From 4a91ef7f65bbc7d25d7c38a8dd174a93e3956367 Mon Sep 17 00:00:00 2001
From: Amine Lemaizi <40530011+aminelemaizi@users.noreply.github.com>
Date: Fri, 15 Aug 2025 01:20:33 +0100
Subject: [PATCH 1/3] updating media save: choosing filename, adding data save
 to parquet

---
 coded-flows/coded_flows/utils/__init__.py |   5 +-
 coded-flows/coded_flows/utils/media.py    |  90 ++++++++++++++++---
 coded-flows/pyproject.toml                |   4 +-
 coded-flows/tests/test_data_save.py       | 103 +++++++++++++++++-----
 4 files changed, 163 insertions(+), 39 deletions(-)

diff --git a/coded-flows/coded_flows/utils/__init__.py b/coded-flows/coded_flows/utils/__init__.py
index 9254d52..bd7bb18 100644
--- a/coded-flows/coded_flows/utils/__init__.py
+++ b/coded-flows/coded_flows/utils/__init__.py
@@ -1,9 +1,10 @@
 from .converters import convert_type, conversion_mapping
-from .media import save_image_to_temp, save_data_to_temp
+from .media import save_image_to_temp, save_data_to_json, save_data_to_parquet
 
 __all__ = [
     "convert_type",
     "conversion_mapping",
     "save_image_to_temp",
-    "save_data_to_temp",
+    "save_data_to_json",
+    "save_data_to_parquet",
 ]
diff --git a/coded-flows/coded_flows/utils/media.py b/coded-flows/coded_flows/utils/media.py
index 5b56da7..a1f0770 100644
--- a/coded-flows/coded_flows/utils/media.py
+++ b/coded-flows/coded_flows/utils/media.py
@@ -1,15 +1,18 @@
 import os
 import uuid
 import tempfile
-from typing import Union, List, Dict, Any
-from io import BytesIO
+import json
+import pyarrow as pa
+import pyarrow.parquet as pq
 import numpy as np
 import pandas as pd
+from typing import Union, List, Dict, Any
+from io import BytesIO
 from PIL import Image
 
 
-def save_image_to_temp(image):
-    random_filename = f"cfimg_{uuid.uuid4().hex}.png"
+def save_image_to_temp(image, filename=None):
+    random_filename = f"cfimg_{filename if filename else uuid.uuid4().hex}.png"
     temp_dir = os.path.join(tempfile.gettempdir(), "coded-flows-media")
     os.makedirs(temp_dir, exist_ok=True)
     file_path = os.path.join(temp_dir, random_filename)
@@ -38,8 +41,8 @@ def save_image_to_temp(image):
     return file_path
 
 
-def _save_df_to_json(df: pd.DataFrame) -> str:
-    random_filename = f"cfdata_{uuid.uuid4().hex}.json"
+def _save_df_to_json(df: pd.DataFrame, filename: str = None) -> str:
+    random_filename = f"cfdata_{filename if filename else uuid.uuid4().hex}.json"
     temp_dir = os.path.join(tempfile.gettempdir(), "coded-flows-media")
     os.makedirs(temp_dir, exist_ok=True)
     file_path = os.path.join(temp_dir, random_filename)
@@ -47,13 +50,26 @@ def _save_df_to_json(df: pd.DataFrame) -> str:
     return file_path
 
 
-# List, DataSeries, NDArray, DataRecords, DataFrame
-def save_data_to_temp(
+def _save_arrow_table_to_json(table: pa.Table, filename: str = None) -> str:
+    random_filename = f"cfdata_{filename if filename else uuid.uuid4().hex}.json"
+    temp_dir = os.path.join(tempfile.gettempdir(), "coded-flows-media")
+    os.makedirs(temp_dir, exist_ok=True)
+    file_path = os.path.join(temp_dir, random_filename)
+    records = table.to_pylist()
+    with open(file_path, "w") as f:
+        json.dump(records, f, separators=(",", ":"))
+
+    return file_path
+
+
+# List, DataSeries, NDArray, DataRecords, DataFrame, Arrow
+def save_data_to_json(
     *data_args: Union[
-        pd.DataFrame, pd.Series, np.ndarray, List[Dict[str, Any]], List[Any]
+        pd.DataFrame, pd.Series, pa.Table, np.ndarray, List[Dict[str, Any]], List[Any]
     ],
     labels: List[str] = [],
-    is_table=False,
+    is_table: bool = False,
+    filename: str = None,
 ) -> str:
     labels = ["values"] if is_table else labels
 
@@ -69,6 +85,7 @@ def save_data_to_temp(
 
     if is_table and (
         isinstance(data, pd.DataFrame)
+        or isinstance(data, pa.Table)
         or (
             isinstance(data, list) and all(isinstance(item, dict) for item in data[:50])
         )
@@ -76,10 +93,12 @@ def save_data_to_temp(
         table_df = None
         if isinstance(data, pd.DataFrame):
             table_df = data
+        elif isinstance(data, pa.Table):
+            return _save_arrow_table_to_json(data, filename)
         else:
             table_df = pd.DataFrame.from_records(data)
 
-        return _save_df_to_json(table_df)
+        return _save_df_to_json(table_df, filename)
 
     normalized_data = []
     max_length = 0
@@ -89,6 +108,10 @@ def save_data_to_temp(
             if label not in data.columns:
                 raise ValueError(f"Label '{label}' not found in DataFrame columns.")
             col_data = data[label].values
+        elif isinstance(data, pa.Table):
+            if label not in data.column_names:
+                raise ValueError(f"Label '{label}' not found in Arrow table columns.")
+            col_data = data.column(label).to_pylist()
         elif isinstance(data, pd.Series):
             col_data = data.values
         elif isinstance(data, np.ndarray):
@@ -114,4 +137,47 @@ def save_data_to_temp(
     combined_df = pd.concat(normalized_data, axis=1)
     combined_df = combined_df.reindex(range(max_length)).reset_index(drop=True)
 
-    return _save_df_to_json(combined_df)
+    return _save_df_to_json(combined_df, filename)
+
+
+def save_data_to_parquet(
+    data: Union[
+        pd.DataFrame, pd.Series, pa.Table, np.ndarray, List[Dict[str, Any]], List[Any]
+    ],
+    filename=None,
+) -> str:
+
+    if (
+        isinstance(data, pd.DataFrame)
+        or isinstance(data, pa.Table)
+        or (
+            isinstance(data, list) and all(isinstance(item, dict) for item in data[:50])
+        )
+    ):
+
+        random_filename = f"cfdata_{filename if filename else uuid.uuid4().hex}.parquet"
+        temp_dir = os.path.join(tempfile.gettempdir(), "coded-flows-media")
+        os.makedirs(temp_dir, exist_ok=True)
+        file_path = os.path.join(temp_dir, random_filename)
+
+        try:
+
+            # Handle different data types
+            if isinstance(data, pd.DataFrame):
+                data.to_parquet(
+                    file_path, row_group_size=50000, index=False, engine="pyarrow"
+                )
+
+            elif isinstance(data, pa.Table):
+                pq.write_table(data, file_path, row_group_size=50000)
+
+            else:
+                table = pa.Table.from_pylist(data)
+                pq.write_table(table, file_path, row_group_size=50000)
+
+            return file_path
+
+        except Exception as e:
+            raise Exception(f"❌ Error saving data to parquet: {str(e)}")
+    else:
+        raise TypeError(f"Unsupported data type: {type(data)}")
diff --git a/coded-flows/pyproject.toml b/coded-flows/pyproject.toml
index 3777215..f454d15 100644
--- a/coded-flows/pyproject.toml
+++ b/coded-flows/pyproject.toml
@@ -1,12 +1,12 @@
 [tool.poetry]
 name = "coded-flows"
-version = "0.5.1"
+version = "0.6.0"
 description = "Various utilities for Coded Flows"
 authors = ["COLOR CODED CODES <contact@colorcoded.codes>"]
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "^3.9"
+python = "^3.10"
 pandas = "^2.1.0"
 pyarrow = "^16.0.0"
 pydantic = {version = "^2.6.4", extras = ["email"]}
diff --git a/coded-flows/tests/test_data_save.py b/coded-flows/tests/test_data_save.py
index dba83fd..2732ab7 100644
--- a/coded-flows/tests/test_data_save.py
+++ b/coded-flows/tests/test_data_save.py
@@ -1,8 +1,11 @@
+import os
 import pytest
 import pandas as pd
+import pandas.testing as pdt
+import pyarrow as pa
+import pyarrow.parquet as pq
 import numpy as np
-import os
-from coded_flows.utils import save_data_to_temp
+from coded_flows.utils import save_data_to_json, save_data_to_parquet
 
 
 def test_valid_inputs():
@@ -10,9 +13,12 @@ def test_valid_inputs():
     series = pd.Series([100, 200, 300], name="w")
     arr = np.array([20, 21, 22])
     data_records = [{"key1": 30}, {"key1": 31}, {"key1": 32}]
+    arrow_table = pa.table({"col1": [1, 2, 3], "col2": ["a", "b", "c"]})
 
-    labels = ["x", "y", "z", "w"]
-    file_path = save_data_to_temp(df, series, arr, data_records, labels=labels)
+    labels = ["x", "y", "z", "w", "col1"]
+    file_path = save_data_to_json(
+        df, series, arr, data_records, arrow_table, labels=labels
+    )
 
     # Check file existence
     assert os.path.exists(file_path), "Output file does not exist."
@@ -21,7 +27,7 @@ def test_valid_inputs():
     with open(file_path, "r") as f:
         json_content = f.read()
 
-    expected_content = '[{"x":1,"y":100,"z":20,"w":null},{"x":2,"y":200,"z":21,"w":null},{"x":3,"y":300,"z":22,"w":null}]'
+    expected_content = '[{"x":1,"y":100,"z":20,"w":null,"col1":1},{"x":2,"y":200,"z":21,"w":null,"col1":2},{"x":3,"y":300,"z":22,"w":null,"col1":3}]'
     assert json_content.strip() == expected_content, "JSON content mismatch."
     os.remove(file_path)
 
@@ -34,7 +40,7 @@ def test_mismatched_labels():
         ValueError,
         match="The number of data arguments must match the number of labels.",
     ):
-        save_data_to_temp(df, labels=labels)
+        save_data_to_json(df, labels=labels)
 
 
 def test_missing_column_in_dataframe():
@@ -42,7 +48,7 @@ def test_missing_column_in_dataframe():
     labels = ["z"]
 
     with pytest.raises(ValueError, match="Label 'z' not found in DataFrame columns."):
-        save_data_to_temp(df, labels=labels)
+        save_data_to_json(df, labels=labels)
 
 
 def test_invalid_numpy_array():
@@ -52,7 +58,7 @@ def test_invalid_numpy_array():
     with pytest.raises(
         ValueError, match="NumPy array for label 'x' must be one-dimensional."
     ):
-        save_data_to_temp(arr, labels=labels)
+        save_data_to_json(arr, labels=labels)
 
 
 def test_invalid_data_type():
@@ -60,7 +66,7 @@ def test_invalid_data_type():
     labels = ["x"]
 
     with pytest.raises(TypeError, match="Unsupported data type: <class 'set'>"):
-        save_data_to_temp(invalid_data, labels=labels)
+        save_data_to_json(invalid_data, labels=labels)
 
 
 def test_variable_lengths():
@@ -68,7 +74,7 @@ def test_variable_lengths():
     arr = np.array([20, 21, 22])  # Different length
     labels = ["x", "y"]
 
-    file_path = save_data_to_temp(df, arr, labels=labels)
+    file_path = save_data_to_json(df, arr, labels=labels)
 
     # Check JSON content
     with open(file_path, "r") as f:
@@ -86,7 +92,7 @@ def test_series_input():
     series2 = pd.Series([10, 20, 30], name="y")
     labels = ["x", "y"]
 
-    file_path = save_data_to_temp(series1, series2, labels=labels)
+    file_path = save_data_to_json(series1, series2, labels=labels)
 
     # Check JSON content
     with open(file_path, "r") as f:
@@ -99,12 +105,12 @@ def test_series_input():
     os.remove(file_path)
 
 
-def test_save_data_to_temp_is_table_true_with_dataframe():
+def test_save_data_to_json_is_table_true_with_dataframe():
     # Create a sample DataFrame
     df = pd.DataFrame({"col1": [1, 2, 3], "col2": ["a", "b", "c"]})
 
     # Call the function with `is_table=True`
-    json_path = save_data_to_temp(df, is_table=True)
+    json_path = save_data_to_json(df, is_table=True)
 
     # Assert the file exists
     assert os.path.exists(json_path), "JSON file was not created."
@@ -118,7 +124,29 @@ def test_save_data_to_temp_is_table_true_with_dataframe():
     os.remove(json_path)
 
 
-def test_save_data_to_temp_is_table_true_with_list_of_records():
+def test_save_data_to_json_is_table_true_with_arrow_table():
+    # Create a sample Arrow Table
+    table = pa.table({"col1": [1, 2, 3], "col2": ["a", "b", "c"]})
+
+    # Call the function with `is_table=True`
+    json_path = save_data_to_json(table, is_table=True)
+
+    # Assert the file exists
+    assert os.path.exists(json_path), "JSON file was not created."
+
+    # Assert the file content matches the Arrow table content
+    with open(json_path, "r") as f:
+        saved_data = pd.read_json(f, orient="records")
+
+    # Convert Arrow table to DataFrame for comparison
+    expected_df = table.to_pandas()
+    pd.testing.assert_frame_equal(saved_data, expected_df)
+
+    # Clean up
+    os.remove(json_path)
+
+
+def test_save_data_to_json_is_table_true_with_list_of_records():
     # Create a sample list of records
     records = [
         {"col1": 1, "col2": "a"},
@@ -127,7 +155,7 @@ def test_save_data_to_temp_is_table_true_with_list_of_records():
     ]
 
     # Call the function with `is_table=True`
-    json_path = save_data_to_temp(records, is_table=True)
+    json_path = save_data_to_json(records, is_table=True)
 
     # Assert the file exists
     assert os.path.exists(json_path), "JSON file was not created."
@@ -142,10 +170,10 @@ def test_save_data_to_temp_is_table_true_with_list_of_records():
     os.remove(json_path)
 
 
-def test_save_data_to_temp_is_table_true_numpy_array():
+def test_save_data_to_json_is_table_true_numpy_array():
     # NumPy array input
     data = np.array([1, 2, 3, 4, 5, 6])
-    json_path = save_data_to_temp(data, is_table=True)
+    json_path = save_data_to_json(data, is_table=True)
     assert os.path.exists(json_path)
     with open(json_path, "r") as f:
         saved_data = pd.read_json(f, orient="records")
@@ -156,10 +184,10 @@ def test_save_data_to_temp_is_table_true_numpy_array():
     os.remove(json_path)
 
 
-def test_save_data_to_temp_is_table_true_list():
+def test_save_data_to_json_is_table_true_list():
     # List input
     data = [1, 2, 3, 4, 5, 6]
-    json_path = save_data_to_temp(data, is_table=True)
+    json_path = save_data_to_json(data, is_table=True)
     assert os.path.exists(json_path)
     with open(json_path, "r") as f:
         saved_data = pd.read_json(f, orient="records")
@@ -170,10 +198,10 @@ def test_save_data_to_temp_is_table_true_list():
     os.remove(json_path)
 
 
-def test_save_data_to_temp_is_table_true_tuple():
+def test_save_data_to_json_is_table_true_tuple():
     # Tuple input
     data = (1, 2, 3, 4, 5, 6)
-    json_path = save_data_to_temp(data, is_table=True)
+    json_path = save_data_to_json(data, is_table=True)
     assert os.path.exists(json_path)
     with open(json_path, "r") as f:
         saved_data = pd.read_json(f, orient="records")
@@ -184,10 +212,10 @@ def test_save_data_to_temp_is_table_true_tuple():
     os.remove(json_path)
 
 
-def test_save_data_to_temp_is_table_true_series():
+def test_save_data_to_json_is_table_true_series():
     # Series input
     series = pd.Series([1, 2, 3], name="col1")
-    json_path = save_data_to_temp(series, is_table=True)
+    json_path = save_data_to_json(series, is_table=True)
     assert os.path.exists(json_path)
     with open(json_path, "r") as f:
         saved_data = pd.read_json(f, orient="records")
@@ -196,3 +224,32 @@ def test_save_data_to_temp_is_table_true_series():
 
     # Clean up
     os.remove(json_path)
+
+
+def test_dataframe_to_parquet():
+    df = pd.DataFrame({"x": [1, 2, 3], "z": [7, 8, 9]})
+
+    file_path = save_data_to_parquet(df)
+
+    # Check file existence
+    assert os.path.exists(file_path), "Output file does not exist."
+
+    # Read back from Parquet into DataFrame
+    df_loaded = pd.read_parquet(file_path, engine="pyarrow")
+
+    pdt.assert_frame_equal(df.sort_index(axis=1), df_loaded.sort_index(axis=1))
+    os.remove(file_path)
+
+
+def test_arrow_table_to_parquet():
+    table = pa.table({"x": [1, 2, 3], "z": [7, 8, 9]})
+
+    file_path = save_data_to_parquet(table)
+
+    assert os.path.exists(file_path), "Output file does not exist."
+
+    table_loaded = pq.read_table(file_path)
+
+    assert table.equals(table_loaded), "Saved and loaded Arrow tables are not equal."
+
+    os.remove(file_path)

From 33b74c74a634ac149b11e5c23de0ebf20916761b Mon Sep 17 00:00:00 2001
From: Amine Lemaizi <40530011+aminelemaizi@users.noreply.github.com>
Date: Fri, 15 Aug 2025 01:27:49 +0100
Subject: [PATCH 2/3] fixing tests

---
 .github/workflows/coded-flows-publish.yml |  2 +-
 .github/workflows/python-package-test.yml |  2 +-
 coded-flows/poetry.lock                   | 47 +++++++++++++++++++----
 3 files changed, 41 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/coded-flows-publish.yml b/.github/workflows/coded-flows-publish.yml
index e199bd9..f84e8d7 100644
--- a/.github/workflows/coded-flows-publish.yml
+++ b/.github/workflows/coded-flows-publish.yml
@@ -25,7 +25,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v3
         with:
-          python-version: '3.8'
+          python-version: '3.10'
       - name: Install Poetry
         run: pip install poetry
 
diff --git a/.github/workflows/python-package-test.yml b/.github/workflows/python-package-test.yml
index 2d0e930..ce7720a 100644
--- a/.github/workflows/python-package-test.yml
+++ b/.github/workflows/python-package-test.yml
@@ -19,7 +19,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.9', '3.10', '3.11', '3.12']
+        python-version: ['3.10', '3.11', '3.12', '3.13']
 
     steps:
       - uses: actions/checkout@v3
diff --git a/coded-flows/poetry.lock b/coded-flows/poetry.lock
index e977f88..7cc1d33 100644
--- a/coded-flows/poetry.lock
+++ b/coded-flows/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -6,6 +6,7 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -17,6 +18,8 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev"]
+markers = "sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -28,6 +31,7 @@ version = "2.7.0"
 description = "DNS toolkit"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
     {file = "dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"},
@@ -48,6 +52,7 @@ version = "2.2.0"
 description = "A robust email address syntax and deliverability validation library."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"},
     {file = "email_validator-2.2.0.tar.gz", hash = "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7"},
@@ -63,6 +68,8 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
+markers = "python_version == \"3.10\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -77,6 +84,7 @@ version = "7.1.1"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
+groups = ["dev"]
 files = [
     {file = "flake8-7.1.1-py2.py3-none-any.whl", hash = "sha256:597477df7860daa5aa0fdd84bf5208a043ab96b8e96ab708770ae0364dd03213"},
     {file = "flake8-7.1.1.tar.gz", hash = "sha256:049d058491e228e03e67b390f311bbf88fce2dbaa8fa673e7aea87b7198b8d38"},
@@ -93,6 +101,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -107,6 +116,7 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -118,6 +128,7 @@ version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
@@ -129,6 +140,7 @@ version = "2.0.2"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "numpy-2.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece"},
     {file = "numpy-2.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04"},
@@ -183,6 +195,7 @@ version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
     {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
@@ -194,6 +207,7 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -280,6 +294,7 @@ version = "10.4.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pillow-10.4.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e"},
     {file = "pillow-10.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d"},
@@ -368,7 +383,7 @@ docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -377,6 +392,7 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -392,6 +408,7 @@ version = "16.1.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pyarrow-16.1.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:17e23b9a65a70cc733d8b738baa6ad3722298fa0c81d88f63ff94bf25eaa77b9"},
     {file = "pyarrow-16.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4740cc41e2ba5d641071d0ab5e9ef9b5e6e8c7611351a5cb7c1d175eaf43674a"},
@@ -440,6 +457,7 @@ version = "2.12.1"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pycodestyle-2.12.1-py2.py3-none-any.whl", hash = "sha256:46f0fb92069a7c28ab7bb558f05bfc0110dac69a0cd23c61ea0040283a9d78b3"},
     {file = "pycodestyle-2.12.1.tar.gz", hash = "sha256:6838eae08bbce4f6accd5d5572075c63626a15ee3e6f842df996bf62f6d73521"},
@@ -451,6 +469,7 @@ version = "24.6.1"
 description = "ISO country, subdivision, language, currency and script definitions and their translations"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pycountry-24.6.1-py3-none-any.whl", hash = "sha256:f1a4fb391cd7214f8eefd39556d740adcc233c778a27f8942c8dca351d6ce06f"},
     {file = "pycountry-24.6.1.tar.gz", hash = "sha256:b61b3faccea67f87d10c1f2b0fc0be714409e8fcdcc1315613174f6466c10221"},
@@ -462,6 +481,7 @@ version = "2.9.2"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pydantic-2.9.2-py3-none-any.whl", hash = "sha256:f048cec7b26778210e28a0459867920654d48e5e62db0958433636cde4254f12"},
     {file = "pydantic-2.9.2.tar.gz", hash = "sha256:d155cef71265d1e9807ed1c32b4c8deec042a44a50a4188b25ac67ecd81a9c0f"},
@@ -478,7 +498,7 @@ typing-extensions = [
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and sys_platform == \"win32\""]
 
 [[package]]
 name = "pydantic-core"
@@ -486,6 +506,7 @@ version = "2.23.4"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pydantic_core-2.23.4-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:b10bd51f823d891193d4717448fab065733958bdb6a6b351967bd349d48d5c9b"},
     {file = "pydantic_core-2.23.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4fc714bdbfb534f94034efaa6eadd74e5b93c8fa6315565a222f7b6f42ca1166"},
@@ -587,6 +608,7 @@ version = "2.9.0"
 description = "Extra Pydantic types."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pydantic_extra_types-2.9.0-py3-none-any.whl", hash = "sha256:f0bb975508572ba7bf3390b7337807588463b7248587e69f43b1ad7c797530d0"},
     {file = "pydantic_extra_types-2.9.0.tar.gz", hash = "sha256:e061c01636188743bb69f368dcd391f327b8cfbfede2fe1cbb1211b06601ba3b"},
@@ -596,11 +618,11 @@ files = [
 pydantic = ">=2.5.2"
 
 [package.extras]
-all = ["pendulum (>=3.0.0,<4.0.0)", "phonenumbers (>=8,<9)", "pycountry (>=23)", "python-ulid (>=1,<2)", "python-ulid (>=1,<3)", "pytz (>=2024.1)", "semver (>=3.0.2)", "tzdata (>=2024.1)"]
+all = ["pendulum (>=3.0.0,<4.0.0)", "phonenumbers (>=8,<9)", "pycountry (>=23)", "python-ulid (>=1,<2) ; python_version < \"3.9\"", "python-ulid (>=1,<3) ; python_version >= \"3.9\"", "pytz (>=2024.1)", "semver (>=3.0.2)", "tzdata (>=2024.1)"]
 pendulum = ["pendulum (>=3.0.0,<4.0.0)"]
 phonenumbers = ["phonenumbers (>=8,<9)"]
 pycountry = ["pycountry (>=23)"]
-python-ulid = ["python-ulid (>=1,<2)", "python-ulid (>=1,<3)"]
+python-ulid = ["python-ulid (>=1,<2) ; python_version < \"3.9\"", "python-ulid (>=1,<3) ; python_version >= \"3.9\""]
 semver = ["semver (>=3.0.2)"]
 
 [[package]]
@@ -609,6 +631,7 @@ version = "3.2.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
     {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
@@ -620,6 +643,7 @@ version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
     {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
@@ -642,6 +666,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -656,6 +681,7 @@ version = "2024.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
     {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
@@ -667,6 +693,7 @@ version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+groups = ["main"]
 files = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -678,6 +705,8 @@ version = "2.0.2"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version == \"3.10\""
 files = [
     {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
     {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
@@ -689,6 +718,7 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
@@ -700,12 +730,13 @@ version = "2024.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
     {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
     {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
 ]
 
 [metadata]
-lock-version = "2.0"
-python-versions = "^3.9"
-content-hash = "61c4956ac03af96b67fec6487e8783e47e2a05387cc2bfe40c987151c91c53a5"
+lock-version = "2.1"
+python-versions = "^3.10"
+content-hash = "c173b685db30fa37f9669241c8f8680aa822ea33df2976b763c024a1b275d145"

From 8f8d66bc66708b713e134a53b1c0f9bef5f5f212 Mon Sep 17 00:00:00 2001
From: Amine Lemaizi <40530011+aminelemaizi@users.noreply.github.com>
Date: Fri, 15 Aug 2025 02:06:20 +0100
Subject: [PATCH 3/3] fixing dependecies for 3.13

---
 coded-flows/poetry.lock    | 764 +++++++++++++++++++++++--------------
 coded-flows/pyproject.toml |   4 +-
 2 files changed, 472 insertions(+), 296 deletions(-)

diff --git a/coded-flows/poetry.lock b/coded-flows/poetry.lock
index 7cc1d33..5f8a130 100644
--- a/coded-flows/poetry.lock
+++ b/coded-flows/poetry.lock
@@ -64,36 +64,39 @@ idna = ">=2.0.0"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.2"
+version = "1.3.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
 markers = "python_version == \"3.10\""
 files = [
-    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
-    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
+    {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
+    {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
 [package.extras]
 test = ["pytest (>=6)"]
 
 [[package]]
 name = "flake8"
-version = "7.1.1"
+version = "7.3.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
-python-versions = ">=3.8.1"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "flake8-7.1.1-py2.py3-none-any.whl", hash = "sha256:597477df7860daa5aa0fdd84bf5208a043ab96b8e96ab708770ae0364dd03213"},
-    {file = "flake8-7.1.1.tar.gz", hash = "sha256:049d058491e228e03e67b390f311bbf88fce2dbaa8fa673e7aea87b7198b8d38"},
+    {file = "flake8-7.3.0-py2.py3-none-any.whl", hash = "sha256:b9696257b9ce8beb888cdbe31cf885c90d31928fe202be0889a7cdafad32f01e"},
+    {file = "flake8-7.3.0.tar.gz", hash = "sha256:fe044858146b9fc69b551a4b490d69cf960fcb78ad1edcb84e7fbb1b4a8e3872"},
 ]
 
 [package.dependencies]
 mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.12.0,<2.13.0"
-pyflakes = ">=3.2.0,<3.3.0"
+pycodestyle = ">=2.14.0,<2.15.0"
+pyflakes = ">=3.4.0,<3.5.0"
 
 [[package]]
 name = "idna"
@@ -112,14 +115,14 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
 name = "iniconfig"
-version = "2.0.0"
+version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
-    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
+    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
 [[package]]
@@ -136,128 +139,224 @@ files = [
 
 [[package]]
 name = "numpy"
-version = "2.0.2"
+version = "2.2.6"
 description = "Fundamental package for array computing in Python"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version == \"3.10\""
+files = [
+    {file = "numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb"},
+    {file = "numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90"},
+    {file = "numpy-2.2.6-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163"},
+    {file = "numpy-2.2.6-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf"},
+    {file = "numpy-2.2.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83"},
+    {file = "numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915"},
+    {file = "numpy-2.2.6-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680"},
+    {file = "numpy-2.2.6-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289"},
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 [package.dependencies]
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 pytz = ">=2020.1"
@@ -388,79 +487,85 @@ xmp = ["defusedxml"]
 
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 ]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
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+all = ["pendulum (>=3.0.0,<4.0.0)", "phonenumbers (>=8,<10)", "pycountry (>=23)", "pymongo (>=4.0.0,<5.0.0)", "python-ulid (>=1,<2) ; python_version < \"3.9\"", "python-ulid (>=1,<4) ; python_version >= \"3.9\"", "pytz (>=2024.1)", "semver (>=3.0.2)", "semver (>=3.0.2,<3.1.0)", "tzdata (>=2024.1)"]
 pendulum = ["pendulum (>=3.0.0,<4.0.0)"]
-phonenumbers = ["phonenumbers (>=8,<9)"]
+phonenumbers = ["phonenumbers (>=8,<10)"]
 pycountry = ["pycountry (>=23)"]
-python-ulid = ["python-ulid (>=1,<2) ; python_version < \"3.9\"", "python-ulid (>=1,<3) ; python_version >= \"3.9\""]
+python-ulid = ["python-ulid (>=1,<2) ; python_version < \"3.9\"", "python-ulid (>=1,<4) ; python_version >= \"3.9\""]
 semver = ["semver (>=3.0.2)"]
 
 [[package]]
 name = "pyflakes"
-version = "3.2.0"
+version = "3.4.0"
 description = "passive checker of Python programs"
 optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "pyflakes-3.4.0-py2.py3-none-any.whl", hash = "sha256:f742a7dbd0d9cb9ea41e9a24a918996e8170c799fa528688d40dd582c8265f4f"},
+    {file = "pyflakes-3.4.0.tar.gz", hash = "sha256:b24f96fafb7d2ab0ec5075b7350b3d2d2218eab42003821c06344973d3ea2f58"},
+]
+
+[[package]]
+name = "pygments"
+version = "2.19.2"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
-    {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
+    {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
+    {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
 ]
 
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
+
 [[package]]
 name = "pytest"
-version = "8.3.3"
+version = "8.4.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
-    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
+    {file = "pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7"},
+    {file = "pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c"},
 ]
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
-iniconfig = "*"
-packaging = "*"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1"
+packaging = ">=20"
 pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
@@ -677,66 +807,112 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2024.2"
+version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
-    {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
+    {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
+    {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
 ]
 
 [[package]]
 name = "six"
-version = "1.16.0"
+version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main"]
 files = [
-    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
-    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+    {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
+    {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
 ]
 
 [[package]]
 name = "tomli"
-version = "2.0.2"
+version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 markers = "python_version == \"3.10\""
 files = [
-    {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
-    {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
+    {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
+    {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
+    {file = "tomli-2.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ece47d672db52ac607a3d9599a9d48dcb2f2f735c6c2d1f34130085bb12b112a"},
+    {file = "tomli-2.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6972ca9c9cc9f0acaa56a8ca1ff51e7af152a9f87fb64623e31d5c83700080ee"},
+    {file = "tomli-2.2.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c954d2250168d28797dd4e3ac5cf812a406cd5a92674ee4c8f123c889786aa8e"},
+    {file = "tomli-2.2.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:8dd28b3e155b80f4d54beb40a441d366adcfe740969820caf156c019fb5c7ec4"},
+    {file = "tomli-2.2.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:e59e304978767a54663af13c07b3d1af22ddee3bb2fb0618ca1593e4f593a106"},
+    {file = "tomli-2.2.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:33580bccab0338d00994d7f16f4c4ec25b776af3ffaac1ed74e0b3fc95e885a8"},
+    {file = "tomli-2.2.1-cp311-cp311-win32.whl", hash = "sha256:465af0e0875402f1d226519c9904f37254b3045fc5084697cefb9bdde1ff99ff"},
+    {file = "tomli-2.2.1-cp311-cp311-win_amd64.whl", hash = "sha256:2d0f2fdd22b02c6d81637a3c95f8cd77f995846af7414c5c4b8d0545afa1bc4b"},
+    {file = "tomli-2.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:4a8f6e44de52d5e6c657c9fe83b562f5f4256d8ebbfe4ff922c495620a7f6cea"},
+    {file = "tomli-2.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8d57ca8095a641b8237d5b079147646153d22552f1c637fd3ba7f4b0b29167a8"},
+    {file = "tomli-2.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4e340144ad7ae1533cb897d406382b4b6fede8890a03738ff1683af800d54192"},
+    {file = "tomli-2.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db2b95f9de79181805df90bedc5a5ab4c165e6ec3fe99f970d0e302f384ad222"},
+    {file = "tomli-2.2.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:40741994320b232529c802f8bc86da4e1aa9f413db394617b9a256ae0f9a7f77"},
+    {file = "tomli-2.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:400e720fe168c0f8521520190686ef8ef033fb19fc493da09779e592861b78c6"},
+    {file = "tomli-2.2.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:02abe224de6ae62c19f090f68da4e27b10af2b93213d36cf44e6e1c5abd19fdd"},
+    {file = "tomli-2.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b82ebccc8c8a36f2094e969560a1b836758481f3dc360ce9a3277c65f374285e"},
+    {file = "tomli-2.2.1-cp312-cp312-win32.whl", hash = "sha256:889f80ef92701b9dbb224e49ec87c645ce5df3fa2cc548664eb8a25e03127a98"},
+    {file = "tomli-2.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:7fc04e92e1d624a4a63c76474610238576942d6b8950a2d7f908a340494e67e4"},
+    {file = "tomli-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7"},
+    {file = "tomli-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744"},
+    {file = "tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec"},
+    {file = "tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69"},
+    {file = "tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc"},
+    {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.14.1"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+    {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
+    {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
+]
+markers = {dev = "python_version == \"3.10\""}
+
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
-    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
+    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
+    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
 ]
 
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "tzdata"
-version = "2024.2"
+version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
 files = [
-    {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
-    {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
+    {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
+    {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
 ]
 
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.10"
-content-hash = "c173b685db30fa37f9669241c8f8680aa822ea33df2976b763c024a1b275d145"
+content-hash = "345e2c57044f5bf4e5aab88b18e605fd28bdf549ed10658744d9db8ef0da3f33"
diff --git a/coded-flows/pyproject.toml b/coded-flows/pyproject.toml
index f454d15..260996f 100644
--- a/coded-flows/pyproject.toml
+++ b/coded-flows/pyproject.toml
@@ -7,8 +7,8 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = "^3.10"
-pandas = "^2.1.0"
-pyarrow = "^16.0.0"
+pandas = "^2.2.2"
+pyarrow = "^18.0.0"
 pydantic = {version = "^2.6.4", extras = ["email"]}
 email-validator = "^2.0.0"
 pycountry = "^24.6.1"