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2 changes: 1 addition & 1 deletion docs/interactions/chapter-10.rst
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Expand Up @@ -48,7 +48,7 @@ left menu of the page, inside the *Data* section, click *Workspaces* and then
Fill the form with:

:Name: ``pgrouting``
:Namespace URI: ``https://pgrouting.org``
:Namespace URL: ``https://pgrouting.org``

And press the ``submit`` button.

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2 changes: 1 addition & 1 deletion docs/interactions/chapter-9.rst
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Expand Up @@ -15,7 +15,7 @@ Using Qgis
:width: 250pt
:align: center

Other kind of functions are `pl/pgsql`.
Other kind of functions are in `pl/pgsql`.
As applications requirements become more complex, using previously defined functions
becomes necessary.

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2 changes: 1 addition & 1 deletion docs/un_sdg/data.rst
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Expand Up @@ -14,7 +14,7 @@ Data for Sustainable Development Goals
:align: center

To be able to use pgRouting, data has to be imported into a database. This chapter
will use ``osm2pgrouting`` to get that the data from OpenStreetMaps(OSM). This data will
will use ``osm2pgrouting`` to get that the data from OpenStreetMap (OSM). This data will
be used for exercises in further chapters.

.. contents:: Chapter Contents
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2 changes: 1 addition & 1 deletion docs/un_sdg/introduction.rst
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Expand Up @@ -160,7 +160,7 @@ Goals and covers the following:
Target Audience
-------------------------------------------------------------------------------

This educational material can be used by researchers, educators and in local,regional,
This educational material can be used by researchers and educators in local, regional,
national or international agencies who have some knowledge of PostGIS and
PostgreSQL, and want to teach themselves how to use pgRouting. It is recommended
to have a basic knowledge of database management systems and geospatial data
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2 changes: 1 addition & 1 deletion docs/un_sdg/sdg11-cities.rst
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Expand Up @@ -232,7 +232,7 @@ altitude of the city, are to be removed from the ``waterways_ways`` table.
Exercise 6: Get the Connected Components of Waterways
================================================================================

As the rivers in the data are not having single edge, i.e, multiple edges make up
As the rivers in the data are not having single edges, i.e, multiple edges make up
a river, it is important to find out the connected edges and store the information
in the ``waterways_ways`` table. This will help us to identify which edges belong to
a river. First, the connected components are found and then stored in a new column
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2 changes: 1 addition & 1 deletion docs/un_sdg/sdg3-health.rst
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Expand Up @@ -21,7 +21,7 @@ health infrastructure. An appropriate planning is required for optimal distribut
of the population of an area to its hospitals. Hence, it is very important to estimate
the number of dependant people living near the hospital for better planning which
would ultimately help in achieving universal coverage of health services. This chapter
will focus on solving one such problem.
will focus on solving one of such problems.

.. image:: images/sdg3/un_sdg3.png
:align: center
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4 changes: 2 additions & 2 deletions docs/un_sdg/sdg7-energy.rst
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Expand Up @@ -12,11 +12,11 @@ Affordable and Clean Energy

`Affordable and Clean Energy` is the 7th Sustainable Development Goal 11. It aspires
to ensure access to `affordable, reliable, sustainable` and `modern` energy for all.
Today renewable energy is making impressive gains in the electricity sector. As
Today, renewable energy is making impressive gains in the electricity sector. As
more and more new settlements are built, there would be new electricity distribution
network developed. Electricity Distribution is very expensive infrastructure. Finding the
optimal path for laying this infrastructure is very crucial to maintain the
affordability of electricity for everyone. This exercise focusses on finding this
affordability of electricity for everyone. This exercise focuses on finding this
optimal path/network for laying the electricity distribution equipment.

.. image:: images/sdg7/un_sdg7.png
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