diff --git a/__init__.py b/__init__.py
index fd25f16..5222dcb 100644
--- a/__init__.py
+++ b/__init__.py
@@ -10,6 +10,8 @@ from .modules.matplotlib.mpl_bar import MPLBar
from .modules.matplotlib.mpl_line import MPLLine
from .modules.matplotlib.mpl_scatter import MPLScatter
from .modules.pandas_wrapper.pandas_add import PandasAdd
+from .modules.pandas_wrapper.pandas_add_scalar_float import PandasAddScalarFloat
+from .modules.pandas_wrapper.pandas_add_scalar_int import PandasAddScalarInt
from .modules.pandas_wrapper.pandas_add_series import PandasAddSeries
from .modules.pandas_wrapper.pandas_as_float import PandasAsFloat
from .modules.pandas_wrapper.pandas_as_int import PandasAsInt
@@ -23,6 +25,8 @@ from .modules.pandas_wrapper.pandas_cummin import PandasCummin
from .modules.pandas_wrapper.pandas_cumprod import PandasCumprod
from .modules.pandas_wrapper.pandas_cumsum import PandasCumsum
from .modules.pandas_wrapper.pandas_div import PandasDiv
+from .modules.pandas_wrapper.pandas_div_scalar_float import PandasDivScalarFloat
+from .modules.pandas_wrapper.pandas_div_scalar_int import PandasDivScalarInt
from .modules.pandas_wrapper.pandas_div_series import PandasDivSeries
from .modules.pandas_wrapper.pandas_dropna import PandasDropNA
from .modules.pandas_wrapper.pandas_exp import PandasExp
@@ -53,8 +57,12 @@ from .modules.pandas_wrapper.pandas_median import PandasMedian
from .modules.pandas_wrapper.pandas_min import PandasMin
from .modules.pandas_wrapper.pandas_mode import PandasMode
from .modules.pandas_wrapper.pandas_mul import PandasMul
+from .modules.pandas_wrapper.pandas_mul_scalar_float import PandasMulScalarFloat
+from .modules.pandas_wrapper.pandas_mul_scalar_int import PandasMulScalarInt
from .modules.pandas_wrapper.pandas_mul_series import PandasMulSeries
from .modules.pandas_wrapper.pandas_pow import PandasPow
+from .modules.pandas_wrapper.pandas_pow_scalar_float import PandasPowScalarFloat
+from .modules.pandas_wrapper.pandas_pow_scalar_int import PandasPowScalarInt
from .modules.pandas_wrapper.pandas_pow_series import PandasPowSeries
from .modules.pandas_wrapper.pandas_rename import PandasRename
from .modules.pandas_wrapper.pandas_replace import PandasReplace
@@ -71,6 +79,8 @@ from .modules.pandas_wrapper.pandas_show_text import PandasShowText
from .modules.pandas_wrapper.pandas_sort import PandasSort
from .modules.pandas_wrapper.pandas_std import PandasStd
from .modules.pandas_wrapper.pandas_sub import PandasSub
+from .modules.pandas_wrapper.pandas_sub_scalar_float import PandasSubScalarFloat
+from .modules.pandas_wrapper.pandas_sub_scalar_int import PandasSubScalarInt
from .modules.pandas_wrapper.pandas_sub_series import PandasSubSeries
from .modules.pandas_wrapper.pandas_sum import PandasSum
from .modules.pandas_wrapper.pandas_summary import PandasSummary
@@ -94,6 +104,8 @@ NODE_CLASS_MAPPINGS: Dict[str, Type[T]] = {
"MPLLine": MPLLine,
"MPLScatter": MPLScatter,
"PandasAdd": PandasAdd,
+ "PandasAddScalarFloat": PandasAddScalarFloat,
+ "PandasAddScalarInt": PandasAddScalarInt,
"PandasAddSeries": PandasAddSeries,
"PandasAsFloat": PandasAsFloat,
"PandasAsInt": PandasAsInt,
@@ -107,6 +119,8 @@ NODE_CLASS_MAPPINGS: Dict[str, Type[T]] = {
"PandasCumprod": PandasCumprod,
"PandasCumsum": PandasCumsum,
"PandasDiv": PandasDiv,
+ "PandasDivScalarFloat": PandasDivScalarFloat,
+ "PandasDivScalarInt": PandasDivScalarInt,
"PandasDivSeries": PandasDivSeries,
"PandasDropNA": PandasDropNA,
"PandasExp": PandasExp,
@@ -137,10 +151,14 @@ NODE_CLASS_MAPPINGS: Dict[str, Type[T]] = {
"PandasMin": PandasMin,
"PandasMode": PandasMode,
"PandasMul": PandasMul,
+ "PandasMulScalarFloat": PandasMulScalarFloat,
+ "PandasMulScalarInt": PandasMulScalarInt,
"PandasMulSeries": PandasMulSeries,
"PandasRename": PandasRename,
"PandasReplace": PandasReplace,
"PandasPow": PandasPow,
+ "PandasPowScalarFloat": PandasPowScalarFloat,
+ "PandasPowScalarInt": PandasPowScalarInt,
"PandasPowSeries": PandasPowSeries,
"PandasSaveCSV": PandasSaveCSV,
"PandasSaveJSON": PandasSaveJSON,
@@ -155,6 +173,8 @@ NODE_CLASS_MAPPINGS: Dict[str, Type[T]] = {
"PandasSort": PandasSort,
"PandasStd": PandasStd,
"PandasSub": PandasSub,
+ "PandasSubScalarFloat": PandasSubScalarFloat,
+ "PandasSubScalarInt": PandasSubScalarInt,
"PandasSubSeries": PandasSubSeries,
"PandasSum": PandasSum,
"PandasSummary": PandasSummary,
@@ -181,6 +201,8 @@ NODE_DISPLAY_NAME_MAPPINGS: Dict[str, str] = {
"MPLLine": "MPL Line Plot",
"MPLScatter": "MPL Scatter Plot",
"PandasAdd": "Pandas Add",
+ "PandasAddScalarFloat": "Pandas Add Scalar Float",
+ "PandasAddScalarInt":" Pandas Add Scalar Int",
"PandasAddSeries": "Pandas Add Series",
"PandasAsFloat": "Pandas As Float",
"PandasAsInt": "Pandas As Int",
@@ -194,6 +216,8 @@ NODE_DISPLAY_NAME_MAPPINGS: Dict[str, str] = {
"PandasCumprod": "Pandas Cumprod",
"PandasCumsum": "Pandas Cumsum",
"PandasDiv": "Pandas Div",
+ "PandasDivScalarFloat": "Pandas Div Scalar Float",
+ "PandasDivScalarInt": "Pandas Div Scalar Int",
"PandasDivSeries": "Pandas Div Series",
"PandasDropNA": "Pandas Drop NA",
"PandasExp": "Pandas Exp",
@@ -224,8 +248,12 @@ NODE_DISPLAY_NAME_MAPPINGS: Dict[str, str] = {
"PandasMin": "Pandas Min",
"PandasMode": "Pandas Mode",
"PandasMul": "Pandas Mul",
+ "PandasMulScalarFloat": "Pandas Mul Scalar Float",
+ "PandasMulScalarInt": "Pandas Mul Scalar Int",
"PandasMulSeries": "Pandas Mul Series",
"PandasPow": "Pandas Pow",
+ "PandasPowScalarFloat": "Pandas Pow Scalar Float",
+ "PandasPowScalarInt": "Pandas Pow Scalar Int",
"PandasPowSeries": "Pandas Pow Series",
"PandasRename": "Pandas Rename",
"PandasReplace": "Pandas Replace",
@@ -242,6 +270,8 @@ NODE_DISPLAY_NAME_MAPPINGS: Dict[str, str] = {
"PandasSort": "Pandas Sort",
"PandasStd": "Pandas Std",
"PandasSub": "Pandas Sub",
+ "PandasSubScalarFloat": "Pandas Sub Scalar Float",
+ "PandasSubScalarInt": "Pandas Sub Scalar Int",
"PandasSubSeries": "Pandas Sub Series",
"PandasSum": "Pandas Sum",
"PandasSummary": "Pandas Summary",
diff --git a/docs/reference/node_reference.md b/docs/reference/node_reference.md
index 97b065e..fc93bed 100644
--- a/docs/reference/node_reference.md
+++ b/docs/reference/node_reference.md
@@ -7,14 +7,24 @@
| Node | Description |
| --- | --- |
| [Pandas Add](pandas_add.md) | Adds two pandas DataFrames. |
+| [Pandas Add Scalar Float](pandas_add_scalar_float.md) | Adds a floating-point number to a Pandas DataFrame. |
+| [Pandas Add Scalar Int](pandas_add_scalar_int.md) | Adds an integer to a Pandas DataFrame. |
| [Pandas Add Series](pandas_add_series.md) | Adds a Pandas Series to a pandas DataFrames. |
-| [Pandas Div](pandas_div.md) | Divides two pandas DataFrames. |
+| [Pandas Div](pandas_div.md) | Divides a Pandas DataFrame by another DataFrame. |
+| [Pandas Div Scalar Float](pandas_div_scalar_float.md) | Divides a Pandas DataFrame by a floating-point number. |
+| [Pandas Div Scalar Int](pandas_div_scalar_int.md) | Divides a Pandas DataFrame by an integer. |
| [Pandas Div Series](pandas_div_series.md) | Divides a Pandas DataFrame by a Pandas Series. |
| [Pandas Mul](pandas_mul.md) | Multiplies two pandas DataFrames. |
+| [Pandas Mul Scalar Float](pandas_mul_scalar_float.md) | Multiplies a Pandas DataFrame by a floating-point number. |
+| [Pandas Mul Scalar Int](pandas_mul_scalar_int.md) | Multiplies a Pandas DataFrame by a floating-point number. |
| [Pandas Mul Series](pandas_mul_series.md) | Multiplies a Pandas DataFrame by a Pandas Series. |
| [Pandas Pow](pandas_pow.md) | Exponentiates two pandas DataFrames. |
+| [Pandas Pow Scalar Float](pandas_pow_scalar_float.md) | Raises a Pandas DataFrame to the power of a floating-point number. |
+| [Pandas Pow Scalar Int](pandas_pow_scalar_int.md) | Raises a Pandas DataFrame to the power of an integer. |
| [Pandas Pow Series](pandas_pow_series.md) | Raises a Pandas DataFrame to the power of a Pandas Series. |
| [Pandas Sub](pandas_sub.md) | Subtracts a Pandas DataFrame from another DataFrame. |
+| [Pandas Sub Scalar Float](pandas_sub_scalar_float.md) | Subtracts a floating-point number from a Pandas DataFrame. |
+| [Pandas Sub Scalar Int](pandas_sub_scalar_int.md) | Subtracts an integer from a Pandas DataFrame. |
| [Pandas Sub Series](pandas_sub_series.md) | Subtracts a Pandas Series from a Pandas DataFrame. |
## Cumulative calculations
| Node | Description |
diff --git a/docs/reference/pandas_add_scalar_float.md b/docs/reference/pandas_add_scalar_float.md
new file mode 100644
index 0000000..94ad876
--- /dev/null
+++ b/docs/reference/pandas_add_scalar_float.md
@@ -0,0 +1,18 @@
+# Pandas Add Scalar Float
+Adds a floating-point number to a Pandas DataFrame.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| float_scalar | Float |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_add_scalar_int.md b/docs/reference/pandas_add_scalar_int.md
new file mode 100644
index 0000000..dcc3daf
--- /dev/null
+++ b/docs/reference/pandas_add_scalar_int.md
@@ -0,0 +1,18 @@
+# Pandas Add Scalar Int
+Adds an integer to a Pandas DataFrame.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| int_scalar | Int |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_div.md b/docs/reference/pandas_div.md
index 9655bff..2658c44 100644
--- a/docs/reference/pandas_div.md
+++ b/docs/reference/pandas_div.md
@@ -1,5 +1,5 @@
# Pandas Div
-Divides two pandas DataFrames.
+Divides a Pandas DataFrame by another DataFrame.
## Input
| Name | Data type |
diff --git a/docs/reference/pandas_div_scalar_float.md b/docs/reference/pandas_div_scalar_float.md
new file mode 100644
index 0000000..b23ed3b
--- /dev/null
+++ b/docs/reference/pandas_div_scalar_float.md
@@ -0,0 +1,18 @@
+# Pandas Div Scalar Float
+Divides a Pandas DataFrame by a floating-point number.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| float_scalar | Float |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_div_scalar_int.md b/docs/reference/pandas_div_scalar_int.md
new file mode 100644
index 0000000..abcb023
--- /dev/null
+++ b/docs/reference/pandas_div_scalar_int.md
@@ -0,0 +1,18 @@
+# Pandas Div Scalar Int
+Divides a Pandas DataFrame by an integer.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| int_scalar | Int |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_mul_scalar_float.md b/docs/reference/pandas_mul_scalar_float.md
new file mode 100644
index 0000000..1e17c1d
--- /dev/null
+++ b/docs/reference/pandas_mul_scalar_float.md
@@ -0,0 +1,18 @@
+# Pandas Mul Scalar Float
+Multiplies a Pandas DataFrame by a floating-point number.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| float_scalar | Float |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_mul_scalar_int.md b/docs/reference/pandas_mul_scalar_int.md
new file mode 100644
index 0000000..a243223
--- /dev/null
+++ b/docs/reference/pandas_mul_scalar_int.md
@@ -0,0 +1,18 @@
+# Pandas Mul Scalar Int
+Multiplies a Pandas DataFrame by a floating-point number.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| int_scalar | Int |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_pow_scalar_float.md b/docs/reference/pandas_pow_scalar_float.md
new file mode 100644
index 0000000..0c7a006
--- /dev/null
+++ b/docs/reference/pandas_pow_scalar_float.md
@@ -0,0 +1,18 @@
+# Pandas Pow Scalar Float
+Raises a Pandas DataFrame to the power of a floating-point number.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| float_scalar | Float |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_pow_scalar_int.md b/docs/reference/pandas_pow_scalar_int.md
new file mode 100644
index 0000000..480fe67
--- /dev/null
+++ b/docs/reference/pandas_pow_scalar_int.md
@@ -0,0 +1,18 @@
+# Pandas Pow Scalar Int
+Raises a Pandas DataFrame to the power of an integer.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| int_scalar | Int |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_sub_scalar_float.md b/docs/reference/pandas_sub_scalar_float.md
new file mode 100644
index 0000000..1ddfbb1
--- /dev/null
+++ b/docs/reference/pandas_sub_scalar_float.md
@@ -0,0 +1,18 @@
+# Pandas Sub Scalar Float
+Subtracts a floating-point number from a Pandas DataFrame.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| float_scalar | Float |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/docs/reference/pandas_sub_scalar_int.md b/docs/reference/pandas_sub_scalar_int.md
new file mode 100644
index 0000000..c47f2fa
--- /dev/null
+++ b/docs/reference/pandas_sub_scalar_int.md
@@ -0,0 +1,18 @@
+# Pandas Sub Scalar Int
+Subtracts an integer from a Pandas DataFrame.
+
+## Input
+| Name | Data type |
+|---|---|
+| dataframe | DataFrame |
+| int_scalar | Int |
+
+## Output
+| Data type |
+|---|
+| DataFrame |
+
+
+Category: Arithmetic method
+
+ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
diff --git a/modules/pandas_wrapper/pandas_add_scalar_float.py b/modules/pandas_wrapper/pandas_add_scalar_float.py
new file mode 100644
index 0000000..2c4c6c7
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_add_scalar_float.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasAddScalarFloat:
+ """
+ Adds a floating-point number to a Pandas DataFrame.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "float_scalar": ("FLOAT", {"default": 0.0, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, float_scalar: float) -> tuple:
+ """
+ Adds a floating-point number to a Pandas DataFrame.
+
+ Args:
+ dataframe (DataFrame): The DataFrame.
+ float_scalar (DataFrame): The scalar value to add.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result.
+ """
+ df_out = dataframe + float_scalar
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_add_scalar_int.py b/modules/pandas_wrapper/pandas_add_scalar_int.py
new file mode 100644
index 0000000..def77de
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_add_scalar_int.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasAddScalarInt:
+ """
+ Adds an integer to a Pandas DataFrame.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "int_scalar": ("INT", {"default": 0, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, int_scalar: int) -> tuple:
+ """
+ Adds an integer to a Pandas DataFrame.
+
+ Args:
+ dataframe (DataFrame): The DataFrame.
+ int_scalar (DataFrame): The scalar value to add.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result.
+ """
+ df_out = dataframe + int_scalar
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_div.py b/modules/pandas_wrapper/pandas_div.py
index 4acabbb..32fb928 100644
--- a/modules/pandas_wrapper/pandas_div.py
+++ b/modules/pandas_wrapper/pandas_div.py
@@ -5,7 +5,7 @@ import pandas as pd
class PandasDiv:
"""
- Divides two pandas DataFrames.
+ Divides a Pandas DataFrame by another DataFrame.
category: Arithmetic method
"""
diff --git a/modules/pandas_wrapper/pandas_div_scalar_float.py b/modules/pandas_wrapper/pandas_div_scalar_float.py
new file mode 100644
index 0000000..d30949f
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_div_scalar_float.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasDivScalarFloat:
+ """
+ Divides a Pandas DataFrame by a floating-point number.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "float_scalar": ("FLOAT", {"default": 1.0, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, float_scalar: float) -> tuple:
+ """
+ Divides a Pandas DataFrame by a floating-point number.
+
+ Args:
+ dataframe (DataFrame): The DataFrame to be divided.
+ float_scalar (DataFrame): The scalar value to divide by.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result of division.
+ """
+ df_out = dataframe / float_scalar
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_div_scalar_int.py b/modules/pandas_wrapper/pandas_div_scalar_int.py
new file mode 100644
index 0000000..453749b
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_div_scalar_int.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasDivScalarInt:
+ """
+ Divides a Pandas DataFrame by an integer.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "int_scalar": ("INT", {"default": 1, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, int_scalar: int) -> tuple:
+ """
+ Divides a Pandas DataFrame by an integer.
+
+ Args:
+ dataframe (DataFrame): The DataFrame to be divided.
+ int_scalar (DataFrame): The scalar value to divide by.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result of division.
+ """
+ df_out = dataframe / int_scalar
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_mul_scalar_float.py b/modules/pandas_wrapper/pandas_mul_scalar_float.py
new file mode 100644
index 0000000..fbbc8a6
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_mul_scalar_float.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasMulScalarFloat:
+ """
+ Multiplies a Pandas DataFrame by a floating-point number.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "float_scalar": ("FLOAT", {"default": 1.0, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, float_scalar: float) -> tuple:
+ """
+ Multiplies a Pandas DataFrame by a floating-point number.
+
+ Args:
+ dataframe (DataFrame): The DataFrame to be multiplied.
+ float_scalar (DataFrame): The scalar value to multiply by.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result.
+ """
+ df_out = dataframe * float_scalar
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_mul_scalar_int.py b/modules/pandas_wrapper/pandas_mul_scalar_int.py
new file mode 100644
index 0000000..d141cc2
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_mul_scalar_int.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasMulScalarInt:
+ """
+ Multiplies a Pandas DataFrame by a floating-point number.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "int_scalar": ("INT", {"default": 1, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, int_scalar: int) -> tuple:
+ """
+ Multiplies a Pandas DataFrame by a floating-point number.
+
+ Args:
+ dataframe (DataFrame): The DataFrame to be multiplied.
+ float_scalar (DataFrame): The scalar value to multiply by.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result.
+ """
+ df_out = dataframe * int_scalar
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_pow_scalar_float.py b/modules/pandas_wrapper/pandas_pow_scalar_float.py
new file mode 100644
index 0000000..90f654b
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_pow_scalar_float.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasPowScalarFloat:
+ """
+ Raises a Pandas DataFrame to the power of a floating-point number.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "float_scalar": ("FLOAT", {"default": 1.0, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, float_scalar: float) -> tuple:
+ """
+ Raises a Pandas DataFrame to the power of a floating-point number.
+
+ Args:
+ dataframe (DataFrame): The DataFrame.
+ float_scalar (DataFrame): The scalar value containing the power.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result.
+ """
+ df_out = dataframe.pow(float_scalar)
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_pow_scalar_int.py b/modules/pandas_wrapper/pandas_pow_scalar_int.py
new file mode 100644
index 0000000..ea6fb62
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_pow_scalar_int.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasPowScalarInt:
+ """
+ Raises a Pandas DataFrame to the power of an integer.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "int_scalar": ("INT", {"default": 1, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, int_scalar: int) -> tuple:
+ """
+ Raises a Pandas DataFrame to the power of a integer.
+
+ Args:
+ dataframe (DataFrame): The DataFrame.
+ int_scalar (DataFrame): The scalar value containing the power.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result.
+ """
+ df_out = dataframe.pow(int_scalar)
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_sub_scalar_float.py b/modules/pandas_wrapper/pandas_sub_scalar_float.py
new file mode 100644
index 0000000..0674832
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_sub_scalar_float.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasSubScalarFloat:
+ """
+ Subtracts a floating-point number from a Pandas DataFrame.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "float_scalar": ("FLOAT", {"default": 0.0, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, float_scalar: float) -> tuple:
+ """
+ Subtracts a floating-point number from a Pandas DataFrame.
+
+ Args:
+ dataframe (DataFrame): The DataFrame.
+ float_scalar (DataFrame): The scalar value to subtract.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result.
+ """
+ df_out = dataframe - float_scalar
+ return (df_out,)
diff --git a/modules/pandas_wrapper/pandas_sub_scalar_int.py b/modules/pandas_wrapper/pandas_sub_scalar_int.py
new file mode 100644
index 0000000..f527a69
--- /dev/null
+++ b/modules/pandas_wrapper/pandas_sub_scalar_int.py
@@ -0,0 +1,43 @@
+from typing import Any, Dict
+import pandas as pd
+
+
+class PandasSubScalarInt:
+ """
+ Subtracts an integer from a Pandas DataFrame.
+
+ category: Arithmetic method
+ """
+
+ @classmethod
+ def INPUT_TYPES(cls) -> Dict[str, Any]:
+ """
+ Defines the input types for the function.
+
+ Returns:
+ Dict[str, Any]: A dictionary specifying required input types.
+ """
+ return {
+ "required": {
+ "dataframe": ("DATAFRAME", {}),
+ "int_scalar": ("INT", {"default": 0, "min": -2**31, "max": 2**31})
+ }
+ }
+
+ RETURN_TYPES: tuple = ("DATAFRAME",)
+ FUNCTION: str = "f"
+ CATEGORY: str = "Data Analysis"
+
+ def f(self, dataframe: pd.DataFrame, int_scalar: int) -> tuple:
+ """
+ Subtracts an integer from a Pandas DataFrame.
+
+ Args:
+ dataframe (DataFrame): The DataFrame.
+ int_scalar (DataFrame): The scalar value to subtract.
+
+ Returns:
+ tuple: A tuple containing the DataFrame containing the result.
+ """
+ df_out = dataframe - int_scalar
+ return (df_out,)
diff --git a/pyproject.toml b/pyproject.toml
index 268b811..d3696f2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
[project]
name = "data-analysis"
description = "Data analysis custom modules for ComfyUI - Use Pandas & Matplotlib within ComfyUI"
-version = "1.1.11"
+version = "1.1.12"
license = {file = "LICENSE"}
[project.urls]