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Betweenness centrality new function (#2644)
* (betweennessCentrality) pgtap tests that need to pass * (betweennessCentrality) sql functions * (betweennessCentrality) C/C++ code * (betweennessCentrality) adding documentation as experimental * (betweennessCentrality) example for the documentation * (betweennessCentrality) adding to the build * (betweennessCentrality) adding to the list of signatures * (NEWS) updating changes
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SET(LOCAL_FILES | ||
metrics-family.rst | ||
pgr_betweennessCentrality.rst | ||
) | ||
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foreach (f ${LOCAL_FILES}) | ||
configure_file(${f} "${PGR_DOCUMENTATION_SOURCE_DIR}/${f}") | ||
list(APPEND LOCAL_DOC_FILES ${PGR_DOCUMENTATION_SOURCE_DIR}/${f}) | ||
endforeach() | ||
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set(PROJECT_DOC_FILES ${PROJECT_DOC_FILES} ${LOCAL_DOC_FILES} PARENT_SCOPE) |
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.. | ||
**************************************************************************** | ||
pgRouting Manual | ||
Copyright(c) pgRouting Contributors | ||
This documentation is licensed under a Creative Commons Attribution-Share | ||
Alike 3.0 License: https://creativecommons.org/licenses/by-sa/3.0/ | ||
**************************************************************************** | ||
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| | ||
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Metrics - Family of functions | ||
=============================================================================== | ||
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.. rubric:: Experimental | ||
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.. include:: experimental.rst | ||
:start-after: begin-warn-expr | ||
:end-before: end-warn-expr | ||
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.. index experimental from here | ||
* :doc:`pgr_betweennessCentrality` - Calculates relative betweenness centrality using Brandes Algorithm | ||
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.. index experimental to here | ||
.. toctree:: | ||
:hidden: | ||
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pgr_betweennessCentrality | ||
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See Also | ||
------------------------------------------------------------------------------- | ||
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.. rubric:: Indices and tables | ||
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* :ref:`genindex` | ||
* :ref:`search` |
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.. | ||
**************************************************************************** | ||
pgRouting Manual | ||
Copyright(c) pgRouting Contributors | ||
This documentation is licensed under a Creative Commons Attribution-Share | ||
Alike 3.0 License: https://creativecommons.org/licenses/by-sa/3.0/ | ||
**************************************************************************** | ||
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| | ||
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``pgr_betweennessCentrality`` | ||
=============================================================================== | ||
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``pgr_betweennessCentrality`` - Calculates the relative betweeness centrality | ||
using Brandes Algorithm | ||
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.. figure:: images/boost-inside.jpeg | ||
:target: https://www.boost.org/doc/libs/1_84_0/libs/graph/doc/betweenness_centrality.html | ||
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Boost Graph Inside | ||
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.. rubric:: Availability | ||
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* Version 3.7.0 | ||
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* New **experimental** function: | ||
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* ``pgr_betweennessCentrality`` | ||
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Description | ||
------------------------------------------------------------------------------- | ||
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The Brandes Algorithm takes advantage of the sparse graphs for evaluating the | ||
betweenness centrality score of all vertices. | ||
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Betweenness centrality measures the extent to which a vertex lies on the | ||
shortest paths between all other pairs of vertices. Vertices with a high | ||
betweenness centrality score may have considerable influence in a network by the | ||
virtue of their control over the shortest paths passing between them. | ||
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The removal of these vertices will affect the network by disrupting the | ||
it, as most of the shortest paths between vertices pass through them. | ||
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This implementation work for both directed and undirected graphs. | ||
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- Running time: :math:`\Theta(VE)` | ||
- Running space: :math:`\Theta(VE)` | ||
- Throws when there are no edges in the graph | ||
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Signatures | ||
------------------------------------------------------------------------------- | ||
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.. rubric:: Summary | ||
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.. admonition:: \ \ | ||
:class: signatures | ||
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pgr_betweennessCentrality(`Edges SQL`_, [``directed``]) | ||
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| Returns set of ``(vid, centrality)`` | ||
:Example: For a directed graph with edges :math:`\{1, 2, 3, 4\}`. | ||
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.. literalinclude:: betweennessCentrality.queries | ||
:start-after: -- q1 | ||
:end-before: -- q2 | ||
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.. rubric:: Explanation | ||
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* The betweenness centrality are between parenthesis. | ||
* The leaf vertices have betweenness centrality :math:`0`. | ||
* Betweenness centrality of vertex :math:`6` is higher than of vertex :math:`10`. | ||
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* Removing vertex :math:`6` will create three graph components. | ||
* Removing vertex :math:`10` will create two graph components. | ||
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.. graphviz:: | ||
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digraph G { | ||
5, 7, 15 [shape=circle;style=filled;width=.5;color=deepskyblue;fontsize=8;fixedsize=true;]; | ||
6, 10 [shape=circle;style=filled;width=.5;color=green;fontsize=8;fixedsize=true;]; | ||
5 [pos="0,0!";label="5 (0)"]; | ||
6 [pos="0,1!"label="6 (0.5)"]; | ||
7 [pos="0,2!"label="7 (0)"]; | ||
10 [pos="1,1!"label="10 (0.25)"]; | ||
15 [pos="2,1!"label="15 (0)"]; | ||
5 -> 6 [dir=both;label="1 "]; | ||
6->7 [dir=both;label="4 "]; | ||
10->6 [label="3"]; | ||
15->10 [label="4"]; | ||
} | ||
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Parameters | ||
------------------------------------------------------------------------------- | ||
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.. include:: allpairs-family.rst | ||
:start-after: edges_start | ||
:end-before: edges_end | ||
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Optional parameters | ||
............................................................................... | ||
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.. include:: dijkstra-family.rst | ||
:start-after: dijkstra_optionals_start | ||
:end-before: dijkstra_optionals_end | ||
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Inner Queries | ||
------------------------------------------------------------------------------- | ||
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Edges SQL | ||
............................................................................... | ||
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.. include:: pgRouting-concepts.rst | ||
:start-after: no_id_edges_sql_start | ||
:end-before: no_id_edges_sql_end | ||
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Result columns | ||
------------------------------------------------------------------------------- | ||
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.. list-table:: | ||
:width: 81 | ||
:widths: auto | ||
:header-rows: 1 | ||
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* - Column | ||
- Type | ||
- Description | ||
* - ``vid`` | ||
- ``BIGINT`` | ||
- Identifier of the vertex | ||
* - ``centrality`` | ||
- ``FLOAT`` | ||
- Relative betweenness centrality score of the vertex (will be in range [0,1]) | ||
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See Also | ||
------------------------------------------------------------------------------- | ||
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* Boost's `betweenness_centrality | ||
<https://www.boost.org/doc/libs/1_84_0/libs/graph/doc/betweenness_centrality.html>`_ | ||
* Queries use the :doc:`sampledata` network. | ||
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.. rubric:: Indices and tables | ||
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* :ref:`genindex` | ||
* :ref:`search` |
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# Do not use extensions | ||
SET(LOCAL_FILES | ||
betweennessCentrality | ||
) | ||
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foreach (f ${LOCAL_FILES}) | ||
configure_file("${f}.result" "${PGR_DOCUMENTATION_SOURCE_DIR}/${f}.queries") | ||
list(APPEND LOCAL_DOC_FILES "${PGR_DOCUMENTATION_SOURCE_DIR}/${f}.queries") | ||
endforeach() | ||
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set(PROJECT_DOC_FILES ${PROJECT_DOC_FILES} ${LOCAL_DOC_FILES} PARENT_SCOPE) |
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-- CopyRight(c) pgRouting developers | ||
-- Creative Commons Attribution-Share Alike 3.0 License : https://creativecommons.org/licenses/by-sa/3.0/ | ||
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/* -- q1 */ | ||
SELECT * FROM pgr_betweennessCentrality( | ||
'SELECT id, source, target, cost, reverse_cost | ||
FROM edges where id < 5' | ||
) ORDER BY vid; | ||
/* -- q2 */ |
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BEGIN; | ||
BEGIN | ||
SET client_min_messages TO NOTICE; | ||
SET | ||
/* -- q1 */ | ||
SELECT * FROM pgr_betweennessCentrality( | ||
'SELECT id, source, target, cost, reverse_cost | ||
FROM edges where id < 5' | ||
) ORDER BY vid; | ||
vid | centrality | ||
-----+------------ | ||
5 | 0 | ||
6 | 0.5 | ||
7 | 0 | ||
10 | 0.25 | ||
15 | 0 | ||
(5 rows) | ||
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/* -- q2 */ | ||
ROLLBACK; | ||
ROLLBACK |
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#!/usr/bin/perl -w | ||
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%main::tests = ( | ||
'any' => { | ||
'files' => [qw( | ||
betweennessCentrality.pg | ||
)] | ||
}, | ||
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); | ||
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1; |
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/*PGR-GNU***************************************************************** | ||
File: betweennessCentrality_driver.h | ||
Generated with Template by: | ||
Copyright (c) 2015 pgRouting developers | ||
Mail: project@pgrouting.org | ||
Function's developer: | ||
Copyright (c) 2024 Arun Thakur | ||
Mail: bedupako12mas at gmail.com | ||
------ | ||
This program is free software; you can redistribute it and/or modify | ||
it under the terms of the GNU General Public License as published by | ||
the Free Software Foundation; either version 2 of the License, or | ||
(at your option) any later version. | ||
This program is distributed in the hope that it will be useful, | ||
but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
GNU General Public License for more details. | ||
You should have received a copy of the GNU General Public License | ||
along with this program; if not, write to the Free Software | ||
Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA. | ||
********************************************************************PGR-GNU*/ | ||
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#ifndef INCLUDE_DRIVERS_METRICS_BETWEENNESSCENTRALITY_DRIVER_H_ | ||
#define INCLUDE_DRIVERS_METRICS_BETWEENNESSCENTRALITY_DRIVER_H_ | ||
#pragma once | ||
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/* for size-t */ | ||
#ifdef __cplusplus | ||
# include <cstddef> | ||
using IID_t_rt = struct IID_t_rt; | ||
#else | ||
# include <stddef.h> | ||
#include <stdbool.h> | ||
typedef struct IID_t_rt IID_t_rt; | ||
#endif | ||
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#ifdef __cplusplus | ||
extern "C" { | ||
#endif | ||
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void | ||
pgr_do_betweennessCentrality( | ||
char*, | ||
bool, | ||
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IID_t_rt**, | ||
size_t*, | ||
char**, | ||
char**); | ||
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#ifdef __cplusplus | ||
} | ||
#endif | ||
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#endif // INCLUDE_DRIVERS_METRICS_BETWEENNESSCENTRALITY_DRIVER_H_ |
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