Update plotting.py

plotting.py

@@ -1,427 +1,430 @@
-import panel as pn
-import plotly.graph_objs as go
-import plotly.express as px
-from plotly.subplots import make_subplots
-
-from consts import (
-    INVERTER_ID_MAPPING,
-    CURRENT,
-    IRRADIANCE,
-    VOLTAGE,
-    POWER_DC,
-    POWER_AC,
-    T_AMBIENT,
-    T_MODULE,
-    T_HEATSINK,
-    T_CPU,
-    T_BOARD,
-)
-
-
-def create_iv_plot(df, inverter_ids):
-    """# Helper function to create a line plot with secondary y-axis"""
-
-    print("Selected Inverter Ids: {}".format(inverter_ids))
-    fig = make_subplots(
-        rows=2,
-        cols=1,
-        shared_xaxes=True,
-        vertical_spacing=0.01,
-        specs=[[{"secondary_y": True}], [{}]],
-    )
-
-    for inverter in inverter_ids:
-        inv_id = INVERTER_ID_MAPPING[inverter]
-        print("Creating plot for inv_id: {}".format(inv_id))
-        inv_data = df[str(inv_id)]
-
-        # Graph 1: DC current and G-POA (Twin Y-Axis)
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[CURRENT],
-                mode="lines",
-                name=f"{CURRENT}-{inv_id}",
-            ),
-            row=1,
-            col=1,
-            secondary_y=False,
-        )
-
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[IRRADIANCE],
-                mode="lines",
-                name=f"{IRRADIANCE}-{inv_id}",
-            ),
-            row=1,
-            col=1,
-            secondary_y=True,
-        )
-
-        # Graph 2: Voltage
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[VOLTAGE],
-                mode="lines",
-                name=f"{VOLTAGE}-{inv_id}",
-            ),
-            row=2,
-            col=1,
-        )
-    # Update axis labels
-    fig.update_yaxes(title_text="Current (A)", row=1, col=1)
-    fig.update_yaxes(title_text="Irradiance (W/m2)", row=1, col=1, secondary_y=True)
-    fig.update_yaxes(title_text="Voltage (V)", row=2, col=1)
-    fig.update_xaxes(title_text="Datetime", row=2, col=1)
-
-    # Update layout to add titles and adjust axis labels
-    fig.update_layout(title_text="IV Plots", height=800, width=1000)
-
-    return fig
-
-
-def create_iv_plot_with_power_curves(df, inverter_ids):
-    """# Helper function to create a line plot with secondary y-axis"""
-
-    print("Selected Inverter Ids: {}".format(inverter_ids))
-    fig = make_subplots(
-        rows=3,
-        cols=1,
-        shared_xaxes=True,
-        vertical_spacing=0.01,
-        specs=[[{"secondary_y": True}], [{}], [{}]],
-    )
-
-    for inverter in inverter_ids:
-        inv_id = INVERTER_ID_MAPPING[inverter]
-        print("Creating plot for inv_id: {}".format(inv_id))
-        inv_data = df[str(inv_id)]
-
-        # Graph 1: DC current and G-POA (Twin Y-Axis)
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[CURRENT],
-                mode="lines",
-                name=f"{CURRENT}-{inv_id}",
-            ),
-            row=1,
-            col=1,
-            secondary_y=False,
-        )
-
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[IRRADIANCE],
-                mode="lines",
-                name=f"{IRRADIANCE}-{inv_id}",
-            ),
-            row=1,
-            col=1,
-            secondary_y=True,
-        )
-
-        # Graph 2: Voltage
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[VOLTAGE],
-                mode="lines",
-                name=f"{VOLTAGE}-{inv_id}",
-            ),
-            row=2,
-            col=1,
-        )
-
-        # Graph 3: P-dc and P-ac
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[POWER_DC],
-                mode="lines",
-                name=f"{POWER_DC}-{inv_id}",
-            ),
-            row=3,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[POWER_AC],
-                mode="lines",
-                name=f"{POWER_AC}-{inv_id}",
-            ),
-            row=3,
-            col=1,
-        )
-
-    # Update axis labels
-    fig.update_yaxes(title_text="Current (A)", row=1, col=1)
-    fig.update_yaxes(title_text="Irradiance (W/m2)", row=1, col=1, secondary_y=True)
-    fig.update_yaxes(title_text="Voltage (V)", row=2, col=1)
-    fig.update_yaxes(title_text="P-dc & P-ac (W)", row=3, col=1)
-    fig.update_xaxes(title_text="Datetime", row=3, col=1)
-
-    # Update layout to add titles
-    fig.update_layout(title_text="IV Plot with Power Curves", height=800, width=1000)
-
-    return fig
-
-
-def create_iv_plot_with_power_and_temperature_curves(df, df2, inverter_ids):
-    # Create the specs for subplots
-    print("Selected Inverter Ids: {}".format(inverter_ids))
-    fig = make_subplots(
-        rows=4,
-        cols=1,
-        shared_xaxes=True,
-        vertical_spacing=0.01,
-        specs=[[{"secondary_y": True}], [{}], [{}], [{}]],
-    )
-
-    for inverter in inverter_ids:
-        inv_id = INVERTER_ID_MAPPING[inverter]
-        print("Creating plot for inv_id: {}".format(inv_id))
-        inv_data = df[str(inv_id)]
-        temperature_data = df2[df2["Inv"] == inv_id]
-
-        # Graph 1: DC current and G-POA (Twin Y-Axis)
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[CURRENT],
-                mode="lines",
-                name=f"{CURRENT}-{inv_id}",
-            ),
-            row=1,
-            col=1,
-            secondary_y=False,
-        )
-
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[IRRADIANCE],
-                mode="lines",
-                name=f"{IRRADIANCE}-{inv_id}",
-            ),
-            row=1,
-            col=1,
-            secondary_y=True,
-        )
-
-        # Graph 2: Voltage
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[VOLTAGE],
-                mode="lines",
-                name=f"{VOLTAGE}-{inv_id}",
-            ),
-            row=2,
-            col=1,
-        )
-
-        # Graph 3: P-dc and P-ac
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[POWER_DC],
-                mode="lines",
-                name=f"{POWER_DC}-{inv_id}",
-            ),
-            row=3,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[POWER_AC],
-                mode="lines",
-                name=f"{POWER_AC}-{inv_id}",
-            ),
-            row=3,
-            col=1,
-        )
-
-        # Graph 4: T-amb, T-mod, T-heatsink, T-CPU and T-board
-        fig.add_trace(
-            go.Scatter(
-                x=temperature_data.index,
-                y=temperature_data[T_AMBIENT],
-                name=f"{T_AMBIENT}-{inv_id}",
-            ),
-            row=4,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index, y=inv_data[T_MODULE], name=f"{T_MODULE}-{inv_id}"
-            ),
-            row=4,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=temperature_data.index,
-                y=temperature_data[T_HEATSINK],
-                name=f"{T_HEATSINK}-{inv_id}",
-            ),
-            row=4,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=temperature_data.index,
-                y=temperature_data[T_CPU],
-                name=f"{T_CPU}-{inv_id}",
-            ),
-            row=4,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=temperature_data.index,
-                y=temperature_data[T_BOARD],
-                name=f"{T_BOARD}-{inv_id}",
-            ),
-            row=4,
-            col=1,
-        )
-
-    # Update axis labels
-    fig.update_yaxes(title_text="Current (A)", row=1, col=1)
-    fig.update_yaxes(title_text="Irradiance (W/m2)", row=1, col=1, secondary_y=True)
-    fig.update_yaxes(title_text="Voltage (V)", row=2, col=1)
-    fig.update_yaxes(title_text="P-dc & P-ac (W)", row=3, col=1)
-    fig.update_xaxes(title_text="Datetime", row=4, col=1)
-    fig.update_yaxes(title_text="Temperature (°C)", row=4, col=1)
-
-    # Update layout to add titles
-    fig.update_layout(
-        title_text="IV Plots with Power and Temperature", height=800, width=1000
-    )
-
-    return pn.pane.Plotly(fig)
-
-
-def create_iv_plot_with_temperature_curves(df, df2, inverter_ids):
-    # Create the specs for subplots
-    print("Selected Inverter Ids: {}".format(inverter_ids))
-    fig = make_subplots(
-        rows=3,
-        cols=1,
-        shared_xaxes=True,
-        vertical_spacing=0.01,
-        specs=[[{"secondary_y": True}], [{}], [{}]],
-    )
-
-    for inverter in inverter_ids:
-        inv_id = INVERTER_ID_MAPPING[inverter]
-        print("Creating plot for inv_id: {}".format(inv_id))
-        inv_data = df[str(inv_id)]
-        temperature_data = df2[df2["Inv"] == inv_id]
-
-        # Graph 1: DC current and G-POA (Twin Y-Axis)
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[CURRENT],
-                mode="lines",
-                name=f"{CURRENT}-{inv_id}",
-            ),
-            row=1,
-            col=1,
-            secondary_y=False,
-        )
-
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[IRRADIANCE],
-                mode="lines",
-                name=f"{IRRADIANCE}-{inv_id}",
-            ),
-            row=1,
-            col=1,
-            secondary_y=True,
-        )
-
-        # Graph 2: Voltage
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index,
-                y=inv_data[VOLTAGE],
-                mode="lines",
-                name=f"{VOLTAGE}-{inv_id}",
-            ),
-            row=2,
-            col=1,
-        )
-
-        # Graph 4: T-amb, T-mod, T-heatsink, T-CPU and T-board
-        fig.add_trace(
-            go.Scatter(
-                x=temperature_data.index,
-                y=temperature_data[T_AMBIENT],
-                name=f"{T_AMBIENT}-{inv_id}",
-            ),
-            row=3,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=inv_data.index, y=inv_data[T_MODULE], name=f"{T_MODULE}-{inv_id}"
-            ),
-            row=3,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=temperature_data.index,
-                y=temperature_data[T_HEATSINK],
-                name=f"{T_HEATSINK}-{inv_id}",
-            ),
-            row=3,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=temperature_data.index,
-                y=temperature_data[T_CPU],
-                name=f"{T_CPU}-{inv_id}",
-            ),
-            row=3,
-            col=1,
-        )
-        fig.add_trace(
-            go.Scatter(
-                x=temperature_data.index,
-                y=temperature_data[T_BOARD],
-                name=f"{T_BOARD}-{inv_id}",
-            ),
-            row=3,
-            col=1,
-        )
-
-    # Update axis labels
-    fig.update_yaxes(title_text="Current (A)", row=1, col=1)
-    fig.update_yaxes(title_text="Irradiance (W/m2)", row=1, col=1, secondary_y=True)
-    fig.update_yaxes(title_text="Voltage (V)", row=2, col=1)
-    fig.update_xaxes(title_text="Datetime", row=3, col=1)
-    fig.update_yaxes(title_text="Temperature (°C)", row=3, col=1)
-
-    # Update layout to add titles
-    fig.update_layout(title_text="IV Plots with Temperature", height=800, width=1000)
-
-    return pn.pane.Plotly(fig)
-
-
-def create_heatmap(df, title):
-    fig = px.imshow(df.transpose(), aspect="auto", title=title)
-    fig.update_layout(height=400, width=1200)
-    return pn.pane.Plotly(fig)
+import panel as pn
+import plotly.graph_objs as go
+import plotly.express as px
+from plotly.subplots import make_subplots
+
+from consts import (
+    INVERTER_ID_MAPPING,
+    CURRENT,
+    IRRADIANCE,
+    VOLTAGE,
+    POWER_DC,
+    POWER_AC,
+    T_AMBIENT,
+    T_MODULE,
+    T_HEATSINK,
+    T_CPU,
+    T_BOARD,
+)
+
+
+def create_iv_plot(df, inverter_ids):
+    """# Helper function to create a line plot with secondary y-axis"""
+
+    print("Selected Inverter Ids: {}".format(inverter_ids))
+    fig = make_subplots(
+        rows=2,
+        cols=1,
+        shared_xaxes=True,
+        vertical_spacing=0.01,
+        specs=[[{"secondary_y": True}], [{}]],
+    )
+
+    for inverter in inverter_ids:
+        inv_id = INVERTER_ID_MAPPING[inverter]
+        print("Creating plot for inv_id: {}".format(inv_id))
+        inv_data = df[str(inv_id)]
+        print(inv_data.head())
+        print(inv_data.columns)
+        print(f"df columns {df.columns}")
+
+        # Graph 1: DC current and G-POA (Twin Y-Axis)
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[CURRENT],
+                mode="lines",
+                name=f"{CURRENT}-{inv_id}",
+            ),
+            row=1,
+            col=1,
+            secondary_y=False,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[IRRADIANCE],
+                mode="lines",
+                name=f"{IRRADIANCE}-{inv_id}",
+            ),
+            row=1,
+            col=1,
+            secondary_y=True,
+        )
+
+        # Graph 2: Voltage
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[VOLTAGE],
+                mode="lines",
+                name=f"{VOLTAGE}-{inv_id}",
+            ),
+            row=2,
+            col=1,
+        )
+    # Update axis labels
+    fig.update_yaxes(title_text="Current (A)", row=1, col=1)
+    fig.update_yaxes(title_text="Irradiance (W/m2)", row=1, col=1, secondary_y=True)
+    fig.update_yaxes(title_text="Voltage (V)", row=2, col=1)
+    fig.update_xaxes(title_text="Datetime", row=2, col=1)
+
+    # Update layout to add titles and adjust axis labels
+    fig.update_layout(title_text="IV Plots", height=800, width=1000)
+
+    return fig
+
+
+def create_iv_plot_with_power_curves(df, inverter_ids):
+    """# Helper function to create a line plot with secondary y-axis"""
+
+    print("Selected Inverter Ids: {}".format(inverter_ids))
+    fig = make_subplots(
+        rows=3,
+        cols=1,
+        shared_xaxes=True,
+        vertical_spacing=0.01,
+        specs=[[{"secondary_y": True}], [{}], [{}]],
+    )
+
+    for inverter in inverter_ids:
+        inv_id = INVERTER_ID_MAPPING[inverter]
+        print("Creating plot for inv_id: {}".format(inv_id))
+        inv_data = df[str(inv_id)]
+
+        # Graph 1: DC current and G-POA (Twin Y-Axis)
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[CURRENT],
+                mode="lines",
+                name=f"{CURRENT}-{inv_id}",
+            ),
+            row=1,
+            col=1,
+            secondary_y=False,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[IRRADIANCE],
+                mode="lines",
+                name=f"{IRRADIANCE}-{inv_id}",
+            ),
+            row=1,
+            col=1,
+            secondary_y=True,
+        )
+
+        # Graph 2: Voltage
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[VOLTAGE],
+                mode="lines",
+                name=f"{VOLTAGE}-{inv_id}",
+            ),
+            row=2,
+            col=1,
+        )
+
+        # Graph 3: P-dc and P-ac
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[POWER_DC],
+                mode="lines",
+                name=f"{POWER_DC}-{inv_id}",
+            ),
+            row=3,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[POWER_AC],
+                mode="lines",
+                name=f"{POWER_AC}-{inv_id}",
+            ),
+            row=3,
+            col=1,
+        )
+
+    # Update axis labels
+    fig.update_yaxes(title_text="Current (A)", row=1, col=1)
+    fig.update_yaxes(title_text="Irradiance (W/m2)", row=1, col=1, secondary_y=True)
+    fig.update_yaxes(title_text="Voltage (V)", row=2, col=1)
+    fig.update_yaxes(title_text="P-dc & P-ac (W)", row=3, col=1)
+    fig.update_xaxes(title_text="Datetime", row=3, col=1)
+
+    # Update layout to add titles
+    fig.update_layout(title_text="IV Plot with Power Curves", height=800, width=1000)
+
+    return fig
+
+
+def create_iv_plot_with_power_and_temperature_curves(df, df2, inverter_ids):
+    # Create the specs for subplots
+    print("Selected Inverter Ids: {}".format(inverter_ids))
+    fig = make_subplots(
+        rows=4,
+        cols=1,
+        shared_xaxes=True,
+        vertical_spacing=0.01,
+        specs=[[{"secondary_y": True}], [{}], [{}], [{}]],
+    )
+
+    for inverter in inverter_ids:
+        inv_id = INVERTER_ID_MAPPING[inverter]
+        print("Creating plot for inv_id: {}".format(inv_id))
+        inv_data = df[str(inv_id)]
+        temperature_data = df2[df2["Inv"] == inv_id]
+
+        # Graph 1: DC current and G-POA (Twin Y-Axis)
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[CURRENT],
+                mode="lines",
+                name=f"{CURRENT}-{inv_id}",
+            ),
+            row=1,
+            col=1,
+            secondary_y=False,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[IRRADIANCE],
+                mode="lines",
+                name=f"{IRRADIANCE}-{inv_id}",
+            ),
+            row=1,
+            col=1,
+            secondary_y=True,
+        )
+
+        # Graph 2: Voltage
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[VOLTAGE],
+                mode="lines",
+                name=f"{VOLTAGE}-{inv_id}",
+            ),
+            row=2,
+            col=1,
+        )
+
+        # Graph 3: P-dc and P-ac
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[POWER_DC],
+                mode="lines",
+                name=f"{POWER_DC}-{inv_id}",
+            ),
+            row=3,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[POWER_AC],
+                mode="lines",
+                name=f"{POWER_AC}-{inv_id}",
+            ),
+            row=3,
+            col=1,
+        )
+
+        # Graph 4: T-amb, T-mod, T-heatsink, T-CPU and T-board
+        fig.add_trace(
+            go.Scatter(
+                x=temperature_data.index,
+                y=temperature_data[T_AMBIENT],
+                name=f"{T_AMBIENT}-{inv_id}",
+            ),
+            row=4,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index, y=inv_data[T_MODULE], name=f"{T_MODULE}-{inv_id}"
+            ),
+            row=4,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=temperature_data.index,
+                y=temperature_data[T_HEATSINK],
+                name=f"{T_HEATSINK}-{inv_id}",
+            ),
+            row=4,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=temperature_data.index,
+                y=temperature_data[T_CPU],
+                name=f"{T_CPU}-{inv_id}",
+            ),
+            row=4,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=temperature_data.index,
+                y=temperature_data[T_BOARD],
+                name=f"{T_BOARD}-{inv_id}",
+            ),
+            row=4,
+            col=1,
+        )
+
+    # Update axis labels
+    fig.update_yaxes(title_text="Current (A)", row=1, col=1)
+    fig.update_yaxes(title_text="Irradiance (W/m2)", row=1, col=1, secondary_y=True)
+    fig.update_yaxes(title_text="Voltage (V)", row=2, col=1)
+    fig.update_yaxes(title_text="P-dc & P-ac (W)", row=3, col=1)
+    fig.update_xaxes(title_text="Datetime", row=4, col=1)
+    fig.update_yaxes(title_text="Temperature (°C)", row=4, col=1)
+
+    # Update layout to add titles
+    fig.update_layout(
+        title_text="IV Plots with Power and Temperature", height=800, width=1000
+    )
+
+    return pn.pane.Plotly(fig)
+
+
+def create_iv_plot_with_temperature_curves(df, df2, inverter_ids):
+    # Create the specs for subplots
+    print("Selected Inverter Ids: {}".format(inverter_ids))
+    fig = make_subplots(
+        rows=3,
+        cols=1,
+        shared_xaxes=True,
+        vertical_spacing=0.01,
+        specs=[[{"secondary_y": True}], [{}], [{}]],
+    )
+
+    for inverter in inverter_ids:
+        inv_id = INVERTER_ID_MAPPING[inverter]
+        print("Creating plot for inv_id: {}".format(inv_id))
+        inv_data = df[str(inv_id)]
+        temperature_data = df2[df2["Inv"] == inv_id]
+
+        # Graph 1: DC current and G-POA (Twin Y-Axis)
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[CURRENT],
+                mode="lines",
+                name=f"{CURRENT}-{inv_id}",
+            ),
+            row=1,
+            col=1,
+            secondary_y=False,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[IRRADIANCE],
+                mode="lines",
+                name=f"{IRRADIANCE}-{inv_id}",
+            ),
+            row=1,
+            col=1,
+            secondary_y=True,
+        )
+
+        # Graph 2: Voltage
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index,
+                y=inv_data[VOLTAGE],
+                mode="lines",
+                name=f"{VOLTAGE}-{inv_id}",
+            ),
+            row=2,
+            col=1,
+        )
+
+        # Graph 4: T-amb, T-mod, T-heatsink, T-CPU and T-board
+        fig.add_trace(
+            go.Scatter(
+                x=temperature_data.index,
+                y=temperature_data[T_AMBIENT],
+                name=f"{T_AMBIENT}-{inv_id}",
+            ),
+            row=3,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=inv_data.index, y=inv_data[T_MODULE], name=f"{T_MODULE}-{inv_id}"
+            ),
+            row=3,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=temperature_data.index,
+                y=temperature_data[T_HEATSINK],
+                name=f"{T_HEATSINK}-{inv_id}",
+            ),
+            row=3,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=temperature_data.index,
+                y=temperature_data[T_CPU],
+                name=f"{T_CPU}-{inv_id}",
+            ),
+            row=3,
+            col=1,
+        )
+        fig.add_trace(
+            go.Scatter(
+                x=temperature_data.index,
+                y=temperature_data[T_BOARD],
+                name=f"{T_BOARD}-{inv_id}",
+            ),
+            row=3,
+            col=1,
+        )
+
+    # Update axis labels
+    fig.update_yaxes(title_text="Current (A)", row=1, col=1)
+    fig.update_yaxes(title_text="Irradiance (W/m2)", row=1, col=1, secondary_y=True)
+    fig.update_yaxes(title_text="Voltage (V)", row=2, col=1)
+    fig.update_xaxes(title_text="Datetime", row=3, col=1)
+    fig.update_yaxes(title_text="Temperature (°C)", row=3, col=1)
+
+    # Update layout to add titles
+    fig.update_layout(title_text="IV Plots with Temperature", height=800, width=1000)
+
+    return pn.pane.Plotly(fig)
+
+
+def create_heatmap(df, title):
+    fig = px.imshow(df.transpose(), aspect="auto", title=title)
+    fig.update_layout(height=400, width=1200)
+    return pn.pane.Plotly(fig)