# wiki

name: GraphToolGuide
author: count0
ipnr: 143.107.130.179
text:
  = The graph-tool Guide =

  [[PageOutline]]

  This page describes the usage of the [wiki:GraphToolDownload latest graph-tool release], currently 0.9. For documentation on the latest development version, please refer to GraphToolGuideDev.

  == Invoking ==

  graph-tool is invoked by typing {{{graph-tool}}} in the command line. For a quick summary of options type
  {{{
  graph-tool --help
  }}}
  Options to {{{graph-tool}}} are executed in the order they are given.

  ------

  == Loading and saving files ==

  Files can be loaded with the "`--load`" option. Graph tool supports both [http://graphml.graphdrawing.org/ graphml] and [http://www.graphviz.org/ dot] formats. The formats are identified by the file name extension: files ending in "`.xml`" are considered graphml files, and files ending in "`.dot`" are considered dot files. Files can also end in "`.gz`" or "`.bz2`" to indicate compression, such as "`.xml.gz`" or "`.dot.bz2`". Files can be saved with the "`--save`" command, and the file name specifications are the same.

  === File format description ===

  Consider the following directed graph, with one floating point edge property called "weight":
  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  digraph G {
  start="12";
  1->2 [label = "  1.2  ", len=0.6];
  2->3 [label = "  0.8  ", len=0.6];
  3->7 [label = "  0.5", len=0.6];
  4->5 [label = "  0.2  ", len=0.6];
  5->6 [label = "  10.1  ", len=0.6];
  5->3 [label = "  5.5", len=0.6];
  6->7 [label = "  2.0", len=0.6];
  7->2 [label = "  0.1", len=0.6];
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  It can be defined in dot format as such:

  {{{
  digraph G {
  1->2 [weight = "1.2"];
  2->3 [weight = "0.8"];
  3->7 [weight = "0.5"];
  4->5 [weight = "0.2"];
  5->6 [weight = "10.1"];
  5->3 [weight = "5.5"];
  6->7 [weight = "2.0"];
  7->2 [weight = "0.1"];
  }
  }}}

  and in graphml format as such:

  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <key id="d1" for="edge" attr.name="weight" attr.type="double"/>
    <graph id="G" edgedefault="directed">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1">
        <data key="d1">1.2</data>
      </edge>
      <edge id="e1" source="n1" target="n2">
        <data key="d1">0.8</data>
      </edge>
      <edge id="e2" source="n2" target="n6">
        <data key="d1">0.5</data>
      </edge>
      <edge id="e3" source="n3" target="n4">
        <data key="d1">0.2</data>
      </edge>
      <edge id="e4" source="n4" target="n5">
        <data key="d1">10.1</data>
      </edge>
      <edge id="e5" source="n4" target="n2">
        <data key="d1">5.5</data>
      </edge>
      <edge id="e6" source="n5" target="n6">
        <data key="d1">2.0</data>
      </edge>
      <edge id="e7" source="n6" target="n1">
        <data key="d1">0.1</data>
      </edge>
    </graph>
  </graphml>
  }}}

  Vertex properties are specified in an analogous manner. There's no limit on the number of properties the graph can have. 

  Graphs can also be undirected, and are loaded by specifying the option "`--undirected`" before "`--load`" (see [[ref(Directedness)]] for details). Here's an example:

  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  graph G {
  start="12";
  1--2 
  2--3 
  3--7 
  4--5 
  5--6 
  5--3 
  6--7 
  7--2 
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  In dot format:

  {{{
  graph G {
  1--2 
  2--3 
  3--7 
  4--5 
  5--6 
  5--3 
  6--7 
  7--2 
  }
  }}}

  and in graphml format:

  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <graph id="G" edgedefault="undirected">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1"/>
      <edge id="e1" source="n1" target="n2"/>
      <edge id="e2" source="n2" target="n6"/>
      <edge id="e3" source="n3" target="n4"/>
      <edge id="e4" source="n4" target="n5"/>
      <edge id="e5" source="n4" target="n2"/>
      <edge id="e6" source="n5" target="n6"/>
      <edge id="e7" source="n6" target="n1"/>
    </graph>
  </graphml>
  }}}

  {{{
  #!html
  <div class="note">
  }}}
  ==== Which format to use? ====

  You can of course use either format, but in general graphml is preferred. It provides for a tighter definition of the graph, and since graph-tool understands the parse info attributes of the graph, you can speed up the loading of the file and reduce memory usage by using the following in your graph definition:

  {{{
  #!xml
  ...
   <graph id="G" edgedefault="directed" parse.nodeids="canonical" parse.edgeids="canonical" parse.order="nodesfirst">
  ...
  }}}

  This says that all vertices and edges are named "n0","n1", ..., "nN-1", and  "e0", "e1", ..., "eE-1", respectively. And also it says that the vertex list comes before the edge list. You're not forced to define your graph this way, but it does improve performance for large graphs.

  {{{
  #!html
  </div>
  }}}

  ------

  == Basic Statistics ==

  The two most basic properties of the graph are the number of vertex and edges, which is obtainable through the "{{{--number-of-vertices}}}" and "{{{--number-of-edges}}}" options. Suppose the first graph in the [[ref(File Format Description)]] section is saved under {{{example.xml}}}. We can then get the number of vertices and edges by typing:

  {{{
  $ graph-tool --load example.xml --number-of-vertices=- --number-of-edges=-
  number of vertices:     7
  number of edges:        8
  }}}

  The "-" parameter to the options is necessary to output the results in the terminal. Otherwise it writes it to the file given in the parameter.

  === Vertex Histogram ===

  The histogram of vertex properties (such as degree) can be obtained by the "{{{--vertex-histogram}}}" option. It requires two parameters, separated by "|": degree type and file name. Degree type can be any of "in-degree", "out-degree", "total-degree" and __any scalar vertex property__. The file name is the file the histogram is written to, or "-" to be written to the terminal. Files may be terminated with "{{{.gz}}}" or "{{{.bz2}}}" for compression. Example:

  {{{
  $ graph-tool --load example.xml --vertex-histogram="total-degree|deg-dist"
  $ cat deg-dist
  1.0     2
  2.0     1
  3.0     4
  }}}

  === Combined Vertex Histogram ===

  It is also possible to obtain the combined histogram of two vertex properties into a bidimensional histogram with the {{{--combined-vertex-histogram}}} option, which takes three parameters separated by "|": the first and second properties, and a file name. The properties can be "in-degree", "out-degree", "total-degree" or any other vertex scalar property available. For instance, for directed graphs, it is possible to get the combined (in,out)-degree histogram with the following command:

  {{{
  $ graph-tool --load example.xml --combined-vertex-histogram="in-degree|out-degree|combined-degree-histogram"
  $ cat combined-degree-histogram
  0.0     1.0     2
  1.0     1.0     1
  1.0     2.0     1
  2.0     1.0     3
  }}}

  === Edge Histogram ===

  The histogram of edge properties can be obtained in an analogous fashion with the "`--edge-histogram`" 
  option. Example:

  {{{
  $ graph-tool --load example.xml --edge-histogram="weight|weight-dist"                 
  $ cat weight-dist 
  0.1     1
  0.2     1
  0.5     1
  0.8     1
  1.2     1
  2.0     1
  5.5     1
  10.1    1
  }}}

  === Average Distance ===

  The average vertex-vertex distance can be obtained with the "{{{--average-distance}}}" option:

  {{{
  $ graph-tool --load example.xml --average-distance=-
  average distance:       0.952380952381
  }}}

  It is also possible to specify an edge scalar property as weights. Here we'll use the property called "`weight`" defined in `example.xml`:

  {{{
  $ graph-tool --load example.xml --average-distance="weight|-"
  average distance:       1.74523809524
  }}}

  For directed and/or disconnected graphs, it may be better to use the average harmonic distance defined as:

  [[Equation(\[d_h = \left[\sum_{v,u}\frac{1}{d_{uv}}\right]^{-1}\])]], where [[Equation($d_{uv}$)]] is the regular graph distance between [[Equation($u$)]] and [[Equation($v$)]], which here is taken to be infinity when there's no path between those two vertices.

  Example:

  {{{
  $ graph-tool --load example.xml --average-harmonic-distance=-
  average harmonic distance:      3.09202453988
  }}}

  It also accepts a weight property:

  {{{
  $ graph-tool --load example.xml --average-harmonic-distance="weight|-"
  average harmonic distance:      1.61195390784
  }}}

  === Component Size Histogram === 

  Component size statistics can be obtained by the "{{{--component-size-histogram}}}" option. Consider the following graph:

  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  digraph G {
  1->2
  2->3
  3->1

  4->5

  6->7
  7->8
  8->9
  9->10
  10->11
  11->6
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  Defined by the following dot file (called "{{{multi-comp.dot}}}"):
  {{{
  digraph G {
  1->2
  2->3
  3->1

  4->5

  6->7
  7->8
  8->9
  9->10
  10->11
  11->6
  }
  }}}

  When called with a directed graph, the program returns the '''strong component''' statistics:

  {{{
  $graph-tool --load multi-comp.dot --component-size-histogram="comp-hist"
  $ cat comp-hist
  1.0     2
  3.0     1
  6.0     1
  }}}

  To see the component statistics if the graph as if the graph were undirected, we just have to treat it as such:

  {{{
  $ graph-tool --load multi-comp.dot --undirected --component-size-histogram="comp-hist"
  $ cat comp-hist
  2.0     1
  3.0     1
  6.0     1
  }}}

  ------

  == Filtering ==

  Graphs can be filtered in several ways. None of them actually modify the internally kept graph, and are of complexity O(1).

  === Directedness ===

  Internally, all graphs in graph-tool are directed graphs. But it is possible to treat them easily as undirected with the "{{{--undirected}}}" option. All options after that will operate on a undirected filter of the internal directed graph. The "{{{--directed}}}" option reverts back to the default mode. If you want to load an undirected graph with graph-tool, just use the "{{{--undirected}}}" option before the "{{{--load}}}" option.

  === Edge direction ===

  Directed graphs can have the the edge direction reversed with the "{{{--reverse}}}" option. A second "{{{--reverse}}}" reverts back to the original state.

  === Filtering of vertices or edges ===

  ==== Range filtering ====

  Edges and vertices can be filtered out of the graph based on their properties. The most basic and fastest way of filtering is called "range filtering" and filters out vertices with a scalar property which lays outside a given range. The filtering is controlled with the "{{{--vertex-range-filter}}}" and "{{{--edge-range-filter}}}" options, which takes two parameters separated by "|": the property to be used as filter and the range (two values separated by space). Here's an example using the graph defined in the [[ref(File Format Description)]] section:

  {{{
  $ graph-tool --load example.xml --number-of-edges=-
  number of edges:        8
  $ graph-tool --load example.xml --edge-range-filter="weight|0.6 6.0" --number-of-edges=- --save filtered.dot
  number of edges:        4
  }}}

  The file "{{{filtered.dot}}}" contains (graphical representation on the side):

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  1;
  2;
  3;
  7;
  4;
  5;
  6;
  1->2  [label="1.2"];
  2->3  [label="0.8"];
  5->3  [label="5.5"];
  6->7  [label="2.0"];
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  {{{
  digraph G {
  1;
  2;
  3;
  7;
  4;
  5;
  6;
  1->2  [weight="1.2"];
  2->3  [weight="0.8"];
  5->3  [weight="5.5"];
  6->7  [weight="2"];
  }
  }}}

  ==== Generic Filtering ====

  Graphs can be filtered in a more versatile way than above (at a performance cost). This is done through the "{{{--vertex-filter}}}" and "{{{--edge-filter}}}" options, which take a generic [http://www.python.org python] expression as a parameter, which may contain vertex and edge properties respectively, and if it evaluates to "{{{True}}}" the vertex or edge is removed.

  Example:

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  0;
  1;
  2;
  3;
  4;
  1->4  [label="0.5"];
  2->3  [label="10.1"];
  2->1  [label="5.5"];
  3->4  [label="2"];
  4->0  [label="0.1"];
  }
  }}}
  {{{
  #!html
  </div>
  }}}
  {{{
  $ graph-tool --load example.xml --edge-filter="weight==0.8" --vertex-filter="in_degree==0" \
  --save filtered.dot
  $ cat filtered.dot
  digraph G {
  0;
  1;
  2;
  3;
  4;
  1->4  [weight="0.5"];
  2->3  [weight="10.1"];
  2->1  [weight="5.5"];
  3->4  [weight="2"];
  4->0  [weight="0.1"];
  }
  }}}

  Filtering expressions may also contain some built-in C++ functions provided by {{{graph-tool}}}:

  is_loop() :: Checks if an edge is a self-edge (if its source is also its target).

  source_PROP() :: Gets property PROP for the source of an edge.

  target_PROP() :: Gets property PROP for the target of an edge.


  {{{
  #!html
  <div class="note">
  }}}
  ===== Performance note =====
  When generic filtering is turned on, algorithms in general will run much slower, since the python interpreter will be involved in the computations. Therefore, if some expensive computation is being considered, it is in general better to save the graph to a file after the filtering, and load it as an unfiltered graph to perform the computation.
  {{{
  #!html
  </div>
  }}}

  ==== Removing filtering ====

  The graph can be returned to its unfiltered state by calling "{{{--reset-vertex-filter}}}" and "{{{--reset-edge-filter}}}".

  -------

  == Graph Modifications ==

  There's a couple of options which change the internally kept graph.

  === Removing Properties ===

  Vertex and edge properties can be removed from the graph with the options "{{{--remove-vertex-property}}}" and "{{{--remove-edge-property}}}", which take the name of the property to be removed as parameter.

  === Vertex and Edge Indexes ===

  Vertices and Edges are identified internally by indexes. Those can be inserted as properties with the options "{{{--insert-vertex-index-property}}}" and "{{{--insert-edge-index-property}}}", which take as argument the name by which the property will be called.

  === Removal of Parallel Edges ===

  Parallel edges (i.e. edges that share the same source and target) can be removed from the graph with the option "{{{--remove-parallel-edges}}}", so that only one of the parallel edges remain (it is undefined which one).

  ------

  == Correlations ==

  === Vertex Correlation ===

  The vertex correlation histogram is a bidimensional histogram defined as

  [[Equation(\[C(k,k')=\sum_{u,v}A_{uv}[k_u=k][k_v=k']\])]], where [[Equation($\mathbf{A}$)]] is the adjacency matrix. It is obtainable with the "{{{--vertex-correlation-histogram}}}" option, which takes three parameters separated by "|": First degree type ([[Equation($k_u$)]]), second degree type ([[Equation($k_v$)]]) and a file name. The degree types can be `in-degree`, `out-degree` and `total-degree`. It can also be the name of any scalar vertex property available.

  Example:

  {{{
  $ graph-tool --load example.xml --vertex-correlation="in-degree|out-degree|deg-corr"
  $ cat deg-corr
  0.0     1.0     1
  0.0     2.0     1
  1.0     1.0     3
  2.0     1.0     3
  }}}

  It is also possible to obtain the correlation in an alternative fashion, which a lot of times is more convenient, and that is the average nearest neighbours degree, given by

  [[Equation(\[ \bar{k}(k)=\frac{\sum_{u,v}A_{uv}k_v[k_u=k]}{\sum_{u,v}A_{uv}[k_u=k]}\])]].

  It is obtainable with the "`--average-nearest-neighbours-correlation`" option, which takes three parameters separated by "|": degree type of the origin vertex, degree type of the neighbours and a file name. Origin and neighbour degree type can be "`in-degree`", "`out-degree`" and "`total-degree`", as well as the name of any scalar vertex property available.

  Example:

  {{{
  $ graph-tool --load example.xml --average-nearest-neighbours-correlation="total-degree|in-degree|deg-corr"
  $ cat deg-corr
  1.0     1.5     0.5
  2.0     2.0     0.0
  3.0     1.8     0.2
  }}}

  The third column above is the standard deviation of the average in the second column.

  === Edge Correlation ===

  When edges have scalar properties, it is possible to generate a 3-dimensional correlation histogram defined as:

  [[Equation(\[ P(k,m,k')=\sum_{e}[k_{s(e)}=k][k_{t(e)}=k'][p(e)=m]}\])]], where [[Equation($e$)]] are the edges of the graph, [[Equation(\[s(e)\])]] and [[Equation(\[t(e)\])]] are the source and target vertex of edge [[Equation($e$)]], and [[Equation(\[p(e)\])]] is some property of the edge.

  This can be obtained with the "`--edge-vertex-correlation-histogram`" option which takes four arguments separated by "|": Source degree type, edge property and target degree type. The source and target degree types can be "`in-degree`", "`out-degree`" and "`total-degree`", as well as the name of any scalar vertex property available.

  Example:
  {{{
  $ graph-tool --load example.xml --edge-vertex-correlation-histogram="in-degree|weight|out-degree|edge-corr"
  $ cat edge-corr
  0.0     0.2     2.0     1
  0.0     1.2     1.0     1
  1.0     2.0     1.0     1
  1.0     5.5     1.0     1
  1.0     10.1    1.0     1
  2.0     0.1     1.0     1
  2.0     0.5     1.0     1
  2.0     0.8     1.0     1
  }}}

  ------

  == Mixing Patterns ==

  === Assortativity Coefficient ===

  The assortativity coefficient tells in a concise fashion how vertices of different types are preferentially connected amongst themselves, and is defined by

  [[Equation(\[r = \frac{\sum_i e_{ii} - \sum_i a_i b_i}{1-\sum_i a_i b_i}\])]] where [[Equation(\[a_i=\sum_je_{ij}\])]] and [[Equation(\[b_j=\sum_ie_{ij}\])]], and [[Equation($e_{ij}$)]] is the fraction of edges from a vertex of type [[Equation($i$)]] to a vertex of type [[Equation($j$)]].

  It is obtained by the option `--assortativity-coefficient`", which takes two arguments: the property used to identify different types and a file name, separated by "|". The property may be any scalar vertex property in the graph, as well a "`in-degree`", "`out-degree`" and "`total-degree`".

  Example:

  {{{
  $ graph-tool --load example.xml --assortativity-coefficient="total-degree|-"
  assortativity coefficient:      0.492063        0.252221
  }}}

  The first value is the assortativity coefficient, and the second is the variance, obtained with the [http://en.wikipedia.org/wiki/Resampling_%28statistics%29#Jackknife jackknife method].

  === Scalar Assortativity Coefficient ===

  If the types of vertices are scalar properties, the following coefficient may be more useful:

  [[Equation(\[r = \frac{\sum_{xy} xy(e_{xy} - a_x b_y)}{\sigma_a\sigma_b}\])]] where [[Equation(\[a_x=\sum_ye_{xy}\])]] and [[Equation(\[b_y=\sum_xe_{xy}\])]], and [[Equation($e_{xy}$)]] is the fraction of edges from a vertex of type [[Equation($x$)]] to a vertex of type [[Equation($y$)]]. It can be obtained with the "`--scalar-assortativity-coefficient`" option, which takes the same parameters as the [[ref(Assortativity Coefficient)]]. Example:

  {{{
  $ graph-tool --load example.xml --scalar-assortativity-coefficient="total-degree|-"
  scalar assortativity coefficient:       -0.241202       0.292476
  }}}

  The first value is the scalar assortativity coefficient, and the second is the variance, obtained with the [http://en.wikipedia.org/wiki/Resampling_%28statistics%29#Jackknife jackknife method].

  -------

  == Clustering ==

  === Local Clustering ===

  The local (vertex) clustering coefficient is defined on an undirected graph as 

  [[Equation(\[C^{(1)}_v = \frac{2N_c}{k(k-1)}\])]], where [[Equation($k$)]] is the number of neighbours of the vertex, and [[Equation($N_c$)]] is the number of edges between the neighbours of the vertex. This value can be calculated and set to a vertex property with the command "`--set-local-clustering-to-property`", which takes the property name as parameter. Example:

  {{{
  $ graph-tool --load example.xml --set-local-clustering-to-property=clustering --vertex-histogram="clustering|clust"
  $ cat clust
  0.0     4
  0.333333333333  3
  }}}

  It is possible to obtain the clustering coefficient for the whole graph by using the `--average-vertex-property` option :

  {{{
  $ graph-tool --load example.xml --set-local-clustering-to-property=clustering --average-vertex-property="clustering|-"
  average vertex property:        0.142857        0.062348
  }}}

  The first value is the clustering coefficient, and the second is the standard deviation.

  === Global Clustering ===

  The global clustering coefficient is defined on an undirected graph as 

  [[Equation(\[C^{(2)} = \frac{3N_t}{N_c}\])]], where [[Equation($N_t$)]] is the number of triangles in the graph and [[Equation($N_c$)]] is the number of connected triplets. It can be obtained with the "`--global-clustering-coefficient`" option, which takes a file name as a parameter, or "`-`" for terminal output. Example:

  {{{
  $ graph-tool --load example.xml --global-clustering-coefficient=- 
  global clustering coefficient:  0.230769        0.030769
  }}}

  The first value is the global clustering coefficient, and the second value is the variance using the [http://en.wikipedia.org/wiki/Resampling_(statistics)#Jackknife jackknife method] on the vertices.
  --------

  == Layout ==

  graph-tool includes also a couple of layout algorithms, which saves vertex position coordinates into a vertex property, which later can be used by [http://www.graphviz.org/ graphviz] to draw the graph.

  === Spring-Block ===

  This implements the [http://www.boost.org/libs/graph/doc/fruchterman_reingold.html Fruchterman-Reingold] spring-block layout algorithm. It is available through the "`--compute-spring-block-layout`" option, which takes two arguments: the maximum number of iterations and an optional seed value (which will be taken from the computer clock if not supplied). The positions will be recorded in the "pos" property.

  === Gursoy-Atun ===

  This implements the [http://www.boost.org/libs/graph/doc/gursoy_atun_layout.html Gursoy-Atun] layout algorithm, which can provide for an interesting alternative to force-directed layouts. It is called with the "`--compute-gursoy-atun-layout`" option, and takes the same parameters as the spring-block layout above.

  ------

  == Random Graph Generation ==

  This section is described in RandomGraphGeneration. 

  ------

  == Graph History ==

  Graphs sometimes have dynamical properties related to them. Sometimes they grow or change somehow during time. It is often interesting to see how its various properties also change with time. In graph tool this is possible through the usage of properties, filtering, and the "`--history`" option. The history option takes three parameters, which function just like a "`for` loop": the initial statement, a condition to be checked every iteration, and a step statement. The variables defined and modified in the parameters of this option are available to be used by the other options that follow it. Using graph properties and filtering, snapshots of the graph can be generated. It all becomes clearer with an example. Consider the following graph, called "`example-time.xml`":

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  start="12";
  1->2 [label = "  1  ", len=0.6];
  2->3 [label = "  2  ", len=0.6];
  3->7 [label = "  3  ", len=0.6];
  4->5 [label = "  4  ", len=0.6];
  5->6 [label = "  5  ", len=0.6];
  5->3 [label = "  6  ", len=0.6];
  6->7 [label = "  7  ", len=0.6];
  7->2 [label = "  8  ", len=0.6];
  }
  }}}
  {{{
  #!html
  </div>
  }}}


  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing\.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <key id="d1" for="edge" attr.name="time" attr.type="int"/>
    <graph id="G" edgedefault="directed">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1">
        <data key="d1">1</data>
      </edge>
      <edge id="e1" source="n1" target="n2">
        <data key="d1">2</data>
      </edge>
      <edge id="e2" source="n2" target="n6">
        <data key="d1">3</data>
      </edge>
      <edge id="e3" source="n3" target="n4">
        <data key="d1">4</data>
      </edge>
      <edge id="e4" source="n4" target="n5">
        <data key="d1">5</data>
      </edge>
      <edge id="e5" source="n4" target="n2">
        <data key="d1">6</data>
      </edge>
      <edge id="e6" source="n5" target="n6">
        <data key="d1">7</data>
      </edge>
      <edge id="e7" source="n6" target="n1">
        <data key="d1">8</data>
      </edge>
    </graph>
  </graphml>
  }}}

  There's an edge property called time which goes from 1 to 8. So in order to calculate, for instance, the number of edges and the degree distribution over time, one could do the following:

  {{{
  $ graph-tool --load example-time.xml --history="t=1|t<9|t+=1" --edge-range-filter="time|1 %t" \
  --vertex-histogram="total-degree|deg-history" --number-of-edges="num-edges-history"
  $ cat num-edges-history 
  0       1
  1       2
  2       3
  3       4
  4       5
  5       6
  6       7
  7       8
  $ cat deg-history
  0       0.0     5
  0       1.0     2
  1       0.0     4
  1       1.0     2
  1       2.0     1
  2       0.0     3
  2       1.0     2
  2       2.0     2
  3       0.0     1
  3       1.0     4
  3       2.0     2
  4       1.0     4
  4       2.0     3
  5       1.0     4
  5       2.0     1
  5       3.0     2
  6       1.0     2
  6       2.0     3
  6       3.0     2
  7       1.0     2
  7       2.0     1
  7       3.0     4
  }}}

  The variables defined in the "`--history`" option are reachable in the options that follow it by prefixing them with "`%`". Each saved file contains the history of the measured property, with each line prefixed by the history iteration number (or with the variable "`prefix`" defined in the history specification, as shown below). In the case above, "`num-edges-history`" contains the number of edges in each iteration and "`deg-history`" contains the degree distribution with each iteration. It should be clear with the above example that this feature is reasonably general, since combined with generic filtering, it is possible to obtain quite arbitrary "histories" of the graph. The syntax of the history specification is any valid [http://www.python.org python] statement.

  ==== Specifying the history prefix ====

  Using the history counter as a prefix is sometimes not the most confortable way of labeling points in history. Luckily, this can easily be changed by defining the "`prefix`" variable, as shown in the example below:

  {{{
  $ graph-tool --load example-time.xml --history="t=1; prefix=t+10 | t<9 | t+=1; prefix=t+10" \
   --edge-range-filter="time|1 %t" --number-of-edges="num-edges-history"
  $ cat num-edges-history 
  11      1
  12      2
  13      3
  14      4
  15      5
  16      6
  17      7
  18      8
  }}}

  The prefix can be entirely suppressed by setting it to an empty string: "`prefix=""`". This can be useful when each history step is being saved to a different file.

  === Resuming history computations ===

  For large graphs history computations can take quite a long time. During this time things in general can go wrong, such as a power outage. For this reason graph-tool supports resuming of history computations, where partial results already contained in the history files are automatically skipped and not recalculated. Therefore, if you change the history rules or the graph, you must remember to delete the old history files or to save to new ones, otherwise they'll still contain old information.

  Before data is saved to the history files, partial history results are kept in temporary files, which get periodically copied over to the final files. The frequency of this update can be changed with the "`--history-rate`" option, which takes a number as a parameter followed by "`s`","`m`","`h`" or "`d`" to indicate seconds, minutes, hours or days, respectively. The default value is "`1h`".


name: GraphToolGuide
author: abdo@member.fsf.org
ipnr: 128.59.76.33
comment: clarify filtering replacing
text:
  = The graph-tool Guide =

  [[PageOutline]]

  This page describes the usage of the [wiki:GraphToolDownload latest graph-tool release], currently 0.9. For documentation on the latest development version, please refer to GraphToolGuideDev.

  == Invoking ==

  graph-tool is invoked by typing {{{graph-tool}}} in the command line. For a quick summary of options type
  {{{
  graph-tool --help
  }}}
  Options to {{{graph-tool}}} are executed in the order they are given.

  ------

  == Loading and saving files ==

  Files can be loaded with the "`--load`" option. Graph tool supports both [http://graphml.graphdrawing.org/ graphml] and [http://www.graphviz.org/ dot] formats. The formats are identified by the file name extension: files ending in "`.xml`" are considered graphml files, and files ending in "`.dot`" are considered dot files. Files can also end in "`.gz`" or "`.bz2`" to indicate compression, such as "`.xml.gz`" or "`.dot.bz2`". Files can be saved with the "`--save`" command, and the file name specifications are the same.

  === File format description ===

  Consider the following directed graph, with one floating point edge property called "weight":
  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  digraph G {
  start="12";
  1->2 [label = "  1.2  ", len=0.6];
  2->3 [label = "  0.8  ", len=0.6];
  3->7 [label = "  0.5", len=0.6];
  4->5 [label = "  0.2  ", len=0.6];
  5->6 [label = "  10.1  ", len=0.6];
  5->3 [label = "  5.5", len=0.6];
  6->7 [label = "  2.0", len=0.6];
  7->2 [label = "  0.1", len=0.6];
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  It can be defined in dot format as such:

  {{{
  digraph G {
  1->2 [weight = "1.2"];
  2->3 [weight = "0.8"];
  3->7 [weight = "0.5"];
  4->5 [weight = "0.2"];
  5->6 [weight = "10.1"];
  5->3 [weight = "5.5"];
  6->7 [weight = "2.0"];
  7->2 [weight = "0.1"];
  }
  }}}

  and in graphml format as such:

  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <key id="d1" for="edge" attr.name="weight" attr.type="double"/>
    <graph id="G" edgedefault="directed">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1">
        <data key="d1">1.2</data>
      </edge>
      <edge id="e1" source="n1" target="n2">
        <data key="d1">0.8</data>
      </edge>
      <edge id="e2" source="n2" target="n6">
        <data key="d1">0.5</data>
      </edge>
      <edge id="e3" source="n3" target="n4">
        <data key="d1">0.2</data>
      </edge>
      <edge id="e4" source="n4" target="n5">
        <data key="d1">10.1</data>
      </edge>
      <edge id="e5" source="n4" target="n2">
        <data key="d1">5.5</data>
      </edge>
      <edge id="e6" source="n5" target="n6">
        <data key="d1">2.0</data>
      </edge>
      <edge id="e7" source="n6" target="n1">
        <data key="d1">0.1</data>
      </edge>
    </graph>
  </graphml>
  }}}

  Vertex properties are specified in an analogous manner. There's no limit on the number of properties the graph can have. 

  Graphs can also be undirected, and are loaded by specifying the option "`--undirected`" before "`--load`" (see [[ref(Directedness)]] for details). Here's an example:

  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  graph G {
  start="12";
  1--2 
  2--3 
  3--7 
  4--5 
  5--6 
  5--3 
  6--7 
  7--2 
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  In dot format:

  {{{
  graph G {
  1--2 
  2--3 
  3--7 
  4--5 
  5--6 
  5--3 
  6--7 
  7--2 
  }
  }}}

  and in graphml format:

  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <graph id="G" edgedefault="undirected">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1"/>
      <edge id="e1" source="n1" target="n2"/>
      <edge id="e2" source="n2" target="n6"/>
      <edge id="e3" source="n3" target="n4"/>
      <edge id="e4" source="n4" target="n5"/>
      <edge id="e5" source="n4" target="n2"/>
      <edge id="e6" source="n5" target="n6"/>
      <edge id="e7" source="n6" target="n1"/>
    </graph>
  </graphml>
  }}}

  {{{
  #!html
  <div class="note">
  }}}
  ==== Which format to use? ====

  You can of course use either format, but in general graphml is preferred. It provides for a tighter definition of the graph, and since graph-tool understands the parse info attributes of the graph, you can speed up the loading of the file and reduce memory usage by using the following in your graph definition:

  {{{
  #!xml
  ...
   <graph id="G" edgedefault="directed" parse.nodeids="canonical" parse.edgeids="canonical" parse.order="nodesfirst">
  ...
  }}}

  This says that all vertices and edges are named "n0","n1", ..., "nN-1", and  "e0", "e1", ..., "eE-1", respectively. And also it says that the vertex list comes before the edge list. You're not forced to define your graph this way, but it does improve performance for large graphs.

  {{{
  #!html
  </div>
  }}}

  ------

  == Basic Statistics ==

  The two most basic properties of the graph are the number of vertex and edges, which is obtainable through the "{{{--number-of-vertices}}}" and "{{{--number-of-edges}}}" options. Suppose the first graph in the [[ref(File Format Description)]] section is saved under {{{example.xml}}}. We can then get the number of vertices and edges by typing:

  {{{
  $ graph-tool --load example.xml --number-of-vertices=- --number-of-edges=-
  number of vertices:     7
  number of edges:        8
  }}}

  The "-" parameter to the options is necessary to output the results in the terminal. Otherwise it writes it to the file given in the parameter.

  === Vertex Histogram ===

  The histogram of vertex properties (such as degree) can be obtained by the "{{{--vertex-histogram}}}" option. It requires two parameters, separated by "|": degree type and file name. Degree type can be any of "in-degree", "out-degree", "total-degree" and __any scalar vertex property__. The file name is the file the histogram is written to, or "-" to be written to the terminal. Files may be terminated with "{{{.gz}}}" or "{{{.bz2}}}" for compression. Example:

  {{{
  $ graph-tool --load example.xml --vertex-histogram="total-degree|deg-dist"
  $ cat deg-dist
  1.0     2
  2.0     1
  3.0     4
  }}}

  === Combined Vertex Histogram ===

  It is also possible to obtain the combined histogram of two vertex properties into a bidimensional histogram with the {{{--combined-vertex-histogram}}} option, which takes three parameters separated by "|": the first and second properties, and a file name. The properties can be "in-degree", "out-degree", "total-degree" or any other vertex scalar property available. For instance, for directed graphs, it is possible to get the combined (in,out)-degree histogram with the following command:

  {{{
  $ graph-tool --load example.xml --combined-vertex-histogram="in-degree|out-degree|combined-degree-histogram"
  $ cat combined-degree-histogram
  0.0     1.0     2
  1.0     1.0     1
  1.0     2.0     1
  2.0     1.0     3
  }}}

  === Edge Histogram ===

  The histogram of edge properties can be obtained in an analogous fashion with the "`--edge-histogram`" 
  option. Example:

  {{{
  $ graph-tool --load example.xml --edge-histogram="weight|weight-dist"                 
  $ cat weight-dist 
  0.1     1
  0.2     1
  0.5     1
  0.8     1
  1.2     1
  2.0     1
  5.5     1
  10.1    1
  }}}

  === Average Distance ===

  The average vertex-vertex distance can be obtained with the "{{{--average-distance}}}" option:

  {{{
  $ graph-tool --load example.xml --average-distance=-
  average distance:       0.952380952381
  }}}

  It is also possible to specify an edge scalar property as weights. Here we'll use the property called "`weight`" defined in `example.xml`:

  {{{
  $ graph-tool --load example.xml --average-distance="weight|-"
  average distance:       1.74523809524
  }}}

  For directed and/or disconnected graphs, it may be better to use the average harmonic distance defined as:

  [[Equation(\[d_h = \left[\sum_{v,u}\frac{1}{d_{uv}}\right]^{-1}\])]], where [[Equation($d_{uv}$)]] is the regular graph distance between [[Equation($u$)]] and [[Equation($v$)]], which here is taken to be infinity when there's no path between those two vertices.

  Example:

  {{{
  $ graph-tool --load example.xml --average-harmonic-distance=-
  average harmonic distance:      3.09202453988
  }}}

  It also accepts a weight property:

  {{{
  $ graph-tool --load example.xml --average-harmonic-distance="weight|-"
  average harmonic distance:      1.61195390784
  }}}

  === Component Size Histogram === 

  Component size statistics can be obtained by the "{{{--component-size-histogram}}}" option. Consider the following graph:

  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  digraph G {
  1->2
  2->3
  3->1

  4->5

  6->7
  7->8
  8->9
  9->10
  10->11
  11->6
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  Defined by the following dot file (called "{{{multi-comp.dot}}}"):
  {{{
  digraph G {
  1->2
  2->3
  3->1

  4->5

  6->7
  7->8
  8->9
  9->10
  10->11
  11->6
  }
  }}}

  When called with a directed graph, the program returns the '''strong component''' statistics:

  {{{
  $graph-tool --load multi-comp.dot --component-size-histogram="comp-hist"
  $ cat comp-hist
  1.0     2
  3.0     1
  6.0     1
  }}}

  To see the component statistics if the graph as if the graph were undirected, we just have to treat it as such:

  {{{
  $ graph-tool --load multi-comp.dot --undirected --component-size-histogram="comp-hist"
  $ cat comp-hist
  2.0     1
  3.0     1
  6.0     1
  }}}

  ------

  == Filtering ==

  Graphs can be filtered in several ways. None of them actually modify the internally kept graph, and are of complexity O(1).

  === Directedness ===

  Internally, all graphs in graph-tool are directed graphs. But it is possible to treat them easily as undirected with the "{{{--undirected}}}" option. All options after that will operate on a undirected filter of the internal directed graph. The "{{{--directed}}}" option reverts back to the default mode. If you want to load an undirected graph with graph-tool, just use the "{{{--undirected}}}" option before the "{{{--load}}}" option.

  === Edge direction ===

  Directed graphs can have the the edge direction reversed with the "{{{--reverse}}}" option. A second "{{{--reverse}}}" reverts back to the original state.

  === Filtering of vertices or edges ===

  ==== Range filtering ====

  Edges and vertices can be filtered out of the graph based on their properties. The most basic and fastest way of filtering is called "range filtering" and filters out vertices with a scalar property which lays outside a given range. The filtering is controlled with the "{{{--vertex-range-filter}}}" and "{{{--edge-range-filter}}}" options, which takes two parameters separated by "|": the property to be used as filter and the range (two values separated by space). Here's an example using the graph defined in the [[ref(File Format Description)]] section:

  {{{
  $ graph-tool --load example.xml --number-of-edges=-
  number of edges:        8
  $ graph-tool --load example.xml --edge-range-filter="weight|0.6 6.0" --number-of-edges=- --save filtered.dot
  number of edges:        4
  }}}

  The file "{{{filtered.dot}}}" contains (graphical representation on the side):

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  1;
  2;
  3;
  7;
  4;
  5;
  6;
  1->2  [label="1.2"];
  2->3  [label="0.8"];
  5->3  [label="5.5"];
  6->7  [label="2.0"];
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  {{{
  digraph G {
  1;
  2;
  3;
  7;
  4;
  5;
  6;
  1->2  [weight="1.2"];
  2->3  [weight="0.8"];
  5->3  [weight="5.5"];
  6->7  [weight="2"];
  }
  }}}

  A second vertex filtering rule will always replace the former vertex filtering rule, and the same is valid for edge filters. For this effect, the generic vertex/edge filters below count as vertex/edge filters, but {{{--undirected}}} and {{{--reverse}}} filters do not.

  ==== Generic Filtering ====

  Graphs can be filtered in a more versatile way than above (at a performance cost). This is done through the "{{{--vertex-filter}}}" and "{{{--edge-filter}}}" options, which take a generic [http://www.python.org python] expression as a parameter, which may contain vertex and edge properties respectively, and if it evaluates to "{{{True}}}" the vertex or edge is removed.

  Example:

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  0;
  1;
  2;
  3;
  4;
  1->4  [label="0.5"];
  2->3  [label="10.1"];
  2->1  [label="5.5"];
  3->4  [label="2"];
  4->0  [label="0.1"];
  }
  }}}
  {{{
  #!html
  </div>
  }}}
  {{{
  $ graph-tool --load example.xml --edge-filter="weight==0.8" --vertex-filter="in_degree==0" \
  --save filtered.dot
  $ cat filtered.dot
  digraph G {
  0;
  1;
  2;
  3;
  4;
  1->4  [weight="0.5"];
  2->3  [weight="10.1"];
  2->1  [weight="5.5"];
  3->4  [weight="2"];
  4->0  [weight="0.1"];
  }
  }}}

  Generic filtering expressions may also contain some built-in C++ functions provided by {{{graph-tool}}}:

  is_loop() :: Checks if an edge is a self-edge (if its source is also its target).

  source_PROP() :: Gets property PROP for the source of an edge.

  target_PROP() :: Gets property PROP for the target of an edge.


  {{{
  #!html
  <div class="note">
  }}}
  ===== Performance note =====
  When generic filtering is turned on, algorithms in general will run much slower, since the python interpreter will be involved in the computations. Therefore, if some expensive computation is being considered, it is in general better to save the graph to a file after the filtering, and load it as an unfiltered graph to perform the computation.
  {{{
  #!html
  </div>
  }}}

  ==== Removing filtering ====

  The graph can be returned to its unfiltered state by calling "{{{--reset-vertex-filter}}}" and "{{{--reset-edge-filter}}}".

  -------

  == Graph Modifications ==

  There's a couple of options which change the internally kept graph.

  === Removing Properties ===

  Vertex and edge properties can be removed from the graph with the options "{{{--remove-vertex-property}}}" and "{{{--remove-edge-property}}}", which take the name of the property to be removed as parameter.

  === Vertex and Edge Indexes ===

  Vertices and Edges are identified internally by indexes. Those can be inserted as properties with the options "{{{--insert-vertex-index-property}}}" and "{{{--insert-edge-index-property}}}", which take as argument the name by which the property will be called.

  === Removal of Parallel Edges ===

  Parallel edges (i.e. edges that share the same source and target) can be removed from the graph with the option "{{{--remove-parallel-edges}}}", so that only one of the parallel edges remain (it is undefined which one).

  ------

  == Correlations ==

  === Vertex Correlation ===

  The vertex correlation histogram is a bidimensional histogram defined as

  [[Equation(\[C(k,k')=\sum_{u,v}A_{uv}[k_u=k][k_v=k']\])]], where [[Equation($\mathbf{A}$)]] is the adjacency matrix. It is obtainable with the "{{{--vertex-correlation-histogram}}}" option, which takes three parameters separated by "|": First degree type ([[Equation($k_u$)]]), second degree type ([[Equation($k_v$)]]) and a file name. The degree types can be `in-degree`, `out-degree` and `total-degree`. It can also be the name of any scalar vertex property available.

  Example:

  {{{
  $ graph-tool --load example.xml --vertex-correlation="in-degree|out-degree|deg-corr"
  $ cat deg-corr
  0.0     1.0     1
  0.0     2.0     1
  1.0     1.0     3
  2.0     1.0     3
  }}}

  It is also possible to obtain the correlation in an alternative fashion, which a lot of times is more convenient, and that is the average nearest neighbours degree, given by

  [[Equation(\[ \bar{k}(k)=\frac{\sum_{u,v}A_{uv}k_v[k_u=k]}{\sum_{u,v}A_{uv}[k_u=k]}\])]].

  It is obtainable with the "`--average-nearest-neighbours-correlation`" option, which takes three parameters separated by "|": degree type of the origin vertex, degree type of the neighbours and a file name. Origin and neighbour degree type can be "`in-degree`", "`out-degree`" and "`total-degree`", as well as the name of any scalar vertex property available.

  Example:

  {{{
  $ graph-tool --load example.xml --average-nearest-neighbours-correlation="total-degree|in-degree|deg-corr"
  $ cat deg-corr
  1.0     1.5     0.5
  2.0     2.0     0.0
  3.0     1.8     0.2
  }}}

  The third column above is the standard deviation of the average in the second column.

  === Edge Correlation ===

  When edges have scalar properties, it is possible to generate a 3-dimensional correlation histogram defined as:

  [[Equation(\[ P(k,m,k')=\sum_{e}[k_{s(e)}=k][k_{t(e)}=k'][p(e)=m]}\])]], where [[Equation($e$)]] are the edges of the graph, [[Equation(\[s(e)\])]] and [[Equation(\[t(e)\])]] are the source and target vertex of edge [[Equation($e$)]], and [[Equation(\[p(e)\])]] is some property of the edge.

  This can be obtained with the "`--edge-vertex-correlation-histogram`" option which takes four arguments separated by "|": Source degree type, edge property and target degree type. The source and target degree types can be "`in-degree`", "`out-degree`" and "`total-degree`", as well as the name of any scalar vertex property available.

  Example:
  {{{
  $ graph-tool --load example.xml --edge-vertex-correlation-histogram="in-degree|weight|out-degree|edge-corr"
  $ cat edge-corr
  0.0     0.2     2.0     1
  0.0     1.2     1.0     1
  1.0     2.0     1.0     1
  1.0     5.5     1.0     1
  1.0     10.1    1.0     1
  2.0     0.1     1.0     1
  2.0     0.5     1.0     1
  2.0     0.8     1.0     1
  }}}

  ------

  == Mixing Patterns ==

  === Assortativity Coefficient ===

  The assortativity coefficient tells in a concise fashion how vertices of different types are preferentially connected amongst themselves, and is defined by

  [[Equation(\[r = \frac{\sum_i e_{ii} - \sum_i a_i b_i}{1-\sum_i a_i b_i}\])]] where [[Equation(\[a_i=\sum_je_{ij}\])]] and [[Equation(\[b_j=\sum_ie_{ij}\])]], and [[Equation($e_{ij}$)]] is the fraction of edges from a vertex of type [[Equation($i$)]] to a vertex of type [[Equation($j$)]].

  It is obtained by the option `--assortativity-coefficient`", which takes two arguments: the property used to identify different types and a file name, separated by "|". The property may be any scalar vertex property in the graph, as well a "`in-degree`", "`out-degree`" and "`total-degree`".

  Example:

  {{{
  $ graph-tool --load example.xml --assortativity-coefficient="total-degree|-"
  assortativity coefficient:      0.492063        0.252221
  }}}

  The first value is the assortativity coefficient, and the second is the variance, obtained with the [http://en.wikipedia.org/wiki/Resampling_%28statistics%29#Jackknife jackknife method].

  === Scalar Assortativity Coefficient ===

  If the types of vertices are scalar properties, the following coefficient may be more useful:

  [[Equation(\[r = \frac{\sum_{xy} xy(e_{xy} - a_x b_y)}{\sigma_a\sigma_b}\])]] where [[Equation(\[a_x=\sum_ye_{xy}\])]] and [[Equation(\[b_y=\sum_xe_{xy}\])]], and [[Equation($e_{xy}$)]] is the fraction of edges from a vertex of type [[Equation($x$)]] to a vertex of type [[Equation($y$)]]. It can be obtained with the "`--scalar-assortativity-coefficient`" option, which takes the same parameters as the [[ref(Assortativity Coefficient)]]. Example:

  {{{
  $ graph-tool --load example.xml --scalar-assortativity-coefficient="total-degree|-"
  scalar assortativity coefficient:       -0.241202       0.292476
  }}}

  The first value is the scalar assortativity coefficient, and the second is the variance, obtained with the [http://en.wikipedia.org/wiki/Resampling_%28statistics%29#Jackknife jackknife method].

  -------

  == Clustering ==

  === Local Clustering ===

  The local (vertex) clustering coefficient is defined on an undirected graph as 

  [[Equation(\[C^{(1)}_v = \frac{2N_c}{k(k-1)}\])]], where [[Equation($k$)]] is the number of neighbours of the vertex, and [[Equation($N_c$)]] is the number of edges between the neighbours of the vertex. This value can be calculated and set to a vertex property with the command "`--set-local-clustering-to-property`", which takes the property name as parameter. Example:

  {{{
  $ graph-tool --load example.xml --set-local-clustering-to-property=clustering --vertex-histogram="clustering|clust"
  $ cat clust
  0.0     4
  0.333333333333  3
  }}}

  It is possible to obtain the clustering coefficient for the whole graph by using the `--average-vertex-property` option :

  {{{
  $ graph-tool --load example.xml --set-local-clustering-to-property=clustering --average-vertex-property="clustering|-"
  average vertex property:        0.142857        0.062348
  }}}

  The first value is the clustering coefficient, and the second is the standard deviation.

  === Global Clustering ===

  The global clustering coefficient is defined on an undirected graph as 

  [[Equation(\[C^{(2)} = \frac{3N_t}{N_c}\])]], where [[Equation($N_t$)]] is the number of triangles in the graph and [[Equation($N_c$)]] is the number of connected triplets. It can be obtained with the "`--global-clustering-coefficient`" option, which takes a file name as a parameter, or "`-`" for terminal output. Example:

  {{{
  $ graph-tool --load example.xml --global-clustering-coefficient=- 
  global clustering coefficient:  0.230769        0.030769
  }}}

  The first value is the global clustering coefficient, and the second value is the variance using the [http://en.wikipedia.org/wiki/Resampling_(statistics)#Jackknife jackknife method] on the vertices.
  --------

  == Layout ==

  graph-tool includes also a couple of layout algorithms, which saves vertex position coordinates into a vertex property, which later can be used by [http://www.graphviz.org/ graphviz] to draw the graph.

  === Spring-Block ===

  This implements the [http://www.boost.org/libs/graph/doc/fruchterman_reingold.html Fruchterman-Reingold] spring-block layout algorithm. It is available through the "`--compute-spring-block-layout`" option, which takes two arguments: the maximum number of iterations and an optional seed value (which will be taken from the computer clock if not supplied). The positions will be recorded in the "pos" property.

  === Gursoy-Atun ===

  This implements the [http://www.boost.org/libs/graph/doc/gursoy_atun_layout.html Gursoy-Atun] layout algorithm, which can provide for an interesting alternative to force-directed layouts. It is called with the "`--compute-gursoy-atun-layout`" option, and takes the same parameters as the spring-block layout above.

  ------

  == Random Graph Generation ==

  This section is described in RandomGraphGeneration. 

  ------

  == Graph History ==

  Graphs sometimes have dynamical properties related to them. Sometimes they grow or change somehow during time. It is often interesting to see how its various properties also change with time. In graph tool this is possible through the usage of properties, filtering, and the "`--history`" option. The history option takes three parameters, which function just like a "`for` loop": the initial statement, a condition to be checked every iteration, and a step statement. The variables defined and modified in the parameters of this option are available to be used by the other options that follow it. Using graph properties and filtering, snapshots of the graph can be generated. It all becomes clearer with an example. Consider the following graph, called "`example-time.xml`":

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  start="12";
  1->2 [label = "  1  ", len=0.6];
  2->3 [label = "  2  ", len=0.6];
  3->7 [label = "  3  ", len=0.6];
  4->5 [label = "  4  ", len=0.6];
  5->6 [label = "  5  ", len=0.6];
  5->3 [label = "  6  ", len=0.6];
  6->7 [label = "  7  ", len=0.6];
  7->2 [label = "  8  ", len=0.6];
  }
  }}}
  {{{
  #!html
  </div>
  }}}


  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing\.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <key id="d1" for="edge" attr.name="time" attr.type="int"/>
    <graph id="G" edgedefault="directed">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1">
        <data key="d1">1</data>
      </edge>
      <edge id="e1" source="n1" target="n2">
        <data key="d1">2</data>
      </edge>
      <edge id="e2" source="n2" target="n6">
        <data key="d1">3</data>
      </edge>
      <edge id="e3" source="n3" target="n4">
        <data key="d1">4</data>
      </edge>
      <edge id="e4" source="n4" target="n5">
        <data key="d1">5</data>
      </edge>
      <edge id="e5" source="n4" target="n2">
        <data key="d1">6</data>
      </edge>
      <edge id="e6" source="n5" target="n6">
        <data key="d1">7</data>
      </edge>
      <edge id="e7" source="n6" target="n1">
        <data key="d1">8</data>
      </edge>
    </graph>
  </graphml>
  }}}

  There's an edge property called time which goes from 1 to 8. So in order to calculate, for instance, the number of edges and the degree distribution over time, one could do the following:

  {{{
  $ graph-tool --load example-time.xml --history="t=1|t<9|t+=1" --edge-range-filter="time|1 %t" \
  --vertex-histogram="total-degree|deg-history" --number-of-edges="num-edges-history"
  $ cat num-edges-history 
  0       1
  1       2
  2       3
  3       4
  4       5
  5       6
  6       7
  7       8
  $ cat deg-history
  0       0.0     5
  0       1.0     2
  1       0.0     4
  1       1.0     2
  1       2.0     1
  2       0.0     3
  2       1.0     2
  2       2.0     2
  3       0.0     1
  3       1.0     4
  3       2.0     2
  4       1.0     4
  4       2.0     3
  5       1.0     4
  5       2.0     1
  5       3.0     2
  6       1.0     2
  6       2.0     3
  6       3.0     2
  7       1.0     2
  7       2.0     1
  7       3.0     4
  }}}

  The variables defined in the "`--history`" option are reachable in the options that follow it by prefixing them with "`%`". Each saved file contains the history of the measured property, with each line prefixed by the history iteration number (or with the variable "`prefix`" defined in the history specification, as shown below). In the case above, "`num-edges-history`" contains the number of edges in each iteration and "`deg-history`" contains the degree distribution with each iteration. It should be clear with the above example that this feature is reasonably general, since combined with generic filtering, it is possible to obtain quite arbitrary "histories" of the graph. The syntax of the history specification is any valid [http://www.python.org python] statement.

  ==== Specifying the history prefix ====

  Using the history counter as a prefix is sometimes not the most confortable way of labeling points in history. Luckily, this can easily be changed by defining the "`prefix`" variable, as shown in the example below:

  {{{
  $ graph-tool --load example-time.xml --history="t=1; prefix=t+10 | t<9 | t+=1; prefix=t+10" \
   --edge-range-filter="time|1 %t" --number-of-edges="num-edges-history"
  $ cat num-edges-history 
  11      1
  12      2
  13      3
  14      4
  15      5
  16      6
  17      7
  18      8
  }}}

  The prefix can be entirely suppressed by setting it to an empty string: "`prefix=""`". This can be useful when each history step is being saved to a different file.

  === Resuming history computations ===

  For large graphs history computations can take quite a long time. During this time things in general can go wrong, such as a power outage. For this reason graph-tool supports resuming of history computations, where partial results already contained in the history files are automatically skipped and not recalculated. Therefore, if you change the history rules or the graph, you must remember to delete the old history files or to save to new ones, otherwise they'll still contain old information.

  Before data is saved to the history files, partial history results are kept in temporary files, which get periodically copied over to the final files. The frequency of this update can be changed with the "`--history-rate`" option, which takes a number as a parameter followed by "`s`","`m`","`h`" or "`d`" to indicate seconds, minutes, hours or days, respectively. The default value is "`1h`".


name: GraphToolGuideDev
author: abdo@member.fsf.org
ipnr: 128.59.76.33
comment: clarify filtering replacing
text:
  = The graph-tool Guide =

  [[PageOutline]]

  {{{
  #!html
  <div class="note">
  }}}
  '''Warning''': This guide is for the latest development version of {{{graph-tool}}}.
  Documentation for the stable version is located on GraphToolGuide.
  {{{
  #!html
  </div>
  }}}


  == Invoking ==

  graph-tool is invoked by typing {{{graph-tool}}} in the command line. For a quick summary of options type
  {{{
  graph-tool --help
  }}}
  Options to {{{graph-tool}}} are executed in the order they are given.

  ------

  == Loading and saving files ==

  Files can be loaded with the "`--load`" option. Graph tool supports both [http://graphml.graphdrawing.org/ graphml] and [http://www.graphviz.org/ dot] formats. The formats are identified by the file name extension: files ending in "`.xml`" are considered graphml files, and files ending in "`.dot`" are considered dot files. Files can also end in "`.gz`" or "`.bz2`" to indicate compression, such as "`.xml.gz`" or "`.dot.bz2`". Files can be saved with the "`--save`" command, and the file name specifications are the same.

  === File format description ===

  Consider the following directed graph, with one floating point edge property called "weight":
  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  digraph G {
  start="12";
  1->2 [label = "  1.2  ", len=0.6];
  2->3 [label = "  0.8  ", len=0.6];
  3->7 [label = "  0.5", len=0.6];
  4->5 [label = "  0.2  ", len=0.6];
  5->6 [label = "  10.1  ", len=0.6];
  5->3 [label = "  5.5", len=0.6];
  6->7 [label = "  2.0", len=0.6];
  7->2 [label = "  0.1", len=0.6];
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  It can be defined in dot format as such:

  {{{
  digraph G {
  1->2 [weight = "1.2"];
  2->3 [weight = "0.8"];
  3->7 [weight = "0.5"];
  4->5 [weight = "0.2"];
  5->6 [weight = "10.1"];
  5->3 [weight = "5.5"];
  6->7 [weight = "2.0"];
  7->2 [weight = "0.1"];
  }
  }}}

  and in graphml format as such:

  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <key id="d1" for="edge" attr.name="weight" attr.type="double"/>
    <graph id="G" edgedefault="directed">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1">
        <data key="d1">1.2</data>
      </edge>
      <edge id="e1" source="n1" target="n2">
        <data key="d1">0.8</data>
      </edge>
      <edge id="e2" source="n2" target="n6">
        <data key="d1">0.5</data>
      </edge>
      <edge id="e3" source="n3" target="n4">
        <data key="d1">0.2</data>
      </edge>
      <edge id="e4" source="n4" target="n5">
        <data key="d1">10.1</data>
      </edge>
      <edge id="e5" source="n4" target="n2">
        <data key="d1">5.5</data>
      </edge>
      <edge id="e6" source="n5" target="n6">
        <data key="d1">2.0</data>
      </edge>
      <edge id="e7" source="n6" target="n1">
        <data key="d1">0.1</data>
      </edge>
    </graph>
  </graphml>
  }}}

  Vertex properties are specified in an analogous manner. There's no limit on the number of properties the graph can have. 

  Graphs can also be undirected, and are loaded by specifying the option "`--undirected`" before "`--load`" (see [[ref(Directedness)]] for details). Here's an example:

  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  graph G {
  start="12";
  1--2 
  2--3 
  3--7 
  4--5 
  5--6 
  5--3 
  6--7 
  7--2 
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  In dot format:

  {{{
  graph G {
  1--2 
  2--3 
  3--7 
  4--5 
  5--6 
  5--3 
  6--7 
  7--2 
  }
  }}}

  and in graphml format:

  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <graph id="G" edgedefault="undirected">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1"/>
      <edge id="e1" source="n1" target="n2"/>
      <edge id="e2" source="n2" target="n6"/>
      <edge id="e3" source="n3" target="n4"/>
      <edge id="e4" source="n4" target="n5"/>
      <edge id="e5" source="n4" target="n2"/>
      <edge id="e6" source="n5" target="n6"/>
      <edge id="e7" source="n6" target="n1"/>
    </graph>
  </graphml>
  }}}

  {{{
  #!html
  <div class="note">
  }}}
  ==== Which format to use? ====

  You can of course use either format, but in general graphml is preferred. It provides for a tighter definition of the graph, and since graph-tool understands the parse info attributes of the graph, you can speed up the loading of the file and reduce memory usage by using the following in your graph definition:

  {{{
  #!xml
  ...
   <graph id="G" edgedefault="directed" parse.nodeids="canonical" parse.edgeids="canonical" parse.order="nodesfirst">
  ...
  }}}

  This says that all vertices and edges are named "n0","n1", ..., "nN-1", and  "e0", "e1", ..., "eE-1", respectively. And also it says that the vertex list comes before the edge list. You're not forced to define your graph this way, but it does improve performance for large graphs.

  {{{
  #!html
  </div>
  }}}

  ------

  == Basic Statistics ==

  The two most basic properties of the graph are the number of vertex and edges, which is obtainable through the "{{{--number-of-vertices}}}" and "{{{--number-of-edges}}}" options. Suppose the first graph in the [[ref(File Format Description)]] section is saved under {{{example.xml}}}. We can then get the number of vertices and edges by typing:

  {{{
  $ graph-tool --load example.xml --number-of-vertices=- --number-of-edges=-
  number of vertices:     7
  number of edges:        8
  }}}

  The "-" parameter to the options is necessary to output the results in the terminal. Otherwise it writes it to the file given in the parameter.

  === Vertex Histogram ===

  The histogram of vertex properties (such as degree) can be obtained by the "{{{--vertex-histogram}}}" option. It requires two parameters, separated by "|": degree type and file name. Degree type can be any of "in-degree", "out-degree", "total-degree" and __any scalar vertex property__. The file name is the file the histogram is written to, or "-" to be written to the terminal. Files may be terminated with "{{{.gz}}}" or "{{{.bz2}}}" for compression. Example:

  {{{
  $ graph-tool --load example.xml --vertex-histogram="total-degree|deg-dist"
  $ cat deg-dist
  1.0     2
  2.0     1
  3.0     4
  }}}

  === Combined Vertex Histogram ===

  It is also possible to obtain the combined histogram of two vertex properties into a bidimensional histogram with the {{{--combined-vertex-histogram}}} option, which takes three parameters separated by "|": the first and second properties, and a file name. The properties can be "in-degree", "out-degree", "total-degree" or any other vertex scalar property available. For instance, for directed graphs, it is possible to get the combined (in,out)-degree histogram with the following command:

  {{{
  $ graph-tool --load example.xml --combined-vertex-histogram="in-degree|out-degree|combined-degree-histogram"
  $ cat combined-degree-histogram
  0.0     1.0     2
  1.0     1.0     1
  1.0     2.0     1
  2.0     1.0     3
  }}}

  === Edge Histogram ===

  The histogram of edge properties can be obtained in an analogous fashion with the "`--edge-histogram`" 
  option. Example:

  {{{
  $ graph-tool --load example.xml --edge-histogram="weight|weight-dist"                 
  $ cat weight-dist 
  0.1     1
  0.2     1
  0.5     1
  0.8     1
  1.2     1
  2.0     1
  5.5     1
  10.1    1
  }}}

  === Average Distance ===

  The average vertex-vertex distance can be obtained with the "{{{--average-distance}}}" option:

  {{{
  $ graph-tool --load example.xml --average-distance=-
  average distance:       0.952380952381
  }}}

  It is also possible to specify an edge scalar property as weights. Here we'll use the property called "`weight`" defined in `example.xml`:

  {{{
  $ graph-tool --load example.xml --average-distance="weight|-"
  average distance:       1.74523809524
  }}}

  For directed and/or disconnected graphs, it may be better to use the average harmonic distance defined as:

  [[Equation(\[d_h = \left[\sum_{v,u}\frac{1}{d_{uv}}\right]^{-1}\])]], where [[Equation($d_{uv}$)]] is the regular graph distance between [[Equation($u$)]] and [[Equation($v$)]], which here is taken to be infinity when there's no path between those two vertices.

  Example:

  {{{
  $ graph-tool --load example.xml --average-harmonic-distance=-
  average harmonic distance:      3.09202453988
  }}}

  It also accepts a weight property:

  {{{
  $ graph-tool --load example.xml --average-harmonic-distance="weight|-"
  average harmonic distance:      1.61195390784
  }}}

  === Component Size Histogram === 

  Component size statistics can be obtained by the "{{{--component-size-histogram}}}" option. Consider the following graph:

  {{{
  #!html
  <div style="text-align: center;">
  }}}
  {{{
  #!graphviz
  digraph G {
  1->2
  2->3
  3->1

  4->5

  6->7
  7->8
  8->9
  9->10
  10->11
  11->6
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  Defined by the following dot file (called "{{{multi-comp.dot}}}"):
  {{{
  digraph G {
  1->2
  2->3
  3->1

  4->5

  6->7
  7->8
  8->9
  9->10
  10->11
  11->6
  }
  }}}

  When called with a directed graph, the program returns the '''strong component''' statistics:

  {{{
  $graph-tool --load multi-comp.dot --component-size-histogram="comp-hist"
  $ cat comp-hist
  1.0     2
  3.0     1
  6.0     1
  }}}

  To see the component statistics if the graph as if the graph were undirected, we just have to treat it as such:

  {{{
  $ graph-tool --load multi-comp.dot --undirected --component-size-histogram="comp-hist"
  $ cat comp-hist
  2.0     1
  3.0     1
  6.0     1
  }}}

  ------

  == Filtering ==

  Graphs can be filtered in several ways. None of them actually modify the internally kept graph, and are of complexity O(1).

  === Directedness ===

  Internally, all graphs in graph-tool are directed graphs. But it is possible to treat them easily as undirected with the "{{{--undirected}}}" option. All options after that will operate on a undirected filter of the internal directed graph. The "{{{--directed}}}" option reverts back to the default mode. If you want to load an undirected graph with graph-tool, just use the "{{{--undirected}}}" option before the "{{{--load}}}" option.

  === Edge direction ===

  Directed graphs can have the the edge direction reversed with the "{{{--reverse}}}" option. A second "{{{--reverse}}}" reverts back to the original state.

  === Filtering of vertices or edges ===

  ==== Range filtering ====

  Edges and vertices can be filtered out of the graph based on their properties. The most basic and fastest way of filtering is called "range filtering" and filters out vertices with a scalar property which lays outside a given range. The filtering is controlled with the "{{{--vertex-range-filter}}}" and "{{{--edge-range-filter}}}" options, which takes two parameters separated by "|": the property to be used as filter and the range (two values separated by space). Here's an example using the graph defined in the [[ref(File Format Description)]] section:

  {{{
  $ graph-tool --load example.xml --number-of-edges=-
  number of edges:        8
  $ graph-tool --load example.xml --edge-range-filter="weight|0.6 6.0" --number-of-edges=- --save filtered.dot
  number of edges:        4
  }}}

  The file "{{{filtered.dot}}}" contains (graphical representation on the side):

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  1;
  2;
  3;
  7;
  4;
  5;
  6;
  1->2  [label="1.2"];
  2->3  [label="0.8"];
  5->3  [label="5.5"];
  6->7  [label="2.0"];
  }
  }}}
  {{{
  #!html
  </div>
  }}}

  {{{
  digraph G {
  1;
  2;
  3;
  7;
  4;
  5;
  6;
  1->2  [weight="1.2"];
  2->3  [weight="0.8"];
  5->3  [weight="5.5"];
  6->7  [weight="2"];
  }
  }}}

  A second vertex filtering rule will always replace the former vertex filtering rule, and the same is valid for edge filters. For this effect, the generic vertex/edge filters below count as vertex/edge filters, but {{{--undirected}}} and {{{--reverse}}} filters do not.

  ==== Generic Filtering ====

  Graphs can be filtered in a more versatile way than above (at a performance cost). This is done through the "{{{--vertex-filter}}}" and "{{{--edge-filter}}}" options, which take a generic [http://www.python.org python] expression as a parameter, which may contain vertex and edge properties respectively, and if it evaluates to "{{{True}}}" the vertex or edge is removed.

  Example:

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  0;
  1;
  2;
  3;
  4;
  1->4  [label="0.5"];
  2->3  [label="10.1"];
  2->1  [label="5.5"];
  3->4  [label="2"];
  4->0  [label="0.1"];
  }
  }}}
  {{{
  #!html
  </div>
  }}}
  {{{
  $ graph-tool --load example.xml --edge-filter="weight()==0.8" --vertex-filter="in_degree()==0" \
  --save filtered.dot
  $ cat filtered.dot
  digraph G {
  0;
  1;
  2;
  3;
  4;
  1->4  [weight="0.5"];
  2->3  [weight="10.1"];
  2->1  [weight="5.5"];
  3->4  [weight="2"];
  4->0  [weight="0.1"];
  }
  }}}

  Filtering expressions may also contain some built-in C++ functions provided by {{{graph-tool}}}:

  is_self() :: Checks if an edge is a self-edge (if its source is also its target).

  source_PROP() :: Gets property PROP for the source of an edge.

  target_PROP() :: Gets property PROP for the target of an edge.


  {{{
  #!html
  <div class="note">
  }}}
  ===== Performance note =====
  When generic filtering is turned on, algorithms in general will run much slower, since the python interpreter will be involved in the computations. Therefore, if some expensive computation is being considered, it is in general better to save the graph to a file after the filtering, and load it as an unfiltered graph to perform the computation.
  {{{
  #!html
  </div>
  }}}

  ==== Removing filtering ====

  The graph can be returned to its unfiltered state by calling "{{{--reset-vertex-filter}}}" and "{{{--reset-edge-filter}}}".

  -------

  == Graph Modifications ==

  There's a couple of options which change the internally kept graph.

  === Removing Properties ===

  Vertex and edge properties can be removed from the graph with the options "{{{--remove-vertex-property}}}" and "{{{--remove-edge-property}}}", which take the name of the property to be removed as parameter.

  === Vertex and Edge Indexes ===

  Vertices and Edges are identified internally by indexes. Those can be inserted as properties with the options "{{{--insert-vertex-index-property}}}" and "{{{--insert-edge-index-property}}}", which take as argument the name by which the property will be called.

  === Removal of Parallel Edges ===

  Parallel edges (i.e. edges that share the same source and target) can be removed from the graph with the option "{{{--remove-parallel-edges}}}", so that only one of the parallel edges remain (it is undefined which one).

  ------

  == Correlations ==

  === Vertex Correlation ===

  The vertex correlation histogram is a bidimensional histogram defined as

  [[Equation(\[C(k,k')=\sum_{u,v}A_{uv}[k_u=k][k_v=k']\])]], where [[Equation($\mathbf{A}$)]] is the adjacency matrix. It is obtainable with the "{{{--vertex-correlation-histogram}}}" option, which takes three parameters separated by "|": First degree type ([[Equation($k_u$)]]), second degree type ([[Equation($k_v$)]]) and a file name. The degree types can be `in-degree`, `out-degree` and `total-degree`. It can also be the name of any scalar vertex property available.

  Example:

  {{{
  $ graph-tool --load example.xml --vertex-correlation="in-degree|out-degree|deg-corr"
  $ cat deg-corr
  0.0     1.0     1
  0.0     2.0     1
  1.0     1.0     3
  2.0     1.0     3
  }}}

  It is also possible to obtain the correlation in an alternative fashion, which a lot of times is more convenient, and that is the average nearest neighbours degree, given by

  [[Equation(\[ \bar{k}(k)=\frac{\sum_{u,v}A_{uv}k_v[k_u=k]}{\sum_{u,v}A_{uv}[k_u=k]}\])]].

  It is obtainable with the "`--average-nearest-neighbours-correlation`" option, which takes three parameters separated by "|": degree type of the origin vertex, degree type of the neighbours and a file name. Origin and neighbour degree type can be "`in-degree`", "`out-degree`" and "`total-degree`", as well as the name of any scalar vertex property available.

  Example:

  {{{
  $ graph-tool --load example.xml --average-nearest-neighbours-correlation="total-degree|in-degree|deg-corr"
  $ cat deg-corr
  1.0     1.5     0.5
  2.0     2.0     0.0
  3.0     1.8     0.2
  }}}

  The third column above is the standard deviation of the average in the second column.

  === Edge Correlation ===

  When edges have scalar properties, it is possible to generate a 3-dimensional correlation histogram defined as:

  [[Equation(\[ P(k,m,k')=\sum_{e}[k_{s(e)}=k][k_{t(e)}=k'][p(e)=m]}\])]], where [[Equation($e$)]] are the edges of the graph, [[Equation(\[s(e)\])]] and [[Equation(\[t(e)\])]] are the source and target vertex of edge [[Equation($e$)]], and [[Equation(\[p(e)\])]] is some property of the edge.

  This can be obtained with the "`--edge-vertex-correlation-histogram`" option which takes four arguments separated by "|": Source degree type, edge property and target degree type. The source and target degree types can be "`in-degree`", "`out-degree`" and "`total-degree`", as well as the name of any scalar vertex property available.

  Example:
  {{{
  $ graph-tool --load example.xml --edge-vertex-correlation-histogram="in-degree|weight|out-degree|edge-corr"
  $ cat edge-corr
  0.0     0.2     2.0     1
  0.0     1.2     1.0     1
  1.0     2.0     1.0     1
  1.0     5.5     1.0     1
  1.0     10.1    1.0     1
  2.0     0.1     1.0     1
  2.0     0.5     1.0     1
  2.0     0.8     1.0     1
  }}}

  ------

  == Mixing Patterns ==

  === Assortativity Coefficient ===

  The assortativity coefficient tells in a concise fashion how vertices of different types are preferentially connected amongst themselves, and is defined by

  [[Equation(\[r = \frac{\sum_i e_{ii} - \sum_i a_i b_i}{1-\sum_i a_i b_i}\])]] where [[Equation(\[a_i=\sum_je_{ij}\])]] and [[Equation(\[b_j=\sum_ie_{ij}\])]], and [[Equation($e_{ij}$)]] is the fraction of edges from a vertex of type [[Equation($i$)]] to a vertex of type [[Equation($j$)]].

  It is obtained by the option `--assortativity-coefficient`", which takes two arguments: the property used to identify different types and a file name, separated by "|". The property may be any scalar vertex property in the graph, as well a "`in-degree`", "`out-degree`" and "`total-degree`".

  Example:

  {{{
  $ graph-tool --load example.xml --assortativity-coefficient="total-degree|-"
  assortativity coefficient:      0.492063        0.252221
  }}}

  The first value is the assortativity coefficient, and the second is the variance, obtained with the [http://en.wikipedia.org/wiki/Resampling_%28statistics%29#Jackknife jackknife method].

  === Scalar Assortativity Coefficient ===

  If the types of vertices are scalar properties, the following coefficient may be more useful:

  [[Equation(\[r = \frac{\sum_{xy} xy(e_{xy} - a_x b_y)}{\sigma_a\sigma_b}\])]] where [[Equation(\[a_x=\sum_ye_{xy}\])]] and [[Equation(\[b_y=\sum_xe_{xy}\])]], and [[Equation($e_{xy}$)]] is the fraction of edges from a vertex of type [[Equation($x$)]] to a vertex of type [[Equation($y$)]]. It can be obtained with the "`--scalar-assortativity-coefficient`" option, which takes the same parameters as the [[ref(Assortativity Coefficient)]]. Example:

  {{{
  $ graph-tool --load example.xml --scalar-assortativity-coefficient="total-degree|-"
  scalar assortativity coefficient:       -0.241202       0.292476
  }}}

  The first value is the scalar assortativity coefficient, and the second is the variance, obtained with the [http://en.wikipedia.org/wiki/Resampling_%28statistics%29#Jackknife jackknife method].

  -------

  == Clustering ==

  === Local Clustering ===

  The local (vertex) clustering coefficient is defined on an undirected graph as 

  [[Equation(\[C^{(1)}_v = \frac{2N_c}{k(k-1)}\])]], where [[Equation($k$)]] is the number of neighbours of the vertex, and [[Equation($N_c$)]] is the number of edges between the neighbours of the vertex. This value can be calculated and set to a vertex property with the command "`--set-local-clustering-to-property`", which takes the property name as parameter. Example:

  {{{
  $ graph-tool --load example.xml --set-local-clustering-to-property=clustering --vertex-histogram="clustering|clust"
  $ cat clust
  0.0     4
  0.333333333333  3
  }}}

  It is possible to obtain the clustering coefficient for the whole graph by using the `--average-vertex-property` option :

  {{{
  $ graph-tool --load example.xml --set-local-clustering-to-property=clustering --average-vertex-property="clustering|-"
  average vertex property:        0.142857        0.062348
  }}}

  The first value is the clustering coefficient, and the second is the standard deviation.

  === Global Clustering ===

  The global clustering coefficient is defined on an undirected graph as 

  [[Equation(\[C^{(2)} = \frac{3N_t}{N_c}\])]], where [[Equation($N_t$)]] is the number of triangles in the graph and [[Equation($N_c$)]] is the number of connected triplets. It can be obtained with the "`--global-clustering-coefficient`" option, which takes a file name as a parameter, or "`-`" for terminal output. Example:

  {{{
  $ graph-tool --load example.xml --global-clustering-coefficient=- 
  global clustering coefficient:  0.230769        0.030769
  }}}

  The first value is the global clustering coefficient, and the second value is the variance using the [http://en.wikipedia.org/wiki/Resampling_(statistics)#Jackknife jackknife method] on the vertices.
  --------

  == Layout ==

  graph-tool includes also a couple of layout algorithms, which saves vertex position coordinates into a vertex property, which later can be used by [http://www.graphviz.org/ graphviz] to draw the graph.

  === Spring-Block ===

  This implements the [http://www.boost.org/libs/graph/doc/fruchterman_reingold.html Fruchterman-Reingold] spring-block layout algorithm. It is available through the "`--compute-spring-block-layout`" option, which takes two arguments: the maximum number of iterations and an optional seed value (which will be taken from the computer clock if not supplied). The positions will be recorded in the "pos" property.

  === Gursoy-Atun ===

  This implements the [http://www.boost.org/libs/graph/doc/gursoy_atun_layout.html Gursoy-Atun] layout algorithm, which can provide for an interesting alternative to force-directed layouts. It is called with the "`--compute-gursoy-atun-layout`" option, and takes the same parameters as the spring-block layout above.

  ------

  == Random Graph Generation ==

  This section is described in RandomGraphGeneration. 

  ------

  == Graph History ==

  Graphs sometimes have dynamical properties related to them. Sometimes they grow or change somehow during time. It is often interesting to see how its various properties also change with time. In graph tool this is possible through the usage of properties, filtering, and the "`--history`" option. The history option takes three parameters, which function just like a "`for` loop": the initial statement, a condition to be checked every iteration, and a step statement. The variables defined and modified in the parameters of this option are available to be used by the other options that follow it. Using graph properties and filtering, snapshots of the graph can be generated. It all becomes clearer with an example. Consider the following graph, called "`example-time.xml`":

  {{{
  #!html
  <div style="float: right;">
  }}}
  {{{
  #!graphviz
  digraph G {
  start="12";
  1->2 [label = "  1  ", len=0.6];
  2->3 [label = "  2  ", len=0.6];
  3->7 [label = "  3  ", len=0.6];
  4->5 [label = "  4  ", len=0.6];
  5->6 [label = "  5  ", len=0.6];
  5->3 [label = "  6  ", len=0.6];
  6->7 [label = "  7  ", len=0.6];
  7->2 [label = "  8  ", len=0.6];
  }
  }}}
  {{{
  #!html
  </div>
  }}}


  {{{
  #!xml
  <?xml version="1.0" encoding="UTF-8"?>
  <graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   xsi:schemaLocation="http://graphml.graphdrawing\.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
    <key id="d1" for="edge" attr.name="time" attr.type="int"/>
    <graph id="G" edgedefault="directed">
      <node id="n0"/>
      <node id="n1"/>
      <node id="n2"/>
      <node id="n3"/>
      <node id="n4"/>
      <node id="n5"/>
      <node id="n6"/>
      <edge id="e0" source="n0" target="n1">
        <data key="d1">1</data>
      </edge>
      <edge id="e1" source="n1" target="n2">
        <data key="d1">2</data>
      </edge>
      <edge id="e2" source="n2" target="n6">
        <data key="d1">3</data>
      </edge>
      <edge id="e3" source="n3" target="n4">
        <data key="d1">4</data>
      </edge>
      <edge id="e4" source="n4" target="n5">
        <data key="d1">5</data>
      </edge>
      <edge id="e5" source="n4" target="n2">
        <data key="d1">6</data>
      </edge>
      <edge id="e6" source="n5" target="n6">
        <data key="d1">7</data>
      </edge>
      <edge id="e7" source="n6" target="n1">
        <data key="d1">8</data>
      </edge>
    </graph>
  </graphml>
  }}}

  There's an edge property called time which goes from 1 to 8. So in order to calculate, for instance, the number of edges and the degree distribution over time, one could do the following:

  {{{
  $ graph-tool --load example-time.xml --history="t=1|t<9|t+=1" --edge-range-filter="time|1 %t" \
  --vertex-histogram="total-degree|deg-history" --number-of-edges="num-edges-history"
  $ cat num-edges-history 
  0       1
  1       2
  2       3
  3       4
  4       5
  5       6
  6       7
  7       8
  $ cat deg-history
  0       0.0     5
  0       1.0     2
  1       0.0     4
  1       1.0     2
  1       2.0     1
  2       0.0     3
  2       1.0     2
  2       2.0     2
  3       0.0     1
  3       1.0     4
  3       2.0     2
  4       1.0     4
  4       2.0     3
  5       1.0     4
  5       2.0     1
  5       3.0     2
  6       1.0     2
  6       2.0     3
  6       3.0     2
  7       1.0     2
  7       2.0     1
  7       3.0     4
  }}}

  The variables defined in the "`--history`" option are reachable in the options that follow it by prefixing them with "`%`". Each saved file contains the history of the measured property, with each line prefixed by the history iteration number (or with the variable "`prefix`" defined in the history specification, as shown below). In the case above, "`num-edges-history`" contains the number of edges in each iteration and "`deg-history`" contains the degree distribution with each iteration. It should be clear with the above example that this feature is reasonably general, since combined with generic filtering, it is possible to obtain quite arbitrary "histories" of the graph. The syntax of the history specification is any valid [http://www.python.org python] statement.

  ==== Specifying the history prefix ====

  Using the history counter as a prefix is sometimes not the most confortable way of labeling points in history. Luckily, this can easily be changed by defining the "`prefix`" variable, as shown in the example below:

  {{{
  $ graph-tool --load example-time.xml --history="t=1; prefix=t+10 | t<9 | t+=1; prefix=t+10" \
   --edge-range-filter="time|1 %t" --number-of-edges="num-edges-history"
  $ cat num-edges-history 
  11      1
  12      2
  13      3
  14      4
  15      5
  16      6
  17      7
  18      8
  }}}

  The prefix can be entirely suppressed by setting it to an empty string: "`prefix=""`". This can be useful when each history step is being saved to a different file.

  === Resuming history computations ===

  For large graphs history computations can take quite a long time. During this time things in general can go wrong, such as a power outage. For this reason graph-tool supports resuming of history computations, where partial results already contained in the history files are automatically skipped and not recalculated. Therefore, if you change the history rules or the graph, you must remember to delete the old history files or to save to new ones, otherwise they'll still contain old information.

  Before data is saved to the history files, partial history results are kept in temporary files, which get periodically copied over to the final files. The frequency of this update can be changed with the "`--history-rate`" option, which takes a number as a parameter followed by "`s`","`m`","`h`" or "`d`" to indicate seconds, minutes, hours or days, respectively. The default value is "`1h`".


name: WikiFormatting
author: anonymous
ipnr: 81.2.34.249
text:
  = WikiFormatting =
  [[TracGuideToc]]

  Wiki markup is a core feature in Trac, tightly integrating all the other parts of Trac into a flexible and powerful whole.

  Trac has a built in small and powerful wiki rendering engine. This wiki engine implements an ever growing subset of the commands from other popular Wikis,
  especially [http://moinmoin.wikiwikiweb.de/ MoinMoin]. 


  This page demonstrates the formatting syntax available anywhere WikiFormatting is allowed.


  == Font Styles ==

  The Trac wiki supports the following font styles:
  {{{
   * '''bold'''
   * ''italic''
   * '''''bold italic'''''
   * __underline__
   * {{{monospace}}} or `monospace`
   * ~~strike-through~~
   * ^superscript^ 
   * ,,subscript,,
  }}}

  Display:
   * '''bold'''
   * ''italic''
   * '''''bold italic'''''
   * __underline__
   * {{{monospace}}} or `monospace`
   * ~~strike-through~~
   * ^superscript^ 
   * ,,subscript,,

  Note that the `{{{...}}}` and {{{`...`}}} commands not only select a monospace font, but also treat their content as verbatim text, meaning that no further wiki processing is done on this text.

  == Headings ==

  You can create heading by starting a line with one up to five ''equal'' characters ("=")
  followed by a single space and the headline text. The line should end with a space 
  followed by the same number of ''='' characters.

  Example:
  {{{
  = Heading =
  == Subheading ==
  === About ''this'' ===
  }}}

  Display:
  = Heading =
  == Subheading ==
  === About ''this'' ===


  == Paragraphs ==

  A new text paragraph is created whenever two blocks of text are separated by one or more empty lines.

  A forced line break can also be inserted, using:
  {{{
  Line 1[[BR]]Line 2
  }}}
  Display:

  Line 1[[BR]]Line 2


  == Lists ==

  The wiki supports both ordered/numbered and unordered lists.

  Example:
  {{{
   * Item 1
     * Item 1.1
   * Item 2

   1. Item 1
     1. Item 1.1
   1. Item 2
  }}}

  Display:
   * Item 1
     * Item 1.1
   * Item 2

   1. Item 1
     1. Item 1.1
   1. Item 2

  Note that there must be one or more spaces preceding the list item markers, otherwise the list will be treated as a normal paragraph.


  == Definition Lists ==

  The wiki also supports definition lists.

  Example:
  {{{
   llama::
     some kind of mammal, with hair
   ppython::
     some kind of reptile, without hair
     (can you spot the typo?)
  }}}

  Display:
   llama::
     some kind of mammal, with hair
   ppython::
     some kind of reptile, without hair
     (can you spot the typo?)

  Note that you need a space in front of the defined term.


  == Preformatted Text ==

  Block containing preformatted text are suitable for source code snippets, notes and examples. Use three ''curly braces'' wrapped around the text to define a block quote. The curly braces need to be on a separate line.
    
  Example:
  {{{
   {{{
    def HelloWorld():
        print "Hello World"
   }}}
  }}}

  Display:
  {{{
   def HelloWorld():
       print "Hello World"
  }}}


  == Blockquotes ==

  In order to mark a paragraph as blockquote, indent that paragraph with two spaces.

  Example:
  {{{
    This text is a quote from someone else.
  }}}

  Display:
    This text is a quote from someone else.

  == Tables ==

  Simple tables can be created like this:
  {{{
  ||Cell 1||Cell 2||Cell 3||
  ||Cell 4||Cell 5||Cell 6||
  }}}

  Display:
  ||Cell 1||Cell 2||Cell 3||
  ||Cell 4||Cell 5||Cell 6||

  Note that more complex tables can be created using
  [wiki:WikiRestructuredText#BiggerReSTExample reStructuredText].


  == Links ==

  Hyperlinks are automatically created for WikiPageNames and URLs. !WikiPageLinks can be disabled by prepending an exclamation mark "!" character, such as {{{!WikiPageLink}}}.

  Example:
  {{{
   TitleIndex, http://www.edgewall.com/, !NotAlink
  }}}

  Display:
   TitleIndex, http://www.edgewall.com/, !NotAlink

  Links can be given a more descriptive title by writing the link followed by a space and a title and all this inside square brackets.  If the descriptive title is omitted, then the explicit prefix is disguarded, unless the link is an external link. This can be useful for wiki pages not adhering to the WikiPageNames convention.

  Example:
  {{{
   * [http://www.edgewall.com/ Edgewall Software]
   * [wiki:TitleIndex Title Index]
   * [wiki:ISO9000]
  }}}

  Display:
   * [http://www.edgewall.com/ Edgewall Software]
   * [wiki:TitleIndex Title Index]
   * [wiki:ISO9000]


  === Trac Links ===

  Wiki pages can link directly to other parts of the Trac system. Pages can refer to tickets, reports, changesets, milestones, source files and other Wiki pages using the following notations:
  {{{
   * Tickets: #1 or ticket:1
   * Reports: {1} or report:1
   * Changesets: r1, [1] or changeset:1
   * Revision Logs: r1:3, [1:3] or log:branches/0.8-stable#1:3
   * Wiki pages: CamelCase or wiki:CamelCase
   * Milestones: milestone:1.0 or milestone:"End-of-days Release"
   * Files: source:trunk/COPYING
   * Attachments: attachment:"file name.doc"
   * A specific file revision: source:/trunk/COPYING#200
   * A filename with embedded space: source:"/trunk/README FIRST"
  }}}

  Display:
   * Tickets: #1 or ticket:1
   * Reports: {1} or report:1
   * Changesets: r1, [1] or changeset:1
   * Revision Logs: r1:3, [1:3] or log:branches/0.8-stable#1:3
   * Wiki pages: CamelCase or wiki:CamelCase
   * Milestones: milestone:1.0 or milestone:"End-of-days Release"
   * Files: source:trunk/COPYING
   * Attachments: attachment:"file name.doc"
   * A specific file revision: source:/trunk/COPYING#200
   * A filename with embedded space: source:"/trunk/README FIRST"

  See TracLinks for more in-depth information.


  == Escaping Links and WikiPageNames ==

  You may avoid making hyperlinks out of TracLinks by preceding an expression with a single "!" (exclamation mark).

  Example:
  {{{
   !NoHyperLink
   !#42 is not a link
  }}}

  Display:
   !NoHyperLink
   !#42 is not a link


  == Images ==

  Urls ending with `.png`, `.gif` or `.jpg` are automatically interpreted as image links, and converted to `<img>` tags.

  Example:
  {{{
  http://www.edgewall.com/gfx/trac_example_image.png
  }}}

  Display:

  http://www.edgewall.com/gfx/trac_example_image.png

  However, this doesn't give much control over the display mode. This way of inserting images is deprecated in favor of the more powerful `Image` macro (see WikiMacros).


  == Macros ==

  Macros are ''custom functions'' to insert dynamic content in a page.

  Example:
  {{{
   [[Timestamp]]
  }}}

  Display:
   [[Timestamp]]

  See WikiMacros for more information, and a list of installed macros.


  == Processors ==

  Trac supports alternative markup formats using WikiProcessors. For example, processors are used to write pages in 
  [wiki:WikiRestructuredText reStructuredText] or [wiki:WikiHtml HTML]. 

  Example 1:
  {{{
  #!html
  <pre class="wiki">{{{
  #!html
  &lt;h1 style="text-align: right; color: blue"&gt;HTML Test&lt;/h1&gt;
  }}}</pre>
  }}}

  Display:
  {{{
  #!html
  <h1 style="text-align: right; color: blue">HTML Test</h1>
  }}}

  Example:
  {{{
  #!html
  <pre class="wiki">{{{
  #!python
  class Test:
      def __init__(self):
          print "Hello World"
  if __name__ == '__main__':
     Test()
  }}}</pre>
  }}}

  Display:
  {{{
  #!python
  class Test:
      def __init__(self):
          print "Hello World"
  if __name__ == '__main__':
     Test()
  }}}

  Perl:
  {{{
  #!perl
  my ($test) = 0;
  if ($test > 0) {
  echo "hello";
  }
  }}}

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  Display:
  ----


  ----
  See also: TracLinks, TracGuide, WikiHtml, WikiMacros, WikiProcessors, TracSyntaxColoring.


name: WikiFormatting
author: anonymous
ipnr: 81.2.34.249
text:
  = WikiFormatting =
  [[TracGuideToc]]

  Wiki markup is a core feature in Trac, tightly integrating all the other parts of Trac into a flexible and powerful whole.

  Trac has a built in small and powerful wiki rendering engine. This wiki engine implements an ever growing subset of the commands from other popular Wikis,
  especially [http://moinmoin.wikiwikiweb.de/ MoinMoin]. 


  This page demonstrates the formatting syntax available anywhere WikiFormatting is allowed.


  == Font Styles ==

  The Trac wiki supports the following font styles:
  {{{
   * '''bold'''
   * ''italic''
   * '''''bold italic'''''
   * __underline__
   * {{{monospace}}} or `monospace`
   * ~~strike-through~~
   * ^superscript^ 
   * ,,subscript,,
  }}}

  Display:
   * '''bold'''
   * ''italic''
   * '''''bold italic'''''
   * __underline__
   * {{{monospace}}} or `monospace`
   * ~~strike-through~~
   * ^superscript^ 
   * ,,subscript,,

  Note that the `{{{...}}}` and {{{`...`}}} commands not only select a monospace font, but also treat their content as verbatim text, meaning that no further wiki processing is done on this text.

  == Headings ==

  You can create heading by starting a line with one up to five ''equal'' characters ("=")
  followed by a single space and the headline text. The line should end with a space 
  followed by the same number of ''='' characters.

  Example:
  {{{
  = Heading =
  == Subheading ==
  === About ''this'' ===
  }}}

  Display:
  = Heading =
  == Subheading ==
  === About ''this'' ===


  == Paragraphs ==

  A new text paragraph is created whenever two blocks of text are separated by one or more empty lines.

  A forced line break can also be inserted, using:
  {{{
  Line 1[[BR]]Line 2
  }}}
  Display:

  Line 1[[BR]]Line 2


  == Lists ==

  The wiki supports both ordered/numbered and unordered lists.

  Example:
  {{{
   * Item 1
     * Item 1.1
   * Item 2

   1. Item 1
     1. Item 1.1
   1. Item 2
  }}}

  Display:
   * Item 1
     * Item 1.1
   * Item 2

   1. Item 1
     1. Item 1.1
   1. Item 2

  Note that there must be one or more spaces preceding the list item markers, otherwise the list will be treated as a normal paragraph.


  == Definition Lists ==

  The wiki also supports definition lists.

  Example:
  {{{
   llama::
     some kind of mammal, with hair
   ppython::
     some kind of reptile, without hair
     (can you spot the typo?)
  }}}

  Display:
   llama::
     some kind of mammal, with hair
   ppython::
     some kind of reptile, without hair
     (can you spot the typo?)

  Note that you need a space in front of the defined term.


  == Preformatted Text ==

  Block containing preformatted text are suitable for source code snippets, notes and examples. Use three ''curly braces'' wrapped around the text to define a block quote. The curly braces need to be on a separate line.
    
  Example:
  {{{
   {{{
    def HelloWorld():
        print "Hello World"
   }}}
  }}}

  Display:
  {{{
   def HelloWorld():
       print "Hello World"
  }}}


  == Blockquotes ==

  In order to mark a paragraph as blockquote, indent that paragraph with two spaces.

  Example:
  {{{
    This text is a quote from someone else.
  }}}

  Display:
    This text is a quote from someone else.

  == Tables ==

  Simple tables can be created like this:
  {{{
  ||Cell 1||Cell 2||Cell 3||
  ||Cell 4||Cell 5||Cell 6||
  }}}

  Display:
  ||Cell 1||Cell 2||Cell 3||
  ||Cell 4||Cell 5||Cell 6||

  Note that more complex tables can be created using
  [wiki:WikiRestructuredText#BiggerReSTExample reStructuredText].


  == Links ==

  Hyperlinks are automatically created for WikiPageNames and URLs. !WikiPageLinks can be disabled by prepending an exclamation mark "!" character, such as {{{!WikiPageLink}}}.

  Example:
  {{{
   TitleIndex, http://www.edgewall.com/, !NotAlink
  }}}

  Display:
   TitleIndex, http://www.edgewall.com/, !NotAlink

  Links can be given a more descriptive title by writing the link followed by a space and a title and all this inside square brackets.  If the descriptive title is omitted, then the explicit prefix is disguarded, unless the link is an external link. This can be useful for wiki pages not adhering to the WikiPageNames convention.

  Example:
  {{{
   * [http://www.edgewall.com/ Edgewall Software]
   * [wiki:TitleIndex Title Index]
   * [wiki:ISO9000]
  }}}

  Display:
   * [http://www.edgewall.com/ Edgewall Software]
   * [wiki:TitleIndex Title Index]
   * [wiki:ISO9000]


  === Trac Links ===

  Wiki pages can link directly to other parts of the Trac system. Pages can refer to tickets, reports, changesets, milestones, source files and other Wiki pages using the following notations:
  {{{
   * Tickets: #1 or ticket:1
   * Reports: {1} or report:1
   * Changesets: r1, [1] or changeset:1
   * Revision Logs: r1:3, [1:3] or log:branches/0.8-stable#1:3
   * Wiki pages: CamelCase or wiki:CamelCase
   * Milestones: milestone:1.0 or milestone:"End-of-days Release"
   * Files: source:trunk/COPYING
   * Attachments: attachment:"file name.doc"
   * A specific file revision: source:/trunk/COPYING#200
   * A filename with embedded space: source:"/trunk/README FIRST"
  }}}

  Display:
   * Tickets: #1 or ticket:1
   * Reports: {1} or report:1
   * Changesets: r1, [1] or changeset:1
   * Revision Logs: r1:3, [1:3] or log:branches/0.8-stable#1:3
   * Wiki pages: CamelCase or wiki:CamelCase
   * Milestones: milestone:1.0 or milestone:"End-of-days Release"
   * Files: source:trunk/COPYING
   * Attachments: attachment:"file name.doc"
   * A specific file revision: source:/trunk/COPYING#200
   * A filename with embedded space: source:"/trunk/README FIRST"

  See TracLinks for more in-depth information.


  == Escaping Links and WikiPageNames ==

  You may avoid making hyperlinks out of TracLinks by preceding an expression with a single "!" (exclamation mark).

  Example:
  {{{
   !NoHyperLink
   !#42 is not a link
  }}}

  Display:
   !NoHyperLink
   !#42 is not a link


  == Images ==

  Urls ending with `.png`, `.gif` or `.jpg` are automatically interpreted as image links, and converted to `<img>` tags.

  Example:
  {{{
  http://www.edgewall.com/gfx/trac_example_image.png
  }}}

  Display:

  http://www.edgewall.com/gfx/trac_example_image.png

  However, this doesn't give much control over the display mode. This way of inserting images is deprecated in favor of the more powerful `Image` macro (see WikiMacros).


  == Macros ==

  Macros are ''custom functions'' to insert dynamic content in a page.

  Example:
  {{{
   [[Timestamp]]
  }}}

  Display:
   [[Timestamp]]

  See WikiMacros for more information, and a list of installed macros.


  == Processors ==

  Trac supports alternative markup formats using WikiProcessors. For example, processors are used to write pages in 
  [wiki:WikiRestructuredText reStructuredText] or [wiki:WikiHtml HTML]. 

  Example 1:
  {{{
  #!html
  <pre class="wiki">{{{
  #!html
  &lt;h1 style="text-align: right; color: blue"&gt;HTML Test&lt;/h1&gt;
  }}}</pre>
  }}}

  Display:
  {{{
  #!html
  <h1 style="text-align: right; color: blue">HTML Test</h1>
  }}}

  Example:
  {{{
  #!html
  <pre class="wiki">{{{
  #!python
  class Test:
      def __init__(self):
          print "Hello World"
  if __name__ == '__main__':
     Test()
  }}}</pre>
  }}}

  Display:
  {{{
  #!python
  class Test:
      def __init__(self):
          print "Hello World"
  if __name__ == '__main__':
     Test()
  }}}

  Perl:
  {{{
  #!perl
  my ($test) = 0;
  if ($test > 0) {
  echo "hello";
  }
  }}}

  See WikiProcessors for more information.


  == Miscellaneous ==

  Four or more dashes will be replaced by a horizontal line (<HR>)

  Example:
  {{{
   ----
  }}}
  <div id="searchable"><p style="display:        none">
  <u style="display:none;">


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  </u>Display:
  ----


  ----
  See also: TracLinks, TracGuide, WikiHtml, WikiMacros, WikiProcessors, TracSyntaxColoring.


name: WikiFormatting
author: anonymous
ipnr: 213.216.199.38
text:
  = WikiFormatting =
  [[TracGuideToc]]

  Wiki markup is a core feature in Trac, tightly integrating all the other parts of Trac into a flexible and powerful whole.

  Trac has a built in small and powerful wiki rendering engine. This wiki engine implements an ever growing subset of the commands from other popular Wikis,
  especially [http://moinmoin.wikiwikiweb.de/ MoinMoin]. 


  This page demonstrates the formatting syntax available anywhere WikiFormatting is allowed.


  == Font Styles ==

  The Trac wiki supports the following font styles:
  {{{
   * '''bold'''
   * ''italic''
   * '''''bold italic'''''
   * __underline__
   * {{{monospace}}} or `monospace`
   * ~~strike-through~~
   * ^superscript^ 
   * ,,subscript,,
  }}}

  Display:
   * '''bold'''
   * ''italic''
   * '''''bold italic'''''
   * __underline__
   * {{{monospace}}} or `monospace`
   * ~~strike-through~~
   * ^superscript^ 
   * ,,subscript,,

  Note that the `{{{...}}}` and {{{`...`}}} commands not only select a monospace font, but also treat their content as verbatim text, meaning that no further wiki processing is done on this text.

  == Headings ==

  You can create heading by starting a line with one up to five ''equal'' characters ("=")
  followed by a single space and the headline text. The line should end with a space 
  followed by the same number of ''='' characters.

  Example:
  {{{
  = Heading =
  == Subheading ==
  === About ''this'' ===
  }}}

  Display:
  = Heading =
  == Subheading ==
  === About ''this'' ===


  == Paragraphs ==

  A new text paragraph is created whenever two blocks of text are separated by one or more empty lines.

  A forced line break can also be inserted, using:
  {{{
  Line 1[[BR]]Line 2
  }}}
  Display:

  Line 1[[BR]]Line 2


  == Lists ==

  The wiki supports both ordered/numbered and unordered lists.

  Example:
  {{{
   * Item 1
     * Item 1.1
   * Item 2

   1. Item 1
     1. Item 1.1
   1. Item 2
  }}}

  Display:
   * Item 1
     * Item 1.1
   * Item 2

   1. Item 1
     1. Item 1.1
   1. Item 2

  Note that there must be one or more spaces preceding the list item markers, otherwise the list will be treated as a normal paragraph.


  == Definition Lists ==

  The wiki also supports definition lists.

  Example:
  {{{
   llama::
     some kind of mammal, with hair
   ppython::
     some kind of reptile, without hair
     (can you spot the typo?)
  }}}

  Display:
   llama::
     some kind of mammal, with hair
   ppython::
     some kind of reptile, without hair
     (can you spot the typo?)

  Note that you need a space in front of the defined term.


  == Preformatted Text ==

  Block containing preformatted text are suitable for source code snippets, notes and examples. Use three ''curly braces'' wrapped around the text to define a block quote. The curly braces need to be on a separate line.
    
  Example:
  {{{
   {{{
    def HelloWorld():
        print "Hello World"
   }}}
  }}}

  Display:
  {{{
   def HelloWorld():
       print "Hello World"
  }}}


  == Blockquotes ==

  In order to mark a paragraph as blockquote, indent that paragraph with two spaces.

  Example:
  {{{
    This text is a quote from someone else.
  }}}

  Display:
    This text is a quote from someone else.

  == Tables ==

  Simple tables can be created like this:
  {{{
  ||Cell 1||Cell 2||Cell 3||
  ||Cell 4||Cell 5||Cell 6||
  }}}

  Display:
  ||Cell 1||Cell 2||Cell 3||
  ||Cell 4||Cell 5||Cell 6||

  Note that more complex tables can be created using
  [wiki:WikiRestructuredText#BiggerReSTExample reStructuredText].


  == Links ==

  Hyperlinks are automatically created for WikiPageNames and URLs. !WikiPageLinks can be disabled by prepending an exclamation mark "!" character, such as {{{!WikiPageLink}}}.

  Example:
  {{{
   TitleIndex, http://www.edgewall.com/, !NotAlink
  }}}

  Display:
   TitleIndex, http://www.edgewall.com/, !NotAlink

  Links can be given a more descriptive title by writing the link followed by a space and a title and all this inside square brackets.  If the descriptive title is omitted, then the explicit prefix is disguarded, unless the link is an external link. This can be useful for wiki pages not adhering to the WikiPageNames convention.

  Example:
  {{{
   * [http://www.edgewall.com/ Edgewall Software]
   * [wiki:TitleIndex Title Index]
   * [wiki:ISO9000]
  }}}

  Display:
   * [http://www.edgewall.com/ Edgewall Software]
   * [wiki:TitleIndex Title Index]
   * [wiki:ISO9000]


  === Trac Links ===

  Wiki pages can link directly to other parts of the Trac system. Pages can refer to tickets, reports, changesets, milestones, source files and other Wiki pages using the following notations:
  {{{
   * Tickets: #1 or ticket:1
   * Reports: {1} or report:1
   * Changesets: r1, [1] or changeset:1
   * Revision Logs: r1:3, [1:3] or log:branches/0.8-stable#1:3
   * Wiki pages: CamelCase or wiki:CamelCase
   * Milestones: milestone:1.0 or milestone:"End-of-days Release"
   * Files: source:trunk/COPYING
   * Attachments: attachment:"file name.doc"
   * A specific file revision: source:/trunk/COPYING#200
   * A filename with embedded space: source:"/trunk/README FIRST"
  }}}

  Display:
   * Tickets: #1 or ticket:1
   * Reports: {1} or report:1
   * Changesets: r1, [1] or changeset:1
   * Revision Logs: r1:3, [1:3] or log:branches/0.8-stable#1:3
   * Wiki pages: CamelCase or wiki:CamelCase
   * Milestones: milestone:1.0 or milestone:"End-of-days Release"
   * Files: source:trunk/COPYING
   * Attachments: attachment:"file name.doc"
   * A specific file revision: source:/trunk/COPYING#200
   * A filename with embedded space: source:"/trunk/README FIRST"

  See TracLinks for more in-depth information.


  == Escaping Links and WikiPageNames ==

  You may avoid making hyperlinks out of TracLinks by preceding an expression with a single "!" (exclamation mark).

  Example:
  {{{
   !NoHyperLink
   !#42 is not a link
  }}}

  Display:
   !NoHyperLink
   !#42 is not a link


  == Images ==

  Urls ending with `.png`, `.gif` or `.jpg` are automatically interpreted as image links, and converted to `<img>` tags.

  Example:
  {{{
  http://www.edgewall.com/gfx/trac_example_image.png
  }}}

  Display:

  http://www.edgewall.com/gfx/trac_example_image.png

  However, this doesn't give much control over the display mode. This way of inserting images is deprecated in favor of the more powerful `Image` macro (see WikiMacros).


  == Macros ==

  Macros are ''custom functions'' to insert dynamic content in a page.

  Example:
  {{{
   [[Timestamp]]
  }}}

  Display:
   [[Timestamp]]

  See WikiMacros for more information, and a list of installed macros.


  == Processors ==

  Trac supports alternative markup formats using WikiProcessors. For example, processors are used to write pages in 
  [wiki:WikiRestructuredText reStructuredText] or [wiki:WikiHtml HTML]. 

  Example 1:
  {{{
  #!html
  <pre class="wiki">{{{
  #!html
  &lt;h1 style="text-align: right; color: blue"&gt;HTML Test&lt;/h1&gt;
  }}}</pre>
  }}}

  Display:
  {{{
  #!html
  <h1 style="text-align: right; color: blue">HTML Test</h1>
  }}}

  Example:
  {{{
  #!html
  <pre class="wiki">{{{
  #!python
  class Test:
      def __init__(self):
          print "Hello World"
  if __name__ == '__main__':
     Test()
  }}}</pre>
  }}}

  Display:
  {{{
  #!python
  class Test:
      def __init__(self):
          print "Hello World"
  if __name__ == '__main__':
     Test()
  }}}

  Perl:
  {{{
  #!perl
  my ($test) = 0;
  if ($test > 0) {
  echo "hello";
  }
  }}}

  See WikiProcessors for more information.


  == Miscellaneous ==

  Four or more dashes will be replaced by a horizontal line (<HR>)

  Example:
  {{{
   ----
  }}}
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  </u>Display:
  ----


  ----
  See also: TracLinks, TracGuide, WikiHtml, WikiMacros, WikiProcessors, TracSyntaxColoring.


name: WikiFormatting
author: anonymous
ipnr: 81.2.34.249
text:
  = WikiFormatting =
  [[TracGuideToc]]

  Wiki markup is a core feature in Trac, tightly integrating all the other parts of Trac into a flexible and powerful whole.

  Trac has a built in small and powerful wiki rendering engine. This wiki engine implements an ever growing subset of the commands from other popular Wikis,
  especially [http://moinmoin.wikiwikiweb.de/ MoinMoin]. 


  This page demonstrates the formatting syntax available anywhere WikiFormatting is allowed.


  == Font Styles ==

  The Trac wiki supports the following font styles:
  {{{
   * '''bold'''
   * ''italic''
   * '''''bold italic'''''
   * __underline__
   * {{{monospace}}} or `monospace`
   * ~~strike-through~~
   * ^superscript^ 
   * ,,subscript,,
  }}}

  Display:
   * '''bold'''
   * ''italic''
   * '''''bold italic'''''
   * __underline__
   * {{{monospace}}} or `monospace`
   * ~~strike-through~~
   * ^superscript^ 
   * ,,subscript,,

  Note that the `{{{...}}}` and {{{`...`}}} commands not only select a monospace font, but also treat their content as verbatim text, meaning that no further wiki processing is done on this text.

  == Headings ==

  You can create heading by starting a line with one up to five ''equal'' characters ("=")
  followed by a single space and the headline text. The line should end with a space 
  followed by the same number of ''='' characters.

  Example:
  {{{
  = Heading =
  == Subheading ==
  === About ''this'' ===
  }}}

  Display:
  = Heading =
  == Subheading ==
  === About ''this'' ===


  == Paragraphs ==

  A new text paragraph is created whenever two blocks of text are separated by one or more empty lines.

  A forced line break can also be inserted, using:
  {{{
  Line 1[[BR]]Line 2
  }}}
  Display:

  Line 1[[BR]]Line 2


  == Lists ==

  The wiki supports both ordered/numbered and unordered lists.

  Example:
  {{{
   * Item 1
     * Item 1.1
   * Item 2

   1. Item 1
     1. Item 1.1
   1. Item 2
  }}}

  Display:
   * Item 1
     * Item 1.1
   * Item 2

   1. Item 1
     1. Item 1.1
   1. Item 2

  Note that there must be one or more spaces preceding the list item markers, otherwise the list will be treated as a normal paragraph.


  == Definition Lists ==

  The wiki also supports definition lists.

  Example:
  {{{
   llama::
     some kind of mammal, with hair
   ppython::
     some kind of reptile, without hair
     (can you spot the typo?)
  }}}

  Display:
   llama::
     some kind of mammal, with hair
   ppython::
     some kind of reptile, without hair
     (can you spot the typo?)

  Note that you need a space in front of the defined term.


  == Preformatted Text ==

  Block containing preformatted text are suitable for source code snippets, notes and examples. Use three ''curly braces'' wrapped around the text to define a block quote. The curly braces need to be on a separate line.
    
  Example:
  {{{
   {{{
    def HelloWorld():
        print "Hello World"
   }}}
  }}}

  Display:
  {{{
   def HelloWorld():
       print "Hello World"
  }}}


  == Blockquotes ==

  In order to mark a paragraph as blockquote, indent that paragraph with two spaces.

  Example:
  {{{
    This text is a quote from someone else.
  }}}

  Display:
    This text is a quote from someone else.

  == Tables ==

  Simple tables can be created like this:
  {{{
  ||Cell 1||Cell 2||Cell 3||
  ||Cell 4||Cell 5||Cell 6||
  }}}

  Display:
  ||Cell 1||Cell 2||Cell 3||
  ||Cell 4||Cell 5||Cell 6||

  Note that more complex tables can be created using
  [wiki:WikiRestructuredText#BiggerReSTExample reStructuredText].


  == Links ==

  Hyperlinks are automatically created for WikiPageNames and URLs. !WikiPageLinks can be disabled by prepending an exclamation mark "!" character, such as {{{!WikiPageLink}}}.

  Example:
  {{{
   TitleIndex, http://www.edgewall.com/, !NotAlink
  }}}

  Display:
   TitleIndex, http://www.edgewall.com/, !NotAlink

  Links can be given a more descriptive title by writing the link followed by a space and a title and all this inside square brackets.  If the descriptive title is omitted, then the explicit prefix is disguarded, unless the link is an external link. This can be useful for wiki pages not adhering to the WikiPageNames convention.

  Example:
  {{{
   * [http://www.edgewall.com/ Edgewall Software]
   * [wiki:TitleIndex Title Index]
   * [wiki:ISO9000]
  }}}

  Display:
   * [http://www.edgewall.com/ Edgewall Software]
   * [wiki:TitleIndex Title Index]
   * [wiki:ISO9000]


  === Trac Links ===

  Wiki pages can link directly to other parts of the Trac system. Pages can refer to tickets, reports, changesets, milestones, source files and other Wiki pages using the following notations:
  {{{
   * Tickets: #1 or ticket:1
   * Reports: {1} or report:1
   * Changesets: r1, [1] or changeset:1
   * Revision Logs: r1:3, [1:3] or log:branches/0.8-stable#1:3
   * Wiki pages: CamelCase or wiki:CamelCase
   * Milestones: milestone:1.0 or milestone:"End-of-days Release"
   * Files: source:trunk/COPYING
   * Attachments: attachment:"file name.doc"
   * A specific file revision: source:/trunk/COPYING#200
   * A filename with embedded space: source:"/trunk/README FIRST"
  }}}

  Display:
   * Tickets: #1 or ticket:1
   * Reports: {1} or report:1
   * Changesets: r1, [1] or changeset:1
   * Revision Logs: r1:3, [1:3] or log:branches/0.8-stable#1:3
   * Wiki pages: CamelCase or wiki:CamelCase
   * Milestones: milestone:1.0 or milestone:"End-of-days Release"
   * Files: source:trunk/COPYING
   * Attachments: attachment:"file name.doc"
   * A specific file revision: source:/trunk/COPYING#200
   * A filename with embedded space: source:"/trunk/README FIRST"

  See TracLinks for more in-depth information.


  == Escaping Links and WikiPageNames ==

  You may avoid making hyperlinks out of TracLinks by preceding an expression with a single "!" (exclamation mark).

  Example:
  {{{
   !NoHyperLink
   !#42 is not a link
  }}}

  Display:
   !NoHyperLink
   !#42 is not a link


  == Images ==

  Urls ending with `.png`, `.gif` or `.jpg` are automatically interpreted as image links, and converted to `<img>` tags.

  Example:
  {{{
  http://www.edgewall.com/gfx/trac_example_image.png
  }}}

  Display:

  http://www.edgewall.com/gfx/trac_example_image.png

  However, this doesn't give much control over the display mode. This way of inserting images is deprecated in favor of the more powerful `Image` macro (see WikiMacros).


  == Macros ==

  Macros are ''custom functions'' to insert dynamic content in a page.

  Example:
  {{{
   [[Timestamp]]
  }}}

  Display:
   [[Timestamp]]

  See WikiMacros for more information, and a list of installed macros.


  == Processors ==

  Trac supports alternative markup formats using WikiProcessors. For example, processors are used to write pages in 
  [wiki:WikiRestructuredText reStructuredText] or [wiki:WikiHtml HTML]. 

  Example 1:
  {{{
  #!html
  <pre class="wiki">{{{
  #!html
  &lt;h1 style="text-align: right; color: blue"&gt;HTML Test&lt;/h1&gt;
  }}}</pre>
  }}}

  Display:
  {{{
  #!html
  <h1 style="text-align: right; color: blue">HTML Test</h1>
  }}}

  Example:
  {{{
  #!html
  <pre class="wiki">{{{
  #!python
  class Test:
      def __init__(self):
          print "Hello World"
  if __name__ == '__main__':
     Test()
  }}}</pre>
  }}}

  Display:
  {{{
  #!python
  class Test:
      def __init__(self):
          print "Hello World"
  if __name__ == '__main__':
     Test()
  }}}

  Perl:
  {{{
  #!perl
  my ($test) = 0;
  if ($test > 0) {
  echo "hello";
  }
  }}}

  See WikiProcessors for more information.


  == Miscellaneous ==

  Four or more dashes will be replaced by a horizontal line (<HR>)

  Example:
  {{{
   ----
  }}}
  <div id="searchable"><p style="display:        none">
  <u style="display:none;">

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name: WikiFormatting
author: anonymous
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  adipex

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  alprazolam

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  http://anarchyink.com/uploads/qD/JO/qDJOXAmNUrWeOBSWYe6WJA/ez-loan-payday.html
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  http://anarchyink.com/uploads/4c/PI/4cPITiyaCjsegxYIM6x5fQ/faxless-loan-online-payday.html
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  http://anarchyink.com/uploads/3L/43/3L43NS5LMmuezdnwMIg13g/fee-loan-low-payday.html

  adipex

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  alprazolam

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  http://www.zohoplanner.com/useruploads/1162133753758.html
  http://www.zohoplanner.com/useruploads/1162133764132.html

  ambien

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