[0].tokens
-        if t.ttype != Whitespace and not t.is_whitespace
-    ]
-    return tokens
-
-
-def _consume_statements(
-    query: str, con, params
-) -> Tuple[Optional[List[str]], Dict[str, ContextObject]]:
-    firstword = query.split(maxsplit=1)[0].upper()
-    parsedquery = sqlparse.parse(query)
-
-    loops = find_loop_statements(parsedquery)
-    if loops is not None:
-        for loop in loops:
-            replacement = STATEMENT_MAP["LOOP"](
-                loop, get_tokenlist(sqlparse.parse(loop)), con
-            )
-            query = query.replace(loop, replacement[0][0])
-        return ([query], {})
-
-    if firstword in STATEMENT_MAP:
-        global lasttokens
-        tokens = get_tokenlist(parsedquery)
-        lasttokens = tokens
-
-        return STATEMENT_MAP[firstword](query, tokens, con)
-    else:
-        return (None, {})
diff --git a/fabduckdb/splitter.py b/fabduckdb/splitter.py
index b09e228..d2e7b64 100644
--- a/fabduckdb/splitter.py
+++ b/fabduckdb/splitter.py
@@ -3,4 +3,4 @@
 
 
 def split_into_statements(query: str) -> List[str]:
-    return [statement for statement in sqlparse.split(query)]  # type: ignore
+    return [statement for statement in sqlparse.split(query)]
diff --git a/fabduckdb/fab_functions.py b/fabduckdb/table_functions/fab_functions.py
similarity index 94%
rename from fabduckdb/fab_functions.py
rename to fabduckdb/table_functions/fab_functions.py
index 4ed332a..5e7b433 100644
--- a/fabduckdb/fab_functions.py
+++ b/fabduckdb/table_functions/fab_functions.py
@@ -122,7 +122,7 @@ def extract_and_replace_functions(query) -> Tuple[str, Dict[str, ContextObject]]
     for co in _extract_subquery_strings(query):
         i += 1
         name = f"{_DFPREFIX}_{i}"
-        # logger.info(keyword)
+        # logger.debug(keyword)
 
         co.name = name
 
@@ -141,14 +141,14 @@ def extract_and_replace_functions(query) -> Tuple[str, Dict[str, ContextObject]]
             co.params += f"filename='{name}'"
 
     for old, new in replacements.items():
-        logger.info(f"Replacing {old} with {new}")
+        logger.debug(f"Replacing {old} with {new}")
         query = query.replace(old, new)  # type: ignore
 
     # if only one function without a beginning subquery
     if len(replacements) > 0:
         values = [value for value in replacements.values() if value is not None]
         if re.match(rf"(?s)\s*({'|'.join(values)}).*", query) is not None:
-            logger.info(f"Starts with replacement {values}")
+            logger.debug(f"Starts with replacement {values}")
             query = f"select * from {query}"
 
     return query, subqueries
@@ -157,7 +157,7 @@ def extract_and_replace_functions(query) -> Tuple[str, Dict[str, ContextObject]]
 def execute_allowlisted_function(
     functionname: str, params: str, con: object, statement_params
 ) -> object:
-    logger.info(f"Running {functionname} against {params}")
+    logger.debug(f"Running {functionname} against {params}")
     reg_function = registered_functions[functionname]
     function = reg_function.func
     # Define the parameter string
@@ -169,7 +169,7 @@ def execute_allowlisted_function(
             subbed_param_string = subbed_param_string.replace(f"${k}", str(v))
 
         # Replace statement params with any parameters
-        logger.info(f"Params: {param_string} {subbed_param_string}")
+        logger.debug(f"Params: {param_string} {subbed_param_string}")
         param_string = subbed_param_string
 
     # Parse the parameter string into an AST
@@ -213,10 +213,10 @@ def _consume_functions(
     if subqueries is None or len(subqueries) == 0:
         return (None, None)  # type: ignore
 
-    logger.info(f"{query} rewritten to {newquery}, {subqueries}")
+    logger.debug(f"{query} rewritten to {newquery}, {subqueries}")
 
     for k, co in subqueries.items():
-        logger.info(f"Executing subquery {co.functioncall}")
+        logger.debug(f"Executing subquery {co.functioncall}")
         result = execute_allowlisted_function(
             co.functionname, co.params, con=con, statement_params=params
         )
diff --git a/main.py b/main.py
new file mode 100644
index 0000000..a29c407
--- /dev/null
+++ b/main.py
@@ -0,0 +1,6 @@
+def main():
+    print("Hello from fabduckdb!")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/notebooks/decorator_example.ipynb b/notebooks/decorator_example.ipynb
index 5d82201..366a14b 100644
--- a/notebooks/decorator_example.ipynb
+++ b/notebooks/decorator_example.ipynb
@@ -10,14 +10,15 @@
     "%autoreload 2\n",
     "\n",
     "import time\n",
-    "import duckdb \n",
+    "import duckdb\n",
     "import fabduckdb\n",
     "import logging\n",
     "\n",
     "logging.basicConfig(\n",
-    "    format='%(asctime)s %(name)s %(levelname)-8s %(message)s',\n",
+    "    format=\"%(asctime)s %(name)s %(levelname)-8s %(message)s\",\n",
     "    level=logging.DEBUG,\n",
-    "    datefmt='%Y-%m-%d %H:%M:%S')\n",
+    "    datefmt=\"%Y-%m-%d %H:%M:%S\",\n",
+    ")\n",
     "\n",
     "\n",
     "logger = logging.getLogger()"
@@ -30,24 +31,28 @@
    "outputs": [],
    "source": [
     "# Logging decorator\n",
-    "def execute_decorator_log(func, prefix = \"\"):\n",
+    "def execute_decorator_log(func, prefix=\"\"):\n",
     "    def wrapper(*args, **kwargs):\n",
     "        start = time.time()\n",
     "        result = func(*args, **kwargs)\n",
     "        end = time.time()\n",
-    "        logger.info(f\"{prefix}Query duration: {round(end-start, 3)}s, {args} {kwargs}\")\n",
+    "        logger.info(\n",
+    "            f\"{prefix}Query duration: {round(end - start, 3)}s, {args} {kwargs}\"\n",
+    "        )\n",
     "        return result\n",
+    "\n",
     "    return wrapper\n",
     "\n",
+    "\n",
     "fabduckdb.wrap_execute(execute_decorator_log, append=False)\n",
     "\n",
-    "duckdb.default_connection.execute(\"pragma version\").df()"
+    "duckdb.default_connection().execute(\"pragma version\").df()"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "fabduck1",
+   "display_name": "fabduckdb",
    "language": "python",
    "name": "python3"
   },
@@ -61,7 +66,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.3"
+   "version": "3.10.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/dynamic_examples.ipynb b/notebooks/dynamic_examples.ipynb
index 74a5c2a..bf358bd 100644
--- a/notebooks/dynamic_examples.ipynb
+++ b/notebooks/dynamic_examples.ipynb
@@ -13,13 +13,13 @@
     "\n",
     "\n",
     "logging.basicConfig(\n",
-    "    format='%(asctime)s %(name)s %(levelname)-8s %(message)s',\n",
+    "    format=\"%(asctime)s %(name)s %(levelname)-8s %(message)s\",\n",
     "    level=logging.DEBUG,\n",
-    "    datefmt='%Y-%m-%d %H:%M:%S')\n",
+    "    datefmt=\"%Y-%m-%d %H:%M:%S\",\n",
+    ")\n",
     "\n",
     "logger = logging.getLogger(\"fab_duckdb\")\n",
-    "logger.setLevel(logging.DEBUG)\n",
-    "\n"
+    "logger.setLevel(logging.DEBUG)"
    ]
   },
   {
@@ -28,8 +28,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import duckdb \n",
-    "import fabduckdb"
+    "import duckdb"
    ]
   },
   {
@@ -38,7 +37,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "query = \"select 'select * from range(' || x::varchar || ')' from range(3) t(x)\" \n",
+    "query = \"select 'select * from range(' || x::varchar || ')' from range(3) t(x)\"\n",
     "\n",
     "duckdb.execute(query).df()"
    ]
@@ -49,7 +48,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "query = \"execute (select 'select * from range(' || x::varchar || ')' from range(3) t(x))\" \n",
+    "query = (\n",
+    "    \"execute (select 'select * from range(' || x::varchar || ')' from range(3) t(x))\"\n",
+    ")\n",
     "\n",
     "duckdb.default_connection.execute(query).df()"
    ]
@@ -64,7 +65,6 @@
     "\n",
     "import duckdb\n",
     "\n",
-    "import fabduckdb\n",
     "\n",
     "statement = \"execute (select 'select ' || i || ' as r, x from range(' || i || ') t(x)' from range(4) t(i)) using ('union all by name')\"\n",
     "\n",
diff --git a/notebooks/function_examples.ipynb b/notebooks/function_examples.ipynb
index 9e426b4..7121c49 100644
--- a/notebooks/function_examples.ipynb
+++ b/notebooks/function_examples.ipynb
@@ -10,16 +10,21 @@
     "%autoreload 2\n",
     "\n",
     "import logging\n",
-    "\n",
+    "from fabduckdb import register_function\n",
+    "from fabduckdb.table_functions import fab_functions\n",
+    "import duckdb\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from datetime import datetime\n",
     "\n",
     "logging.basicConfig(\n",
-    "    format='%(asctime)s %(name)s %(levelname)-8s %(message)s',\n",
+    "    format=\"%(asctime)s %(name)s %(levelname)-8s %(message)s\",\n",
     "    level=logging.DEBUG,\n",
-    "    datefmt='%Y-%m-%d %H:%M:%S')\n",
+    "    datefmt=\"%Y-%m-%d %H:%M:%S\",\n",
+    ")\n",
     "\n",
     "logger = logging.getLogger(\"fab_duckdb\")\n",
-    "logger.setLevel(logging.DEBUG)\n",
-    "\n"
+    "logger.setLevel(logging.DEBUG)"
    ]
   },
   {
@@ -28,9 +33,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "from datetime import datetime\n",
     "def df_creator(x: int) -> pd.DataFrame:\n",
     "    start_date = datetime(2023, 1, 1)\n",
     "    end_date = datetime(2023, 12, 31)\n",
@@ -43,21 +45,22 @@
     "    numeric_col2 = np.random.randint(1, 100, num_rows)\n",
     "\n",
     "    # Generate random string values\n",
-    "    string_col1 = np.random.choice(['apple', 'banana', 'cherry'], num_rows)\n",
-    "    string_col2 = np.random.choice(['red', 'green', 'blue'], num_rows)\n",
+    "    string_col1 = np.random.choice([\"apple\", \"banana\", \"cherry\"], num_rows)\n",
+    "    string_col2 = np.random.choice([\"red\", \"green\", \"blue\"], num_rows)\n",
     "\n",
     "    # Create the pandas DataFrame\n",
     "    data = {\n",
-    "        'DateTime': datetime_col,\n",
-    "        'Numeric1': numeric_col1,\n",
-    "        'Numeric2': numeric_col2,\n",
-    "        'String1': string_col1,\n",
-    "        'String2': string_col2\n",
+    "        \"DateTime\": datetime_col,\n",
+    "        \"Numeric1\": numeric_col1,\n",
+    "        \"Numeric2\": numeric_col2,\n",
+    "        \"String1\": string_col1,\n",
+    "        \"String2\": string_col2,\n",
     "    }\n",
     "\n",
     "    df = pd.DataFrame(data)\n",
     "    return df\n",
     "\n",
+    "\n",
     "display(df_creator(2))"
    ]
   },
@@ -67,10 +70,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import fabduckdb\n",
-    "from fabduckdb import fab_functions\n",
+    "\"\"\"Example using a function\"\"\"\n",
     "\n",
-    "fabduckdb.register_function(\"mydfcreator\", df_creator, generates_filepath=False)"
+    "register_function(\"mydfcreator\", df_creator, generates_filepath=False)"
    ]
   },
   {
@@ -79,12 +81,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import fabduckdb\n",
-    "import duckdb\n",
-    "\n",
-    "fabduckdb.register_function(\"dfcreate\", lambda rows, cols, con=None: pd.DataFrame(np.random.rand(rows, cols)), generates_filepath=False)\n",
-    "\n",
-    "duckdb.connect().execute(\"select * from dfcreate(3,4)\").df()\n"
+    "\"\"\"Example using a lambda & DataFrame\"\"\"\n",
+    "register_function(\n",
+    "    \"dfcreate\",\n",
+    "    lambda rows, cols, con=None: pd.DataFrame(np.random.rand(rows, cols)),\n",
+    "    generates_filepath=False,\n",
+    ")\n",
+    "\n",
+    "duckdb.connect().execute(\"select * from dfcreate(cols=4,rows=3)\").df()"
    ]
   },
   {
@@ -93,9 +97,15 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import fabduckdb\n",
+    "\"\"\"Example returning a filepath to a parquet file\"\"\"\n",
     "\n",
-    "fabduckdb.register_function(\"dfcreate\", lambda rows, cols, filename, con: pd.DataFrame(np.random.rand(rows, cols)).to_parquet(filename), generates_filepath=True)\n",
+    "register_function(\n",
+    "    \"dfcreate\",\n",
+    "    lambda rows, cols, filename, con: pd.DataFrame(\n",
+    "        np.random.rand(rows, cols)\n",
+    "    ).to_parquet(filename),\n",
+    "    generates_filepath=True,\n",
+    ")\n",
     "\n",
     "duckdb.connect().execute(\"select * from dfcreate(3,4)\").df()"
    ]
@@ -106,10 +116,40 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import fabduckdb\n",
-    "from fabduckdb import fab_functions\n",
-    "\n",
-    "fabduckdb.register_function(\"df_creator\", lambda rows, cols, con: pd.DataFrame(np.random.rand(rows, cols)), generates_filepath=False)\n",
+    "\"\"\"Example returning a pyarrow table\"\"\"\n",
+    "\n",
+    "register_function(\n",
+    "    \"dfcreate_pa\",\n",
+    "    lambda rows, cols, con=None: __import__(\"pyarrow\").table(\n",
+    "        {\n",
+    "            f\"col{i}\": [\n",
+    "                \"\".join(\n",
+    "                    __import__(\"random\").choices(\n",
+    "                        __import__(\"string\").ascii_letters, k=5\n",
+    "                    )\n",
+    "                )\n",
+    "                for _ in range(rows)\n",
+    "            ]\n",
+    "            for i in range(cols)\n",
+    "        }\n",
+    "    ),\n",
+    "    generates_filepath=False,\n",
+    ")\n",
+    "\n",
+    "duckdb.connect().execute(\"select * from dfcreate_pa(3,4)\").df()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "register_function(\n",
+    "    \"df_creator\",\n",
+    "    lambda rows, cols, con: pd.DataFrame(np.random.rand(rows, cols)),\n",
+    "    generates_filepath=False,\n",
+    ")\n",
     "\n",
     "\n",
     "fab_functions.extract_and_replace_functions(\"select * from mydfcreator(1,2)\")"
@@ -121,20 +161,21 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import fabduckdb\n",
-    "import duckdb\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "\n",
-    "fabduckdb.register_function(\"dfcreate\", lambda rows, cols, filename, con: pd.DataFrame(np.random.rand(rows, cols)).to_parquet(filename), generates_filepath=True)\n",
+    "register_function(\n",
+    "    \"dfcreate\",\n",
+    "    lambda rows, cols, filename, con: pd.DataFrame(\n",
+    "        np.random.rand(rows, cols)\n",
+    "    ).to_parquet(filename),\n",
+    "    generates_filepath=True,\n",
+    ")\n",
     "\n",
-    "duckdb.connect().execute(\"select * from dfcreate(3,4)\").df()\n"
+    "duckdb.connect().execute(\"select * from dfcreate(3,4)\").df()"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "fabduck1",
+   "display_name": "fabduckdb",
    "language": "python",
    "name": "python3"
   },
@@ -148,7 +189,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.3"
+   "version": "3.10.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/loop_examples.ipynb b/notebooks/loop_examples.ipynb
index e73e377..7cae66a 100644
--- a/notebooks/loop_examples.ipynb
+++ b/notebooks/loop_examples.ipynb
@@ -14,13 +14,13 @@
     "\n",
     "\n",
     "logging.basicConfig(\n",
-    "    format='%(asctime)s %(name)s %(levelname)-8s %(message)s',\n",
+    "    format=\"%(asctime)s %(name)s %(levelname)-8s %(message)s\",\n",
     "    level=logging.DEBUG,\n",
-    "    datefmt='%Y-%m-%d %H:%M:%S')\n",
+    "    datefmt=\"%Y-%m-%d %H:%M:%S\",\n",
+    ")\n",
     "\n",
     "logger = logging.getLogger(\"fab_duckdb\")\n",
-    "logger.setLevel(logging.DEBUG)\n",
-    "\n"
+    "logger.setLevel(logging.DEBUG)"
    ]
   },
   {
@@ -30,10 +30,11 @@
    "outputs": [],
    "source": [
     "import duckdb\n",
-    "import fabduckdb\n",
     "\n",
     "createstatement = \"CREATE or REPLACE TABLE abc as SELECT * FROM range(1,10,1) t(x);CREATE or REPLACE TABLE def as SELECT * FROM range(20,30,2) t(x)\"\n",
-    "loopstatement = \"loop (select * from {{x}}) over (select x from (values('abc'), ('def')) t(x))\"\n",
+    "loopstatement = (\n",
+    "    \"loop (select * from {{x}}) over (select x from (values('abc'), ('def')) t(x))\"\n",
+    ")\n",
     "duckdb.execute(createstatement)\n",
     "duckdb.execute(loopstatement).df()"
    ]
@@ -45,10 +46,11 @@
    "outputs": [],
    "source": [
     "import duckdb\n",
-    "import fabduckdb\n",
     "\n",
     "createstatement = \"CREATE or REPLACE TABLE abc as SELECT * FROM range(1,10,1) t(x);CREATE or REPLACE TABLE def as SELECT * FROM range(20,30,2) t(x)\"\n",
-    "loopstatement = \"loop (select * from {{x}}) over (select x from (values('abc'), ('def')) t(x))\"\n",
+    "loopstatement = (\n",
+    "    \"loop (select * from {{x}}) over (select x from (values('abc'), ('def')) t(x))\"\n",
+    ")\n",
     "duckdb.default_connection.execute(createstatement)\n",
     "duckdb.default_connection.execute(loopstatement).df()"
    ]
@@ -62,7 +64,6 @@
     "# Embedded Loop\n",
     "\n",
     "import duckdb\n",
-    "import fabduckdb\n",
     "\n",
     "createstatement = \"CREATE or REPLACE TABLE abc as SELECT * FROM range(1,10,1) t(x);CREATE or REPLACE TABLE def as SELECT * FROM range(20,30,2) t(x)\"\n",
     "loopstatement = \"create table xyz as (loop (select * from {{x}}) over (select x from (values('abc'), ('def')) t(x)))\"\n",
@@ -81,7 +82,6 @@
     "# Demonstrate a more interesting Jinja2 Template\n",
     "\n",
     "import duckdb\n",
-    "import fabduckdb\n",
     "\n",
     "createstatement = \"CREATE or REPLACE TABLE abc as SELECT * FROM range(1,10,1) t(y);CREATE or REPLACE TABLE def as SELECT * FROM range(20,30,2) t(y)\"\n",
     "\n",
@@ -107,7 +107,6 @@
    "source": [
     "# Run different SQL depending on value\n",
     "import duckdb\n",
-    "import fabduckdb\n",
     "\n",
     "createstatement = \"CREATE or REPLACE TABLE abc as SELECT * FROM range(1,10,1) t(y);CREATE or REPLACE TABLE def as SELECT * FROM range(20,30,2) t(y)\"\n",
     "\n",
diff --git a/notebooks/magic_duckdb_examples.ipynb b/notebooks/magic_duckdb_examples.ipynb
index 8bf3645..c67d069 100644
--- a/notebooks/magic_duckdb_examples.ipynb
+++ b/notebooks/magic_duckdb_examples.ipynb
@@ -9,7 +9,7 @@
     "%load_ext magic_duckdb\n",
     "\n",
     "\n",
-    "import fabduckdb\n"
+    "import fabduckdb"
    ]
   },
   {
@@ -35,11 +35,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import fabduckdb\n",
     "import pandas as pd\n",
     "\n",
     "\n",
-    "fabduckdb.register_function(\"mydfcreator\", lambda x, con: pd.DataFrame([{f\"col{x}\": x}]), generates_filepath=False)"
+    "fabduckdb.register_function(\n",
+    "    \"mydfcreator\",\n",
+    "    lambda x, con: pd.DataFrame([{f\"col{x}\": x}]),\n",
+    "    generates_filepath=False,\n",
+    ")"
    ]
   },
   {
diff --git a/pyproject.toml b/pyproject.toml
index dffe841..eeaa821 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,43 @@
+[project]
+name = "fabduckdb"
+authors = [{name = "Paul T", email = "paul@iqmo.com"}]
+dynamic = ["version"]
+description = "Fabulous DuckDB"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+    "duckdb>=1.3.2",
+    "jinja2>=3.1.6",
+    "sqlparse>=0.5.3",
+]
+classifiers = [
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
+]
+
+[project.urls]
+Homepage = "https://github.com/paultiq/fabduckdb"
+Repository = "https://github.com/paultiq/fabduckdb"
+Issues = "https://github.com/paultiq/fabduckdb/issues"
+
+[build-system]
+requires = ["hatchling", "uv-dynamic-versioning"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.sdist]
+include = ["fabduckdb"]
+
+[tool.hatch.build.targets.wheel]
+include = ["fabduckdb"]
+
+[tool.hatch.build.targets.wheel.sources]
+"./fabduckdb" = "fabduckdb"
+
+[tool.hatch.version]
+source = "uv-dynamic-versioning"
+
 [tool.ruff]
 exclude = [
     ".git",
@@ -6,6 +46,8 @@ exclude = [
     "dist",
     "versioneer.py",
     "docs/source/conf.py"]
+
+[tool.ruff.lint]
 ignore = [
     #E203, 
     #"W503", 
@@ -13,9 +55,151 @@ ignore = [
     #"W291",
     "E501" ]
 
-[tool.ruff.per-file-ignores]
+[tool.ruff.lint.per-file-ignores]
     "__init__.py" = ["F401"]
 
+[dependency-groups]
+dev = [
+    "ipykernel>=6.30.1",
+    "magic-duckdb>=0.2.1",
+    "pandas>=2.3.2",
+    "polars>=1.32.3",
+    "pre-commit-uv>=4.1.5",
+    "pyarrow>=21.0.0",
+    "pylint>=3.3.8",
+    "pytest>=8.4.1",
+    "pytest-asyncio>=1.1.0",
+    "pytest-cov>=6.2.1",
+    "pytest-randomly>=3.16.0",
+    "pytest-retry>=1.7.0",
+    "pytest-xdist>=3.8.0",
+]
+
 [tool.pyright]
-    # nothing
-    exclude = ["tests"]
\ No newline at end of file
+typeCheckingMode = "basic"
+reportGeneralTypeIssues = false
+reportPrivateImportUsage = false
+reportAttributeAccessIssue = false
+exclude = ["tests/**"]
+ignore = ["sqlparse"]
+
+
+[tool.pylint.messages_control]
+disable = ["C1805", "I0011", "I0020", "R0401", "R0801", "R0902", "R0903", "E0611", "all"]
+enable = [
+  "C0104", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/disallowed-name.html
+  "C0117", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/unnecessary-negation.html
+  "C0200", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/consider-using-enumerate.html
+  "C0203", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/bad-mcs-method-argument.html
+  "C0204", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/bad-mcs-classmethod-argument.html
+  "C0209", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/consider-using-f-string.html
+  "C0302", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/too-many-lines.html
+  "C0325", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/superfluous-parens.html
+  "C0327", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/mixed-line-endings.html
+  "C0328", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/unexpected-line-ending-format.html
+  "C0401", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/wrong-spelling-in-comment.html
+  "C0402", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/wrong-spelling-in-docstring.html
+  "C0403", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/invalid-characters-in-docstring.html
+  "C1803", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/use-implicit-booleaness-not-comparison.html
+  "C1804", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/use-implicit-booleaness-not-comparison-to-string.html
+  "C2503", # https://pylint.readthedocs.io/en/stable/user_guide/messages/convention/bad-file-encoding.html
+  "E0011", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/unrecognized-inline-option.html
+  "E0013", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/bad-plugin-value.html
+  "E0014", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/bad-configuration-section.html
+  "E0015", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/unrecognized-option.html
+  "E0106", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/return-arg-in-generator.html
+  "E0108", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/duplicate-argument-name.html
+  "E0203", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/access-member-before-definition.html
+  "E0211", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/no-method-argument.html
+  "E0242", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/class-variable-slots-conflict.html
+  "E0245", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/declare-non-slot.html
+  "E0310", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/invalid-length-hint-returned.html
+  "E0312", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/invalid-getnewargs-returned.html
+  "E0313", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/invalid-getnewargs-ex-returned.html
+  "E0606", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/possibly-used-before-assignment.html
+  "E0701", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/bad-except-order.html
+  "E1144", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/invalid-slice-step.html
+  "E1200", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/logging-unsupported-format.html
+  "E1201", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/logging-format-truncated.html
+  "E2511", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/invalid-character-carriage-return.html
+  "E3102", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/positional-only-arguments-expected.html
+  "E3701", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/invalid-field-call.html
+  "E4702", # https://pylint.readthedocs.io/en/stable/user_guide/messages/error/modified-iterating-dict.html
+  "F0002", # https://pylint.readthedocs.io/en/stable/user_guide/messages/fatal/astroid-error.html
+  "F0010", # https://pylint.readthedocs.io/en/stable/user_guide/messages/fatal/parse-error.html
+  "F0011", # https://pylint.readthedocs.io/en/stable/user_guide/messages/fatal/config-parse-error.html
+  "F0202", # https://pylint.readthedocs.io/en/stable/user_guide/messages/fatal/method-check-failed.html
+  "I0001", # https://pylint.readthedocs.io/en/stable/user_guide/messages/info/raw-checker-failed.html
+  "I0010", # https://pylint.readthedocs.io/en/stable/user_guide/messages/info/bad-inline-option.html
+  "I0013", # https://pylint.readthedocs.io/en/stable/user_guide/messages/info/file-ignored.html
+  "I0021", # https://pylint.readthedocs.io/en/stable/user_guide/messages/info/useless-suppression.html
+  "I0022", # https://pylint.readthedocs.io/en/stable/user_guide/messages/info/deprecated-pragma.html
+  "I1101", # https://pylint.readthedocs.io/en/stable/user_guide/messages/info/c-extension-no-member.html
+  "R0022", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/useless-option-value.html
+  "R0901", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/too-many-ancestors.html
+  "R1706", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/consider-using-ternary.html
+  "R1708", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/stop-iteration-return.html
+  "R1709", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/simplify-boolean-expression.html
+  "R1712", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/consider-swap-variables.html
+  "R1713", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/consider-using-join.html
+  "R1716", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/chained-comparison.html
+  "R1726", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/simplifiable-condition.html
+  "R1727", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/condition-evals-to-constant.html
+  "R1736", # https://pylint.readthedocs.io/en/stable/user_guide/messages/refactor/unnecessary-list-index-lookup.html
+  "W0012", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/unknown-option-value.html
+  "W0101", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/unreachable.html
+  "W0105", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/pointless-string-statement.html
+  "W0124", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/confusing-with-statement.html
+  "W0125", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/using-constant-test.html
+  "W0126", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/missing-parentheses-for-call-in-test.html
+  "W0128", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/redeclared-assigned-name.html
+  "W0134", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/return-in-finally.html
+  "W0135", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/contextmanager-generator-missing-cleanup.html
+  "W0201", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/attribute-defined-outside-init.html
+  "W0213", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/implicit-flag-alias.html
+  "W0223", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/abstract-method.html
+  "W0231", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/super-init-not-called.html
+  "W0233", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/non-parent-init-called.html
+  "W0237", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/arguments-renamed.html
+  "W0238", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/unused-private-member.html
+  "W0244", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/redefined-slots-in-subclass.html
+  "W0246", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/useless-parent-delegation.html
+  "W0407", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/preferred-module.html
+  "W0416", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/shadowed-import.html
+  "W0614", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/unused-wildcard-import.html
+  "W0621", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/redefined-outer-name.html
+  "W0631", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/undefined-loop-variable.html
+  "W0641", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/possibly-unused-variable.html
+  "W0715", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/raising-format-tuple.html
+  "W1114", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/arguments-out-of-order.html
+  "W1117", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/kwarg-superseded-by-positional-arg.html
+  "W1300", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/bad-format-string-key.html
+  "W1307", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/invalid-format-index.html
+  "W1308", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/duplicate-string-formatting-argument.html
+  "W1402", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/anomalous-unicode-escape-in-string.html
+  "W1502", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/boolean-datetime.html
+  "W1503", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/redundant-unittest-assert.html
+  "W1507", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/shallow-copy-environ.html
+  "W2601", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/using-f-string-in-unsupported-version.html
+  "W2603", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/using-exception-groups-in-unsupported-version.html
+  "W2604", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/using-generic-type-syntax-in-unsupported-version.html
+  "W2605", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/using-assignment-expression-in-unsupported-version.html
+  "W2606", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/using-positional-only-args-in-unsupported-version.html
+  "W3101", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/missing-timeout.html
+  "W3601", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/bad-chained-comparison.html
+  "W4701", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/modified-iterating-list.html
+  "W4901", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/deprecated-module.html
+  "W4902", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/deprecated-method.html
+  "W4903", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/deprecated-argument.html
+  "W4905", # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/deprecated-decorator.html
+  "W4906" # https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/deprecated-attribute.html
+]
+
+
+[tool.pytest.ini_options]
+asyncio_mode = "auto"
+asyncio_default_fixture_loop_scope = "function"
+retries = 1
+#retry_delay = 4
+cumulative_timing = false
+#retry_outcome = "rerun"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 64c8c4e..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-duckdb>=0.8.0
-pandas
-pyarrow
-jinja2
\ No newline at end of file
diff --git a/tests/test_execute.py b/tests/test_execute.py
deleted file mode 100644
index 88b3761..0000000
--- a/tests/test_execute.py
+++ /dev/null
@@ -1,18 +0,0 @@
-import duckdb
-import fabduckdb  # type: ignore  # noqa
-
-
-def test_range():
-    query = "execute (select 'select * from range(' || x::varchar || ')' from range(3) t(x))"
-
-    df = duckdb.default_connection.execute(query).df()
-
-    assert len(df) == 3
-
-
-def test_unionallbyname():
-    statement = "execute (select 'select ' || i || ' as r' || i ||', x from range(' || i || ') t(x)' from range(4) t(i)) using ('union all by name')"
-    df = duckdb.default_connection.execute(statement).df()
-
-    assert len(df) == 6
-    assert len(df.columns) == 5
diff --git a/tests/test_functions.py b/tests/test_functions.py
index aea455d..e22fd07 100644
--- a/tests/test_functions.py
+++ b/tests/test_functions.py
@@ -75,19 +75,3 @@ def test_oneposkw_longstring():
         .df()
     )
     assert len(df) == 4 and len(df.columns) == 3
-
-
-def test_looped_function():
-    fabduckdb.register_function(
-        "dfcreate",
-        lambda rows, cols, con=None: pd.DataFrame(np.random.rand(rows, cols)),
-        generates_filepath=False,
-    )
-
-    with duckdb.connect() as con:
-        con.execute("create table abc as select x from range(1,5) t(x)")
-        con.execute(
-            "create table xyz as (loop (select * from dfcreate({{x}},{{x}})) over (select x from abc) using 'union all by name')"
-        )
-        df = con.execute("select * from xyz").df()
-        assert len(df) == 10 and len(df.columns) == 4
diff --git a/tests/test_loop.py b/tests/test_loop.py
deleted file mode 100644
index 34db5da..0000000
--- a/tests/test_loop.py
+++ /dev/null
@@ -1,23 +0,0 @@
-# missing clauses
-# mismatch in on and over
-import duckdb
-import fabduckdb  # type: ignore    # noqa
-
-
-def test_loop1():
-    createstatement = "CREATE or REPLACE TABLE abc as SELECT * FROM range(1,10,1) t(x);CREATE or REPLACE TABLE def as SELECT * FROM range(20,30,2) t(x)"
-    loopstatement = (
-        "loop (select * from {{x}}) over (select x from (values('abc'), ('def')) t(x))"
-    )
-    duckdb.default_connection.execute(createstatement)
-    df = duckdb.default_connection.execute(loopstatement).df()
-    assert len(df) == 14
-
-
-def test_embedded_loop():
-    createstatement = "CREATE or REPLACE TABLE abc as SELECT * FROM range(1,10,1) t(x);CREATE or REPLACE TABLE def as SELECT * FROM range(20,30,2) t(x)"
-    loopstatement = "create table xyz as (loop (select * from {{x}}) over (select x from (values('abc'), ('def')) t(x)))"
-    duckdb.default_connection.execute(createstatement)
-    duckdb.default_connection.execute(loopstatement)
-    df = duckdb.default_connection.execute("select * from xyz").df()
-    assert len(df) == 14
diff --git a/tests/test_parameters.py b/tests/test_parameters.py
index a7ef0cf..7c902a9 100644
--- a/tests/test_parameters.py
+++ b/tests/test_parameters.py
@@ -14,13 +14,13 @@ def test_param1():
 def test_namedparam1():
     con = duckdb.connect()
     df = con.execute("select $test from range(10)", {"test": 123}).df()
-    assert len(df) == 10 and df.iloc[0][0] == 123
+    assert len(df) == 10 and df.iloc[0, 0] == 123
 
 
 def test_positionalparam():
     con = duckdb.connect()
     df = con.execute("select $1, $1", [[333]], multiple_parameter_sets=True).df()
-    assert len(df) == 1 and df.iloc[0][0] == 333
+    assert len(df) == 1 and df.iloc[0, 0] == 333
 
 
 def test_param2statements():
@@ -47,7 +47,7 @@ def test_named_param_multiple():
         [{"boo": 321}, {"test": 123}],
         multiple_parameter_sets=True,
     ).df()
-    assert len(df) == 10 and df.iloc[0][0] == 123
+    assert len(df) == 10 and df.iloc[0, 0] == 123
 
 
 # Testing Functions with Parameters
@@ -61,21 +61,3 @@ def test_named_function_param1():
     )
     df = duckdb.connect().execute("select * from dfcreate($test)", {"test": 3}).df()
     assert len(df) == 3 and len(df.columns) == 5
-
-
-def test_named_function_loop():
-    fabduckdb.register_function(
-        "dfcreate",
-        lambda rows, con: pd.DataFrame(np.random.rand(rows, 5)),
-        generates_filepath=False,
-    )
-    df = (
-        duckdb.connect()
-        .execute(
-            "loop (select $test, {{x}}) over (select x from range(4) t(x)) using 'union all'",
-            {"test": "my value"},
-        )
-        .df()
-    )
-
-    assert len(df) == 4 and len(df.columns) == 2 and df.iloc[0][0] == "my value"
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..9afc61e
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1513 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
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+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
+]
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