From e642b8692fa68fdb12b75a813972132cf792475a Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 16:14:23 +0530
Subject: [PATCH 01/43] Adding decoratory factory to validate_schema to make it
 work both as a function and as a decorator

---
 quinn/dataframe_validator.py | 35 ++++++++++++++++++++++++++++++++---
 1 file changed, 32 insertions(+), 3 deletions(-)

diff --git a/quinn/dataframe_validator.py b/quinn/dataframe_validator.py
index 450b6d10..afd21c5a 100644
--- a/quinn/dataframe_validator.py
+++ b/quinn/dataframe_validator.py
@@ -36,9 +36,38 @@ def validate_presence_of_columns(df: DataFrame, required_col_names: list[str]) -
     error_message = f"The {missing_col_names} columns are not included in the DataFrame with the following columns {all_col_names}"
     if missing_col_names:
         raise DataFrameMissingColumnError(error_message)
-
-
-def validate_schema(
+    
+def validate_schema(required_schema: StructType, ignore_nullable=False, _func=None):
+    def decorator(func):
+        def wrapper(*args, **kwargs):
+            df = func(*args, **kwargs)
+            _all_struct_fields = copy.deepcopy(df.schema)
+            _required_schema = copy.deepcopy(required_schema)
+
+            if ignore_nullable:
+                for x in _all_struct_fields:
+                    x.nullable = None
+
+                for x in _required_schema:
+                    x.nullable = None
+
+            missing_struct_fields = [x for x in _required_schema if x not in _all_struct_fields]
+            error_message = f"The {missing_struct_fields} StructFields are not included in the DataFrame with the following StructFields {_all_struct_fields}"
+
+            if missing_struct_fields:
+                raise DataFrameMissingStructFieldError(error_message)
+            return df
+        return wrapper
+
+    if _func is None:
+        # This means the function is being used as a decorator
+        return decorator
+    else:
+        # This means the function is being called directly with a DataFrame
+        return decorator(lambda: _func)()
+
+
+def x_validate_schema(
     df: DataFrame,
     required_schema: StructType,
     ignore_nullable: bool = False,

From 3188b549bb9bf00f7f3ad5be73db994f79ad775b Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 16:31:41 +0530
Subject: [PATCH 02/43] Fix to execute the validation when func is called and
 replaced the old func definition of validate_schema()

---
 quinn/dataframe_validator.py | 62 ++++++++++++++----------------------
 1 file changed, 24 insertions(+), 38 deletions(-)

diff --git a/quinn/dataframe_validator.py b/quinn/dataframe_validator.py
index afd21c5a..386979b7 100644
--- a/quinn/dataframe_validator.py
+++ b/quinn/dataframe_validator.py
@@ -37,7 +37,28 @@ def validate_presence_of_columns(df: DataFrame, required_col_names: list[str]) -
     if missing_col_names:
         raise DataFrameMissingColumnError(error_message)
     
-def validate_schema(required_schema: StructType, ignore_nullable=False, _func=None):
+def validate_schema(
+    required_schema: StructType, 
+    ignore_nullable: bool = False, 
+    _df: DataFrame = None
+) -> function:
+    """Function that validate if a given DataFrame has a given StructType as its schema.
+    Implemented as a decorator factory so can be used both as a standalone function or as 
+    a decorator to another function.
+
+    :param required_schema: StructType required for the DataFrame
+    :type required_schema: StructType
+    :param ignore_nullable: (Optional) A flag for if nullable fields should be
+    ignored during validation
+    :type ignore_nullable: bool, optional
+    :param _df: DataFrame to validate, mandatory when called as a function. Not required
+    when called as a decorator
+    :type _df: DataFrame
+
+    :raises DataFrameMissingStructFieldError: if any StructFields from the required
+    schema are not included in the DataFrame schema
+    """
+
     def decorator(func):
         def wrapper(*args, **kwargs):
             df = func(*args, **kwargs)
@@ -59,47 +80,12 @@ def wrapper(*args, **kwargs):
             return df
         return wrapper
 
-    if _func is None:
+    if _df is None:
         # This means the function is being used as a decorator
         return decorator
     else:
         # This means the function is being called directly with a DataFrame
-        return decorator(lambda: _func)()
-
-
-def x_validate_schema(
-    df: DataFrame,
-    required_schema: StructType,
-    ignore_nullable: bool = False,
-) -> None:
-    """Function that validate if a given DataFrame has a given StructType as its schema.
-
-    :param df: DataFrame to validate
-    :type df: DataFrame
-    :param required_schema: StructType required for the DataFrame
-    :type required_schema: StructType
-    :param ignore_nullable: (Optional) A flag for if nullable fields should be
-    ignored during validation
-    :type ignore_nullable: bool, optional
-
-    :raises DataFrameMissingStructFieldError: if any StructFields from the required
-    schema are not included in the DataFrame schema
-    """
-    _all_struct_fields = copy.deepcopy(df.schema)
-    _required_schema = copy.deepcopy(required_schema)
-
-    if ignore_nullable:
-        for x in _all_struct_fields:
-            x.nullable = None
-
-        for x in _required_schema:
-            x.nullable = None
-
-    missing_struct_fields = [x for x in _required_schema if x not in _all_struct_fields]
-    error_message = f"The {missing_struct_fields} StructFields are not included in the DataFrame with the following StructFields {_all_struct_fields}"
-
-    if missing_struct_fields:
-        raise DataFrameMissingStructFieldError(error_message)
+        return decorator(lambda: _df)()
 
 
 def validate_absence_of_columns(df: DataFrame, prohibited_col_names: list[str]) -> None:

From a353a69bad9389705b5f7c7c6d9e681c6bb5a648 Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 16:35:49 +0530
Subject: [PATCH 03/43] Changes to tests to conform to new validate_schema
 definition

---
 tests/test_dataframe_validator.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/test_dataframe_validator.py b/tests/test_dataframe_validator.py
index 19ac7b06..9d299392 100644
--- a/tests/test_dataframe_validator.py
+++ b/tests/test_dataframe_validator.py
@@ -34,7 +34,7 @@ def it_raises_when_struct_field_is_missing1():
             ]
         )
         with pytest.raises(quinn.DataFrameMissingStructFieldError) as excinfo:
-            quinn.validate_schema(source_df, required_schema)
+            quinn.validate_schema(required_schema, _df=source_df)
 
         current_spark_version = semver.Version.parse(spark.version)
         spark_330 = semver.Version.parse("3.3.0")
@@ -53,7 +53,7 @@ def it_does_nothing_when_the_schema_matches():
                 StructField("age", LongType(), True),
             ]
         )
-        quinn.validate_schema(source_df, required_schema)
+        quinn.validate_schema(required_schema, _df=source_df)
 
     def nullable_column_mismatches_are_ignored():
         data = [("jose", 1), ("li", 2), ("luisa", 3)]
@@ -64,7 +64,7 @@ def nullable_column_mismatches_are_ignored():
                 StructField("age", LongType(), False),
             ]
         )
-        quinn.validate_schema(source_df, required_schema, ignore_nullable=True)
+        quinn.validate_schema(required_schema, ignore_nullable=True, _df=source_df)
 
 
 def describe_validate_absence_of_columns():

From 85cc47a1e150514370222617495c969b7bf1e79d Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 17:36:05 +0530
Subject: [PATCH 04/43] Updating README description for validate_schema

---
 README.md | 21 +++++++++++++++++++--
 1 file changed, 19 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 3951f3ec..4ecae0a3 100644
--- a/README.md
+++ b/README.md
@@ -41,12 +41,29 @@ quinn.validate_presence_of_columns(source_df, ["name", "age", "fun"])
 
 **validate_schema()**
 
-Raises an exception unless `source_df` contains all the `StructFields` defined in the `required_schema`.
+Raises an exception unless `source_df` contains all the `StructFields` defined in the `required_schema`. By default, `ignore_nullable` is set to False, so exception 
+will be raised even if column names and data types are matching but nullability conditions are mismatching.
 
 ```python
-quinn.validate_schema(source_df, required_schema)
+quinn.validate_schema(required_schema, _df=source_df)
 ```
 
+You can also set `ignore_nullable` to True, so the validation will happen only on column names and data types, not on nullability. 
+
+```python
+quinn.validate_schema(required_schema, ignore_nullable=True, _df=source_df)
+```
+
+> [!TIP]
+> This function can also be used as a decorator to other functions that return a dataframe. This can help validate the schema of the returned df.
+> 
+> ```python
+> @quinn.validate_schema(required_schema, ignore_nullable=True)
+> def get_df():
+    return df
+> ```
+
+
 **validate_absence_of_columns()**
 
 Raises an exception if `source_df` contains `age` or `cool` columns.

From e38ba8e599b32bdf230dbf848b8053c2551d1eda Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 17:38:52 +0530
Subject: [PATCH 05/43] README fix

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 4ecae0a3..5cad801f 100644
--- a/README.md
+++ b/README.md
@@ -60,7 +60,7 @@ quinn.validate_schema(required_schema, ignore_nullable=True, _df=source_df)
 > ```python
 > @quinn.validate_schema(required_schema, ignore_nullable=True)
 > def get_df():
-    return df
+>   return df
 > ```
 
 

From e58ccdd17daae7bb229467a79511ecd982e877ec Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 17:50:45 +0530
Subject: [PATCH 06/43] Improved documentation in README

---
 README.md | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 5cad801f..1bf9f21e 100644
--- a/README.md
+++ b/README.md
@@ -41,8 +41,7 @@ quinn.validate_presence_of_columns(source_df, ["name", "age", "fun"])
 
 **validate_schema()**
 
-Raises an exception unless `source_df` contains all the `StructFields` defined in the `required_schema`. By default, `ignore_nullable` is set to False, so exception 
-will be raised even if column names and data types are matching but nullability conditions are mismatching.
+Raises an exception unless `source_df` contains all the `StructFields` defined in the `required_schema`. By default, `ignore_nullable` is set to False, so exception will be raised even if column names and data types are matching but nullability conditions are mismatching.
 
 ```python
 quinn.validate_schema(required_schema, _df=source_df)
@@ -55,7 +54,7 @@ quinn.validate_schema(required_schema, ignore_nullable=True, _df=source_df)
 ```
 
 > [!TIP]
-> This function can also be used as a decorator to other functions that return a dataframe. This can help validate the schema of the returned df.
+> This function can also be used as a decorator to other functions that return a dataframe. This can help validate the schema of the returned df. When used as a decorator, you don't need to pass the `_df` argument as this validation is performed on the df returned by the base function on which the decorator is applied
 > 
 > ```python
 > @quinn.validate_schema(required_schema, ignore_nullable=True)

From fe843b5adcc4fcc776d55ecbd93c6218b2bb26af Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 17:51:32 +0530
Subject: [PATCH 07/43] Added success msg to be printed in case df schema
 matches the required schema

---
 quinn/dataframe_validator.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/quinn/dataframe_validator.py b/quinn/dataframe_validator.py
index 386979b7..c4b20a64 100644
--- a/quinn/dataframe_validator.py
+++ b/quinn/dataframe_validator.py
@@ -77,6 +77,9 @@ def wrapper(*args, **kwargs):
 
             if missing_struct_fields:
                 raise DataFrameMissingStructFieldError(error_message)
+            else:
+                print("Success! DataFrame matches the required schema!")
+
             return df
         return wrapper
 

From a964e1631ee353d7651b5174fd616c8232573c26 Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 18:52:28 +0530
Subject: [PATCH 08/43] Added a uncommitted directory for developers to store
 their scripts or code snippets relevant to quinn without making them visible
 to git

---
 .gitignore                 | 1 +
 quinn/uncommitted/.gitkeep | 0
 2 files changed, 1 insertion(+)
 create mode 100644 quinn/uncommitted/.gitkeep

diff --git a/.gitignore b/.gitignore
index a554b523..a1db44eb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,6 +5,7 @@ quinn.egg-info/
 tmp/
 .idea/
 .DS_Store
+uncommitted/
 
 .coverage*
 
diff --git a/quinn/uncommitted/.gitkeep b/quinn/uncommitted/.gitkeep
new file mode 100644
index 00000000..e69de29b

From c856f7938ab1d0268c1e57909a836c6a5305bc0f Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 18:53:01 +0530
Subject: [PATCH 09/43] Minor README documentation update

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 1bf9f21e..524b288a 100644
--- a/README.md
+++ b/README.md
@@ -54,7 +54,7 @@ quinn.validate_schema(required_schema, ignore_nullable=True, _df=source_df)
 ```
 
 > [!TIP]
-> This function can also be used as a decorator to other functions that return a dataframe. This can help validate the schema of the returned df. When used as a decorator, you don't need to pass the `_df` argument as this validation is performed on the df returned by the base function on which the decorator is applied
+> This function can also be used as a decorator to other functions that return a dataframe. This can help validate the schema of the returned df. When used as a decorator, you don't need to pass the `_df` argument as this validation is performed on the df returned by the base function on which the decorator is applied.
 > 
 > ```python
 > @quinn.validate_schema(required_schema, ignore_nullable=True)

From 151dcc249deadb6d050a7720639b7515cec67ce2 Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 18:55:31 +0530
Subject: [PATCH 10/43] Moved uncommitted folder

---
 {quinn/uncommitted => uncommitted}/.gitkeep | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename {quinn/uncommitted => uncommitted}/.gitkeep (100%)

diff --git a/quinn/uncommitted/.gitkeep b/uncommitted/.gitkeep
similarity index 100%
rename from quinn/uncommitted/.gitkeep
rename to uncommitted/.gitkeep

From b9a6d088b40db9102e776658dc47888fc21f2fd5 Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Fri, 29 Mar 2024 20:44:43 +0530
Subject: [PATCH 11/43] Removing uncommitted dir

---
 .gitignore           | 1 -
 uncommitted/.gitkeep | 0
 2 files changed, 1 deletion(-)
 delete mode 100644 uncommitted/.gitkeep

diff --git a/.gitignore b/.gitignore
index a1db44eb..a554b523 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,7 +5,6 @@ quinn.egg-info/
 tmp/
 .idea/
 .DS_Store
-uncommitted/
 
 .coverage*
 
diff --git a/uncommitted/.gitkeep b/uncommitted/.gitkeep
deleted file mode 100644
index e69de29b..00000000

From 7c8ae1622c187cc77fde9afede8d6787de6f1498 Mon Sep 17 00:00:00 2001
From: Fateme Tardasti <fateme.tardasti@alexanderthamm.com>
Date: Fri, 12 Jul 2024 12:05:41 +0200
Subject: [PATCH 12/43] update column extension function names and desc in
 readme

---
 README.md          | 20 ++++++++++----------
 quinn/functions.py |  4 ++--
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index 5bc3e910..1fbaa060 100644
--- a/README.md
+++ b/README.md
@@ -476,41 +476,41 @@ from quinn.extensions import *
 
 ### Column Extensions
 
-**isFalsy()**
+**is_falsy()**
 
-Returns `True` if `has_stuff` is `None` or `False`.
+Returns a Column indicating whether all values in the Column are False or NULL: `True` if `has_stuff` is `None` or `False`.
 
 ```python
 source_df.withColumn("is_stuff_falsy", F.col("has_stuff").isFalsy())
 ```
 
-**isTruthy()**
+**is_truthy()**
 
-Returns `True` unless `has_stuff` is `None` or `False`.
+Calculates a boolean expression that is the opposite of is_falsy for the given Column: `True` unless `has_stuff` is `None` or `False`.
 
 ```python
 source_df.withColumn("is_stuff_truthy", F.col("has_stuff").isTruthy())
 ```
 
-**isNullOrBlank()**
+**is_null_or_blank()**
 
-Returns `True` if `blah` is `null` or blank (the empty string or a string that only contains whitespace).
+Returns a Boolean value which expresses whether a given column is NULL or contains only blank characters: `True` if `blah` is `null` or blank (the empty string or a string that only contains whitespace).
 
 ```python
 source_df.withColumn("is_blah_null_or_blank", F.col("blah").isNullOrBlank())
 ```
 
-**isNotIn()**
+**is_not_in()**
 
-Returns `True` if `fun_thing` is not included in the `bobs_hobbies` list.
+To see if a value is not in a list of values: `True` if `fun_thing` is not included in the `bobs_hobbies` list.
 
 ```python
 source_df.withColumn("is_not_bobs_hobby", F.col("fun_thing").isNotIn(bobs_hobbies))
 ```
 
-**nullBetween()**
+**null_between()**
 
-Returns `True` if `age` is between `lower_age` and `upper_age`. If `lower_age` is populated and `upper_age` is `null`, it will return `True` if `age` is greater than or equal to `lower_age`. If `lower_age` is `null` and `upper_age` is populate, it will return `True` if `age` is lower than or equal to `upper_age`.
+To see if a value is between two values in a null friendly way: `True` if `age` is between `lower_age` and `upper_age`. If `lower_age` is populated and `upper_age` is `null`, it will return `True` if `age` is greater than or equal to `lower_age`. If `lower_age` is `null` and `upper_age` is populate, it will return `True` if `age` is lower than or equal to `upper_age`.
 
 ```python
 source_df.withColumn("is_between", F.col("age").nullBetween(F.col("lower_age"), F.col("upper_age")))
diff --git a/quinn/functions.py b/quinn/functions.py
index f802ae55..d0e38638 100644
--- a/quinn/functions.py
+++ b/quinn/functions.py
@@ -318,9 +318,9 @@ def is_falsy(col: Column) -> Column:
 
 
 def is_truthy(col: Column) -> Column:
-    """Calculates a boolean expression that is the opposite of isFalsy for the given ``Column`` col.
+    """Calculates a boolean expression that is the opposite of is_falsy for the given ``Column`` col.
 
-    :param Column col: The ``Column`` to calculate the opposite of isFalsy for.
+    :param Column col: The ``Column`` to calculate the opposite of is_falsy for.
     :returns: A ``Column`` with the results of the calculation.
     :rtype: Column
     """

From 21d87e5f574729ad40c01fa8e7758b457a3c7d0f Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Tue, 16 Jul 2024 13:24:30 +0530
Subject: [PATCH 13/43] Static type error fixes

---
 quinn/dataframe_validator.py | 38 ++++++++++++++++++------------------
 1 file changed, 19 insertions(+), 19 deletions(-)

diff --git a/quinn/dataframe_validator.py b/quinn/dataframe_validator.py
index c4b20a64..8c667803 100644
--- a/quinn/dataframe_validator.py
+++ b/quinn/dataframe_validator.py
@@ -1,7 +1,7 @@
-from __future__ import annotations
+from __future__ import annotations # noqa: I001
 
 import copy
-from typing import TYPE_CHECKING
+from typing import Any, Callable, TYPE_CHECKING
 
 if TYPE_CHECKING:
     from pyspark.sql import DataFrame
@@ -36,14 +36,14 @@ def validate_presence_of_columns(df: DataFrame, required_col_names: list[str]) -
     error_message = f"The {missing_col_names} columns are not included in the DataFrame with the following columns {all_col_names}"
     if missing_col_names:
         raise DataFrameMissingColumnError(error_message)
-    
+
 def validate_schema(
-    required_schema: StructType, 
-    ignore_nullable: bool = False, 
-    _df: DataFrame = None
-) -> function:
+    required_schema: StructType,
+    ignore_nullable: bool = False,
+    _df: DataFrame = None,
+) -> Callable[[Any, Any], Any]:
     """Function that validate if a given DataFrame has a given StructType as its schema.
-    Implemented as a decorator factory so can be used both as a standalone function or as 
+    Implemented as a decorator factory so can be used both as a standalone function or as
     a decorator to another function.
 
     :param required_schema: StructType required for the DataFrame
@@ -59,10 +59,10 @@ def validate_schema(
     schema are not included in the DataFrame schema
     """
 
-    def decorator(func):
-        def wrapper(*args, **kwargs):
-            df = func(*args, **kwargs)
-            _all_struct_fields = copy.deepcopy(df.schema)
+    def decorator(func: Callable[..., DataFrame]) -> Callable[..., DataFrame]:
+        def wrapper(*args: object, **kwargs: object) -> DataFrame:
+            dataframe = func(*args, **kwargs)
+            _all_struct_fields = copy.deepcopy(dataframe.schema)
             _required_schema = copy.deepcopy(required_schema)
 
             if ignore_nullable:
@@ -73,22 +73,22 @@ def wrapper(*args, **kwargs):
                     x.nullable = None
 
             missing_struct_fields = [x for x in _required_schema if x not in _all_struct_fields]
-            error_message = f"The {missing_struct_fields} StructFields are not included in the DataFrame with the following StructFields {_all_struct_fields}"
+            error_message = f"The {missing_struct_fields} StructFields are not included in the DataFrame with the following StructFields {_all_struct_fields}" # noqa: E501
 
             if missing_struct_fields:
                 raise DataFrameMissingStructFieldError(error_message)
-            else:
-                print("Success! DataFrame matches the required schema!")
 
-            return df
+            print("Success! DataFrame matches the required schema!")
+
+            return dataframe
         return wrapper
 
     if _df is None:
         # This means the function is being used as a decorator
         return decorator
-    else:
-        # This means the function is being called directly with a DataFrame
-        return decorator(lambda: _df)()
+
+    # This means the function is being called directly with a DataFrame
+    return decorator(lambda: _df)()
 
 
 def validate_absence_of_columns(df: DataFrame, prohibited_col_names: list[str]) -> None:

From 1d33b91f014eecc32f97dd29d84a6dc6c2008b5f Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Tue, 16 Jul 2024 13:53:24 +0530
Subject: [PATCH 14/43] Changed _df param name to df_to_be_validated and
 associated tests changes

---
 quinn/dataframe_validator.py      | 10 +++++-----
 tests/test_dataframe_validator.py |  6 +++---
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/quinn/dataframe_validator.py b/quinn/dataframe_validator.py
index 0d7df9c8..3c235834 100644
--- a/quinn/dataframe_validator.py
+++ b/quinn/dataframe_validator.py
@@ -53,7 +53,7 @@ def validate_presence_of_columns(df: DataFrame, required_col_names: list[str]) -
 def validate_schema(
     required_schema: StructType,
     ignore_nullable: bool = False,
-    _df: DataFrame = None,
+    df_to_be_validated: DataFrame = None,
 ) -> Callable[[Any, Any], Any]:
     """Function that validate if a given DataFrame has a given StructType as its schema.
     Implemented as a decorator factory so can be used both as a standalone function or as
@@ -64,9 +64,9 @@ def validate_schema(
     :param ignore_nullable: (Optional) A flag for if nullable fields should be
     ignored during validation
     :type ignore_nullable: bool, optional
-    :param _df: DataFrame to validate, mandatory when called as a function. Not required
+    :param df_to_be_validated: DataFrame to validate, mandatory when called as a function. Not required
     when called as a decorator
-    :type _df: DataFrame
+    :type df_to_be_validated: DataFrame
 
     :raises DataFrameMissingStructFieldError: if any StructFields from the required
     schema are not included in the DataFrame schema
@@ -96,12 +96,12 @@ def wrapper(*args: object, **kwargs: object) -> DataFrame:
             return dataframe
         return wrapper
 
-    if _df is None:
+    if df_to_be_validated is None:
         # This means the function is being used as a decorator
         return decorator
 
     # This means the function is being called directly with a DataFrame
-    return decorator(lambda: _df)()
+    return decorator(lambda: df_to_be_validated)()
 
 
 def validate_absence_of_columns(df: DataFrame, prohibited_col_names: list[str]) -> None:
diff --git a/tests/test_dataframe_validator.py b/tests/test_dataframe_validator.py
index 9d299392..a71a55f3 100644
--- a/tests/test_dataframe_validator.py
+++ b/tests/test_dataframe_validator.py
@@ -34,7 +34,7 @@ def it_raises_when_struct_field_is_missing1():
             ]
         )
         with pytest.raises(quinn.DataFrameMissingStructFieldError) as excinfo:
-            quinn.validate_schema(required_schema, _df=source_df)
+            quinn.validate_schema(required_schema, df_to_be_validated=source_df)
 
         current_spark_version = semver.Version.parse(spark.version)
         spark_330 = semver.Version.parse("3.3.0")
@@ -53,7 +53,7 @@ def it_does_nothing_when_the_schema_matches():
                 StructField("age", LongType(), True),
             ]
         )
-        quinn.validate_schema(required_schema, _df=source_df)
+        quinn.validate_schema(required_schema, df_to_be_validated=source_df)
 
     def nullable_column_mismatches_are_ignored():
         data = [("jose", 1), ("li", 2), ("luisa", 3)]
@@ -64,7 +64,7 @@ def nullable_column_mismatches_are_ignored():
                 StructField("age", LongType(), False),
             ]
         )
-        quinn.validate_schema(required_schema, ignore_nullable=True, _df=source_df)
+        quinn.validate_schema(required_schema, ignore_nullable=True, df_to_be_validated=source_df)
 
 
 def describe_validate_absence_of_columns():

From 2fca007b24fc532a4de96981354862b44aef37a9 Mon Sep 17 00:00:00 2001
From: Kunal Bhattacharya <kunal.jubce@gmail.com>
Date: Tue, 16 Jul 2024 13:57:09 +0530
Subject: [PATCH 15/43] README changes for _df change

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index c9cebabc..c9513c3a 100644
--- a/README.md
+++ b/README.md
@@ -44,17 +44,17 @@ quinn.validate_presence_of_columns(source_df, ["name", "age", "fun"])
 Raises an exception unless `source_df` contains all the `StructFields` defined in the `required_schema`. By default, `ignore_nullable` is set to False, so exception will be raised even if column names and data types are matching but nullability conditions are mismatching.
 
 ```python
-quinn.validate_schema(required_schema, _df=source_df)
+quinn.validate_schema(required_schema, df_to_be_validated=source_df)
 ```
 
 You can also set `ignore_nullable` to True, so the validation will happen only on column names and data types, not on nullability. 
 
 ```python
-quinn.validate_schema(required_schema, ignore_nullable=True, _df=source_df)
+quinn.validate_schema(required_schema, ignore_nullable=True, df_to_be_validated=source_df)
 ```
 
 > [!TIP]
-> This function can also be used as a decorator to other functions that return a dataframe. This can help validate the schema of the returned df. When used as a decorator, you don't need to pass the `_df` argument as this validation is performed on the df returned by the base function on which the decorator is applied.
+> This function can also be used as a decorator to other functions that return a dataframe. This can help validate the schema of the returned df. When used as a decorator, you don't need to pass the `df_to_be_validated` argument as this validation is performed on the df returned by the base function on which the decorator is applied.
 > 
 > ```python
 > @quinn.validate_schema(required_schema, ignore_nullable=True)

From c4cc8af5f2a91c24a7703d9bba1dc7fe6b9b6142 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Wed, 10 Jul 2024 10:34:26 +1000
Subject: [PATCH 16/43] Remove the print_athena_create_table function

* According to one of the points in the issue #199 by @MrPowers, this function should never have been created.
* This particular commit removes this function and its references from the quinn repo.
---
 quinn/__init__.py               |  1 -
 quinn/dataframe_helpers.py      | 46 +++++----------------------------
 tests/test_dataframe_helpers.py | 24 +++++------------
 3 files changed, 13 insertions(+), 58 deletions(-)

diff --git a/quinn/__init__.py b/quinn/__init__.py
index feca32c8..119cf8a7 100644
--- a/quinn/__init__.py
+++ b/quinn/__init__.py
@@ -17,7 +17,6 @@
 from quinn.dataframe_helpers import (
     column_to_list,
     create_df,
-    print_athena_create_table,
     show_output_to_df,
     to_list_of_dictionaries,
     two_columns_to_dictionary,
diff --git a/quinn/dataframe_helpers.py b/quinn/dataframe_helpers.py
index 2a5e10e8..c69af269 100644
--- a/quinn/dataframe_helpers.py
+++ b/quinn/dataframe_helpers.py
@@ -18,7 +18,6 @@
 if TYPE_CHECKING:
     from pyspark.sql import DataFrame, SparkSession
 import sys
-import warnings
 from typing import Any
 
 from pyspark.sql.types import StructField, StructType
@@ -46,10 +45,10 @@ def column_to_list(df: DataFrame, col_name: str) -> list[Any]:
         return [row[0] for row in df.select(col_name).collect()]
 
     pyarrow_enabled = (
-        spark_session.conf.get(
-            "spark.sql.execution.arrow.pyspark.enabled",
-        )
-        == "true"
+            spark_session.conf.get(
+                "spark.sql.execution.arrow.pyspark.enabled",
+            )
+            == "true"
     )
 
     pyarrow_valid = pyarrow_enabled and sys.modules["pyarrow"].__version__ >= "0.17.0"
@@ -64,9 +63,9 @@ def column_to_list(df: DataFrame, col_name: str) -> list[Any]:
 
 
 def two_columns_to_dictionary(
-    df: DataFrame,
-    key_col_name: str,
-    value_col_name: str,
+        df: DataFrame,
+        key_col_name: str,
+        value_col_name: str,
 ) -> dict[str, Any]:
     """Collect two columns as dictionary when first column is key and second is value.
 
@@ -94,37 +93,6 @@ def to_list_of_dictionaries(df: DataFrame) -> list[dict[str, Any]]:
     return list(map(lambda r: r.asDict(), df.collect()))  # noqa: C417
 
 
-def print_athena_create_table(
-    df: DataFrame,
-    athena_table_name: str,
-    s3location: str,
-) -> None:
-    """Generate the Athena create table statement for a given DataFrame.
-    :param df: The pyspark.sql.DataFrame to use
-    :param athena_table_name: The name of the athena table to generate
-    :param s3location: The S3 location of the parquet data
-    :return: None.
-    """
-    warnings.warn(
-        "Function print_athena_create_table is deprecated and will be removed in the version 1.0",
-        category=DeprecationWarning,
-        stacklevel=2,
-    )
-
-    fields = df.schema
-
-    print(f"CREATE EXTERNAL TABLE IF NOT EXISTS `{athena_table_name}` ( ")
-
-    for field in fields.fieldNames()[:-1]:
-        print("\t", f"`{fields[field].name}` {fields[field].dataType.simpleString()}, ")
-    last = fields[fields.fieldNames()[-1]]
-    print("\t", f"`{last.name}` {last.dataType.simpleString()} ")
-
-    print(")")
-    print("STORED AS PARQUET")
-    print(f"LOCATION '{s3location}'\n")
-
-
 def show_output_to_df(show_output: str, spark: SparkSession) -> DataFrame:
     """Show output as spark DataFrame.
 
diff --git a/tests/test_dataframe_helpers.py b/tests/test_dataframe_helpers.py
index f8ea0769..d184759e 100644
--- a/tests/test_dataframe_helpers.py
+++ b/tests/test_dataframe_helpers.py
@@ -1,7 +1,9 @@
+import chispa
+from pyspark.sql.types import IntegerType, StringType, StructField, StructType
+
 import quinn
+
 from .spark import spark
-import chispa
-from pyspark.sql.types import IntegerType, StringType, StructType, StructField
 
 
 def describe_column_to_list():
@@ -49,25 +51,11 @@ def it_converts_a_show_string_to_a_dataframe():
             ("liz", "3", "nice person", "yoyo"),
         ]
         expected_df = spark.createDataFrame(
-            expected_data, ["name", "age", "stuff1", "stuff2"]
+            expected_data, ["name", "age", "stuff1", "stuff2"],
         )
         chispa.assert_df_equality(expected_df, actual_df)
 
 
-def describe_print_athena_create_table():
-    def it_prints_a_create_table_string_for_athena(capsys):
-        source_df = spark.createDataFrame(
-            [("jets", "football", 45), ("nacional", "soccer", 10)],
-            ["team", "sport", "goals_for"],
-        )
-        quinn.print_athena_create_table(source_df, "athena_table", "s3://mock")
-        out, _ = capsys.readouterr()
-        assert (
-            out
-            == "CREATE EXTERNAL TABLE IF NOT EXISTS `athena_table` ( \n\t `team` string, \n\t `sport` string, \n\t `goals_for` bigint \n)\nSTORED AS PARQUET\nLOCATION 's3://mock'\n\n"  # noqa
-        )
-
-
 def test_create_df():
     rows_data = [("jose", 1), ("li", 2), ("luisa", 3)]
     col_specs = [("name", StringType()), ("age", IntegerType())]
@@ -76,7 +64,7 @@ def test_create_df():
         [
             StructField("name", StringType(), True),
             StructField("age", IntegerType(), True),
-        ]
+        ],
     )
     actual = quinn.create_df(spark, rows_data, col_specs)
     expected = spark.createDataFrame(rows_data, expected_schema)

From 5faadaef030ebb111cbbc44c04f6aba0eb05fa3a Mon Sep 17 00:00:00 2001
From: Nijanthan Vijayakumar
 <6072170+nijanthanvijayakumar@users.noreply.github.com>
Date: Mon, 8 Jul 2024 11:49:40 +1000
Subject: [PATCH 17/43] Remove deprecated functions exists and forall

Deprecate and remove `exists` and `forall` functions from the codebase.
* Remove `exists` and `forall` functions from `quinn/functions.py`.
* Remove import statements for `exists` and `forall` from `quinn/__init__.py`.
* Remove tests related to `exists` and `forall` functions from `tests/test_functions.py`.
---
 quinn/__init__.py       |  2 --
 quinn/functions.py      | 39 ---------------------------------------
 tests/test_functions.py | 40 ----------------------------------------
 3 files changed, 81 deletions(-)

diff --git a/quinn/__init__.py b/quinn/__init__.py
index 119cf8a7..469cac82 100644
--- a/quinn/__init__.py
+++ b/quinn/__init__.py
@@ -34,8 +34,6 @@
     approx_equal,
     array_choice,
     business_days_between,
-    exists,
-    forall,
     is_false,
     is_falsy,
     is_not_in,
diff --git a/quinn/functions.py b/quinn/functions.py
index d0e38638..e28f8d0f 100644
--- a/quinn/functions.py
+++ b/quinn/functions.py
@@ -84,45 +84,6 @@ def remove_non_word_characters(col: Column) -> Column:
     return F.regexp_replace(col, "[^\\w\\s]+", "")
 
 
-def exists(f: Callable[[Any], bool]) -> udf:
-    """Create a user-defined function.
-
-    It takes a list expressed as a column of type ``ArrayType(AnyType)`` as an argument and returns a boolean value indicating
-    whether any element in the list is true according to the argument ``f`` of the ``exists()`` function.
-
-    :param f: Callable function - A callable function that takes an element of
-    type Any and returns a boolean value.
-    :return: A user-defined function that takes
-    a list expressed as a column of type ArrayType(AnyType) as an argument and
-    returns a boolean value indicating whether any element in the list is true
-    according to the argument ``f`` of the ``exists()`` function.
-    :rtype: UserDefinedFunction
-    """
-
-    def temp_udf(list_: list) -> bool:
-        return any(map(f, list_))
-
-    return F.udf(temp_udf, BooleanType())
-
-
-def forall(f: Callable[[Any], bool]) -> udf:
-    """The **forall** function allows for mapping a given boolean function to a list of arguments and return a single boolean value.
-
-    It does this by creating a Spark UDF which takes in a list of arguments, applying the given boolean function to
-    each element of the list and returning a single boolean value if all the elements pass through the given boolean function.
-
-    :param f: A callable function ``f`` which takes in any type and returns a boolean
-    :return: A spark UDF which accepts a list of arguments and returns True if all
-    elements pass through the given boolean function, False otherwise.
-    :rtype: UserDefinedFunction
-    """
-
-    def temp_udf(list_: list) -> bool:
-        return all(map(f, list_))
-
-    return F.udf(temp_udf, BooleanType())
-
-
 def multi_equals(value: Any) -> udf:  # noqa: ANN401
     """Create a user-defined function that checks if all the given columns have the designated value.
 
diff --git a/tests/test_functions.py b/tests/test_functions.py
index 7277bdcf..c3a0e3f4 100644
--- a/tests/test_functions.py
+++ b/tests/test_functions.py
@@ -97,46 +97,6 @@ def test_anti_trim():
     chispa.assert_column_equality(actual_df, "words_anti_trimmed", "expected")
 
 
-def test_exists():
-    df = spark.createDataFrame(
-        [
-            ([1, 2, 3], False),
-            ([4, 5, 6], True),
-            ([10, 11, 12], True),
-        ],
-        StructType(
-            [
-                StructField("nums", ArrayType(IntegerType(), True), True),
-                StructField("expected", BooleanType(), True),
-            ]
-        ),
-    )
-    actual_df = df.withColumn(
-        "any_num_greater_than_5", quinn.exists(lambda n: n > 5)(F.col("nums"))
-    )
-    chispa.assert_column_equality(actual_df, "any_num_greater_than_5", "expected")
-
-
-def test_forall():
-    df = spark.createDataFrame(
-        [
-            ([1, 2, 3], False),
-            ([4, 5, 6], True),
-            ([10, 11, 12], True),
-        ],
-        StructType(
-            [
-                StructField("nums", ArrayType(IntegerType(), True), True),
-                StructField("expected", BooleanType(), True),
-            ]
-        ),
-    )
-    actual_df = df.withColumn(
-        "all_nums_greater_than_3", quinn.forall(lambda n: n > 3)(F.col("nums"))
-    )
-    chispa.assert_column_equality(actual_df, "all_nums_greater_than_3", "expected")
-
-
 def test_multi_equals():
     df = quinn.create_df(
         spark,

From 0823158f3516cd49c8698997cbec9efe10f19f9f Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 8 Jul 2024 11:57:50 +1000
Subject: [PATCH 18/43] Remove imported and unused Callable module to avoid
 ruff lint failure

---
 quinn/functions.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/quinn/functions.py b/quinn/functions.py
index e28f8d0f..f8b37c7a 100644
--- a/quinn/functions.py
+++ b/quinn/functions.py
@@ -16,7 +16,6 @@
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from collections.abc import Callable
     from numbers import Number
 
     from pyspark.sql import Column

From a9b040f2224ec9c4abe5a8c6112f726765b729d0 Mon Sep 17 00:00:00 2001
From: semyonsinchenko <ssinchenko@apache.org>
Date: Sun, 14 Jul 2024 11:42:36 +0200
Subject: [PATCH 19/43] Drop Spark-2 support and update dependencies

- Update deps
- Update Ruff
- Corresponding updates of pyproject
- Slightly update Makefile
- Drop Support of Spark2
- Drop Support of Spark 3.1-3.2
- Minimal python is 3.10 from now
- Apply new ruff rules
- Apply ruff linter

 On branch 202-drop-pyspark2
 Changes to be committed:
	modified:   .github/workflows/ci.yml
	modified:   Makefile
	modified:   poetry.lock
	modified:   pyproject.toml
	modified:   quinn/append_if_schema_identical.py
	modified:   quinn/dataframe_helpers.py
	modified:   quinn/keyword_finder.py
	modified:   quinn/math.py
	modified:   quinn/schema_helpers.py
	modified:   quinn/split_columns.py
	modified:   quinn/transformations.py
---
 .github/workflows/ci.yml            |   40 +-
 Makefile                            |   17 +
 poetry.lock                         | 2288 +++++++++++++--------------
 pyproject.toml                      |   36 +-
 quinn/append_if_schema_identical.py |    4 +-
 quinn/dataframe_helpers.py          |   14 +-
 quinn/keyword_finder.py             |    1 +
 quinn/math.py                       |    7 +-
 quinn/schema_helpers.py             |   10 +-
 quinn/split_columns.py              |    8 +-
 quinn/transformations.py            |   33 +-
 11 files changed, 1194 insertions(+), 1264 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 538a84b2..dc7626f3 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -17,18 +17,12 @@ jobs:
       fail-fast: false
       matrix:
         include:
-          - pyspark-version: 2.4.8  # latest published 2.x version
-            pip-packages: "pypandoc==1.7 pyspark==2.4.8"  # downgrade of pypandoc necessary
-          - pyspark-version: 3.0.3
-            pip-packages: "pyspark==3.0.3"
-          - pyspark-version: 3.1.3
-            pip-packages: "pyspark==3.1.3"
-          - pyspark-version: 3.2.4
-            pip-packages: "pyspark==3.2.4"
-          - pyspark-version: 3.3.2
-            pip-packages: "pyspark==3.3.2"
-          - pyspark-version: 3.4.0
-            pip-packages: "pyspark==3.4.0"
+          - pyspark-version: 3.3.4
+            pip-packages: "pyspark==3.3.4"
+          - pyspark-version: 3.4.3
+            pip-packages: "pyspark==3.4.3"
+          - pyspark-version: 3.5.1
+            pip-packages: "pyspark==3.5.1"
 
     steps:
       - uses: actions/checkout@v1
@@ -39,33 +33,17 @@ jobs:
         uses: actions/setup-java@v3
         with:
           distribution: 'zulu'
-          java-version: '8'  # Supported by Spark 2.x & 3.x
-
-      - name: Get supported Python Version depending on PySpark
-        uses: haya14busa/action-cond@v1
-        id: python_version
-        with:
-          cond: ${{ startsWith(matrix.pyspark-version, '2.') }}
-          if_true: '3.7'  # latest supported version for PySpark 2.x
-          if_false: '3.9'  # PySpark 3+
+          java-version: '17'  # Spark 4.0 will drop Java 11;
 
       - name: Set up Python ${{ steps.python_version.outputs.value }}
         uses: actions/setup-python@v2
         with:
-          python-version: ${{ steps.python_version.outputs.value }}
-
-      - name: Get supported Poetry version
-        uses: haya14busa/action-cond@v1
-        id: poetry_version
-        with:
-          cond: ${{ startsWith(matrix.pyspark-version, '2.') }}
-          if_true: '1.5.1'  # latest supported version for PySpark 2.x
-          if_false: '1.6.1'  # PySpark 3+
+          python-version: '3.10'
 
       - name: Install Poetry
         uses: snok/install-poetry@v1
         with:
-          version: ${{ steps.poetry_version.outputs.value }}
+          version: '1.6.1'
 
       - name: Cache Poetry virtualenv
         uses: actions/cache@v1
diff --git a/Makefile b/Makefile
index 92839dbc..7cf6168c 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,7 @@
 # COMMON CLI COMMANDS FOR DEVELOPMENT 
 
+all: help
+
 .PHONY: install_test
 install_test:
 	@poetry install --with=development,testing
@@ -19,3 +21,18 @@ test:
 .PHONY: lint 
 lint:
 	@poetry run ruff check --fix quinn
+
+.PHONY: format
+format:
+	@poetry run ruff format quinn
+
+.PHONY: help
+help:
+	@echo '................... Quin ..........................'
+	@echo 'help                      - print that message'
+	@echo 'lint                      - run linter'
+	@echo 'format                    - reformat the code'
+	@echo 'test                      - run tests'
+	@echo 'install_test              - install test deps'
+	@echo 'install_deps              - install dev deps'
+	@echo 'update_deps               - update and install deps'
diff --git a/poetry.lock b/poetry.lock
index 4e9931c1..b966b288 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,55 +1,26 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
-
-[[package]]
-name = "aiofiles"
-version = "22.1.0"
-description = "File support for asyncio."
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "aiofiles-22.1.0-py3-none-any.whl", hash = "sha256:1142fa8e80dbae46bb6339573ad4c8c0841358f79c6eb50a493dceca14621bad"},
-    {file = "aiofiles-22.1.0.tar.gz", hash = "sha256:9107f1ca0b2a5553987a94a3c9959fe5b491fdf731389aa5b7b1bd0733e32de6"},
-]
-
-[[package]]
-name = "aiosqlite"
-version = "0.19.0"
-description = "asyncio bridge to the standard sqlite3 module"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "aiosqlite-0.19.0-py3-none-any.whl", hash = "sha256:edba222e03453e094a3ce605db1b970c4b3376264e56f32e2a4959f948d66a96"},
-    {file = "aiosqlite-0.19.0.tar.gz", hash = "sha256:95ee77b91c8d2808bd08a59fbebf66270e9090c3d92ffbf260dc0db0b979577d"},
-]
-
-[package.dependencies]
-typing_extensions = {version = ">=4.0", markers = "python_version < \"3.8\""}
-
-[package.extras]
-dev = ["aiounittest (==1.4.1)", "attribution (==1.6.2)", "black (==23.3.0)", "coverage[toml] (==7.2.3)", "flake8 (==5.0.4)", "flake8-bugbear (==23.3.12)", "flit (==3.7.1)", "mypy (==1.2.0)", "ufmt (==2.1.0)", "usort (==1.0.6)"]
-docs = ["sphinx (==6.1.3)", "sphinx-mdinclude (==0.5.3)"]
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "anyio"
-version = "3.7.1"
+version = "4.4.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
+    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
-test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (<0.22)"]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "appnope"
@@ -75,7 +46,6 @@ files = [
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
 dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
@@ -122,18 +92,54 @@ tests = ["pytest"]
 
 [[package]]
 name = "arrow"
-version = "1.2.3"
+version = "1.3.0"
 description = "Better dates & times for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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-    {file = "arrow-1.2.3.tar.gz", hash = "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1"},
+    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
+    {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
 ]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+types-python-dateutil = ">=2.8.10"
+
+[package.extras]
+doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
+test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
+
+[[package]]
+name = "asttokens"
+version = "2.4.1"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = "*"
+files = [
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+    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
+]
+
+[package.dependencies]
+six = ">=1.12.0"
+
+[package.extras]
+astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
+test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+
+[[package]]
+name = "async-lru"
+version = "2.0.4"
+description = "Simple LRU cache for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
+    {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "attrs"
@@ -146,9 +152,6 @@ files = [
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 ]
 
-[package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
 dev = ["attrs[tests]", "pre-commit"]
@@ -159,32 +162,18 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 
 [[package]]
 name = "babel"
-version = "2.14.0"
+version = "2.15.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
+    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
 ]
 
-[package.dependencies]
-pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
-
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-files = [
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-]
-
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -208,13 +197,13 @@ lxml = ["lxml"]
 
 [[package]]
 name = "bleach"
-version = "6.0.0"
+version = "6.1.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "bleach-6.1.0-py3-none-any.whl", hash = "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6"},
+    {file = "bleach-6.1.0.tar.gz", hash = "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe"},
 ]
 
 [package.dependencies]
@@ -222,18 +211,7 @@ six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.2)"]
-
-[[package]]
-name = "cached-property"
-version = "1.5.2"
-description = "A decorator for caching properties in classes."
-optional = false
-python-versions = "*"
-files = [
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-]
+css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "certifi"
@@ -248,75 +226,63 @@ files = [
 
 [[package]]
 name = "cffi"
-version = "1.15.1"
+version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
-python-versions = "*"
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 [package.dependencies]
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 ]
 
 [[package]]
@@ -512,39 +494,42 @@ files = [
 ]
 
 [[package]]
-name = "entrypoints"
-version = "0.4"
-description = "Discover and load entry points from installed packages."
+name = "exceptiongroup"
+version = "1.2.2"
+description = "Backport of PEP 654 (exception groups)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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-    {file = "entrypoints-0.4.tar.gz", hash = "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4"},
+    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
+    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
 ]
 
+[package.extras]
+test = ["pytest (>=6)"]
+
 [[package]]
-name = "exceptiongroup"
-version = "1.2.0"
-description = "Backport of PEP 654 (exception groups)"
+name = "executing"
+version = "2.0.1"
+description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.5"
 files = [
-    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
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+    {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"},
+    {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
 ]
 
 [package.extras]
-test = ["pytest (>=6)"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
+version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
-    {file = "fastjsonschema-2.19.1-py3-none-any.whl", hash = "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0"},
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+    {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
 ]
 
 [package.extras]
@@ -561,9 +546,6 @@ files = [
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
 ]
 
-[package.dependencies]
-cached-property = {version = ">=1.3.0", markers = "python_version < \"3.8\""}
-
 [[package]]
 name = "ghp-import"
 version = "2.1.0"
@@ -583,19 +565,74 @@ dev = ["flake8", "markdown", "twine", "wheel"]
 
 [[package]]
 name = "griffe"
-version = "0.30.1"
+version = "0.47.0"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "griffe-0.30.1-py3-none-any.whl", hash = "sha256:b2f3df6952995a6bebe19f797189d67aba7c860755d3d21cc80f64d076d0154c"},
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+    {file = "griffe-0.47.0-py3-none-any.whl", hash = "sha256:07a2fd6a8c3d21d0bbb0decf701d62042ccc8a576645c7f8799fe1f10de2b2de"},
+    {file = "griffe-0.47.0.tar.gz", hash = "sha256:95119a440a3c932b13293538bdbc405bee4c36428547553dc6b327e7e7d35e5a"},
 ]
 
 [package.dependencies]
-cached-property = {version = "*", markers = "python_version < \"3.8\""}
 colorama = ">=0.4"
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
+    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.5"
+description = "A minimal low-level HTTP client."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "httpcore-1.0.5-py3-none-any.whl", hash = "sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5"},
+    {file = "httpcore-1.0.5.tar.gz", hash = "sha256:34a38e2f9291467ee3b44e89dd52615370e152954ba21721378a87b2960f7a61"},
+]
+
+[package.dependencies]
+certifi = "*"
+h11 = ">=0.13,<0.15"
+
+[package.extras]
+asyncio = ["anyio (>=4.0,<5.0)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<0.26.0)"]
+
+[[package]]
+name = "httpx"
+version = "0.27.0"
+description = "The next generation HTTP client."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "httpx-0.27.0-py3-none-any.whl", hash = "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5"},
+    {file = "httpx-0.27.0.tar.gz", hash = "sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5"},
+]
+
+[package.dependencies]
+anyio = "*"
+certifi = "*"
+httpcore = "==1.*"
+idna = "*"
+sniffio = "*"
+
+[package.extras]
+brotli = ["brotli", "brotlicffi"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+
 [[package]]
 name = "idna"
 version = "3.7"
@@ -609,41 +646,22 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.7.0"
+version = "8.0.0"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.7.0-py3-none-any.whl", hash = "sha256:cb52082e659e97afc5dac71e79de97d8681de3aa07ff18578330904a9d18e5b5"},
-    {file = "importlib_metadata-6.7.0.tar.gz", hash = "sha256:1aaf550d4f73e5d6783e7acb77aec43d49da8017410afae93822cc9cca98c4d4"},
+    {file = "importlib_metadata-8.0.0-py3-none-any.whl", hash = "sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f"},
+    {file = "importlib_metadata-8.0.0.tar.gz", hash = "sha256:188bd24e4c346d3f0a933f275c2fec67050326a856b9a359881d7c2a697e8812"},
 ]
 
 [package.dependencies]
-typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
-
-[[package]]
-name = "importlib-resources"
-version = "5.12.0"
-description = "Read resources from Python packages"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "importlib_resources-5.12.0-py3-none-any.whl", hash = "sha256:7b1deeebbf351c7578e09bf2f63fa2ce8b5ffec296e0d349139d43cca061a81a"},
-    {file = "importlib_resources-5.12.0.tar.gz", hash = "sha256:4be82589bf5c1d7999aedf2a45159d10cb3ca4f19b2271f8792bc8e6da7b22f6"},
-]
-
-[package.dependencies]
-zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -658,78 +676,73 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.16.2"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.16.2-py3-none-any.whl", hash = "sha256:67daf93e5b52456cd8eea87a8b59405d2bb80ae411864a1ea206c3631d8179af"},
-    {file = "ipykernel-6.16.2.tar.gz", hash = "sha256:463f3d87a92e99969b1605cb7a5b4d7b36b7145a0e72d06e65918a6ddefbe630"},
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
 ]
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-debugpy = ">=1.0"
+comm = ">=0.1.1"
+debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
 psutil = "*"
-pyzmq = ">=17"
+pyzmq = ">=24"
 tornado = ">=6.1"
-traitlets = ">=5.1.0"
+traitlets = ">=5.4.0"
 
 [package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-cov", "pytest-timeout"]
+cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+pyqt5 = ["pyqt5"]
+pyside6 = ["pyside6"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
-version = "7.34.0"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
-    {file = "ipython-7.34.0-py3-none-any.whl", hash = "sha256:c175d2440a1caff76116eb719d40538fbb316e214eda85c5515c303aacbfb23e"},
-    {file = "ipython-7.34.0.tar.gz", hash = "sha256:af3bdb46aa292bce5615b1b2ebc76c2080c5f77f54bda2ec72461317273e7cd6"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
-pygments = "*"
-setuptools = ">=18.5"
-traitlets = ">=4.2"
+prompt-toolkit = ">=3.0.41,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5"
+typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"]
-doc = ["Sphinx (>=1.3)"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+black = ["black"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["ipykernel", "nbformat", "nose (>=0.10.1)", "numpy (>=1.17)", "pygments", "requests", "testpath"]
-
-[[package]]
-name = "ipython-genutils"
-version = "0.2.0"
-description = "Vestigial utilities from IPython"
-optional = false
-python-versions = "*"
-files = [
-    {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
-    {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
-]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "isoduration"
@@ -783,117 +796,128 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.9.14"
+version = "0.9.25"
 description = "A Python implementation of the JSON5 data format."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "json5-0.9.14-py2.py3-none-any.whl", hash = "sha256:740c7f1b9e584a468dbb2939d8d458db3427f2c93ae2139d05f47e453eae964f"},
-    {file = "json5-0.9.14.tar.gz", hash = "sha256:9ed66c3a6ca3510a976a9ef9b8c0787de24802724ab1860bc0153c7fdd589b02"},
+    {file = "json5-0.9.25-py3-none-any.whl", hash = "sha256:34ed7d834b1341a86987ed52f3f76cd8ee184394906b6e22a1e0deb9ab294e8f"},
+    {file = "json5-0.9.25.tar.gz", hash = "sha256:548e41b9be043f9426776f05df8635a00fe06104ea51ed24b67f908856e151ae"},
 ]
 
-[package.extras]
-dev = ["hypothesis"]
-
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 files = [
-    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
-    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
 [[package]]
 name = "jsonschema"
-version = "4.17.3"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
-    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
-attrs = ">=17.4.0"
+attrs = ">=22.2.0"
 fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
-pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
 rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2023.12.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
+    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+]
+
+[package.dependencies]
+referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter-client"
-version = "7.4.9"
+version = "8.6.2"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-7.4.9-py3-none-any.whl", hash = "sha256:214668aaea208195f4c13d28eb272ba79f945fc0cf3f11c7092c20b2ca1980e7"},
-    {file = "jupyter_client-7.4.9.tar.gz", hash = "sha256:52be28e04171f07aed8f20e1616a5a552ab9fee9cbbe6c1896ae170c3880d392"},
+    {file = "jupyter_client-8.6.2-py3-none-any.whl", hash = "sha256:50cbc5c66fd1b8f65ecb66bc490ab73217993632809b6e505687de18e9dea39f"},
+    {file = "jupyter_client-8.6.2.tar.gz", hash = "sha256:2bda14d55ee5ba58552a8c53ae43d215ad9868853489213f37da060ced54d8df"},
 ]
 
 [package.dependencies]
-entrypoints = "*"
-jupyter-core = ">=4.9.2"
-nest-asyncio = ">=1.5.4"
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
-traitlets = "*"
+traitlets = ">=5.3"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.12.0"
+version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_core-4.12.0-py3-none-any.whl", hash = "sha256:a54672c539333258495579f6964144924e0aa7b07f7069947bef76d7ea5cb4c1"},
-    {file = "jupyter_core-4.12.0.tar.gz", hash = "sha256:87f39d7642412ae8a52291cc68e71ac01dfa2c735df2701f8108251d51b4f460"},
+    {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
+    {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
 ]
 
 [package.dependencies]
-pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
-traitlets = "*"
+platformdirs = ">=2.5"
+pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = ">=5.3"
 
 [package.extras]
-test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.6.3"
+version = "0.10.0"
 description = "Jupyter Event System library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_events-0.6.3-py3-none-any.whl", hash = "sha256:57a2749f87ba387cd1bfd9b22a0875b889237dbf2edc2121ebb22bde47036c17"},
-    {file = "jupyter_events-0.6.3.tar.gz", hash = "sha256:9a6e9995f75d1b7146b436ea24d696ce3a35bfa8bfe45e0c33c334c79464d0b3"},
+    {file = "jupyter_events-0.10.0-py3-none-any.whl", hash = "sha256:4b72130875e59d57716d327ea70d3ebc3af1944d3717e5a498b8a06c6c159960"},
+    {file = "jupyter_events-0.10.0.tar.gz", hash = "sha256:670b8229d3cc882ec782144ed22e0d29e1c2d639263f92ca8383e66682845e22"},
 ]
 
 [package.dependencies]
-jsonschema = {version = ">=3.2.0", extras = ["format-nongpl"]}
+jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
 python-json-logger = ">=2.0.4"
 pyyaml = ">=5.3"
+referencing = "*"
 rfc3339-validator = "*"
 rfc3986-validator = ">=0.1.1"
 traitlets = ">=5.3"
@@ -901,146 +925,133 @@ traitlets = ">=5.3"
 [package.extras]
 cli = ["click", "rich"]
 docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
-test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "rich"]
-
-[[package]]
-name = "jupyter-server"
-version = "1.24.0"
-description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "jupyter_server-1.24.0-py3-none-any.whl", hash = "sha256:c88ddbe862966ea1aea8c3ccb89a5903abd8fbcfe5cd14090ef549d403332c37"},
-    {file = "jupyter_server-1.24.0.tar.gz", hash = "sha256:23368e8e214baf82b313d4c5a0d828ca73015e1a192ce3829bd74e62fab8d046"},
-]
-
-[package.dependencies]
-anyio = ">=3.1.0,<4"
-argon2-cffi = "*"
-jinja2 = "*"
-jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-nbconvert = ">=6.4.4"
-nbformat = ">=5.2.0"
-packaging = "*"
-prometheus-client = "*"
-pywinpty = {version = "*", markers = "os_name == \"nt\""}
-pyzmq = ">=17"
-Send2Trash = "*"
-terminado = ">=0.8.3"
-tornado = ">=6.1.0"
-traitlets = ">=5.1"
-websocket-client = "*"
-
-[package.extras]
-test = ["coverage", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-mock", "pytest-timeout", "pytest-tornasync", "requests"]
+test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
 
 [[package]]
-name = "jupyter-server-fileid"
-version = "0.9.1"
-description = "Jupyter Server extension providing an implementation of the File ID service."
+name = "jupyter-lsp"
+version = "2.2.5"
+description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server_fileid-0.9.1-py3-none-any.whl", hash = "sha256:76dd05a45b78c7ec0cba0be98ece289984c6bcfc1ca2da216d42930e506a4d68"},
-    {file = "jupyter_server_fileid-0.9.1.tar.gz", hash = "sha256:7486bca3acf9bbaab7ce5127f9f64d2df58f5d2de377609fb833291a7217a6a2"},
+    {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
+    {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
 ]
 
 [package.dependencies]
-jupyter-events = ">=0.5.0"
-jupyter-server = ">=1.15,<3"
-
-[package.extras]
-cli = ["click"]
-test = ["jupyter-server[test] (>=1.15,<3)", "pytest", "pytest-cov", "pytest-jupyter"]
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter-server = ">=1.1.2"
 
 [[package]]
-name = "jupyter-server-ydoc"
-version = "0.8.0"
-description = "A Jupyter Server Extension Providing Y Documents."
+name = "jupyter-server"
+version = "2.14.2"
+description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server_ydoc-0.8.0-py3-none-any.whl", hash = "sha256:969a3a1a77ed4e99487d60a74048dc9fa7d3b0dcd32e60885d835bbf7ba7be11"},
-    {file = "jupyter_server_ydoc-0.8.0.tar.gz", hash = "sha256:a6fe125091792d16c962cc3720c950c2b87fcc8c3ecf0c54c84e9a20b814526c"},
+    {file = "jupyter_server-2.14.2-py3-none-any.whl", hash = "sha256:47ff506127c2f7851a17bf4713434208fc490955d0e8632e95014a9a9afbeefd"},
+    {file = "jupyter_server-2.14.2.tar.gz", hash = "sha256:66095021aa9638ced276c248b1d81862e4c50f292d575920bbe960de1c56b12b"},
 ]
 
 [package.dependencies]
-jupyter-server-fileid = ">=0.6.0,<1"
-jupyter-ydoc = ">=0.2.0,<0.4.0"
-ypy-websocket = ">=0.8.2,<0.9.0"
+anyio = ">=3.1.0"
+argon2-cffi = ">=21.1"
+jinja2 = ">=3.0.3"
+jupyter-client = ">=7.4.4"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-events = ">=0.9.0"
+jupyter-server-terminals = ">=0.4.4"
+nbconvert = ">=6.4.4"
+nbformat = ">=5.3.0"
+overrides = ">=5.0"
+packaging = ">=22.0"
+prometheus-client = ">=0.9"
+pywinpty = {version = ">=2.0.1", markers = "os_name == \"nt\""}
+pyzmq = ">=24"
+send2trash = ">=1.8.2"
+terminado = ">=0.8.3"
+tornado = ">=6.2.0"
+traitlets = ">=5.6.0"
+websocket-client = ">=1.7"
 
 [package.extras]
-test = ["coverage", "jupyter-server[test] (>=2.0.0a0)", "pytest (>=7.0)", "pytest-cov", "pytest-timeout", "pytest-tornasync"]
+docs = ["ipykernel", "jinja2", "jupyter-client", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0,<9)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
 
 [[package]]
-name = "jupyter-ydoc"
-version = "0.2.5"
-description = "Document structures for collaborative editing using Ypy"
+name = "jupyter-server-terminals"
+version = "0.5.3"
+description = "A Jupyter Server Extension Providing Terminals."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_ydoc-0.2.5-py3-none-any.whl", hash = "sha256:5759170f112c70320a84217dd98d287699076ae65a7f88d458d57940a9f2b882"},
-    {file = "jupyter_ydoc-0.2.5.tar.gz", hash = "sha256:5a02ca7449f0d875f73e8cb8efdf695dddef15a8e71378b1f4eda6b7c90f5382"},
+    {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
+    {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
-y-py = ">=0.6.0,<0.7.0"
+pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
+terminado = ">=0.8.3"
 
 [package.extras]
-dev = ["click", "jupyter-releaser"]
-test = ["pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)", "ypy-websocket (>=0.8.4,<0.9.0)"]
+docs = ["jinja2", "jupyter-server", "mistune (<4.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
+test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
 
 [[package]]
 name = "jupyterlab"
-version = "3.6.7"
+version = "4.2.3"
 description = "JupyterLab computational environment"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-3.6.7-py3-none-any.whl", hash = "sha256:d92d57d402f53922bca5090654843aa08e511290dff29fdb0809eafbbeb6df98"},
-    {file = "jupyterlab-3.6.7.tar.gz", hash = "sha256:2fadeaec161b0d1aec19f17721d8b803aef1d267f89c8b636b703be14f435c8f"},
+    {file = "jupyterlab-4.2.3-py3-none-any.whl", hash = "sha256:0b59d11808e84bb84105c73364edfa867dd475492429ab34ea388a52f2e2e596"},
+    {file = "jupyterlab-4.2.3.tar.gz", hash = "sha256:df6e46969ea51d66815167f23d92f105423b7f1f06fa604d4f44aeb018c82c7b"},
 ]
 
 [package.dependencies]
-ipython = "*"
-jinja2 = ">=2.1"
+async-lru = ">=1.0.0"
+httpx = ">=0.25.0"
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+ipykernel = ">=6.5.0"
+jinja2 = ">=3.0.3"
 jupyter-core = "*"
-jupyter-server = ">=1.16.0,<3"
-jupyter-server-ydoc = ">=0.8.0,<0.9.0"
-jupyter-ydoc = ">=0.2.4,<0.3.0"
-jupyterlab-server = ">=2.19,<3.0"
-nbclassic = "*"
-notebook = "<7"
+jupyter-lsp = ">=2.0.0"
+jupyter-server = ">=2.4.0,<3"
+jupyterlab-server = ">=2.27.1,<3"
+notebook-shim = ">=0.2"
 packaging = "*"
-tomli = {version = "*", markers = "python_version < \"3.11\""}
-tornado = ">=6.1.0"
+setuptools = ">=40.1.0"
+tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
+tornado = ">=6.2.0"
+traitlets = "*"
 
 [package.extras]
-docs = ["jsx-lexer", "myst-parser", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8)", "sphinx-copybutton", "sphinx-rtd-theme"]
-test = ["check-manifest", "coverage", "jupyterlab-server[test]", "pre-commit", "pytest (>=6.0)", "pytest-check-links (>=0.5)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "requests", "requests-cache", "virtualenv"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.3.5)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<7.3.0)", "sphinx-copybutton"]
+docs-screenshots = ["altair (==5.3.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.2)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.1.post2)", "matplotlib (==3.8.3)", "nbconvert (>=7.0.0)", "pandas (==2.2.1)", "scipy (==1.12.0)", "vega-datasets (==0.9.0)"]
+test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
+upgrade-extension = ["copier (>=8,<10)", "jinja2-time (<0.3)", "pydantic (<2.0)", "pyyaml-include (<2.0)", "tomli-w (<2.0)"]
 
 [[package]]
 name = "jupyterlab-pygments"
-version = "0.2.2"
+version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_pygments-0.2.2-py2.py3-none-any.whl", hash = "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f"},
-    {file = "jupyterlab_pygments-0.2.2.tar.gz", hash = "sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d"},
+    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
+    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
 ]
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.24.0"
+version = "2.27.2"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_server-2.24.0-py3-none-any.whl", hash = "sha256:5f077e142bb8dc9b843d960f940c513581bceca3793a0d80f9c67d9522c4e876"},
-    {file = "jupyterlab_server-2.24.0.tar.gz", hash = "sha256:4e6f99e0a5579bbbc32e449c4dbb039561d4f1a7827d5733273ed56738f21f07"},
+    {file = "jupyterlab_server-2.27.2-py3-none-any.whl", hash = "sha256:54aa2d64fd86383b5438d9f0c032f043c4d8c0264b8af9f60bd061157466ea43"},
+    {file = "jupyterlab_server-2.27.2.tar.gz", hash = "sha256:15cbb349dc45e954e09bacf81b9f9bcb10815ff660fb2034ecd7417db3a7ea27"},
 ]
 
 [package.dependencies]
@@ -1048,65 +1059,72 @@ babel = ">=2.10"
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0.3"
 json5 = ">=0.9.0"
-jsonschema = ">=4.17.3"
+jsonschema = ">=4.18.0"
 jupyter-server = ">=1.21,<3"
 packaging = ">=21.3"
-requests = ">=2.28"
+requests = ">=2.31"
 
 [package.extras]
 docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
-openapi = ["openapi-core (>=0.16.1,<0.17.0)", "ruamel-yaml"]
-test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.7.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
+openapi = ["openapi-core (>=0.18.0,<0.19.0)", "ruamel-yaml"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0,<8)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "jupytext"
-version = "1.15.2"
+version = "1.16.3"
 description = "Jupyter notebooks as Markdown documents, Julia, Python or R scripts"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "jupytext-1.15.2-py3-none-any.whl", hash = "sha256:ef2a1a3eb8f63d84a3b3772014bdfbe238e4e12a30c4309b8c89e0a54adeb7d1"},
-    {file = "jupytext-1.15.2.tar.gz", hash = "sha256:c9976e24d834e991906c1de55af4b6d512d764f6372aabae45fc1ea72b589173"},
+    {file = "jupytext-1.16.3-py3-none-any.whl", hash = "sha256:870e0d7a716dcb1303df6ad1cec65e3315a20daedd808a55cb3dae2d56e4ed20"},
+    {file = "jupytext-1.16.3.tar.gz", hash = "sha256:1ebac990461dd9f477ff7feec9e3003fa1acc89f3c16ba01b73f79fd76f01a98"},
 ]
 
 [package.dependencies]
-markdown-it-py = ">=1.0.0"
+markdown-it-py = ">=1.0"
 mdit-py-plugins = "*"
 nbformat = "*"
+packaging = "*"
 pyyaml = "*"
-toml = "*"
+tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [package.extras]
-rst2md = ["sphinx-gallery (>=0.7.0,<0.8.0)"]
-toml = ["toml"]
+dev = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist", "sphinx-gallery (<0.8)"]
+docs = ["myst-parser", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
+test = ["pytest", "pytest-randomly", "pytest-xdist"]
+test-cov = ["ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist"]
+test-external = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-randomly", "pytest-xdist", "sphinx-gallery (<0.8)"]
+test-functional = ["pytest", "pytest-randomly", "pytest-xdist"]
+test-integration = ["ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-randomly", "pytest-xdist"]
+test-ui = ["calysto-bash"]
 
 [[package]]
 name = "markdown"
-version = "3.4.4"
+version = "3.6"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "Markdown-3.4.4-py3-none-any.whl", hash = "sha256:a4c1b65c0957b4bd9e7d86ddc7b3c9868fb9670660f6f99f6d1bca8954d5a941"},
-    {file = "Markdown-3.4.4.tar.gz", hash = "sha256:225c6123522495d4119a90b3a3ba31a1e87a70369e03f14799ea9c0d7183a3d6"},
+    {file = "Markdown-3.6-py3-none-any.whl", hash = "sha256:48f276f4d8cfb8ce6527c8f79e2ee29708508bf4d40aa410fbc3b4ee832c850f"},
+    {file = "Markdown-3.6.tar.gz", hash = "sha256:ed4f41f6daecbeeb96e576ce414c41d2d876daa9a16cb35fa8ed8c2ddfad0224"},
 ]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.0)", "mkdocs-nature (>=0.4)"]
+docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.5)", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-nature (>=0.6)", "mkdocs-section-index", "mkdocstrings[python]"]
 testing = ["coverage", "pyyaml"]
 
 [[package]]
 name = "markdown-exec"
-version = "1.6.0"
+version = "1.9.3"
 description = "Utilities to execute code blocks in Markdown files."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "markdown_exec-1.6.0-py3-none-any.whl", hash = "sha256:7dc22dda1e94815d72529caf6ec7a44a164d68e204894a48d4d0702425517504"},
-    {file = "markdown_exec-1.6.0.tar.gz", hash = "sha256:a52a84dda65c841f1a6a605d219cef9503b0a38fef8cd6c1f19b41a02d0e8d9d"},
+    {file = "markdown_exec-1.9.3-py3-none-any.whl", hash = "sha256:6b3f5f35d9c74e3c7ba9011376ad1732aa3ed3806cadefb8522dee3afe02b1ec"},
+    {file = "markdown_exec-1.9.3.tar.gz", hash = "sha256:6ad206b75306020779144835f44de115235903755c46a7ccd3b754aad74661e1"},
 ]
 
 [package.dependencies]
@@ -1134,18 +1152,17 @@ tests = ["pytest"]
 
 [[package]]
 name = "markdown-it-py"
-version = "2.2.0"
+version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "markdown-it-py-2.2.0.tar.gz", hash = "sha256:7c9a5e412688bc771c67432cbfebcdd686c93ce6484913dccf06cb5a0bea35a1"},
-    {file = "markdown_it_py-2.2.0-py3-none-any.whl", hash = "sha256:5a35f8d1870171d9acc47b99612dc146129b631baf04970128b568f190d0cc30"},
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
 ]
 
 [package.dependencies]
 mdurl = ">=0.1,<1.0"
-typing_extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
 
 [package.extras]
 benchmarking = ["psutil", "pytest", "pytest-benchmark"]
@@ -1154,7 +1171,7 @@ compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0
 linkify = ["linkify-it-py (>=1,<3)"]
 plugins = ["mdit-py-plugins"]
 profiling = ["gprof2dot"]
-rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
@@ -1228,13 +1245,13 @@ files = [
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.6"
+version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
-    {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"},
-    {file = "matplotlib_inline-0.1.6-py3-none-any.whl", hash = "sha256:f1f41aab5328aa5aaea9b16d083b128102f8712542f819fe7e6a420ff581b311"},
+    {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
+    {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
 ]
 
 [package.dependencies]
@@ -1242,21 +1259,21 @@ traitlets = "*"
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.3.5"
+version = "0.4.1"
 description = "Collection of plugins for markdown-it-py"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mdit-py-plugins-0.3.5.tar.gz", hash = "sha256:eee0adc7195e5827e17e02d2a258a2ba159944a0748f59c5099a4a27f78fcf6a"},
-    {file = "mdit_py_plugins-0.3.5-py3-none-any.whl", hash = "sha256:ca9a0714ea59a24b2b044a1831f48d817dd0c817e84339f20e7889f392d77c4e"},
+    {file = "mdit_py_plugins-0.4.1-py3-none-any.whl", hash = "sha256:1020dfe4e6bfc2c79fb49ae4e3f5b297f5ccd20f010187acc52af2921e27dc6a"},
+    {file = "mdit_py_plugins-0.4.1.tar.gz", hash = "sha256:834b8ac23d1cd60cec703646ffd22ae97b7955a6d596eb1d304be1e251ae499c"},
 ]
 
 [package.dependencies]
-markdown-it-py = ">=1.0.0,<3.0.0"
+markdown-it-py = ">=1.0.0,<4.0.0"
 
 [package.extras]
 code-style = ["pre-commit"]
-rtd = ["attrs", "myst-parser (>=0.16.1,<0.17.0)", "sphinx-book-theme (>=0.1.0,<0.2.0)"]
+rtd = ["myst-parser", "sphinx-book-theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
@@ -1294,74 +1311,91 @@ files = [
 
 [[package]]
 name = "mkdocs"
-version = "1.5.3"
+version = "1.6.0"
 description = "Project documentation with Markdown."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocs-1.5.3-py3-none-any.whl", hash = "sha256:3b3a78e736b31158d64dbb2f8ba29bd46a379d0c6e324c2246c3bc3d2189cfc1"},
-    {file = "mkdocs-1.5.3.tar.gz", hash = "sha256:eb7c99214dcb945313ba30426c2451b735992c73c2e10838f76d09e39ff4d0e2"},
+    {file = "mkdocs-1.6.0-py3-none-any.whl", hash = "sha256:1eb5cb7676b7d89323e62b56235010216319217d4af5ddc543a91beb8d125ea7"},
+    {file = "mkdocs-1.6.0.tar.gz", hash = "sha256:a73f735824ef83a4f3bcb7a231dcab23f5a838f88b7efc54a0eef5fbdbc3c512"},
 ]
 
 [package.dependencies]
 click = ">=7.0"
 colorama = {version = ">=0.4", markers = "platform_system == \"Windows\""}
 ghp-import = ">=1.0"
-importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 jinja2 = ">=2.11.1"
-markdown = ">=3.2.1"
+markdown = ">=3.3.6"
 markupsafe = ">=2.0.1"
 mergedeep = ">=1.3.4"
+mkdocs-get-deps = ">=0.2.0"
 packaging = ">=20.5"
 pathspec = ">=0.11.1"
-platformdirs = ">=2.2.0"
 pyyaml = ">=5.1"
 pyyaml-env-tag = ">=0.1"
-typing-extensions = {version = ">=3.10", markers = "python_version < \"3.8\""}
 watchdog = ">=2.0"
 
 [package.extras]
 i18n = ["babel (>=2.9.0)"]
-min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.3)", "jinja2 (==2.11.1)", "markdown (==3.2.1)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "packaging (==20.5)", "pathspec (==0.11.1)", "platformdirs (==2.2.0)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "typing-extensions (==3.10)", "watchdog (==2.0)"]
+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.4)", "jinja2 (==2.11.1)", "markdown (==3.3.6)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "mkdocs-get-deps (==0.2.0)", "packaging (==20.5)", "pathspec (==0.11.1)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "watchdog (==2.0)"]
 
 [[package]]
 name = "mkdocs-autorefs"
-version = "0.4.1"
+version = "1.0.1"
 description = "Automatically link across pages in MkDocs."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocs-autorefs-0.4.1.tar.gz", hash = "sha256:70748a7bd025f9ecd6d6feeba8ba63f8e891a1af55f48e366d6d6e78493aba84"},
-    {file = "mkdocs_autorefs-0.4.1-py3-none-any.whl", hash = "sha256:a2248a9501b29dc0cc8ba4c09f4f47ff121945f6ce33d760f145d6f89d313f5b"},
+    {file = "mkdocs_autorefs-1.0.1-py3-none-any.whl", hash = "sha256:aacdfae1ab197780fb7a2dac92ad8a3d8f7ca8049a9cbe56a4218cd52e8da570"},
+    {file = "mkdocs_autorefs-1.0.1.tar.gz", hash = "sha256:f684edf847eced40b570b57846b15f0bf57fb93ac2c510450775dcf16accb971"},
 ]
 
 [package.dependencies]
 Markdown = ">=3.3"
+markupsafe = ">=2.0.1"
 mkdocs = ">=1.1"
 
 [[package]]
 name = "mkdocs-gen-files"
-version = "0.4.0"
+version = "0.5.0"
 description = "MkDocs plugin to programmatically generate documentation pages during the build"
 optional = false
-python-versions = ">=3.7,<4.0"
+python-versions = ">=3.7"
 files = [
-    {file = "mkdocs-gen-files-0.4.0.tar.gz", hash = "sha256:377bff8ee8e93515916689f483d971643f83a94eed7e92318854da8f344f0163"},
-    {file = "mkdocs_gen_files-0.4.0-py3-none-any.whl", hash = "sha256:3241a4c947ecd11763ca77cc645015305bf71a0e1b9b886801c114fcf9971e71"},
+    {file = "mkdocs_gen_files-0.5.0-py3-none-any.whl", hash = "sha256:7ac060096f3f40bd19039e7277dd3050be9a453c8ac578645844d4d91d7978ea"},
+    {file = "mkdocs_gen_files-0.5.0.tar.gz", hash = "sha256:4c7cf256b5d67062a788f6b1d035e157fc1a9498c2399be9af5257d4ff4d19bc"},
 ]
 
 [package.dependencies]
-mkdocs = ">=1.0.3,<2.0.0"
+mkdocs = ">=1.0.3"
+
+[[package]]
+name = "mkdocs-get-deps"
+version = "0.2.0"
+description = "MkDocs extension that lists all dependencies according to a mkdocs.yml file"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"},
+    {file = "mkdocs_get_deps-0.2.0.tar.gz", hash = "sha256:162b3d129c7fad9b19abfdcb9c1458a651628e4b1dea628ac68790fb3061c60c"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+mergedeep = ">=1.3.4"
+platformdirs = ">=2.2.0"
+pyyaml = ">=5.1"
 
 [[package]]
 name = "mkdocs-jupyter"
-version = "0.24.3"
+version = "0.24.8"
 description = "Use Jupyter in mkdocs websites"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_jupyter-0.24.3-py3-none-any.whl", hash = "sha256:904262a8678a5e5920b7c3c03b5010b36301a69d0a38f2fcbf430493adf6879e"},
-    {file = "mkdocs_jupyter-0.24.3.tar.gz", hash = "sha256:3d81da9aea27480e93bab22438910c4f0b9630613e74f85b576590d78e0e8b14"},
+    {file = "mkdocs_jupyter-0.24.8-py3-none-any.whl", hash = "sha256:36438a0a653eee2c27c6a8f7006e645f18693699c9b8ac44ffde830ddb08fa16"},
+    {file = "mkdocs_jupyter-0.24.8.tar.gz", hash = "sha256:09a762f484d540d9c0e944d34b28cb536a32869e224b460e2fc791b143f76940"},
 ]
 
 [package.dependencies]
@@ -1372,9 +1406,6 @@ mkdocs-material = ">9.0.0"
 nbconvert = ">=7.2.9,<8"
 pygments = ">2.12.0"
 
-[package.extras]
-test = ["coverage[toml]", "pymdown-extensions", "pytest", "pytest-cov"]
-
 [[package]]
 name = "mkdocs-literate-nav"
 version = "0.6.1"
@@ -1391,13 +1422,13 @@ mkdocs = ">=1.0.3"
 
 [[package]]
 name = "mkdocs-macros-plugin"
-version = "0.7.0"
+version = "1.0.5"
 description = "Unleash the power of MkDocs with macros and variables"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocs-macros-plugin-0.7.0.tar.gz", hash = "sha256:9e64e1cabcf6925359de29fe54f62d5847fb455c2528c440b87f8f1240650608"},
-    {file = "mkdocs_macros_plugin-0.7.0-py3-none-any.whl", hash = "sha256:96bdabeb98b96139544f0048ea2f5cb80c7befde6b21e94c6d4596c22774cbcf"},
+    {file = "mkdocs-macros-plugin-1.0.5.tar.gz", hash = "sha256:fe348d75f01c911f362b6d998c57b3d85b505876dde69db924f2c512c395c328"},
+    {file = "mkdocs_macros_plugin-1.0.5-py3-none-any.whl", hash = "sha256:f60e26f711f5a830ddf1e7980865bf5c0f1180db56109803cdd280073c1a050a"},
 ]
 
 [package.dependencies]
@@ -1412,13 +1443,13 @@ test = ["mkdocs-include-markdown-plugin", "mkdocs-macros-test", "mkdocs-material
 
 [[package]]
 name = "mkdocs-material"
-version = "9.2.7"
+version = "9.5.28"
 description = "Documentation that simply works"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_material-9.2.7-py3-none-any.whl", hash = "sha256:92e4160d191cc76121fed14ab9f14638e43a6da0f2e9d7a9194d377f0a4e7f18"},
-    {file = "mkdocs_material-9.2.7.tar.gz", hash = "sha256:b44da35b0d98cd762d09ef74f1ddce5b6d6e35c13f13beb0c9d82a629e5f229e"},
+    {file = "mkdocs_material-9.5.28-py3-none-any.whl", hash = "sha256:ff48b11b2a9f705dd210409ec3b418ab443dd36d96915bcba45a41f10ea27bfd"},
+    {file = "mkdocs_material-9.5.28.tar.gz", hash = "sha256:9cba305283ad1600e3d0a67abe72d7a058b54793b47be39930911a588fe0336b"},
 ]
 
 [package.dependencies]
@@ -1426,34 +1457,39 @@ babel = ">=2.10,<3.0"
 colorama = ">=0.4,<1.0"
 jinja2 = ">=3.0,<4.0"
 markdown = ">=3.2,<4.0"
-mkdocs = ">=1.5,<2.0"
-mkdocs-material-extensions = ">=1.1,<2.0"
+mkdocs = ">=1.6,<2.0"
+mkdocs-material-extensions = ">=1.3,<2.0"
 paginate = ">=0.5,<1.0"
 pygments = ">=2.16,<3.0"
 pymdown-extensions = ">=10.2,<11.0"
-regex = ">=2022.4,<2023.0"
+regex = ">=2022.4"
 requests = ">=2.26,<3.0"
 
+[package.extras]
+git = ["mkdocs-git-committers-plugin-2 (>=1.1,<2.0)", "mkdocs-git-revision-date-localized-plugin (>=1.2.4,<2.0)"]
+imaging = ["cairosvg (>=2.6,<3.0)", "pillow (>=10.2,<11.0)"]
+recommended = ["mkdocs-minify-plugin (>=0.7,<1.0)", "mkdocs-redirects (>=1.2,<2.0)", "mkdocs-rss-plugin (>=1.6,<2.0)"]
+
 [[package]]
 name = "mkdocs-material-extensions"
-version = "1.2"
+version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_material_extensions-1.2-py3-none-any.whl", hash = "sha256:c767bd6d6305f6420a50f0b541b0c9966d52068839af97029be14443849fb8a1"},
-    {file = "mkdocs_material_extensions-1.2.tar.gz", hash = "sha256:27e2d1ed2d031426a6e10d5ea06989d67e90bb02acd588bc5673106b5ee5eedf"},
+    {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"},
+    {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"},
 ]
 
 [[package]]
 name = "mkdocs-section-index"
-version = "0.3.8"
+version = "0.3.9"
 description = "MkDocs plugin to allow clickable sections that lead to an index page"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_section_index-0.3.8-py3-none-any.whl", hash = "sha256:823d298d78bc1e73e23678ff60889f3c369c2167b03dba73fea88bd0e268a60d"},
-    {file = "mkdocs_section_index-0.3.8.tar.gz", hash = "sha256:bbd209f0da79441baf136ef3a9c40665bb9681d1fb62c73ca2f116fd1388a404"},
+    {file = "mkdocs_section_index-0.3.9-py3-none-any.whl", hash = "sha256:5e5eb288e8d7984d36c11ead5533f376fdf23498f44e903929d72845b24dfe34"},
+    {file = "mkdocs_section_index-0.3.9.tar.gz", hash = "sha256:b66128d19108beceb08b226ee1ba0981840d14baf8a652b6c59e650f3f92e4f8"},
 ]
 
 [package.dependencies]
@@ -1461,22 +1497,24 @@ mkdocs = ">=1.2"
 
 [[package]]
 name = "mkdocstrings"
-version = "0.22.0"
+version = "0.25.1"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocstrings-0.22.0-py3-none-any.whl", hash = "sha256:2d4095d461554ff6a778fdabdca3c00c468c2f1459d469f7a7f622a2b23212ba"},
-    {file = "mkdocstrings-0.22.0.tar.gz", hash = "sha256:82a33b94150ebb3d4b5c73bab4598c3e21468c79ec072eff6931c8f3bfc38256"},
+    {file = "mkdocstrings-0.25.1-py3-none-any.whl", hash = "sha256:da01fcc2670ad61888e8fe5b60afe9fee5781017d67431996832d63e887c2e51"},
+    {file = "mkdocstrings-0.25.1.tar.gz", hash = "sha256:c3a2515f31577f311a9ee58d089e4c51fc6046dbd9e9b4c3de4c3194667fe9bf"},
 ]
 
 [package.dependencies]
+click = ">=7.0"
 importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
 Jinja2 = ">=2.11.1"
 Markdown = ">=3.3"
 MarkupSafe = ">=1.1"
-mkdocs = ">=1.2"
+mkdocs = ">=1.4"
 mkdocs-autorefs = ">=0.3.1"
+platformdirs = ">=2.2.0"
 pymdown-extensions = ">=6.3"
 typing-extensions = {version = ">=4.1", markers = "python_version < \"3.10\""}
 
@@ -1487,85 +1525,50 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 
 [[package]]
 name = "mkdocstrings-python"
-version = "0.8.3"
+version = "1.10.5"
 description = "A Python handler for mkdocstrings."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocstrings-python-0.8.3.tar.gz", hash = "sha256:9ae473f6dc599339b09eee17e4d2b05d6ac0ec29860f3fc9b7512d940fc61adf"},
-    {file = "mkdocstrings_python-0.8.3-py3-none-any.whl", hash = "sha256:4e6e1cd6f37a785de0946ced6eb846eb2f5d891ac1cc2c7b832943d3529087a7"},
+    {file = "mkdocstrings_python-1.10.5-py3-none-any.whl", hash = "sha256:92e3c588ef1b41151f55281d075de7558dd8092e422cb07a65b18ee2b0863ebb"},
+    {file = "mkdocstrings_python-1.10.5.tar.gz", hash = "sha256:acdc2a98cd9d46c7ece508193a16ca03ccabcb67520352b7449f84b57c162bdf"},
 ]
 
 [package.dependencies]
-griffe = ">=0.24"
-mkdocstrings = ">=0.19"
-
-[[package]]
-name = "nbclassic"
-version = "1.0.0"
-description = "Jupyter Notebook as a Jupyter Server extension."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "nbclassic-1.0.0-py3-none-any.whl", hash = "sha256:f99e4769b4750076cd4235c044b61232110733322384a94a63791d2e7beacc66"},
-    {file = "nbclassic-1.0.0.tar.gz", hash = "sha256:0ae11eb2319455d805596bf320336cda9554b41d99ab9a3c31bf8180bffa30e3"},
-]
-
-[package.dependencies]
-argon2-cffi = "*"
-ipykernel = "*"
-ipython-genutils = "*"
-jinja2 = "*"
-jupyter-client = ">=6.1.1"
-jupyter-core = ">=4.6.1"
-jupyter-server = ">=1.8"
-nbconvert = ">=5"
-nbformat = "*"
-nest-asyncio = ">=1.5"
-notebook-shim = ">=0.2.3"
-prometheus-client = "*"
-pyzmq = ">=17"
-Send2Trash = ">=1.8.0"
-terminado = ">=0.8.3"
-tornado = ">=6.1"
-traitlets = ">=4.2.1"
-
-[package.extras]
-docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-json-logging = ["json-logging"]
-test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"]
+griffe = ">=0.47"
+mkdocstrings = ">=0.25"
 
 [[package]]
 name = "nbclient"
-version = "0.7.4"
+version = "0.10.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
 files = [
-    {file = "nbclient-0.7.4-py3-none-any.whl", hash = "sha256:c817c0768c5ff0d60e468e017613e6eae27b6fa31e43f905addd2d24df60c125"},
-    {file = "nbclient-0.7.4.tar.gz", hash = "sha256:d447f0e5a4cfe79d462459aec1b3dc5c2e9152597262be8ee27f7d4c02566a0d"},
+    {file = "nbclient-0.10.0-py3-none-any.whl", hash = "sha256:f13e3529332a1f1f81d82a53210322476a168bb7090a0289c795fe9cc11c9d3f"},
+    {file = "nbclient-0.10.0.tar.gz", hash = "sha256:4b3f1b7dba531e498449c4db4f53da339c91d449dc11e9af3a43b4eb5c5abb09"},
 ]
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 nbformat = ">=5.1"
-traitlets = ">=5.3"
+traitlets = ">=5.4"
 
 [package.extras]
 dev = ["pre-commit"]
 docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"]
-test = ["flaky", "ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
+test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "7.6.0"
-description = "Converting Jupyter Notebooks"
+version = "7.16.4"
+description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "nbconvert-7.6.0-py3-none-any.whl", hash = "sha256:5a445c6794b0791984bc5436608fe2c066cb43c83920c7bc91bde3b765e9a264"},
-    {file = "nbconvert-7.6.0.tar.gz", hash = "sha256:24fcf27efdef2b51d7f090cc5ce5a9b178766a55be513c4ebab08c91899ab550"},
+    {file = "nbconvert-7.16.4-py3-none-any.whl", hash = "sha256:05873c620fe520b6322bf8a5ad562692343fe3452abda5765c7a34b7d1aa3eb3"},
+    {file = "nbconvert-7.16.4.tar.gz", hash = "sha256:86ca91ba266b0a448dc96fa6c5b9d98affabde2867b363258703536807f9f7f4"},
 ]
 
 [package.dependencies]
@@ -1587,30 +1590,29 @@ tinycss2 = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-all = ["nbconvert[docs,qtpdf,serve,test,webpdf]"]
+all = ["flaky", "ipykernel", "ipython", "ipywidgets (>=7.5)", "myst-parser", "nbsphinx (>=0.2.12)", "playwright", "pydata-sphinx-theme", "pyqtwebengine (>=5.15)", "pytest (>=7)", "sphinx (==5.0.2)", "sphinxcontrib-spelling", "tornado (>=6.1)"]
 docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sphinx-theme", "sphinx (==5.0.2)", "sphinxcontrib-spelling"]
-qtpdf = ["nbconvert[qtpng]"]
+qtpdf = ["pyqtwebengine (>=5.15)"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-dependency"]
-webpdf = ["pyppeteer (>=1,<1.1)"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
+webpdf = ["playwright"]
 
 [[package]]
 name = "nbformat"
-version = "5.8.0"
+version = "5.10.4"
 description = "The Jupyter Notebook format"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "nbformat-5.8.0-py3-none-any.whl", hash = "sha256:d910082bd3e0bffcf07eabf3683ed7dda0727a326c446eeb2922abe102e65162"},
-    {file = "nbformat-5.8.0.tar.gz", hash = "sha256:46dac64c781f1c34dfd8acba16547024110348f9fc7eab0f31981c2a3dc48d1f"},
+    {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
+    {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
 ]
 
 [package.dependencies]
-fastjsonschema = "*"
-importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.8\""}
+fastjsonschema = ">=2.15"
 jsonschema = ">=2.6"
-jupyter-core = "*"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -1629,65 +1631,42 @@ files = [
 ]
 
 [[package]]
-name = "notebook"
-version = "6.5.4"
-description = "A web-based notebook environment for interactive computing"
+name = "notebook-shim"
+version = "0.2.4"
+description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "notebook-6.5.4-py3-none-any.whl", hash = "sha256:dd17e78aefe64c768737b32bf171c1c766666a21cc79a44d37a1700771cab56f"},
-    {file = "notebook-6.5.4.tar.gz", hash = "sha256:517209568bd47261e2def27a140e97d49070602eea0d226a696f42a7f16c9a4e"},
+    {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"},
+    {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"},
 ]
 
 [package.dependencies]
-argon2-cffi = "*"
-ipykernel = "*"
-ipython-genutils = "*"
-jinja2 = "*"
-jupyter-client = ">=5.3.4"
-jupyter-core = ">=4.6.1"
-nbclassic = ">=0.4.7"
-nbconvert = ">=5"
-nbformat = "*"
-nest-asyncio = ">=1.5"
-prometheus-client = "*"
-pyzmq = ">=17"
-Send2Trash = ">=1.8.0"
-terminado = ">=0.8.3"
-tornado = ">=6.1"
-traitlets = ">=4.2.1"
+jupyter-server = ">=1.8,<3"
 
 [package.extras]
-docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-json-logging = ["json-logging"]
-test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium (==4.1.5)", "testpath"]
+test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"]
 
 [[package]]
-name = "notebook-shim"
-version = "0.2.3"
-description = "A shim layer for notebook traits and config"
+name = "overrides"
+version = "7.7.0"
+description = "A decorator to automatically detect mismatch when overriding a method."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.6"
 files = [
-    {file = "notebook_shim-0.2.3-py3-none-any.whl", hash = "sha256:a83496a43341c1674b093bfcebf0fe8e74cbe7eda5fd2bbc56f8e39e1486c0c7"},
-    {file = "notebook_shim-0.2.3.tar.gz", hash = "sha256:f69388ac283ae008cd506dda10d0288b09a017d822d5e8c7129a152cbd3ce7e9"},
+    {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"},
+    {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"},
 ]
 
-[package.dependencies]
-jupyter-server = ">=1.8,<3"
-
-[package.extras]
-test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"]
-
 [[package]]
 name = "packaging"
-version = "23.2"
+version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "packaging-23.2-py3-none-any.whl", hash = "sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7"},
-    {file = "packaging-23.2.tar.gz", hash = "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5"},
+    {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
+    {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
 ]
 
 [[package]]
@@ -1713,28 +1692,28 @@ files = [
 
 [[package]]
 name = "parso"
-version = "0.8.3"
+version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "parso-0.8.3-py2.py3-none-any.whl", hash = "sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75"},
-    {file = "parso-0.8.3.tar.gz", hash = "sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0"},
+    {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
+    {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
 ]
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["docopt", "pytest (<6.0.0)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["docopt", "pytest"]
 
 [[package]]
 name = "pathspec"
-version = "0.11.2"
+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pathspec-0.11.2-py3-none-any.whl", hash = "sha256:1d6ed233af05e679efb96b1851550ea95bbb64b7c490b0f5aa52996c11e92a20"},
-    {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
+    {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
+    {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
 ]
 
 [[package]]
@@ -1751,73 +1730,46 @@ files = [
 [package.dependencies]
 ptyprocess = ">=0.5"
 
-[[package]]
-name = "pickleshare"
-version = "0.7.5"
-description = "Tiny 'shelve'-like database with concurrency support"
-optional = false
-python-versions = "*"
-files = [
-    {file = "pickleshare-0.7.5-py2.py3-none-any.whl", hash = "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"},
-    {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
-]
-
-[[package]]
-name = "pkgutil-resolve-name"
-version = "1.3.10"
-description = "Resolve a name to an object."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "pkgutil_resolve_name-1.3.10-py3-none-any.whl", hash = "sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e"},
-    {file = "pkgutil_resolve_name-1.3.10.tar.gz", hash = "sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174"},
-]
-
 [[package]]
 name = "platformdirs"
-version = "4.0.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.2"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "platformdirs-4.0.0-py3-none-any.whl", hash = "sha256:118c954d7e949b35437270383a3f2531e99dd93cf7ce4dc8340d3356d30f173b"},
-    {file = "platformdirs-4.0.0.tar.gz", hash = "sha256:cb633b2bcf10c51af60beb0ab06d2f1d69064b43abf4c185ca6b28865f3f9731"},
+    {file = "platformdirs-4.2.2-py3-none-any.whl", hash = "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee"},
+    {file = "platformdirs-4.2.2.tar.gz", hash = "sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.8\""}
-
 [package.extras]
-docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
+docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pluggy-1.2.0-py3-none-any.whl", hash = "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849"},
-    {file = "pluggy-1.2.0.tar.gz", hash = "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"},
+    {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
+    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
 ]
 
-[package.dependencies]
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
-
 [package.extras]
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "prometheus-client"
-version = "0.17.1"
+version = "0.20.0"
 description = "Python client for the Prometheus monitoring system."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "prometheus_client-0.17.1-py3-none-any.whl", hash = "sha256:e537f37160f6807b8202a6fc4764cdd19bac5480ddd3e0d463c3002b34462101"},
-    {file = "prometheus_client-0.17.1.tar.gz", hash = "sha256:21e674f39831ae3f8acde238afd9a27a37d0d2fb5a28ea094f0ce25d2cbf2091"},
+    {file = "prometheus_client-0.20.0-py3-none-any.whl", hash = "sha256:cde524a85bce83ca359cc837f28b8c0db5cac7aa653a588fd7e84ba061c329e7"},
+    {file = "prometheus_client-0.20.0.tar.gz", hash = "sha256:287629d00b147a32dcb2be0b9df905da599b2d82f80377083ec8463309a4bb89"},
 ]
 
 [package.extras]
@@ -1825,13 +1777,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
-    {file = "prompt_toolkit-3.0.43.tar.gz", hash = "sha256:3527b7af26106cbc65a040bcc84839a3566ec1b051bb0bfe953631e704b0ff7d"},
+    {file = "prompt_toolkit-3.0.47-py3-none-any.whl", hash = "sha256:0d7bfa67001d5e39d02c224b663abc33687405033a8c422d0d675a5a13361d10"},
+    {file = "prompt_toolkit-3.0.47.tar.gz", hash = "sha256:1e1b29cb58080b1e69f207c893a1a7bf16d127a5c30c9d17a25a5d77792e5360"},
 ]
 
 [package.dependencies]
@@ -1839,27 +1791,28 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.8"
+version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
-    {file = "psutil-5.9.8-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:26bd09967ae00920df88e0352a91cff1a78f8d69b3ecabbfe733610c0af486c8"},
-    {file = "psutil-5.9.8-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:05806de88103b25903dff19bb6692bd2e714ccf9e668d050d144012055cbca73"},
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+    {file = "psutil-6.0.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e2e8d0054fc88153ca0544f5c4d554d42e33df2e009c4ff42284ac9ebdef4132"},
+    {file = "psutil-6.0.0-cp36-cp36m-win32.whl", hash = "sha256:fc8c9510cde0146432bbdb433322861ee8c3efbf8589865c8bf8d21cb30c4d14"},
+    {file = "psutil-6.0.0-cp36-cp36m-win_amd64.whl", hash = "sha256:34859b8d8f423b86e4385ff3665d3f4d94be3cdf48221fbe476e883514fdb71c"},
+    {file = "psutil-6.0.0-cp37-abi3-win32.whl", hash = "sha256:a495580d6bae27291324fe60cea0b5a7c23fa36a7cd35035a16d93bdcf076b9d"},
+    {file = "psutil-6.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:33ea5e1c975250a720b3a6609c490db40dae5d83a4eb315170c4fe0d8b1f34b3"},
+    {file = "psutil-6.0.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:ffe7fc9b6b36beadc8c322f84e1caff51e8703b88eee1da46d1e3a6ae11b4fd0"},
+    {file = "psutil-6.0.0.tar.gz", hash = "sha256:8faae4f310b6d969fa26ca0545338b21f73c6b15db7c4a8d934a5482faa818f2"},
 ]
 
 [package.extras]
@@ -1876,6 +1829,20 @@ files = [
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
 ]
 
+[[package]]
+name = "pure-eval"
+version = "0.2.2"
+description = "Safely evaluate AST nodes without side effects"
+optional = false
+python-versions = "*"
+files = [
+    {file = "pure_eval-0.2.2-py3-none-any.whl", hash = "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350"},
+    {file = "pure_eval-0.2.2.tar.gz", hash = "sha256:2b45320af6dfaa1750f543d714b6d1c520a1688dec6fd24d339063ce0aaa9ac3"},
+]
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "py4j"
 version = "0.10.9.7"
@@ -1889,103 +1856,66 @@ files = [
 
 [[package]]
 name = "pycparser"
-version = "2.21"
+version = "2.22"
 description = "C parser in Python"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
 files = [
-    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
-    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+    {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
+    {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
 ]
 
 [[package]]
 name = "pygments"
-version = "2.17.2"
+version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pygments-2.17.2-py3-none-any.whl", hash = "sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c"},
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+    {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
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@@ -2012,27 +1941,27 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 
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+    {file = "ruff-0.5.1-py3-none-win32.whl", hash = "sha256:5c441d9c24ec09e1cb190a04535c5379b36b73c4bc20aa180c54812c27d1cca4"},
+    {file = "ruff-0.5.1-py3-none-win_amd64.whl", hash = "sha256:b1789bf2cd3d1b5a7d38397cac1398ddf3ad7f73f4de01b1e913e2abc7dfc51d"},
+    {file = "ruff-0.5.1-py3-none-win_arm64.whl", hash = "sha256:2875b7596a740cbbd492f32d24be73e545a4ce0a3daf51e4f4e609962bfd3cd2"},
+    {file = "ruff-0.5.1.tar.gz", hash = "sha256:3164488aebd89b1745b47fd00604fb4358d774465f20d1fcd907f9c0fc1b0655"},
 ]
 
 [[package]]
@@ -2459,13 +2487,13 @@ files = [
 
 [[package]]
 name = "send2trash"
-version = "1.8.2"
+version = "1.8.3"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
-    {file = "Send2Trash-1.8.2-py3-none-any.whl", hash = "sha256:a384719d99c07ce1eefd6905d2decb6f8b7ed054025bb0e618919f945de4f679"},
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+    {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"},
+    {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
 ]
 
 [package.extras]
@@ -2475,19 +2503,18 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "68.0.0"
+version = "70.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "setuptools-70.3.0-py3-none-any.whl", hash = "sha256:fe384da74336c398e0d956d1cae0669bc02eed936cdb1d49b57de1990dc11ffc"},
+    {file = "setuptools-70.3.0.tar.gz", hash = "sha256:f171bab1dfbc86b132997f26a119f6056a57950d058587841a0082e8830f9dc5"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
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-testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
@@ -2502,35 +2529,54 @@ files = [
 
 [[package]]
 name = "sniffio"
-version = "1.3.0"
+version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "soupsieve"
-version = "2.4.1"
+version = "2.5"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "soupsieve-2.5.tar.gz", hash = "sha256:5663d5a7b3bfaeee0bc4372e7fc48f9cff4940b3eec54a6451cc5299f1097690"},
 ]
 
+[[package]]
+name = "stack-data"
+version = "0.6.3"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+optional = false
+python-versions = "*"
+files = [
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+    {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
+]
+
+[package.dependencies]
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
+pure-eval = "*"
+
+[package.extras]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
+
 [[package]]
 name = "termcolor"
-version = "2.3.0"
+version = "2.4.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "termcolor-2.4.0-py3-none-any.whl", hash = "sha256:9297c0df9c99445c2412e832e882a7884038a25617c60cea2ad69488d4040d63"},
+    {file = "termcolor-2.4.0.tar.gz", hash = "sha256:aab9e56047c8ac41ed798fa36d892a37aca6b3e9159f3e0c24bc64a9b3ac7b7a"},
 ]
 
 [package.extras]
@@ -2538,13 +2584,13 @@ tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "terminado"
-version = "0.17.1"
+version = "0.18.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
+    {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
 ]
 
 [package.dependencies]
@@ -2555,16 +2601,17 @@ tornado = ">=6.1.0"
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
+typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
 [[package]]
 name = "tinycss2"
-version = "1.2.1"
+version = "1.3.0"
 description = "A tiny CSS parser"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2572,18 +2619,7 @@ webencodings = ">=0.4"
 
 [package.extras]
 doc = ["sphinx", "sphinx_rtd_theme"]
-test = ["flake8", "isort", "pytest"]
-
-[[package]]
-name = "toml"
-version = "0.10.2"
-description = "Python Library for Tom's Obvious, Minimal Language"
-optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-files = [
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-]
+test = ["pytest", "ruff"]
 
 [[package]]
 name = "tomli"
@@ -2598,48 +2634,59 @@ files = [
 
 [[package]]
 name = "tornado"
-version = "6.2"
+version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
-python-versions = ">= 3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "traitlets"
-version = "5.9.0"
+version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
-python-versions = ">=3.7"
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 [package.extras]
@@ -2725,18 +2777,18 @@ files = [
 
 [[package]]
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 description = "A library for working with the color formats defined by HTML and CSS."
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 [package.extras]
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+tests = ["coverage[toml]"]
 
 [[package]]
 name = "webencodings"
@@ -2751,138 +2803,36 @@ files = [
 
 [[package]]
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 [package.extras]
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 test = ["websockets"]
 
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-
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-name = "ypy-websocket"
-version = "0.8.4"
-description = "WebSocket connector for Ypy"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-aiofiles = ">=22.1.0,<23"
-aiosqlite = ">=0.17.0,<1"
-y-py = ">=0.6.0,<0.7.0"
-
-[package.extras]
-test = ["mypy", "pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)"]
-
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.7,<4.0"
-content-hash = "ac991159dc247652a6701ba66b38ab508fb938345d2102d83ce0da9d141a7ff8"
+python-versions = ">=3.9,<4.0"
+content-hash = "55aaef99d9e3ff43b14a32ff9fc8219575ad42c8597b4520121a4927bd293b95"
diff --git a/pyproject.toml b/pyproject.toml
index b0f5ed10..b20c0726 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "quinn"
-version = "0.10.3"
+version = "1.0"
 description = "Pyspark helper methods to maximize developer efficiency"
 authors = ["MrPowers <matthewkevinpowers@gmail.com>"]
 
@@ -22,7 +22,7 @@ build-backend = "poetry.masonry.api"
 ###########################################################################
 
 [tool.poetry.dependencies]
-python = ">=3.7,<4.0"
+python = ">=3.9,<4.0"
 
 
 ###########################################################################
@@ -42,26 +42,28 @@ optional = true
 optional = true
 
 [tool.poetry.group.development.dependencies]
-pyspark = ">2"
+pyspark = ">3"
 semver = "^3"
 
 [tool.poetry.group.testing.dependencies]
 pytest = "^7"
-chispa = "0.9.4"
+chispa = "^0.10"
 pytest-describe = "^2"
-pyspark = ">2"
+pyspark = ">3"
 semver = "^3"
 
 [tool.poetry.group.linting.dependencies]
-ruff = "^0.0.291"
+ruff = "^0.5"
 
 [tool.poetry.group.docs.dependencies]
-mkdocstrings-python = "^0.8.3"
-mkdocs-gen-files = "^0.4.0"
-mkdocs-literate-nav = "^0.6.0"
-mkdocs-section-index = "^0.3.5"
-markdown-include = "^0.8.1"
-mkdocs = "^1"
+# All the dependencies related to mkdocs;
+# We are pinning only the main version of mkdocs.
+mkdocstrings-python = "*"
+mkdocs-gen-files = "*"
+mkdocs-literate-nav = "*"
+mkdocs-section-index = "*"
+markdown-include = "*"
+mkdocs = "^1.6"
 jupyterlab = "*"
 mkdocs-jupyter = "*"
 mkdocs-material = "*"
@@ -74,8 +76,11 @@ markdown-exec = "*"
 ###########################################################################
 
 [tool.ruff]
-select = ["ALL"]
 line-length = 150
+extend-exclude = ["tests", "docs"]
+
+[tool.ruff.lint]
+select = ["ALL"]
 ignore = [
     "D100",
     "D203",    # Ignore blank line before summary of class
@@ -94,10 +99,11 @@ ignore = [
     "PTH123",  # Don't force use of Pathlib
     "PTH207",  # Don't force use of Pathlib
     "PTH113",  # Don't force use of Pathlib
+    "ISC001",  # Recommended by Ruff
+    "COM812",  # Recommended by Ruff
 ]
-extend-exclude = ["tests", "docs"]
 
-[tool.ruff.per-file-ignores]
+[tool.ruff.lint.per-file-ignores]
 "quinn/extensions/column_ext.py" = ["FBT003", "N802"]
 "quinn/extensions/__init__.py" = ["F401", "F403"]
 "quinn/__init__.py" = ["F401", "F403"]
diff --git a/quinn/append_if_schema_identical.py b/quinn/append_if_schema_identical.py
index 6c4e879b..ac05f1ee 100644
--- a/quinn/append_if_schema_identical.py
+++ b/quinn/append_if_schema_identical.py
@@ -36,9 +36,7 @@ def append_if_schema_identical(source_df: DataFrame, target_df: DataFrame) -> Da
     source_schema_list = [(field.name, str(field.dataType)) for field in source_schema]
     target_schema_list = [(field.name, str(field.dataType)) for field in target_schema]
 
-    unmatched_cols = [
-        col for col in source_schema_list if col not in target_schema_list
-    ]
+    unmatched_cols = [col for col in source_schema_list if col not in target_schema_list]
     error_message = (
         f"The schemas of the source and target dataframes are not identical."
         f"From source schema column {unmatched_cols} is missing in target schema"
diff --git a/quinn/dataframe_helpers.py b/quinn/dataframe_helpers.py
index c69af269..03634f6a 100644
--- a/quinn/dataframe_helpers.py
+++ b/quinn/dataframe_helpers.py
@@ -45,10 +45,10 @@ def column_to_list(df: DataFrame, col_name: str) -> list[Any]:
         return [row[0] for row in df.select(col_name).collect()]
 
     pyarrow_enabled = (
-            spark_session.conf.get(
-                "spark.sql.execution.arrow.pyspark.enabled",
-            )
-            == "true"
+        spark_session.conf.get(
+            "spark.sql.execution.arrow.pyspark.enabled",
+        )
+        == "true"
     )
 
     pyarrow_valid = pyarrow_enabled and sys.modules["pyarrow"].__version__ >= "0.17.0"
@@ -63,9 +63,9 @@ def column_to_list(df: DataFrame, col_name: str) -> list[Any]:
 
 
 def two_columns_to_dictionary(
-        df: DataFrame,
-        key_col_name: str,
-        value_col_name: str,
+    df: DataFrame,
+    key_col_name: str,
+    value_col_name: str,
 ) -> dict[str, Any]:
     """Collect two columns as dictionary when first column is key and second is value.
 
diff --git a/quinn/keyword_finder.py b/quinn/keyword_finder.py
index c3facc9a..be584ab1 100644
--- a/quinn/keyword_finder.py
+++ b/quinn/keyword_finder.py
@@ -54,6 +54,7 @@
     "sparkContext",
 ]
 
+
 @dataclass
 class SearchResult:
     """Class to hold the results of a file search.
diff --git a/quinn/math.py b/quinn/math.py
index 3ba9e54a..e385b1ff 100644
--- a/quinn/math.py
+++ b/quinn/math.py
@@ -12,6 +12,7 @@
 # limitations under the License.
 
 """Math routines for PySpark."""
+
 from __future__ import annotations
 
 from typing import Optional, Union
@@ -40,11 +41,7 @@ def rand_laplace(
 
     u = F.rand(seed)
 
-    return (
-        F.when(u < F.lit(0.5), mu + beta * F.log(2 * u))
-        .otherwise(mu - beta * F.log(2 * (1 - u)))
-        .alias("laplace_random")
-    )
+    return F.when(u < F.lit(0.5), mu + beta * F.log(2 * u)).otherwise(mu - beta * F.log(2 * (1 - u))).alias("laplace_random")
 
 
 def div_or_else(
diff --git a/quinn/schema_helpers.py b/quinn/schema_helpers.py
index b86082ea..8fd18b1a 100644
--- a/quinn/schema_helpers.py
+++ b/quinn/schema_helpers.py
@@ -159,8 +159,8 @@ def _convert_nullable(null_str: str) -> bool:
         field = T.StructField(
             name=row["name"],
             dataType=_lookup_type(row["type"]),
-            nullable=_convert_nullable(row["nullable"]) if "nullable" in row else True,
-            metadata=_validate_json(row["metadata"] if "metadata" in row else None),
+            nullable=_convert_nullable(row.get("nullable", True)),
+            metadata=_validate_json(row.get("metadata", None)),
         )
         fields.append(field)
 
@@ -175,8 +175,4 @@ def complex_fields(schema: T.StructType) -> dict[str, object]:
     :return: A dictionary with complex field names as keys and their respective data types as values.
     :rtype: Dict[str, object]
     """
-    return {
-        field.name: field.dataType
-        for field in schema.fields
-        if isinstance(field.dataType, (T.ArrayType, T.StructType, T.MapType))
-    }
+    return {field.name: field.dataType for field in schema.fields if isinstance(field.dataType, (T.ArrayType, T.StructType, T.MapType))}
diff --git a/quinn/split_columns.py b/quinn/split_columns.py
index 178a69da..e2bdef87 100644
--- a/quinn/split_columns.py
+++ b/quinn/split_columns.py
@@ -117,17 +117,15 @@ def _num_delimiter(col_value1: str) -> int:
         df = df.withColumn("del_length", num_udf(df[col_name]))  # noqa: PD901
         df.cache()
         # Drop the original column if the new columns were created successfully
-        df = df.select( # noqa: PD901
+        df = df.select(  # noqa: PD901
             [c for c in df.columns if c not in {"del_length", col_name}],
         )
 
     elif mode == "permissive":
         # Create an array of select expressions to create new columns from the split values
         # Use the default value if a split value is missing or empty
-        select_exprs = select_exprs = [
-            when(length(split_col_expr.getItem(i)) > 0, split_col_expr.getItem(i))
-            .otherwise(default)
-            .alias(new_col_names[i])
+        select_exprs = [
+            when(length(split_col_expr.getItem(i)) > 0, split_col_expr.getItem(i)).otherwise(default).alias(new_col_names[i])
             for i in range(len(new_col_names))
         ]
 
diff --git a/quinn/transformations.py b/quinn/transformations.py
index c9870ba9..0acd4608 100644
--- a/quinn/transformations.py
+++ b/quinn/transformations.py
@@ -64,12 +64,7 @@ def with_some_columns_renamed(
     """
 
     def _(df: DataFrame) -> DataFrame:
-        cols = [
-            F.col(f"`{col_name}`").alias(fun(col_name))
-            if change_col_name(col_name)
-            else F.col(f"`{col_name}`")
-            for col_name in df.columns
-        ]
+        cols = [F.col(f"`{col_name}`").alias(fun(col_name)) if change_col_name(col_name) else F.col(f"`{col_name}`") for col_name in df.columns]
         return df.select(*cols)
 
     return _
@@ -120,7 +115,9 @@ def sort_columns(  # noqa: C901,PLR0915
     """
 
     def sort_nested_cols(
-        schema: StructType, is_reversed: bool, base_field: str="",
+        schema: StructType,
+        is_reversed: bool,
+        base_field: str = "",
     ) -> list[str]:
         # recursively check nested fields and sort them
         # https://stackoverflow.com/questions/57821538/how-to-sort-columns-of-nested-structs-alphabetically-in-pyspark
@@ -146,7 +143,9 @@ def parse_fields(
 
                 results.extend(
                     sort_nested_cols(
-                        new_struct, is_reversed, base_field=new_base_field,
+                        new_struct,
+                        is_reversed,
+                        base_field=new_base_field,
                     ),
                 )
             return results
@@ -242,10 +241,7 @@ def fix_nullability(field: StructField, result_dict: dict) -> None:
     if not sort_nested:
         return top_level_sorted_df
 
-    is_nested: bool = any(
-        isinstance(i.dataType, (StructType, ArrayType))
-        for i in top_level_sorted_df.schema
-    )
+    is_nested: bool = any(isinstance(i.dataType, (StructType, ArrayType)) for i in top_level_sorted_df.schema)
 
     if not is_nested:
         return top_level_sorted_df
@@ -281,10 +277,7 @@ def flatten_struct(df: DataFrame, col_name: str, separator: str = ":") -> DataFr
     :rtype: List[Column]
     """
     struct_type = complex_fields(df.schema)[col_name]
-    expanded = [
-        F.col(f"`{col_name}`.`{k}`").alias(col_name + separator + k)
-        for k in [n.name for n in struct_type.fields]
-    ]
+    expanded = [F.col(f"`{col_name}`.`{k}`").alias(col_name + separator + k) for k in [n.name for n in struct_type.fields]]
     return df.select("*", *expanded).drop(F.col(f"`{col_name}`"))
 
 
@@ -302,9 +295,7 @@ def flatten_map(df: DataFrame, col_name: str, separator: str = ":") -> DataFrame
     """
     keys_df = df.select(F.explode_outer(F.map_keys(F.col(f"`{col_name}`")))).distinct()
     keys = [row[0] for row in keys_df.collect()]
-    key_cols = [
-        F.col(f"`{col_name}`").getItem(k).alias(col_name + separator + k) for k in keys
-    ]
+    key_cols = [F.col(f"`{col_name}`").getItem(k).alias(col_name + separator + k) for k in keys]
     return df.select(
         [F.col(f"`{col}`") for col in df.columns if col != col_name] + key_cols,
     )
@@ -407,9 +398,7 @@ def explode_array(df: DataFrame, col_name: str) -> DataFrame:
 
     # Sanitize column names with the specified replace_char
     if sanitized_columns:
-        sanitized_columns = [
-            sanitize_column_name(col_name, replace_char) for col_name in df.columns
-        ]
+        sanitized_columns = [sanitize_column_name(col_name, replace_char) for col_name in df.columns]
         df = df.toDF(*sanitized_columns)  # noqa: PD901
 
     return df

From 60c7fb7c6f99aa05fb55bc51b903ce101c4a26b2 Mon Sep 17 00:00:00 2001
From: semyonsinchenko <ssinchenko@apache.org>
Date: Sun, 14 Jul 2024 11:47:01 +0200
Subject: [PATCH 20/43] Update linting CI

---
 .github/workflows/lint.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index c6dafa5f..fff83244 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -9,8 +9,8 @@ jobs:
       - uses: actions/checkout@v3
       - uses: actions/setup-python@v4
         with:
-          python-version: 3.9
+          python-version: 3.10
       - name: Run Ruff
         uses: chartboost/ruff-action@v1
         with: 
-          version: 0.0.291
+          version: 0.5.1

From 5b545ef39d0dc03d5d12670ee6209c615f0e2896 Mon Sep 17 00:00:00 2001
From: semyonsinchenko <ssinchenko@apache.org>
Date: Sun, 14 Jul 2024 11:47:49 +0200
Subject: [PATCH 21/43] Fix typo in CI

---
 .github/workflows/lint.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index fff83244..ff5aa621 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -9,7 +9,7 @@ jobs:
       - uses: actions/checkout@v3
       - uses: actions/setup-python@v4
         with:
-          python-version: 3.10
+          python-version: '3.10'
       - name: Run Ruff
         uses: chartboost/ruff-action@v1
         with: 

From e505a21038a49ed5509fc5d2745d2f30eb315b21 Mon Sep 17 00:00:00 2001
From: semyonsinchenko <ssinchenko@apache.org>
Date: Sun, 14 Jul 2024 12:11:58 +0200
Subject: [PATCH 22/43] Fix failed tests

---
 quinn/schema_helpers.py | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/quinn/schema_helpers.py b/quinn/schema_helpers.py
index 8fd18b1a..d314ff1b 100644
--- a/quinn/schema_helpers.py
+++ b/quinn/schema_helpers.py
@@ -132,7 +132,7 @@ def _lookup_type(type_str: str) -> T.DataType:
 
         return type_lookup[type_str]
 
-    def _convert_nullable(null_str: str) -> bool:
+    def _convert_nullable(null_str: Optional[str]) -> bool:
         if null_str is None:
             return True
 
@@ -159,8 +159,8 @@ def _convert_nullable(null_str: str) -> bool:
         field = T.StructField(
             name=row["name"],
             dataType=_lookup_type(row["type"]),
-            nullable=_convert_nullable(row.get("nullable", True)),
-            metadata=_validate_json(row.get("metadata", None)),
+            nullable=_convert_nullable(row["nullable"]) if "nullable" in row else True,
+            metadata=_validate_json(row["metadata"] if "metadata" in row else None),  # noqa: SIM401
         )
         fields.append(field)
 
@@ -175,4 +175,8 @@ def complex_fields(schema: T.StructType) -> dict[str, object]:
     :return: A dictionary with complex field names as keys and their respective data types as values.
     :rtype: Dict[str, object]
     """
-    return {field.name: field.dataType for field in schema.fields if isinstance(field.dataType, (T.ArrayType, T.StructType, T.MapType))}
+    return {
+        field.name: field.dataType
+        for field in schema.fields
+        if isinstance(field.dataType, (T.ArrayType, T.StructType, T.MapType))
+    }

From 78025456a401f041fc50b4b1d2a419465738cf3f Mon Sep 17 00:00:00 2001
From: semyonsinchenko <ssinchenko@apache.org>
Date: Sun, 14 Jul 2024 16:57:59 +0200
Subject: [PATCH 23/43] Updates from review

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index b20c0726..55f79750 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "quinn"
-version = "1.0"
+version = "1.0.0"
 description = "Pyspark helper methods to maximize developer efficiency"
 authors = ["MrPowers <matthewkevinpowers@gmail.com>"]
 

From e6ee244c1e25ada5fc555b70b2e84cd1f88e4560 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 08:57:34 +1000
Subject: [PATCH 24/43] Create the first-version of files for Spark-Connect
 tests

This commit introduces the following changes:
* Updates the `ci.yml` file by introducing a new step under the `test` job to perform tests using Spark-Connect.
* Creates a shell-script that downloads & installs Spark binaries and then runs the Spark-Connect server.
* Creates a pytest module/file that tests a very simple function on Spark-Connect.
* Updates the Makefile to add a new step for the Spark-Connect tests.
---
 .github/workflows/ci.yml            |  9 +++++++++
 Makefile                            |  6 +++++-
 scripts/run_spark_connect_server.sh | 28 ++++++++++++++++++++++++++++
 tests/test_spark_connect.py         | 26 ++++++++++++++++++++++++++
 4 files changed, 68 insertions(+), 1 deletion(-)
 create mode 100644 scripts/run_spark_connect_server.sh
 create mode 100644 tests/test_spark_connect.py

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index dc7626f3..688a539a 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -66,6 +66,15 @@ jobs:
       - name: Run tests with pytest against PySpark ${{ matrix.pyspark-version }}
         run: make test
 
+      - name: Run tests using Spark-Connect
+        run: |
+          sh scripts/run_spark_connect_server.sh
+          make test_spark_connect
+        env:
+          HADOOP_VERSION: 3
+          SPARK_VERSION: ${{ matrix.pyspark-version }}
+          
+
   check-license-headers:
     runs-on: ubuntu-latest
     steps:
diff --git a/Makefile b/Makefile
index 7cf6168c..575ed112 100644
--- a/Makefile
+++ b/Makefile
@@ -16,7 +16,11 @@ update_deps:
 
 .PHONY: test
 test:
-	@poetry run pytest tests
+	@poetry run pytest tests -k "not test_spark_connect.py"
+
+.PHONY: test
+test_spark_connect:
+    @poetry run pytest tests/test_spark_connect.py
 
 .PHONY: lint 
 lint:
diff --git a/scripts/run_spark_connect_server.sh b/scripts/run_spark_connect_server.sh
new file mode 100644
index 00000000..a065a50b
--- /dev/null
+++ b/scripts/run_spark_connect_server.sh
@@ -0,0 +1,28 @@
+#!/usr/bin/bash
+
+# The Hadoop and Spark versions are set as environment variables for this script.
+echo "The HADOOP_VERSION is $HADOOP_VERSION"
+echo "The SPARK_VERSION is $SPARK_VERSION"
+
+# Download the spark binaries. If the download fails, throw an error message
+if ! wget -q https://archive.apache.org/dist/spark/spark-$SPARK_VERSION/spark-$SPARK_VERSION-bin-hadoop$HADOOP_VERSION.tgz; then
+  echo "Error: Unable to download Spark binaries"
+  exit 1
+fi
+
+# Extract the downloaded spark binaries and check if the extraction is successful or not
+if ! tar -xzf spark-$SPARK_VERSION-bin-hadoop$HADOOP_VERSION.tgz; then
+  echo "Error: Unable to extract Spark binaries"
+  exit 1
+fi
+
+# Start the Spark server
+echo "Starting the Spark-Connect server"
+./spark-$SPARK_VERSION-bin-hadoop$HADOOP_VERSION/sbin/start-connect-server.sh
+
+if [ $? -ne 0 ]; then
+  echo "Error: Unable to start the Spark-Connect server"
+  exit 1
+fi
+
+echo "Spark-Connect server started successfully."
\ No newline at end of file
diff --git a/tests/test_spark_connect.py b/tests/test_spark_connect.py
new file mode 100644
index 00000000..f3584d46
--- /dev/null
+++ b/tests/test_spark_connect.py
@@ -0,0 +1,26 @@
+import pytest
+import chispa
+from pyspark.sql import SparkSession
+from pyspark.sql.types import IntegerType, StringType, StructField, StructType
+
+import quinn
+
+
+@pytest.fixture(scope="module")
+def spark():
+    return SparkSession.builder.remote("sc://localhost:15002").getOrCreate()
+
+
+def test_create_df():
+    rows_data = [("abc", 1), ("lu", 2), ("torrence", 3)]
+    col_specs = [("name", StringType()), ("age", IntegerType())]
+
+    expected_schema = StructType(
+        [
+            StructField("name", StringType(), True),
+            StructField("age", IntegerType(), True),
+        ],
+    )
+    actual = quinn.create_df(spark, rows_data, col_specs)
+    expected = spark.createDataFrame(rows_data, expected_schema)
+    chispa.assert_df_equality(actual, expected)

From dbd3f665dfa740329edd084a1f7d552315c3dc38 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 11:09:17 +1000
Subject: [PATCH 25/43] Address the fixtures issue in the test file

---
 tests/test_spark_connect.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_spark_connect.py b/tests/test_spark_connect.py
index f3584d46..0532e238 100644
--- a/tests/test_spark_connect.py
+++ b/tests/test_spark_connect.py
@@ -11,7 +11,7 @@ def spark():
     return SparkSession.builder.remote("sc://localhost:15002").getOrCreate()
 
 
-def test_create_df():
+def test_create_df(spark):
     rows_data = [("abc", 1), ("lu", 2), ("torrence", 3)]
     col_specs = [("name", StringType()), ("age", IntegerType())]
 

From 3ef421908f55a688d4af692d43f5e15063cfe160 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 11:45:42 +1000
Subject: [PATCH 26/43] Update the CI workflow to initiate the sparkconnect
 test on the 1.0

---
 .github/workflows/ci.yml | 9 +++++----
 Makefile                 | 4 ++--
 2 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 688a539a..95740f68 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -4,9 +4,11 @@ on:
   push:
     branches:
     - main
+    - planning-1.0-release
   pull_request:
     branches:
     - main
+    - planning-1.0-release
   workflow_dispatch:
 
 jobs:
@@ -67,13 +69,12 @@ jobs:
         run: make test
 
       - name: Run tests using Spark-Connect
-        run: |
-          sh scripts/run_spark_connect_server.sh
-          make test_spark_connect
         env:
           HADOOP_VERSION: 3
           SPARK_VERSION: ${{ matrix.pyspark-version }}
-          
+        run: |
+          sh scripts/run_spark_connect_server.sh
+          make test_spark_connect
 
   check-license-headers:
     runs-on: ubuntu-latest
diff --git a/Makefile b/Makefile
index 575ed112..635e9d98 100644
--- a/Makefile
+++ b/Makefile
@@ -20,7 +20,7 @@ test:
 
 .PHONY: test
 test_spark_connect:
-    @poetry run pytest tests/test_spark_connect.py
+	@poetry run pytest tests/test_spark_connect.py
 
 .PHONY: lint 
 lint:
@@ -32,7 +32,7 @@ format:
 
 .PHONY: help
 help:
-	@echo '................... Quin ..........................'
+	@echo '................... Quinn ..........................'
 	@echo 'help                      - print that message'
 	@echo 'lint                      - run linter'
 	@echo 'format                    - reformat the code'

From b1573b40e116ebde72aa1917b14aed9b3be5e890 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 11:51:50 +1000
Subject: [PATCH 27/43] Update the poetry & pyproject with the dependencies for
 Spark-Connect

---
 poetry.lock    | 311 +++++++++++++++++++++++++++++++++++++++++++++----
 pyproject.toml |   8 +-
 2 files changed, 292 insertions(+), 27 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index b966b288..ed739d67 100644
--- a/poetry.lock
+++ b/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 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "anyio"
@@ -563,6 +563,23 @@ python-dateutil = ">=2.8.1"
 [package.extras]
 dev = ["flake8", "markdown", "twine", "wheel"]
 
+[[package]]
+name = "googleapis-common-protos"
+version = "1.63.2"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
+
 [[package]]
 name = "griffe"
 version = "0.47.0"
@@ -577,6 +594,80 @@ files = [
 [package.dependencies]
 colorama = ">=0.4"
 
+[[package]]
+name = "grpcio"
+version = "1.64.1"
+description = "HTTP/2-based RPC framework"
+optional = false
+python-versions = ">=3.8"
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+
+[[package]]
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+version = "1.64.1"
+description = "Status proto mapping for gRPC"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.dependencies]
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+grpcio = ">=1.64.1"
+protobuf = ">=5.26.1,<6.0dev"
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -1443,13 +1534,13 @@ test = ["mkdocs-include-markdown-plugin", "mkdocs-macros-test", "mkdocs-material
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.28"
+version = "9.5.29"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
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@@ -1647,6 +1738,51 @@ jupyter-server = ">=1.8,<3"
 [package.extras]
 test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"]
 
+[[package]]
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+description = "Fundamental package for array computing in Python"
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 [[package]]
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 [[package]]
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 python-versions = ">=3.7"
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+    {file = "ruff-0.5.2-py3-none-linux_armv6l.whl", hash = "sha256:7bab8345df60f9368d5f4594bfb8b71157496b44c30ff035d1d01972e764d3be"},
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+    {file = "ruff-0.5.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:481af57c8e99da92ad168924fd82220266043c8255942a1cb87958b108ac9335"},
+    {file = "ruff-0.5.2-py3-none-win32.whl", hash = "sha256:f1aea290c56d913e363066d83d3fc26848814a1fed3d72144ff9c930e8c7c718"},
+    {file = "ruff-0.5.2-py3-none-win_amd64.whl", hash = "sha256:8532660b72b5d94d2a0a7a27ae7b9b40053662d00357bb2a6864dd7e38819084"},
+    {file = "ruff-0.5.2-py3-none-win_arm64.whl", hash = "sha256:73439805c5cb68f364d826a5c5c4b6c798ded6b7ebaa4011f01ce6c94e4d5583"},
+    {file = "ruff-0.5.2.tar.gz", hash = "sha256:2c0df2d2de685433794a14d8d2e240df619b748fbe3367346baa519d8e6f1ca2"},
 ]
 
 [[package]]
@@ -2835,4 +3098,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "55aaef99d9e3ff43b14a32ff9fc8219575ad42c8597b4520121a4927bd293b95"
+content-hash = "a81c34cd3c2df5d5673b4dbaea7c0855c17774bd41407846143bc513da2fa1c9"
diff --git a/pyproject.toml b/pyproject.toml
index 55f79750..ca9cb7b8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,7 +23,11 @@ build-backend = "poetry.masonry.api"
 
 [tool.poetry.dependencies]
 python = ">=3.9,<4.0"
-
+pandas = "^1.5.3"
+pyarrow = "16.1.0"
+numpy = "^1.21.0"
+grpcio = "^1.48.1"
+grpcio-status = "^1.64.1"
 
 ###########################################################################
 #                         DEPENDENCY GROUPS 
@@ -104,8 +108,6 @@ ignore = [
 ]
 
 [tool.ruff.lint.per-file-ignores]
-"quinn/extensions/column_ext.py" = ["FBT003", "N802"]
-"quinn/extensions/__init__.py" = ["F401", "F403"]
 "quinn/__init__.py" = ["F401", "F403"]
 "quinn/functions.py" = ["FBT003"]
 "quinn/keyword_finder.py" = ["A002"]

From fc850139d524ab12aea81034d5a68bd6f311c4af Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 11:53:22 +1000
Subject: [PATCH 28/43] Update the CI workflow to run Spark-Connect tests only
 for v3.4+

---
 .github/workflows/ci.yml | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 95740f68..338a48a9 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -73,8 +73,12 @@ jobs:
           HADOOP_VERSION: 3
           SPARK_VERSION: ${{ matrix.pyspark-version }}
         run: |
-          sh scripts/run_spark_connect_server.sh
-          make test_spark_connect
+          if [[ "${SPARK_VERSION}" > "3.4" ]]; then
+            sh scripts/run_spark_connect_server.sh
+            make test_spark_connect
+          else
+            echo "Skipping Spark-Connect tests for Spark version <= 3.4"
+          fi
 
   check-license-headers:
     runs-on: ubuntu-latest

From 3e8776ae4e2e3346f0efaed4fec797200125f5a4 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 11:59:24 +1000
Subject: [PATCH 29/43] Update the script to check if Spark-Connect server is
 running or not

---
 scripts/run_spark_connect_server.sh | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/scripts/run_spark_connect_server.sh b/scripts/run_spark_connect_server.sh
index a065a50b..e57328ea 100644
--- a/scripts/run_spark_connect_server.sh
+++ b/scripts/run_spark_connect_server.sh
@@ -18,11 +18,12 @@ fi
 
 # Start the Spark server
 echo "Starting the Spark-Connect server"
-./spark-$SPARK_VERSION-bin-hadoop$HADOOP_VERSION/sbin/start-connect-server.sh
+./spark-$SPARK_VERSION-bin-hadoop$HADOOP_VERSION/sbin/start-connect-server.sh --packages org.apache.spark:spark-connect_2.12:$SPARK_VERSION
 
-if [ $? -ne 0 ]; then
-  echo "Error: Unable to start the Spark-Connect server"
+# Check if the Spark-Connect server is listening on port 15002
+if ! netstat -tuln | grep ":15002" > /dev/null && ! ss -tuln | grep ":15002" > /dev/null; then
+  echo "Error: Spark-Connect server is not running on port 15002"
   exit 1
-fi
-
-echo "Spark-Connect server started successfully."
\ No newline at end of file
+else
+  echo "Spark-Connect server is running on port 15002."
+fi
\ No newline at end of file

From 8f76b0c096d804b1394f5c4b9f003f038606d7eb Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 12:02:29 +1000
Subject: [PATCH 30/43] Remove the spark-connect server run check

---
 scripts/run_spark_connect_server.sh | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/scripts/run_spark_connect_server.sh b/scripts/run_spark_connect_server.sh
index e57328ea..1e38619e 100644
--- a/scripts/run_spark_connect_server.sh
+++ b/scripts/run_spark_connect_server.sh
@@ -19,11 +19,3 @@ fi
 # Start the Spark server
 echo "Starting the Spark-Connect server"
 ./spark-$SPARK_VERSION-bin-hadoop$HADOOP_VERSION/sbin/start-connect-server.sh --packages org.apache.spark:spark-connect_2.12:$SPARK_VERSION
-
-# Check if the Spark-Connect server is listening on port 15002
-if ! netstat -tuln | grep ":15002" > /dev/null && ! ss -tuln | grep ":15002" > /dev/null; then
-  echo "Error: Spark-Connect server is not running on port 15002"
-  exit 1
-else
-  echo "Spark-Connect server is running on port 15002."
-fi
\ No newline at end of file

From 0fb197e933c5326e08e014785a3142b123b93eb9 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 12:13:30 +1000
Subject: [PATCH 31/43] Update workflows & pytest to choose the Sparksession
 instance based on a condition

---
 .github/workflows/ci.yml    |  3 ++-
 tests/spark.py              |  6 +++++-
 tests/test_spark_connect.py | 10 ++--------
 3 files changed, 9 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 338a48a9..61ade1f6 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -68,10 +68,11 @@ jobs:
       - name: Run tests with pytest against PySpark ${{ matrix.pyspark-version }}
         run: make test
 
-      - name: Run tests using Spark-Connect
+      - name: Run tests using Spark-Connect against PySpark ${{ matrix.pyspark-version }}
         env:
           HADOOP_VERSION: 3
           SPARK_VERSION: ${{ matrix.pyspark-version }}
+          SPARK_CONNECT_MODE_ENABLE: 1
         run: |
           if [[ "${SPARK_VERSION}" > "3.4" ]]; then
             sh scripts/run_spark_connect_server.sh
diff --git a/tests/spark.py b/tests/spark.py
index c3bd2944..2b49de3f 100644
--- a/tests/spark.py
+++ b/tests/spark.py
@@ -1,3 +1,7 @@
+import os
 from pyspark.sql import SparkSession
 
-spark = SparkSession.builder.master("local").appName("chispa").getOrCreate()
+if "SPARK_CONNECT_MODE_ENABLE" in os.environ:
+    spark = SparkSession.builder.remote("sc://localhost:15002").getOrCreate()
+else:
+    spark = SparkSession.builder.master("local").appName("chispa").getOrCreate()
\ No newline at end of file
diff --git a/tests/test_spark_connect.py b/tests/test_spark_connect.py
index 0532e238..8d02245e 100644
--- a/tests/test_spark_connect.py
+++ b/tests/test_spark_connect.py
@@ -1,17 +1,11 @@
-import pytest
 import chispa
-from pyspark.sql import SparkSession
 from pyspark.sql.types import IntegerType, StringType, StructField, StructType
 
 import quinn
+from .spark import spark
 
 
-@pytest.fixture(scope="module")
-def spark():
-    return SparkSession.builder.remote("sc://localhost:15002").getOrCreate()
-
-
-def test_create_df(spark):
+def test_create_df():
     rows_data = [("abc", 1), ("lu", 2), ("torrence", 3)]
     col_specs = [("name", StringType()), ("age", IntegerType())]
 

From b4139202ea61e4b83a0cd8e45c11fd8ea2270b68 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 12:38:56 +1000
Subject: [PATCH 32/43] Add a TODO statement so that the spark-connect server
 check can be addressed later

---
 scripts/run_spark_connect_server.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/scripts/run_spark_connect_server.sh b/scripts/run_spark_connect_server.sh
index 1e38619e..31429b6c 100644
--- a/scripts/run_spark_connect_server.sh
+++ b/scripts/run_spark_connect_server.sh
@@ -19,3 +19,5 @@ fi
 # Start the Spark server
 echo "Starting the Spark-Connect server"
 ./spark-$SPARK_VERSION-bin-hadoop$HADOOP_VERSION/sbin/start-connect-server.sh --packages org.apache.spark:spark-connect_2.12:$SPARK_VERSION
+
+# TODO: Check if the server is running or not (maybe using netstat) and throw an error message if it is not running

From f3cf7174d12f1b0f320e0dc73951e106cb946b25 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 13:09:38 +1000
Subject: [PATCH 33/43] Remove the 1.0 planning branch for the CI file

---
 .github/workflows/ci.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 61ade1f6..11f6ff76 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -4,11 +4,9 @@ on:
   push:
     branches:
     - main
-    - planning-1.0-release
   pull_request:
     branches:
     - main
-    - planning-1.0-release
   workflow_dispatch:
 
 jobs:

From 0ab7493be48156e7ce0cb812f9d4d1fb7c1a7f19 Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 13:10:31 +1000
Subject: [PATCH 34/43] Attribute the original script that inspired this

---
 scripts/run_spark_connect_server.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/scripts/run_spark_connect_server.sh b/scripts/run_spark_connect_server.sh
index 31429b6c..10d8fef4 100644
--- a/scripts/run_spark_connect_server.sh
+++ b/scripts/run_spark_connect_server.sh
@@ -1,5 +1,7 @@
 #!/usr/bin/bash
 
+# This script was inspired by https://github.com/pyspark-ai/pyspark-ai/blob/master/run_spark_connect.sh
+
 # The Hadoop and Spark versions are set as environment variables for this script.
 echo "The HADOOP_VERSION is $HADOOP_VERSION"
 echo "The SPARK_VERSION is $SPARK_VERSION"

From 3c669fcf4071ba39b44ab6b44c4a813880d8661d Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 17:59:12 +1000
Subject: [PATCH 35/43] Mark recently added deps as optional for Spark-Classic

As per the review comment, the recently added dependencies such as
Pyarrow, Pandas etc., are optional and not required for Spark-Classic.

Update the pyproject.toml to reflect that and lock the poetry file
---
 .github/workflows/ci.yml |  1 +
 poetry.lock              | 84 +++++++++++++++++++---------------------
 pyproject.toml           | 15 ++++---
 3 files changed, 51 insertions(+), 49 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 11f6ff76..5298a6b4 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -7,6 +7,7 @@ on:
   pull_request:
     branches:
     - main
+    - planning-1.0-release
   workflow_dispatch:
 
 jobs:
diff --git a/poetry.lock b/poetry.lock
index ed739d67..e168acd2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -567,7 +567,7 @@ dev = ["flake8", "markdown", "twine", "wheel"]
 name = "googleapis-common-protos"
 version = "1.63.2"
 description = "Common protobufs used in Google APIs"
-optional = false
+optional = true
 python-versions = ">=3.7"
 files = [
     {file = "googleapis-common-protos-1.63.2.tar.gz", hash = "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"},
@@ -598,7 +598,7 @@ colorama = ">=0.4"
 name = "grpcio"
 version = "1.64.1"
 description = "HTTP/2-based RPC framework"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "grpcio-1.64.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:55697ecec192bc3f2f3cc13a295ab670f51de29884ca9ae6cd6247df55df2502"},
@@ -656,7 +656,7 @@ protobuf = ["grpcio-tools (>=1.64.1)"]
 name = "grpcio-status"
 version = "1.64.1"
 description = "Status proto mapping for gRPC"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "grpcio_status-1.64.1-py3-none-any.whl", hash = "sha256:2ec6e0777958831484a517e32b6ffe0a4272242eae81bff2f5c3707fa58b40e3"},
@@ -1819,7 +1819,7 @@ files = [
 name = "pandas"
 version = "1.5.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "pandas-1.5.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3749077d86e3a2f0ed51367f30bf5b82e131cc0f14260c4d3e499186fccc4406"},
@@ -1977,7 +1977,7 @@ wcwidth = "*"
 name = "protobuf"
 version = "5.27.2"
 description = ""
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "protobuf-5.27.2-cp310-abi3-win32.whl", hash = "sha256:354d84fac2b0d76062e9b3221f4abbbacdfd2a4d8af36bab0474f3a0bb30ab38"},
@@ -2060,47 +2060,40 @@ files = [
 
 [[package]]
 name = "pyarrow"
-version = "16.1.0"
+version = "13.0.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.8"
 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"},
-    {file = "pyarrow-16.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:98100e0268d04e0eec47b73f20b39c45b4006f3c4233719c3848aa27a03c1aef"},
-    {file = "pyarrow-16.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f68f409e7b283c085f2da014f9ef81e885d90dcd733bd648cfba3ef265961848"},
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+    {file = "pyarrow-13.0.0.tar.gz", hash = "sha256:83333726e83ed44b0ac94d8d7a21bbdee4a05029c3b1e8db58a863eec8fd8a33"},
 ]
 
 [package.dependencies]
@@ -2234,7 +2227,7 @@ files = [
 name = "pytz"
 version = "2024.1"
 description = "World timezone definitions, modern and historical"
-optional = false
+optional = true
 python-versions = "*"
 files = [
     {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
@@ -3095,7 +3088,10 @@ files = [
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
+[extras]
+spark-classic = ["grpcio", "grpcio-status", "numpy", "pandas", "pyarrow"]
+
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "a81c34cd3c2df5d5673b4dbaea7c0855c17774bd41407846143bc513da2fa1c9"
+content-hash = "c806610a0a18738161f11898fde5ab286a28642a727bbce9b0eae4f990bdb3ef"
diff --git a/pyproject.toml b/pyproject.toml
index ca9cb7b8..27851460 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,11 +23,16 @@ build-backend = "poetry.masonry.api"
 
 [tool.poetry.dependencies]
 python = ">=3.9,<4.0"
-pandas = "^1.5.3"
-pyarrow = "16.1.0"
-numpy = "^1.21.0"
-grpcio = "^1.48.1"
-grpcio-status = "^1.64.1"
+
+# Below are the optional dependencies
+pyarrow = "13.0.0"
+pandas = { version = "^1.5.3", optional = true }
+numpy = { version = "^1.21.0", optional = true }
+grpcio = { version = "^1.48.1", optional = true }
+grpcio-status = { version = "^1.64.1", optional = true }
+
+[tool.poetry.extras]
+spark-classic = ["pyarrow", "pandas", "numpy", "grpcio", "grpcio-status"]
 
 ###########################################################################
 #                         DEPENDENCY GROUPS 

From f62185f7844e8766e994f5393bef57b3b1db9b2a Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 18:29:08 +1000
Subject: [PATCH 36/43] Rename the spark-classic to connect & update makefile
 to install these deps

---
 Makefile       | 2 +-
 poetry.lock    | 4 ++--
 pyproject.toml | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/Makefile b/Makefile
index 635e9d98..679d3f53 100644
--- a/Makefile
+++ b/Makefile
@@ -4,7 +4,7 @@ all: help
 
 .PHONY: install_test
 install_test:
-	@poetry install --with=development,testing
+	@poetry install --with=development,testing --extras connect
 
 .PHONY: install_deps
 install_deps:
diff --git a/poetry.lock b/poetry.lock
index e168acd2..bb1498dd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3089,9 +3089,9 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke
 test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [extras]
-spark-classic = ["grpcio", "grpcio-status", "numpy", "pandas", "pyarrow"]
+connect = ["grpcio", "grpcio-status", "numpy", "pandas", "pyarrow"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "c806610a0a18738161f11898fde5ab286a28642a727bbce9b0eae4f990bdb3ef"
+content-hash = "33ebb67505f1c02956085f8caab93f8a1bd403d34103eb44262fcc58bbed73a0"
diff --git a/pyproject.toml b/pyproject.toml
index 27851460..e042cd07 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,7 +32,7 @@ grpcio = { version = "^1.48.1", optional = true }
 grpcio-status = { version = "^1.64.1", optional = true }
 
 [tool.poetry.extras]
-spark-classic = ["pyarrow", "pandas", "numpy", "grpcio", "grpcio-status"]
+connect = ["pyarrow", "pandas", "numpy", "grpcio", "grpcio-status"]
 
 ###########################################################################
 #                         DEPENDENCY GROUPS 

From 93f39d17a895b291fc790cdeb52f269cb6dd237c Mon Sep 17 00:00:00 2001
From: Fateme Tardasti <fateme.tardasti@alexanderthamm.com>
Date: Fri, 12 Jul 2024 12:05:41 +0200
Subject: [PATCH 37/43] update column extension function names and desc in
 readme

enable UP007
---
 benchmarks/create_benchmark_df.py   |  4 ++--
 pyproject.toml                      |  5 +++--
 quinn/__init__.py                   |  1 +
 quinn/append_if_schema_identical.py |  6 +++++-
 quinn/math.py                       | 10 ++++------
 quinn/schema_helpers.py             |  3 +--
 quinn/split_columns.py              |  4 ++--
 7 files changed, 18 insertions(+), 15 deletions(-)

diff --git a/benchmarks/create_benchmark_df.py b/benchmarks/create_benchmark_df.py
index 61a86136..301b2b45 100644
--- a/benchmarks/create_benchmark_df.py
+++ b/benchmarks/create_benchmark_df.py
@@ -14,7 +14,7 @@
 from __future__ import annotations
 
 import random
-from typing import TYPE_CHECKING, Optional
+from typing import TYPE_CHECKING
 
 from pyspark.sql import SparkSession
 from pyspark.sql import functions as F  # noqa: N812
@@ -38,7 +38,7 @@ def save_benchmark_df(
     spark: SparkSession,
     n: int,
     data_label: str,
-    repartition_n: Optional[int] = None,
+    repartition_n: int | None = None,
 ) -> None:
     """Save a benchmark dataframe to disk."""
     print(f"Generating benchmark df for n={n}")
diff --git a/pyproject.toml b/pyproject.toml
index e042cd07..cdf6e8a4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -102,8 +102,6 @@ ignore = [
     "D205",    # It is broken
     "TCH003",  # I have no idea what is it about
     "PLC1901", # Strange thing
-    "UP007",   # Not supported in py3.6
-    "UP038",   # Not supported in all py versions
     "SIM108",  # Don't create long ternary operators
     "PTH123",  # Don't force use of Pathlib
     "PTH207",  # Don't force use of Pathlib
@@ -116,3 +114,6 @@ ignore = [
 "quinn/__init__.py" = ["F401", "F403"]
 "quinn/functions.py" = ["FBT003"]
 "quinn/keyword_finder.py" = ["A002"]
+
+[tool.ruff.isort]
+required-imports = ["from __future__ import annotations"]
\ No newline at end of file
diff --git a/quinn/__init__.py b/quinn/__init__.py
index 469cac82..61f491eb 100644
--- a/quinn/__init__.py
+++ b/quinn/__init__.py
@@ -12,6 +12,7 @@
 # limitations under the License.
 
 """quinn API."""
+from __future__ import annotations
 
 from quinn.append_if_schema_identical import append_if_schema_identical
 from quinn.dataframe_helpers import (
diff --git a/quinn/append_if_schema_identical.py b/quinn/append_if_schema_identical.py
index ac05f1ee..7ea8b0bf 100644
--- a/quinn/append_if_schema_identical.py
+++ b/quinn/append_if_schema_identical.py
@@ -10,8 +10,12 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+from __future__ import annotations
 
-from pyspark.sql import DataFrame
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from pyspark.sql import DataFrame
 
 
 class SchemaMismatchError(ValueError):
diff --git a/quinn/math.py b/quinn/math.py
index e385b1ff..c7a4196b 100644
--- a/quinn/math.py
+++ b/quinn/math.py
@@ -15,16 +15,14 @@
 
 from __future__ import annotations
 
-from typing import Optional, Union
-
 from pyspark.sql import Column
 from pyspark.sql import functions as F  # noqa: N812
 
 
 def rand_laplace(
-    mu: Union[float, Column],
-    beta: Union[float, Column],
-    seed: Optional[int] = None,
+    mu: float | Column,
+    beta: float | Column,
+    seed: int | None = None,
 ) -> Column:
     """Generate random numbers from Laplace(mu, beta).
 
@@ -47,7 +45,7 @@ def rand_laplace(
 def div_or_else(
     cola: Column,
     colb: Column,
-    default: Union[float, Column] = 0.0,
+    default: float | Column = 0.0,
 ) -> Column:
     """Return result of division of cola by colb or default if colb is zero.
 
diff --git a/quinn/schema_helpers.py b/quinn/schema_helpers.py
index d314ff1b..80797192 100644
--- a/quinn/schema_helpers.py
+++ b/quinn/schema_helpers.py
@@ -14,7 +14,6 @@
 from __future__ import annotations
 
 import json
-from typing import Optional
 
 from pyspark.sql import SparkSession
 from pyspark.sql import types as T  # noqa: N812
@@ -100,7 +99,7 @@ def schema_from_csv(spark: SparkSession, file_path: str) -> T.StructType:  # noq
     :rtype: pyspark.sql.types.StructType
     """
 
-    def _validate_json(metadata: Optional[str]) -> dict:
+    def _validate_json(metadata: str | None) -> dict:
         if metadata is None:
             return {}
 
diff --git a/quinn/split_columns.py b/quinn/split_columns.py
index e2bdef87..d667815a 100644
--- a/quinn/split_columns.py
+++ b/quinn/split_columns.py
@@ -13,7 +13,7 @@
 
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Optional
+from typing import TYPE_CHECKING
 
 from pyspark.sql.functions import length, split, trim, udf, when
 from pyspark.sql.types import IntegerType
@@ -28,7 +28,7 @@ def split_col(  # noqa: PLR0913
     delimiter: str,
     new_col_names: list[str],
     mode: str = "permissive",
-    default: Optional[str] = None,
+    default: str | None = None,
 ) -> DataFrame:
     """Splits the given column based on the delimiter and creates new columns with the split values.
 

From b9926fda90261da07a68815215bfde8b6afcc4fe Mon Sep 17 00:00:00 2001
From: Florian Maas <fpgmaas@gmail.com>
Date: Mon, 15 Jul 2024 10:34:23 +0200
Subject: [PATCH 38/43] add acknowledgement

---
 Makefile | 1 +
 1 file changed, 1 insertion(+)

diff --git a/Makefile b/Makefile
index 679d3f53..a924ae09 100644
--- a/Makefile
+++ b/Makefile
@@ -30,6 +30,7 @@ lint:
 format:
 	@poetry run ruff format quinn
 
+# Inspired by https://marmelab.com/blog/2016/02/29/auto-documented-makefile.html
 .PHONY: help
 help:
 	@echo '................... Quinn ..........................'

From 74545c3c9da81309c7e1e6fdbe2d9fb06663ae8f Mon Sep 17 00:00:00 2001
From: Niju Vijayakumar <nijanthanvijayakumar@outlook.com>
Date: Mon, 15 Jul 2024 18:57:25 +1000
Subject: [PATCH 39/43] Fix the linting issues in the linting CI workflow

---
 pyproject.toml          | 2 +-
 quinn/schema_helpers.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index cdf6e8a4..98e0856c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -115,5 +115,5 @@ ignore = [
 "quinn/functions.py" = ["FBT003"]
 "quinn/keyword_finder.py" = ["A002"]
 
-[tool.ruff.isort]
+[tool.ruff.lint.isort]
 required-imports = ["from __future__ import annotations"]
\ No newline at end of file
diff --git a/quinn/schema_helpers.py b/quinn/schema_helpers.py
index 80797192..cf725bee 100644
--- a/quinn/schema_helpers.py
+++ b/quinn/schema_helpers.py
@@ -131,7 +131,7 @@ def _lookup_type(type_str: str) -> T.DataType:
 
         return type_lookup[type_str]
 
-    def _convert_nullable(null_str: Optional[str]) -> bool:
+    def _convert_nullable(null_str: str | None) -> bool:
         if null_str is None:
             return True
 

From 943918a8fcb7238b5a221108c88659190612aa7d Mon Sep 17 00:00:00 2001
From: Florian Maas <fpgmaas@gmail.com>
Date: Mon, 15 Jul 2024 10:43:02 +0200
Subject: [PATCH 40/43] remove .python-version

---
 .python-version | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 .python-version

diff --git a/.python-version b/.python-version
deleted file mode 100644
index aaf18d29..00000000
--- a/.python-version
+++ /dev/null
@@ -1 +0,0 @@
-3.7.5

From 0a711904e3b85621cdbfce8a2ad202ba66e3ccf1 Mon Sep 17 00:00:00 2001
From: Florian Maas <fpgmaas@gmail.com>
Date: Mon, 15 Jul 2024 10:47:04 +0200
Subject: [PATCH 41/43] apply hotfix

apply hotfix

update lock file
---
 .github/workflows/lint.yaml |  2 +-
 .pre-commit-config.yaml     |  2 +-
 poetry.lock                 | 20 ++++++++++++++++----
 pyproject.toml              |  2 +-
 4 files changed, 19 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index ff5aa621..0ddd54cc 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -13,4 +13,4 @@ jobs:
       - name: Run Ruff
         uses: chartboost/ruff-action@v1
         with: 
-          version: 0.5.1
+          version: 0.5.2
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5df0a33e..94ee4ff5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 repos:
   - repo: https://github.com/charliermarsh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.0.291'
+    rev: 'v0.5.2'
     hooks:
       - id: ruff
   - repo: local
diff --git a/poetry.lock b/poetry.lock
index bb1498dd..3833c1a4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -174,6 +174,17 @@ files = [
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
+[[package]]
+name = "backports-strenum"
+version = "1.3.1"
+description = "Base class for creating enumerated constants that are also subclasses of str"
+optional = false
+python-versions = ">=3.8.6,<3.11"
+files = [
+    {file = "backports_strenum-1.3.1-py3-none-any.whl", hash = "sha256:cdcfe36dc897e2615dc793b7d3097f54d359918fc448754a517e6f23044ccf83"},
+    {file = "backports_strenum-1.3.1.tar.gz", hash = "sha256:77c52407342898497714f0596e86188bb7084f89063226f4ba66863482f42414"},
+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -582,16 +593,17 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "griffe"
-version = "0.47.0"
+version = "0.48.0"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "griffe-0.47.0-py3-none-any.whl", hash = "sha256:07a2fd6a8c3d21d0bbb0decf701d62042ccc8a576645c7f8799fe1f10de2b2de"},
-    {file = "griffe-0.47.0.tar.gz", hash = "sha256:95119a440a3c932b13293538bdbc405bee4c36428547553dc6b327e7e7d35e5a"},
+    {file = "griffe-0.48.0-py3-none-any.whl", hash = "sha256:f944c6ff7bd31cf76f264adcd6ab8f3d00a2f972ae5cc8db2d7b6dcffeff65a2"},
+    {file = "griffe-0.48.0.tar.gz", hash = "sha256:f099461c02f016b6be4af386d5aa92b01fb4efe6c1c2c360dda9a5d0a863bb7f"},
 ]
 
 [package.dependencies]
+backports-strenum = {version = ">=1.3", markers = "python_version < \"3.11\""}
 colorama = ">=0.4"
 
 [[package]]
@@ -3094,4 +3106,4 @@ connect = ["grpcio", "grpcio-status", "numpy", "pandas", "pyarrow"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "33ebb67505f1c02956085f8caab93f8a1bd403d34103eb44262fcc58bbed73a0"
+content-hash = "6f7bcd8a2108bfb4df7eef4f092f3889de53b921a8c42ebb0f22748c5ab6ac39"
diff --git a/pyproject.toml b/pyproject.toml
index 98e0856c..9925fc41 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -62,7 +62,7 @@ pyspark = ">3"
 semver = "^3"
 
 [tool.poetry.group.linting.dependencies]
-ruff = "^0.5"
+ruff = "0.5.2"
 
 [tool.poetry.group.docs.dependencies]
 # All the dependencies related to mkdocs;

From ad45d31021f586ec58a29ad48e9caa6bf6f171e3 Mon Sep 17 00:00:00 2001
From: Florian Maas <fpgmaas@gmail.com>
Date: Mon, 15 Jul 2024 14:20:47 +0200
Subject: [PATCH 42/43] run lint also on pr

---
 .github/workflows/lint.yaml | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index 0ddd54cc..f6678f1d 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -1,6 +1,14 @@
 name: Lint
 
-on: push 
+on:
+  push:
+    branches:
+    - main
+  pull_request:
+    branches:
+    - main
+    - planning-1.0-release
+  workflow_dispatch:
 
 jobs:
   ruff:

From f04ab7814bb599290714d9dfd226615ddae092dc Mon Sep 17 00:00:00 2001
From: Fateme Tardasti <fateme.tardasti@alexanderthamm.com>
Date: Fri, 12 Jul 2024 12:05:41 +0200
Subject: [PATCH 43/43] update column extension function names and desc in
 readme