From b81d264aa893283f3d897f17e12bfc59164256aa Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:12:53 +0530
Subject: [PATCH 01/31] added px link

---
 doc/python/line-and-scatter.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 8aef2beebaaf77f03c64ec7ef052ffa4d56b407f Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:15:37 +0530
Subject: [PATCH 02/31] add px link

---
 doc/python/line-charts.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From a8cc4c504c0cca511e404b4b67250774a507d6d8 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:17:24 +0530
Subject: [PATCH 03/31] add px link

---
 doc/python/bar-charts.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/python/bar-charts.md b/doc/python/bar-charts.md
index 6403843f23c..5a58e5b0148 100644
--- a/doc/python/bar-charts.md
+++ b/doc/python/bar-charts.md
@@ -444,4 +444,4 @@ 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!

From b3876a57e9b5576eec193f6479b6e48f476ac3d4 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:27:45 +0530
Subject: [PATCH 04/31] add px link

---
 doc/python/pie-charts.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From ae687e7d37da0be3d053278d637228985a5386c0 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:36:09 +0530
Subject: [PATCH 05/31] add px link

---
 doc/python/sunburst-charts.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 81958927e62ba4888d9acd0ea8200a75b9236d95 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:39:04 +0530
Subject: [PATCH 06/31] add px link

---
 doc/python/treemaps.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From c5c20189db2f513e6d0a858b3aa430c512d0edc5 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:42:02 +0530
Subject: [PATCH 07/31] add px link

---
 doc/python/box-plots.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 21e7f0cda17dafe358302651e5c962e5e70d39c2 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:44:09 +0530
Subject: [PATCH 08/31] add px link

---
 doc/python/histograms.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 778d9a6b4342e3aaf8396ee6b61e88b23873b67a Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:51:27 +0530
Subject: [PATCH 09/31] add px and python ref link

---
 doc/python/splom.md | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

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!

From 855c549d12f0724a9ac6c49c2d030344dcf6114a Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:55:20 +0530
Subject: [PATCH 10/31] add px link

---
 doc/python/parallel-categories-diagram.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 9ef1eb3356c8208381801e8a954f99d6e3282cd1 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 19:58:01 +0530
Subject: [PATCH 11/31] add px link

---
 doc/python/violin.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From ae6f3374a28bd517696897d3e51f07967d1c5d61 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 20:06:17 +0530
Subject: [PATCH 12/31] add px link

---
 doc/python/strip-charts.md | 4 ++++
 1 file changed, 4 insertions(+)

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!

From bf90bded30316273420f1df8d7f1d93bcb865c92 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 20:27:16 +0530
Subject: [PATCH 13/31] add px link

---
 doc/python/3d-scatter-plots.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 35693d110c96d806f89570a36b1d9101bb0ac48d Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 20:38:44 +0530
Subject: [PATCH 14/31] add px link

---
 doc/python/funnel-charts.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 3a7b385d49c5c538c04bf0af21b26719f1523f97 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 20:53:45 +0530
Subject: [PATCH 15/31] add px link

---
 doc/python/3d-line-plots.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From c444fedc326e053d55cf3ea3ab2fea39b8d914f7 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:00:09 +0530
Subject: [PATCH 16/31] add px link

---
 doc/python/mapbox-county-choropleth.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/python/mapbox-county-choropleth.md b/doc/python/mapbox-county-choropleth.md
index 54458d072e7..359e9957e0f 100644
--- a/doc/python/mapbox-county-choropleth.md
+++ b/doc/python/mapbox-county-choropleth.md
@@ -209,4 +209,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/choroplethmapbox/ for more information about mapbox and their attribute options.
\ No newline at end of file
+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.

From 0e67fee350229262c5e363de9a410dc9ade1655c Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:15:43 +0530
Subject: [PATCH 17/31] add px link

---
 doc/python/lines-on-mapbox.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/doc/python/lines-on-mapbox.md b/doc/python/lines-on-mapbox.md
index 72abbdf8970..7faac55d574 100644
--- a/doc/python/lines-on-mapbox.md
+++ b/doc/python/lines-on-mapbox.md
@@ -90,4 +90,5 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scattermapbox/ for more information about mapbox and their attribute options.
\ No newline at end of file
+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.

From 841b872868a5ab8c3ffc430a74e6ee1a20b015bd Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:20:34 +0530
Subject: [PATCH 18/31] add px link

---
 doc/python/bubble-maps.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 7bfa36bae29b1c28b75159dd90edc19e7f6502c4 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:25:38 +0530
Subject: [PATCH 19/31] add px link

---
 doc/python/mapbox-density-heatmaps.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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.

From 9dd0955e6870482ca7797c6fde3f2c6ffd9347b8 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:35:54 +0530
Subject: [PATCH 20/31] add px line

---
 doc/python/lines-on-maps.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/python/lines-on-maps.md b/doc/python/lines-on-maps.md
index 7c72ff2bde1..2bd64204a3e 100644
--- a/doc/python/lines-on-maps.md
+++ b/doc/python/lines-on-maps.md
@@ -288,4 +288,4 @@ 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!

From baa6a8446f018a636098aa41ee1d4f2aafd434e7 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:41:47 +0530
Subject: [PATCH 21/31] add px line

---
 doc/python/choropleth-maps.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/python/choropleth-maps.md b/doc/python/choropleth-maps.md
index c8414f53763..986acc313eb 100644
--- a/doc/python/choropleth-maps.md
+++ b/doc/python/choropleth-maps.md
@@ -347,4 +347,4 @@ 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!

From f557848e7705a44e151738addd3dd218787f9172 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:47:08 +0530
Subject: [PATCH 22/31] add px line

---
 doc/python/scattermapbox.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/python/scattermapbox.md b/doc/python/scattermapbox.md
index 41f09f8c721..317530c72f3 100644
--- a/doc/python/scattermapbox.md
+++ b/doc/python/scattermapbox.md
@@ -228,4 +228,4 @@ fig.show()
 
 #### Reference
 
-See https://plotly.com/python/reference/scattermapbox/ for more information and options!
\ No newline at end of file
+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!

From 8c248121274ae389fd4edca886131090b8bfb32e Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:52:22 +0530
Subject: [PATCH 23/31] add px link

---
 doc/python/scatter-plots-on-maps.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/python/scatter-plots-on-maps.md b/doc/python/scatter-plots-on-maps.md
index 741d2742681..9cf2bbea260 100644
--- a/doc/python/scatter-plots-on-maps.md
+++ b/doc/python/scatter-plots-on-maps.md
@@ -214,4 +214,4 @@ 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!

From c9c55df260a8fdc9cad7dde489b9d4d2048b0d17 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 21:57:07 +0530
Subject: [PATCH 24/31] add px link

---
 doc/python/heatmaps.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 79c8800aa997e5ed1fa673149c9a7b0bbc2c985f Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 22:30:24 +0530
Subject: [PATCH 25/31] add px line

---
 doc/python/imshow.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/python/imshow.md b/doc/python/imshow.md
index 780f879affd..8a221cff6a5 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!

From 8c71ab98282a1ad5ffba5c5a9131396cc6f4a99b Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 22:33:19 +0530
Subject: [PATCH 26/31] add px line

---
 doc/python/ternary-plots.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 9bce82147d4c3b4e700a71a504b22eb8e69d1cab Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 22:36:23 +0530
Subject: [PATCH 27/31] add px link

---
 doc/python/log-plot.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From b4b13eb97f773bba28214fa7363df45c09ab342c Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 22:41:42 +0530
Subject: [PATCH 28/31] add px link

---
 doc/python/parallel-coordinates-plot.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 66e223649b2b12ee73e37397a243354ebae4c30e Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 22:47:05 +0530
Subject: [PATCH 29/31] add px link

---
 doc/python/polar-chart.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From 748cb1d60f9009f91c00158388360472f3a2fc1c Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 22:48:38 +0530
Subject: [PATCH 30/31] add px link

---
 doc/python/radar-chart.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!

From b1e2003fe02c7b3884a36455bde3acc532bad1c4 Mon Sep 17 00:00:00 2001
From: ry-v1 <72290009+ry-v1@users.noreply.github.com>
Date: Tue, 6 Oct 2020 22:50:24 +0530
Subject: [PATCH 31/31] add px link

---
 doc/python/wind-rose-charts.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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!