diff --git a/README.md b/README.md
index 4c7bbb1d..cefd6c3d 100644
--- a/README.md
+++ b/README.md
@@ -23,20 +23,20 @@ performance improvements. It’s a big one!
 2.  **Horizontal Plots**: Users can now create horizontal layout plots,
     providing compact data visualization. This can be achieved by
     setting `horizontal=True` in the `.plot()` method. See the
-    [Horizontal Plots tutorial](../tutorials/08-horizontal_plot.html)
+    [Horizontal Plots tutorial](nbs/tutorials/08-horizontal_plot.ipynb)
     for more details.
 
 3.  **Forest Plots**: Forest plots provide a simple and intuitive way to
     visualize many delta-delta (or delta *g*), mini-meta, or regular
     delta effect sizes at once from multiple different dabest objects
     without presenting the raw data. See the [Forest Plots
-    tutorial](../tutorials/07-forest_plot.html) for more details.
+    tutorial](nbs/tutorials/07-forest_plot.ipynb) for more details.
 
 4.  **Gridkey**: Users can now represent experimental labels in a
     ‘gridkey’ table. This can be accessed with the `gridkey` parameter
     in the `.plot()` method. See the gridkey section in the [Plot
-    Aesthetics tutorial](../tutorials/09-plot_aesthetics.html) for more
-    details.
+    Aesthetics tutorial](nbs/tutorials/09-plot_aesthetics.ipynb) for
+    more details.
 
 5.  **Other Visualization Improvements**:
 
@@ -65,7 +65,7 @@ performance improvements. It’s a big one!
         Raw and contrast bars are shown by default. Users can customize
         these bars and add summary bands as needed. For detailed
         customization instructions, please refer to the [Plot Aesthetics
-        tutorial](../tutorials/09-plot_aesthetics.html).
+        tutorial](nbs/tutorials/09-plot_aesthetics.ipynb).
 
     - **Tighter spacing in delta-delta and mini-meta plots**: We have
       adjusted the spacing of delta-delta and mini-meta plots to reduce
diff --git a/nbs/read_me.ipynb b/nbs/read_me.ipynb
index f900170d..49cb2e3b 100644
--- a/nbs/read_me.ipynb
+++ b/nbs/read_me.ipynb
@@ -33,11 +33,11 @@
     "\n",
     "1. **Python 3.13 Support**: DABEST now supports Python 3.10—3.13.\n",
     "\n",
-    "2. **Horizontal Plots**: Users can now create horizontal layout plots, providing compact data visualization. This can be achieved by setting `horizontal=True` in the `.plot()` method. See the [Horizontal Plots tutorial](../tutorials/08-horizontal_plot.html) for more details.\n",
+    "2. **Horizontal Plots**: Users can now create horizontal layout plots, providing compact data visualization. This can be achieved by setting `horizontal=True` in the `.plot()` method. See the [Horizontal Plots tutorial](nbs/tutorials/08-horizontal_plot.ipynb) for more details.\n",
     "\n",
-    "3. **Forest Plots**: Forest plots provide a simple and intuitive way to visualize many delta-delta (or delta *g*), mini-meta, or regular delta effect sizes at once from multiple different dabest objects without presenting the raw data. See the [Forest Plots tutorial](../tutorials/07-forest_plot.html) for more details.\n",
+    "3. **Forest Plots**: Forest plots provide a simple and intuitive way to visualize many delta-delta (or delta *g*), mini-meta, or regular delta effect sizes at once from multiple different dabest objects without presenting the raw data. See the [Forest Plots tutorial](nbs/tutorials/07-forest_plot.ipynb) for more details.\n",
     "\n",
-    "4. **Gridkey**: Users can now represent experimental labels in a ‘gridkey’ table. This can be accessed with the `gridkey` parameter in the `.plot()` method. See the gridkey section in the [Plot Aesthetics tutorial](../tutorials/09-plot_aesthetics.html) for more details.\n",
+    "4. **Gridkey**: Users can now represent experimental labels in a ‘gridkey’ table. This can be accessed with the `gridkey` parameter in the `.plot()` method. See the gridkey section in the [Plot Aesthetics tutorial](nbs/tutorials/09-plot_aesthetics.ipynb) for more details.\n",
     "\n",
     "5. **Other Visualization Improvements**:\n",
     "   - **Comparing means and effect sizes**: The estimation plots now include three types of customizable visual features to enhance contextualization and comparison of means and effect sizes:\n",
@@ -45,7 +45,7 @@
     "     - **Bars for effect size/s (`contrast_bars`)**: Similar to raw bars, these highlight the effect-size difference between two groups (typically test and control) in the contrast axis. They provide a visual representation of the differences between groups.\n",
     "     - **Summary bands (`reference_band`)**: An optional band or ribbon that can be added to emphasize a specific effect size’s confidence interval that is used as a reference range across the entire contrast axis. Unlike raw and contrast bars, these span horizontally (or vertically if `horizontal=True`) and are not displayed by default.\n",
     "\n",
-    "          Raw and contrast bars are shown by default. Users can customize these bars and add summary bands as needed. For detailed customization instructions, please refer to the [Plot Aesthetics tutorial](../tutorials/09-plot_aesthetics.html).\n",
+    "          Raw and contrast bars are shown by default. Users can customize these bars and add summary bands as needed. For detailed customization instructions, please refer to the [Plot Aesthetics tutorial](nbs/tutorials/09-plot_aesthetics.ipynb).\n",
     "\n",
     "   - **Tighter spacing in delta-delta and mini-meta plots**: We have adjusted the spacing of delta-delta and mini-meta plots to reduce whitespace. The new format brings the overall effect size closer to the two-groups effect sizes. In addition, delta-delta plots now have a gap in the zero line to separate the delta-delta from the ∆ effect sizes.\n",
     "\n",