diff --git a/examples/ih/Conversion_Reporting.ipynb b/examples/ih/Conversion_Reporting.ipynb
index 91c84afd..077263fa 100644
--- a/examples/ih/Conversion_Reporting.ipynb
+++ b/examples/ih/Conversion_Reporting.ipynb
@@ -56,7 +56,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.overall_gauges(\n",
+    "ih.plot.overall_gauges(\n",
     "    metric=\"Conversion\",\n",
     "    condition=\"ExperimentGroup\",\n",
     "    by=\"Channel\",\n",
@@ -79,7 +79,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.success_rates_tree_map(metric=\"Conversion\")\n"
+    "ih.plot.success_rates_tree_map(metric=\"Conversion\")\n"
    ]
   },
   {
@@ -97,7 +97,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.success_rates_trend_bar(\n",
+    "ih.plot.success_rates_trend_bar(\n",
     "    metric=\"Conversion\",\n",
     "    condition=\"ExperimentGroup\",\n",
     "    every=\"1w\",\n",
@@ -110,7 +110,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.success_rates_trend(metric=\"Conversion\", every=\"1d\")"
+    "ih.plot.success_rates_trend(metric=\"Conversion\", every=\"1d\")"
    ]
   },
   {
@@ -126,7 +126,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.overall_gauges(\n",
+    "ih.plot.overall_gauges(\n",
     "    condition=\"ExperimentGroup\",\n",
     "    by=\"Channel\",\n",
     "    reference_values={\"Web\": 0.20, \"Email\": 0.20},\n",
@@ -139,7 +139,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.success_rates_trend(\n",
+    "ih.plot.success_rates_trend(\n",
     "    by=\"Channel\"\n",
     ")"
    ]
@@ -160,8 +160,7 @@
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "pygments_lexer": "ipython3"
   }
  },
  "nbformat": 4,
diff --git a/examples/ih/Example_IH_Analysis.ipynb b/examples/ih/Example_IH_Analysis.ipynb
index 5fad5087..30188e6e 100644
--- a/examples/ih/Example_IH_Analysis.ipynb
+++ b/examples/ih/Example_IH_Analysis.ipynb
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -88,7 +88,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.response_count_tree_map()\n"
+    "ih.plot.response_count_tree_map()\n"
    ]
   },
   {
@@ -97,7 +97,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.action_distribution(query=pl.col.Outcome == \"Clicked\")"
+    "ih.plot.action_distribution(query=pl.col.Outcome == \"Clicked\")"
    ]
   },
   {
@@ -115,7 +115,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.response_counts(every=\"1d\")"
+    "ih.plot.response_counts(every=\"1d\")"
    ]
   },
   {
@@ -131,7 +131,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.response_counts(\n",
+    "ih.plot.response_counts(\n",
     "    by=\"Channel\",\n",
     "    query=pl.col.Channel != \"\",\n",
     ")"
@@ -159,7 +159,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.success_rates_trend(\n",
+    "ih.plot.success_rates_trend(\n",
     "    by=\"Channel\", query=pl.col.Channel.is_not_null() & (pl.col.Channel != \"\")\n",
     ")"
    ]
@@ -179,7 +179,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ih.plots.model_performance_trend(by=\"Channel\")"
+    "ih.plot.model_performance_trend(by=\"Channel\")"
    ]
   },
   {
@@ -286,8 +286,7 @@
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "pygments_lexer": "ipython3"
   }
  },
  "nbformat": 4,
diff --git a/python/pdstools/ih/IH.py b/python/pdstools/ih/IH.py
index c97382be..0ded1472 100644
--- a/python/pdstools/ih/IH.py
+++ b/python/pdstools/ih/IH.py
@@ -7,7 +7,7 @@
 
 from .Aggregates import Aggregates
 from .Plots import Plots
-from ..utils.cdh_utils import to_prpc_date_time, _polars_capitalize, _apply_query
+from ..utils.cdh_utils import _polars_capitalize, _apply_query
 from ..utils.types import QUERY
 from ..pega_io.File import read_ds_export
 
@@ -20,7 +20,7 @@ def __init__(self, data: pl.LazyFrame):
         self.data = _polars_capitalize(data)
 
         self.aggregates = Aggregates(ih=self)
-        self.plots = Plots(ih=self)
+        self.plot = Plots(ih=self)
         self.positive_outcome_labels = {
             "Engagement": ["Accepted", "Accept", "Clicked", "Click"],
             "Conversion": ["Conversion"],