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The following commit(s) were added to refs/heads/master by this push:
     new 5ff4ab04 [DOCS] fix dead links and add community logos
5ff4ab04 is described below

commit 5ff4ab04d9a2dac2d9f1e95e96cf3db5a5568e19
Author: Jia Yu <[email protected]>
AuthorDate: Tue May 24 21:05:58 2022 -0700

    [DOCS] fix dead links and add community logos
---
 README.md                         |   6 +++++-
 docs-overrides/main.html          |  17 +++++++++++++----
 docs/api/sql/Function.md          |   2 --
 docs/community/publication.md     |  18 +++++++++---------
 docs/image/meituan-bike.png       | Bin 23115 -> 0 bytes
 docs/image/sedona-community.png   | Bin 0 -> 569453 bytes
 docs/setup/overview.md            |   8 ++------
 docs/tutorial/jupyter-notebook.md |   2 +-
 8 files changed, 30 insertions(+), 23 deletions(-)

diff --git a/README.md b/README.md
index eeff10c8..0fa596a2 100644
--- a/README.md
+++ b/README.md
@@ -16,7 +16,11 @@ Apache Sedonaâ„¢(incubating) is a cluster computing system for 
processing large-
 
 <img src="docs/image/architecture.svg" width="600">
 
-### Modules in the source code
+## Our users and code contributors are from ...
+
+<img src="docs/image/sedona-community.png" width="600">
+
+## Modules in the source code
 
 | Name  |  API |  Introduction|
 |---|---|---|
diff --git a/docs-overrides/main.html b/docs-overrides/main.html
index 52d3a809..1102ef1c 100644
--- a/docs-overrides/main.html
+++ b/docs-overrides/main.html
@@ -36,10 +36,19 @@
             <h1>System Architecture</h1>            
             <div style="width: 100%;">
               <img src="image/architecture.svg" width="800">
-            </div>            
+            </div>
           </div>
 
-          <span class="br"></span> 
+          <br><br><br><br>
+
+          <div class="tx-hero__content">
+            <h1>Our users and code contributors are from ...</h1>            
+            <div style="width: 100%;">
+              <img src="image/sedona-community.png" width="900">
+            </div>
+          </div>
+
+          <br><br><br><br>
 
           <div class="tx-hero__content">
             <h1>High Speed</h1>            
@@ -56,7 +65,7 @@
             </div>            
           </div>
 
-          <span class="br"></span> 
+          <br><br><br><br>
 
           <div class="tx-hero__content">
             <h1>Low Memory Consumption</h1>            
@@ -73,7 +82,7 @@
             </div>            
           </div>
 
-          <span class="br"></span> 
+          <br><br><br><br>
 
           <div class="tx-hero__content">
             <h1>Ease of Use</h1>
diff --git a/docs/api/sql/Function.md b/docs/api/sql/Function.md
index 518641bf..b02d26cf 100644
--- a/docs/api/sql/Function.md
+++ b/docs/api/sql/Function.md
@@ -1176,8 +1176,6 @@ Result:
 +---------------------------------------------------------------+
 ```
 
-Result:
-=======
 ## ST_Force_2D
 
 Introduction: Forces the geometries into a "2-dimensional mode" so that all 
output representations will only have the X and Y coordinates
diff --git a/docs/community/publication.md b/docs/community/publication.md
index 08160ac8..7e4f6a8b 100644
--- a/docs/community/publication.md
+++ b/docs/community/publication.md
@@ -23,26 +23,26 @@ GeoSpark were evaluated by papers published on database top 
venues. It is worth
 ### GeoSpark Ecosystem
 
 ["Spatial Data Management in Apache Spark: The
-GeoSpark Perspective and 
Beyond"](https://link.springer.com/epdf/10.1007/s10707-018-0330-9?author_access_token=uN-xyHoyjIdl5eEkjN1PGPe4RwlQNchNByi7wbcMAY5FIy3715vvIQJ9siUDSsvKSCPSmrCsBtxOtdEB_GyuKrtBlViQhVx6JCZOXsifPdBZY7jWZcukeQQzhfGNyMG_XMyrXooXxi9zorwme2tlMw%3D%3D)
 (research paper). Jia Yu, Zongsi Zhang, Mohamed Sarwat. Geoinformatica Journal 
2018.
+GeoSpark Perspective and 
Beyond"](https://jiayuasu.github.io/files/paper/GeoSpark_Geoinformatica_2018.pdf)
 (research paper). Jia Yu, Zongsi Zhang, Mohamed Sarwat. Geoinformatica Journal 
2019.
 
- ["A Demonstration of GeoSpark: A Cluster Computing Framework for Processing 
Big Spatial 
Data"](http://www.public.asu.edu/~jiayu2/geospark/publication/GeoSpark_DemoPaper.pdf)
 (demo paper). Jia Yu, Jinxuan Wu, Mohamed Sarwat. In Proceeding of IEEE 
International Conference on Data Engineering ICDE 2016, Helsinki, FI, May 2016
+ ["A Demonstration of GeoSpark: A Cluster Computing Framework for Processing 
Big Spatial 
Data"](https://jiayuasu.github.io/files/paper/GeoSpark_DemoPaper.pdf) (demo 
paper). Jia Yu, Jinxuan Wu, Mohamed Sarwat. In Proceeding of IEEE International 
Conference on Data Engineering ICDE 2016, Helsinki, FI, May 2016
 
- ["GeoSpark: A Cluster Computing Framework for Processing Large-Scale Spatial 
Data"](http://www.public.asu.edu/~jiayu2/geospark/publication/GeoSpark_ShortPaper.pdf)
 (short paper). Jia Yu, Jinxuan Wu, Mohamed Sarwat. In Proceeding of the ACM 
International Conference on Advances in Geographic Information Systems ACM 
SIGSPATIAL GIS 2015, Seattle, WA, USA November 2015
+ ["GeoSpark: A Cluster Computing Framework for Processing Large-Scale Spatial 
Data"](https://jiayuasu.github.io/files/paper/GeoSpark_ShortPaper.pdf) (short 
paper). Jia Yu, Jinxuan Wu, Mohamed Sarwat. In Proceeding of the ACM 
International Conference on Advances in Geographic Information Systems ACM 
SIGSPATIAL GIS 2015, Seattle, WA, USA November 2015
 
 ### GeoSparkViz Visualization System
 
-["GeoSparkViz in Action: A Data System with built-in support for Geospatial 
Visualization"](http://www.public.asu.edu/~jiayu2/geospark/publication/geosparkviz-icde2019-demo.pdf)
 (demo paper) Jia Yu, Anique Tahir, and Mohamed Sarwat. In Proceedings of the 
International Conference on Data Engineering, ICDE, 2019
+["GeoSparkViz in Action: A Data System with built-in support for Geospatial 
Visualization"](https://jiayuasu.github.io/files/paper/geosparkviz-icde2019-demo.pdf)
 (demo paper) Jia Yu, Anique Tahir, and Mohamed Sarwat. In Proceedings of the 
International Conference on Data Engineering, ICDE, 2019
 
-["GeoSparkViz: A Scalable Geospatial Data Visualization Framework in the 
Apache Spark 
Ecosystem"](http://www.public.asu.edu/~jiayu2/geospark/publication/geosparkviz-ssdbm-2018.pdf)
 (research paper). Jia Yu, Zongsi Zhang, Mohamed Sarwat. In Proceedings of the 
International Conference on Scientific and Statistical Database Management, 
SSDBM 2018, Bolzano-Bozen, Italy July 2018
+["GeoSparkViz: A Scalable Geospatial Data Visualization Framework in the 
Apache Spark 
Ecosystem"](https://jiayuasu.github.io/files/paper/geosparkviz-ssdbm-2018.pdf) 
(research paper). Jia Yu, Zongsi Zhang, Mohamed Sarwat. In Proceedings of the 
International Conference on Scientific and Statistical Database Management, 
SSDBM 2018, Bolzano-Bozen, Italy July 2018
 
 ### GeoSparkSim Traffic Simulator
 
-Dissecting GeoSparkSim: a scalable microscopic road network traffic simulator 
in Apache Spark (journal paper) Jia Yu, Zishan Fu, Mohamed Sarwat. Distributed 
Parallel Databases 38(4): 963-994 (2020)
+["Dissecting GeoSparkSim: a scalable microscopic road network traffic 
simulator in Apache 
Spark"](https://link.springer.com/article/10.1007/s10619-020-07306-x) (journal 
paper) Jia Yu, Zishan Fu, Mohamed Sarwat. Distributed Parallel Databases 38(4): 
963-994 (2020)
 
-Demonstrating GeoSparkSim: A Scalable Microscopic Road Network Traffic 
Simulator Based on Apache Spark. Zishan Fu, Jia Yu, Mohamed Sarwat. 
International Symposium on Spatial and Temporal Databases, SSTD, 2019
+["Demonstrating GeoSparkSim: A Scalable Microscopic Road Network Traffic 
Simulator Based on Apache 
Spark"](https://jiayuasu.github.io/files/paper/geosparksim_sstd2019_demopaper.pdf).
 Zishan Fu, Jia Yu, Mohamed Sarwat. International Symposium on Spatial and 
Temporal Databases, SSTD, 2019
 
-["Building A Microscopic Road Network Traffic Simulator in Apache 
Spark"](http://www.public.asu.edu/~jiayu2/geospark/publication/geosparksim-mdm-2019.pdf)
 (research paper) Zishan Fu, Jia Yu, and Mohamed Sarwat. In Proceedings of the 
International Conference on Mobile Data Management, MDM, 2019
+["Building A Microscopic Road Network Traffic Simulator in Apache 
Spark"](https://jiayuasu.github.io/files/paper/geosparksim_mdm2019_fullpaper.pdf)
 (research paper) Zishan Fu, Jia Yu, and Mohamed Sarwat. In Proceedings of the 
International Conference on Mobile Data Management, MDM, 2019
 
 ### A Tutorial about Geospatial Data Management in Spark
 
-["Geospatial Data Management in Apache Spark: A 
Tutorial"](http://www.public.asu.edu/~jiayu2/geospark/publication/geospatial-icde-2019.pdf)
 (Tutorial) Jia Yu and Mohamed Sarwat.  In Proceedings of the International 
Conference on Data Engineering, ICDE, 2019
\ No newline at end of file
+["Geospatial Data Management in Apache Spark: A 
Tutorial"](https://jiayuasu.github.io/files/talk/jia-icde19-tutorial.pdf) 
(Tutorial) Jia Yu and Mohamed Sarwat.  In Proceedings of the International 
Conference on Data Engineering, ICDE, 2019
\ No newline at end of file
diff --git a/docs/image/meituan-bike.png b/docs/image/meituan-bike.png
deleted file mode 100644
index 62a0a816..00000000
Binary files a/docs/image/meituan-bike.png and /dev/null differ
diff --git a/docs/image/sedona-community.png b/docs/image/sedona-community.png
new file mode 100644
index 00000000..5a61088c
Binary files /dev/null and b/docs/image/sedona-community.png differ
diff --git a/docs/setup/overview.md b/docs/setup/overview.md
index 59a62080..b6f718e0 100644
--- a/docs/setup/overview.md
+++ b/docs/setup/overview.md
@@ -1,10 +1,6 @@
-# Who are using Sedona? 
+# Download statistics
 
-[<img 
src="https://www.dataiku.com/static/img/partners/LOGO-Blue-DME-PNG-3.png"; 
width="100">](https://www.bluedme.com/) &nbsp;&nbsp; 
-[<img 
src="https://images.ukfast.co.uk/comms/news/businesscloud/photos/14-08-2018/gyana.jpg";
 width="100">](https://www.gyana.co.uk/) &nbsp;&nbsp; 
-[<img 
src="https://149448277.v2.pressablecdn.com/wp-content/uploads/2021/03/guy-carpenter-logo-1.png";
 width="80">](https://guycarp.com/) &nbsp;&nbsp;[<img 
src="../../image/meituan-bike.png" width="170">](http://t8.pub) and more...
-
-|Download statistics| **Maven** | **PyPI** | **CRAN** |
+|| **Maven** | **PyPI** | **CRAN** |
 |:-------------:|:------------------:|:--------------:|:---------:|
 | Apache Sedona |         80k/month        
|[![Downloads](https://static.pepy.tech/personalized-badge/apache-sedona?period=month&units=international_system&left_color=black&right_color=brightgreen&left_text=downloads/month)](https://pepy.tech/project/apache-sedona)
 
[![Downloads](https://static.pepy.tech/personalized-badge/apache-sedona?period=total&units=international_system&left_color=black&right_color=brightgreen&left_text=total%20downloads)](https://pepy.tech/project/apache-sedona)|[!
 [...]
 |    Archived GeoSpark releases   
|300k/month|[![Downloads](https://static.pepy.tech/personalized-badge/geospark?period=month&units=international_system&left_color=black&right_color=brightgreen&left_text=downloads/month)](https://pepy.tech/project/geospark)[![Downloads](https://static.pepy.tech/personalized-badge/geospark?period=total&units=international_system&left_color=black&right_color=brightgreen&left_text=total%20downloads)](https://pepy.tech/project/geospark)|
           |
diff --git a/docs/tutorial/jupyter-notebook.md 
b/docs/tutorial/jupyter-notebook.md
index 02f7e599..1bab809a 100644
--- a/docs/tutorial/jupyter-notebook.md
+++ b/docs/tutorial/jupyter-notebook.md
@@ -8,7 +8,7 @@ Sedona Python provides a number of [Jupyter Notebook 
examples](https://github.co
 Please use the following steps to run Jupyter notebook with Pipenv on your 
machine
 
 1. Clone Sedona GitHub repo or download the source code
-2. Install Sedona Python from PyPi or GitHub source: Read [Install Sedona 
Python](/setup/install-sedona) to learn.
+2. Install Sedona Python from PyPi or GitHub source: Read [Install Sedona 
Python](/setup/install-python/#install-sedona) to learn.
 3. Prepare python-adapter jar: Read [Install Sedona 
Python](/setup/install-python/#prepare-python-adapter-jar) to learn.
 4. Setup pipenv python version. For Spark 3.0, Sedona supports 3.7 - 3.9
 ```bash

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