diff --git a/doc/python/3d-line-plots.md b/doc/python/3d-line-plots.md
index 172422bc9c0..fb26d53b988 100644
--- a/doc/python/3d-line-plots.md
+++ b/doc/python/3d-line-plots.md
@@ -120,4 +120,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scatter3d/#scatter3d-marker-line for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.(line_3d)`](https://plotly.com/python-api-reference/generated/plotly.express.line_3d) or https://plotly.com/python/reference/scatter3d/#scatter3d-marker-line for more information and chart attribute options!
diff --git a/doc/python/3d-scatter-plots.md b/doc/python/3d-scatter-plots.md
index 8705d9b7f31..9a6ddc65284 100644
--- a/doc/python/3d-scatter-plots.md
+++ b/doc/python/3d-scatter-plots.md
@@ -122,4 +122,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scatter3d/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.scatter_3d()`](https://plotly.com/python-api-reference/generated/plotly.express.scatter_3d) or https://plotly.com/python/reference/scatter3d/ for more information and chart attribute options!
diff --git a/doc/python/bar-charts.md b/doc/python/bar-charts.md
index ff5a9c49235..3fc03ebfc76 100644
--- a/doc/python/bar-charts.md
+++ b/doc/python/bar-charts.md
@@ -494,4 +494,4 @@ fig.show()
 
 ### Reference
 
-See https://plotly.com/python/reference/bar/ for more information and chart attribute options!
+See [function reference for `px.bar()`](https://plotly.com/python-api-reference/generated/plotly.express.bar) or https://plotly.com/python/reference/bar/ for more information and chart attribute options!
diff --git a/doc/python/box-plots.md b/doc/python/box-plots.md
index 659863faed5..c66a266305a 100644
--- a/doc/python/box-plots.md
+++ b/doc/python/box-plots.md
@@ -502,4 +502,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/box/ for more information and chart attribute options!
+See [function reference for `px.box()`](https://plotly.com/python-api-reference/generated/plotly.express.box) or https://plotly.com/python/reference/box/ for more information and chart attribute options!
diff --git a/doc/python/bubble-maps.md b/doc/python/bubble-maps.md
index 7ba433a3331..ccd78306bc2 100644
--- a/doc/python/bubble-maps.md
+++ b/doc/python/bubble-maps.md
@@ -208,4 +208,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/choropleth/ and https://plotly.com/python/reference/scattergeo/ for more information and chart attribute options!
+See [function reference for `px.(scatter_geo)`](https://plotly.com/python-api-reference/generated/plotly.express.scatter_geo) or https://plotly.com/python/reference/choropleth/ and https://plotly.com/python/reference/scattergeo/ for more information and chart attribute options!
diff --git a/doc/python/choropleth-maps.md b/doc/python/choropleth-maps.md
index 4e848ef009e..908b3e9b433 100644
--- a/doc/python/choropleth-maps.md
+++ b/doc/python/choropleth-maps.md
@@ -364,4 +364,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/choropleth/ for more information and chart attribute options!
+See [function reference for `px.(choropleth)`](https://plotly.com/python-api-reference/generated/plotly.express.choropleth) or https://plotly.com/python/reference/choropleth/ for more information and chart attribute options!
diff --git a/doc/python/funnel-charts.md b/doc/python/funnel-charts.md
index cc21babcbc2..47c53237510 100644
--- a/doc/python/funnel-charts.md
+++ b/doc/python/funnel-charts.md
@@ -202,4 +202,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/funnel/ and https://plotly.com/python/reference/funnelarea/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.(funnel)`](https://plotly.com/python-api-reference/generated/plotly.express.funnel) or https://plotly.com/python/reference/funnel/ and https://plotly.com/python/reference/funnelarea/ for more information and chart attribute options!
diff --git a/doc/python/heatmaps.md b/doc/python/heatmaps.md
index 1801c04d96e..c1e2019d41e 100644
--- a/doc/python/heatmaps.md
+++ b/doc/python/heatmaps.md
@@ -190,4 +190,4 @@ Arrays of rasterized values build by datashader can be visualized using
 plotly's heatmaps, as shown in the [plotly and datashader tutorial](/python/datashader/).
 
 #### Reference
-See https://plotly.com/python/reference/heatmap/ for more information and chart attribute options!
+See [function reference for `px.(imshow)`](https://plotly.com/python-api-reference/generated/plotly.express.imshow) or https://plotly.com/python/reference/heatmap/ for more information and chart attribute options!
diff --git a/doc/python/histograms.md b/doc/python/histograms.md
index 3d72758005b..c7f90d39e0b 100644
--- a/doc/python/histograms.md
+++ b/doc/python/histograms.md
@@ -394,4 +394,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/histogram/ for more information and chart attribute options!
+See [function reference for `px.histogram()`](https://plotly.com/python-api-reference/generated/plotly.express.histogram) or https://plotly.com/python/reference/histogram/ for more information and chart attribute options!
diff --git a/doc/python/imshow.md b/doc/python/imshow.md
index 91e89763639..1fcf530a103 100644
--- a/doc/python/imshow.md
+++ b/doc/python/imshow.md
@@ -401,4 +401,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/image/ for more information and chart attribute options!
+See [function reference for `px.(imshow)`](https://plotly.com/python-api-reference/generated/plotly.express.imshow) or https://plotly.com/python/reference/image/ for more information and chart attribute options!
diff --git a/doc/python/line-and-scatter.md b/doc/python/line-and-scatter.md
index 0bc34dbf84a..ac747a39122 100644
--- a/doc/python/line-and-scatter.md
+++ b/doc/python/line-and-scatter.md
@@ -276,4 +276,4 @@ fig.show()
 
 ### Reference
 
-See https://plotly.com/python/reference/scatter/ or https://plotly.com/python/reference/scattergl/ for more information and chart attribute options!
+See [function reference for `px.scatter()`](https://plotly.com/python-api-reference/generated/plotly.express.scatter) or https://plotly.com/python/reference/scatter/ or https://plotly.com/python/reference/scattergl/ for more information and chart attribute options!
diff --git a/doc/python/line-charts.md b/doc/python/line-charts.md
index 02d4c9569a8..86df965a144 100644
--- a/doc/python/line-charts.md
+++ b/doc/python/line-charts.md
@@ -434,4 +434,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scatter/ for more information and chart attribute options!
+See [function reference for `px.line()`](https://plotly.com/python-api-reference/generated/plotly.express.line) or https://plotly.com/python/reference/scatter/ for more information and chart attribute options!
diff --git a/doc/python/lines-on-mapbox.md b/doc/python/lines-on-mapbox.md
index efb7aba4767..1a56296724f 100644
--- a/doc/python/lines-on-mapbox.md
+++ b/doc/python/lines-on-mapbox.md
@@ -132,4 +132,5 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scattermapbox/ for more information about mapbox and their attribute options.
+See [function reference for `px.(line_mapbox)`](https://plotly.com/python-api-reference/generated/plotly.express.line_mapbox) or 
+https://plotly.com/python/reference/scattermapbox/ for more information about mapbox and their attribute options.
diff --git a/doc/python/lines-on-maps.md b/doc/python/lines-on-maps.md
index 105529f4731..3db5d9ebfba 100644
--- a/doc/python/lines-on-maps.md
+++ b/doc/python/lines-on-maps.md
@@ -329,4 +329,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scattergeo/ for more information and chart attribute options!
+See [function reference for `px.(line_geo)`](https://plotly.com/python-api-reference/generated/plotly.express.line_geo) or https://plotly.com/python/reference/scattergeo/ for more information and chart attribute options!
diff --git a/doc/python/log-plot.md b/doc/python/log-plot.md
index cc4a79c2614..2c78453c752 100644
--- a/doc/python/log-plot.md
+++ b/doc/python/log-plot.md
@@ -95,4 +95,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/layout/xaxis/#layout-xaxis-type for more information and chart attribute options!
+See [function reference for `px.(scatter)`](https://plotly.com/python-api-reference/generated/plotly.express.scatter) or https://plotly.com/python/reference/layout/xaxis/#layout-xaxis-type for more information and chart attribute options!
diff --git a/doc/python/mapbox-county-choropleth.md b/doc/python/mapbox-county-choropleth.md
index f5400b399b4..e28edf6ab42 100644
--- a/doc/python/mapbox-county-choropleth.md
+++ b/doc/python/mapbox-county-choropleth.md
@@ -230,4 +230,5 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/choroplethmapbox/ for more information about mapbox and their attribute options.
+See [function reference for `px.(choropleth_mapbox)`](https://plotly.com/python-api-reference/generated/plotly.express.choropleth_mapbox) or https://plotly.com/python/reference/choroplethmapbox/ for more information about mapbox and their attribute options.
+
diff --git a/doc/python/mapbox-density-heatmaps.md b/doc/python/mapbox-density-heatmaps.md
index ea7fac66728..9ccdba1ce13 100644
--- a/doc/python/mapbox-density-heatmaps.md
+++ b/doc/python/mapbox-density-heatmaps.md
@@ -72,4 +72,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/densitymapbox/ for more information about mapbox and their attribute options.
\ No newline at end of file
+See [function reference for `px.(density_mapbox)`](https://plotly.com/python-api-reference/generated/plotly.express.density_mapbox) or https://plotly.com/python/reference/densitymapbox/ for more information about mapbox and their attribute options.
diff --git a/doc/python/parallel-categories-diagram.md b/doc/python/parallel-categories-diagram.md
index ee8a887c47e..7ddb8be2a5a 100644
--- a/doc/python/parallel-categories-diagram.md
+++ b/doc/python/parallel-categories-diagram.md
@@ -288,4 +288,4 @@ widgets.VBox([color_toggle, fig])
 
 #### Reference
 
-See [reference page](https://plotly.com/python/reference/parcats/) for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.parallel_categories()`](https://plotly.com/python-api-reference/generated/plotly.express.parallel_categories) or [reference page](https://plotly.com/python/reference/parcats/) for more information and chart attribute options!
diff --git a/doc/python/parallel-coordinates-plot.md b/doc/python/parallel-coordinates-plot.md
index 1cec76fd908..c3b8628d786 100644
--- a/doc/python/parallel-coordinates-plot.md
+++ b/doc/python/parallel-coordinates-plot.md
@@ -173,4 +173,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/parcoords/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.(parallel_coordinates)`](https://plotly.com/python-api-reference/generated/plotly.express.parallel_coordinates) or https://plotly.com/python/reference/parcoords/ for more information and chart attribute options!
diff --git a/doc/python/pie-charts.md b/doc/python/pie-charts.md
index 1899fe7be31..218918c2fe0 100644
--- a/doc/python/pie-charts.md
+++ b/doc/python/pie-charts.md
@@ -304,4 +304,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/pie/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.pie()`](https://plotly.com/python-api-reference/generated/plotly.express.pie) or https://plotly.com/python/reference/pie/ for more information and chart attribute options!
diff --git a/doc/python/polar-chart.md b/doc/python/polar-chart.md
index e630febb903..63203c30f1c 100644
--- a/doc/python/polar-chart.md
+++ b/doc/python/polar-chart.md
@@ -438,4 +438,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scatterpolar/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.(scatter_polar)`](https://plotly.com/python-api-reference/generated/plotly.express.scatter_polar) or [function reference for `px.(line_polar)`](https://plotly.com/python-api-reference/generated/plotly.express.line_polar) or https://plotly.com/python/reference/scatterpolar/ for more information and chart attribute options!
diff --git a/doc/python/radar-chart.md b/doc/python/radar-chart.md
index 92228e15c89..eb3129d94a5 100644
--- a/doc/python/radar-chart.md
+++ b/doc/python/radar-chart.md
@@ -129,4 +129,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scatterpolar/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.(line_polar)`](https://plotly.com/python-api-reference/generated/plotly.express.line_polar) or https://plotly.com/python/reference/scatterpolar/ for more information and chart attribute options!
diff --git a/doc/python/scatter-plots-on-maps.md b/doc/python/scatter-plots-on-maps.md
index 80ea16fea0b..53b582fa128 100644
--- a/doc/python/scatter-plots-on-maps.md
+++ b/doc/python/scatter-plots-on-maps.md
@@ -232,4 +232,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scattergeo/ and https://plotly.com/python/reference/layout/geo/ for more information and chart attribute options!
+See [function reference for `px.(scatter_geo)`](https://plotly.com/python-api-reference/generated/plotly.express.scatter_geo) or https://plotly.com/python/reference/scattergeo/ and https://plotly.com/python/reference/layout/geo/ for more information and chart attribute options!
diff --git a/doc/python/scattermapbox.md b/doc/python/scattermapbox.md
index 98221a240e6..57e95452a69 100644
--- a/doc/python/scattermapbox.md
+++ b/doc/python/scattermapbox.md
@@ -247,4 +247,5 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scattermapbox/ for more information and options!
+See [function reference for `px.(scatter_mapbox)`](https://plotly.com/python-api-reference/generated/plotly.express.scatter_mapbox) or https://plotly.com/python/reference/scattermapbox/ for more information and options!
+
diff --git a/doc/python/splom.md b/doc/python/splom.md
index 488fca90af6..8eaf2c25d91 100644
--- a/doc/python/splom.md
+++ b/doc/python/splom.md
@@ -289,4 +289,7 @@ fig.update_layout(title=title,
                   hovermode='closest')
 
 fig.show()
-```
\ No newline at end of file
+```
+#### Reference
+
+See [function reference for `px.scatter_matrix()`](https://plotly.com/python-api-reference/generated/plotly.express.scatter_matrix) or https://plotly.com/python/reference/splom/ for more information and chart attribute options!
diff --git a/doc/python/strip-charts.md b/doc/python/strip-charts.md
index 8a1673d646c..bad5d5e4c49 100644
--- a/doc/python/strip-charts.md
+++ b/doc/python/strip-charts.md
@@ -58,3 +58,7 @@ df = px.data.tips()
 fig = px.strip(df, x="total_bill", y="time", color="sex", facet_col="day")
 fig.show()
 ```
+
+#### Reference
+
+See [function reference for `px.strip()`](https://plotly.com/python-api-reference/generated/plotly.express.strip) for more information and chart attribute options!
diff --git a/doc/python/sunburst-charts.md b/doc/python/sunburst-charts.md
index 1d731734877..44c696e170b 100644
--- a/doc/python/sunburst-charts.md
+++ b/doc/python/sunburst-charts.md
@@ -380,4 +380,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/sunburst/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.sunburst()`](https://plotly.com/python-api-reference/generated/plotly.express.sunburst) or https://plotly.com/python/reference/sunburst/ for more information and chart attribute options!
diff --git a/doc/python/ternary-plots.md b/doc/python/ternary-plots.md
index 95bea43fec7..7e07f558694 100644
--- a/doc/python/ternary-plots.md
+++ b/doc/python/ternary-plots.md
@@ -126,4 +126,4 @@ fig.show()
 ```
 
 #### Reference
-See https://plotly.com/python/reference/scatterternary/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.(scatter_ternary)`](https://plotly.com/python-api-reference/generated/plotly.express.scatter_ternary) or https://plotly.com/python/reference/scatterternary/ for more information and chart attribute options!
diff --git a/doc/python/treemaps.md b/doc/python/treemaps.md
index 8fdb359757f..8aa3a9f217e 100644
--- a/doc/python/treemaps.md
+++ b/doc/python/treemaps.md
@@ -391,4 +391,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/treemap/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.treemap()`](https://plotly.com/python-api-reference/generated/plotly.express.treemap) or https://plotly.com/python/reference/treemap/ for more information and chart attribute options!
diff --git a/doc/python/violin.md b/doc/python/violin.md
index acd179ccb99..bcdd44f1fe1 100644
--- a/doc/python/violin.md
+++ b/doc/python/violin.md
@@ -273,4 +273,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/violin/ for more information and chart attribute options!
+See [function reference for `px.violin()`](https://plotly.com/python-api-reference/generated/plotly.express.violin) or https://plotly.com/python/reference/violin/ for more information and chart attribute options!
diff --git a/doc/python/wind-rose-charts.md b/doc/python/wind-rose-charts.md
index 17e08fabfdd..bd0d46fc623 100644
--- a/doc/python/wind-rose-charts.md
+++ b/doc/python/wind-rose-charts.md
@@ -91,4 +91,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/barpolar/ for more information and chart attribute options!
\ No newline at end of file
+See [function reference for `px.(bar_polar)`](https://plotly.com/python-api-reference/generated/plotly.express.bar_polar) or https://plotly.com/python/reference/barpolar/ for more information and chart attribute options!