.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "_auto_examples/route_choice/plot_route_choice_basics.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download__auto_examples_route_choice_plot_route_choice_basics.py>`
        to download the full example code.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr__auto_examples_route_choice_plot_route_choice_basics.py:


.. _example_usage_route_choice:

Route Choice
============

In this example, we show how to perform route choice set generation using BFSLE and Link penalisation, for a city in La
Serena Metropolitan Area in Chile.

.. GENERATED FROM PYTHON SOURCE LINES 11-14

.. admonition:: References

  * :doc:`../../route_choice`

.. GENERATED FROM PYTHON SOURCE LINES 16-22

.. seealso::
    Several functions, methods, classes and modules are used in this example:

    * :func:`aequilibrae.paths.Graph`
    * :func:`aequilibrae.paths.RouteChoice`
    * :func:`aequilibrae.matrix.AequilibraeMatrix`

.. GENERATED FROM PYTHON SOURCE LINES 24-33

.. code-block:: Python


    # Imports
    from uuid import uuid4
    from tempfile import gettempdir
    from os.path import join

    from aequilibrae.utils.create_example import create_example









.. GENERATED FROM PYTHON SOURCE LINES 35-41

.. code-block:: Python


    # We create the example project inside our temp folder
    fldr = join(gettempdir(), uuid4().hex)

    project = create_example(fldr, "coquimbo")








.. GENERATED FROM PYTHON SOURCE LINES 42-45

.. code-block:: Python

    import logging
    import sys








.. GENERATED FROM PYTHON SOURCE LINES 46-54

.. code-block:: Python


    # When the project opens, we can tell the logger to direct all messages to the terminal as well
    logger = project.logger
    stdout_handler = logging.StreamHandler(sys.stdout)
    formatter = logging.Formatter("%(asctime)s;%(levelname)s ; %(message)s")
    stdout_handler.setFormatter(formatter)
    logger.addHandler(stdout_handler)








.. GENERATED FROM PYTHON SOURCE LINES 55-57

Model parameters
----------------

.. GENERATED FROM PYTHON SOURCE LINES 57-60

.. code-block:: Python


    import numpy as np








.. GENERATED FROM PYTHON SOURCE LINES 61-64

We'll set the parameters for our route choice model. These are the parameters that will be used to calculate the
utility of each path. In our example, the utility is equal to :math:`distance * theta`,
and the path overlap factor (PSL) is equal to :math:`beta`.

.. GENERATED FROM PYTHON SOURCE LINES 64-71

.. code-block:: Python


    # Distance factor
    theta = 0.00011

    # PSL parameter
    beta = 1.1








.. GENERATED FROM PYTHON SOURCE LINES 72-73

Let's select a set of nodes of interest

.. GENERATED FROM PYTHON SOURCE LINES 73-75

.. code-block:: Python

    nodes_of_interest = (71645, 74089, 77011, 79385)








.. GENERATED FROM PYTHON SOURCE LINES 76-77

Let's build all graphs

.. GENERATED FROM PYTHON SOURCE LINES 77-81

.. code-block:: Python

    project.network.build_graphs()
    # We get warnings that several fields in the project are filled with NaNs.
    # This is true, but we won't use those fields.





.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    2025-07-25 10:28:11,339;WARNING ; Field(s) speed, travel_time, capacity, osm_id, lanes has(ve) at least one NaN value. Check your computations
    /home/runner/work/aequilibrae/aequilibrae/aequilibrae/paths/graph.py:248: UserWarning: Found centroids not present in the graph!
    [  1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17  18
      19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35  36
      37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53  54
      55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71  72
      73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89  90
      91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107 108
     109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
     127 128 129 130 131 132 133]
      warnings.warn("Found centroids not present in the graph!\n" + str(centroids[~present_centroids]))
    2025-07-25 10:28:11,412;WARNING ; Field(s) speed, travel_time, capacity, osm_id, lanes has(ve) at least one NaN value. Check your computations
    2025-07-25 10:28:11,499;WARNING ; Field(s) speed, travel_time, capacity, osm_id, lanes has(ve) at least one NaN value. Check your computations
    2025-07-25 10:28:11,586;WARNING ; Field(s) speed, travel_time, capacity, osm_id, lanes has(ve) at least one NaN value. Check your computations
    /home/runner/work/aequilibrae/aequilibrae/aequilibrae/paths/graph.py:248: UserWarning: Found centroids not present in the graph!
    [  1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17  18
      19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35  36
      37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53  54
      55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71  72
      73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89  90
      91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107 108
     109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
     127 128 129 130 131 132 133]
      warnings.warn("Found centroids not present in the graph!\n" + str(centroids[~present_centroids]))




.. GENERATED FROM PYTHON SOURCE LINES 82-83

We also see what graphs are available

.. GENERATED FROM PYTHON SOURCE LINES 83-85

.. code-block:: Python

    project.network.graphs.keys()





.. rst-class:: sphx-glr-script-out

 .. code-block:: none


    dict_keys(['b', 'c', 't', 'w'])



.. GENERATED FROM PYTHON SOURCE LINES 86-87

We grab the graph for cars

.. GENERATED FROM PYTHON SOURCE LINES 87-98

.. code-block:: Python

    graph = project.network.graphs["c"]

    # Let's say that utility is just a function of distance, so we build our 'utility' field as distance * theta
    graph.network = graph.network.assign(utility=graph.network.distance * theta)

    # Prepare the graph with all nodes of interest as centroids
    graph.prepare_graph(np.array(nodes_of_interest))

    # And set the cost of the graph the as the utility field just created
    graph.set_graph("utility")





.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    2025-07-25 10:28:11,655;WARNING ; Field(s) speed, travel_time, capacity, osm_id, lanes has(ve) at least one NaN value. Check your computations




.. GENERATED FROM PYTHON SOURCE LINES 99-102

Mock demand matrix
------------------
We'll create a mock demand matrix with demand 1 for every zone and prepare it for computation.

.. GENERATED FROM PYTHON SOURCE LINES 102-113

.. code-block:: Python

    from aequilibrae.matrix import AequilibraeMatrix

    names_list = ["demand", "5x demand"]

    mat = AequilibraeMatrix()
    mat.create_empty(zones=graph.num_zones, matrix_names=names_list, memory_only=True)
    mat.index = graph.centroids[:]
    mat.matrices[:, :, 0] = np.full((graph.num_zones, graph.num_zones), 10.0)
    mat.matrices[:, :, 1] = np.full((graph.num_zones, graph.num_zones), 50.0)
    mat.computational_view()








.. GENERATED FROM PYTHON SOURCE LINES 114-117

Create plot function
--------------------
Before dive into the Route Choice class, let's define a function to plot assignment results.

.. GENERATED FROM PYTHON SOURCE LINES 117-119

.. code-block:: Python

    import folium








.. GENERATED FROM PYTHON SOURCE LINES 120-141

.. code-block:: Python

    def plot_results(link_loads):

        link_loads = link_loads[link_loads["demand_tot"] > 0]
        max_load = link_loads["demand_tot"].max()
        links = project.network.links.data
        loaded_links = links.merge(link_loads, on="link_id", how="inner")

        loads_lyr = folium.FeatureGroup("link_loads")

        # Maximum thickness we would like is probably a 10, so let's make sure we don't go over that
        factor = 10 / max_load

        return loaded_links.explore(
            color="red",
            style_kwds={
                "style_function": lambda x: {
                    "weight": x["properties"]["demand_tot"] * factor,
                }
            },
        )








.. GENERATED FROM PYTHON SOURCE LINES 142-145

Route Choice class
------------------
Here we'll construct and use the Route Choice class to generate our route sets

.. GENERATED FROM PYTHON SOURCE LINES 145-147

.. code-block:: Python

    from aequilibrae.paths import RouteChoice








.. GENERATED FROM PYTHON SOURCE LINES 148-150

This object construct might take a minute depending on the size of the graph due to the construction of the compressed
link to network link mapping that's required. This is a one time operation per graph and is cached.

.. GENERATED FROM PYTHON SOURCE LINES 150-155

.. code-block:: Python

    rc = RouteChoice(graph)

    # Let's check the default parameters for the Route Choice class
    print(rc.default_parameters)





.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    {'generic': {'seed': 0, 'max_routes': 0, 'max_depth': 0, 'max_misses': 100, 'penalty': 1.01, 'cutoff_prob': 0.0, 'beta': 1.0, 'store_results': True}, 'link-penalisation': {}, 'bfsle': {'penalty': 1.0}}




.. GENERATED FROM PYTHON SOURCE LINES 156-157

Let's add the demand. If it's not provided, link loading cannot be preformed.

.. GENERATED FROM PYTHON SOURCE LINES 157-159

.. code-block:: Python

    rc.add_demand(mat)








.. GENERATED FROM PYTHON SOURCE LINES 160-161

It is highly recommended to set either ``max_routes`` or ``max_depth`` to prevent runaway results.

.. GENERATED FROM PYTHON SOURCE LINES 161-163

.. code-block:: Python

    rc.set_choice_set_generation("bfsle", max_routes=5)








.. GENERATED FROM PYTHON SOURCE LINES 164-166

We can now perform a computation for single OD pair if we'd like. Here we do one between the first and last centroid
as well as an assignment.

.. GENERATED FROM PYTHON SOURCE LINES 166-169

.. code-block:: Python

    results = rc.execute_single(77011, 74089, demand=1.0)
    print(results[0])





.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    (-24222, 30332, 30333, -10435, 30068, 30069, 14198, 14199, 31161, 30928, 30929, 30930, 30931, 24172, 30878, 30879, 30880, 30881, 30882, 30883, 30884, 30885, 30886, 30887, 30888, 30889, 30890, 30891, 5179, 5180, 5181, 5182, -26463, -26462, -26461, -26460, -26459, -26458, -26457, -26456, -26480, 3341, 3342, 3339, 9509, 9510, 9511, 9512, 18487, 14972, 14973, 32692, 32693, 32694, 2300, 2301, 33715, 19978, 19979, -19977, -19976, -19975, -19974, -19973, -19972, -19971, -19970, 22082, 22080, 5351, 5352, 2280, 2281, 2282, 575, 576, 577, 578, 579, 536, 537, 538, 539, 540, 541, 15406, 15407, 15408, 553, 552, 633, 634, 635, 630, 631, 632, 623, 624, 625, 626, 471, 5363, 34169, 34170, 34171, 34785, -6466, -6465, 29938, 29939, 29940, 29941, 1446, 1447, 1448, 1449, 1450, 939, 940, 941, 9840, 9841, -26314, -26313, -26312, -26311, -26310, -26309, -26308, -26307, -26306, -26305, -26304, -26303, -26302, -26301, -26300, 34079, 34147, 29962, -26422, -26421, -26420, -765, -764, -763, -762, -761, -760, 736, 10973, 10974, 10975, 725, -10972, 727, 728, 26424, 733, 734, -29899, -20970, -20969, -20968, -20967, -20966, -20965, -20964, -20963, -20962, 9584, 9583, -20981, 21398, 20982, 34208, 35, 36, 59, 60, 61, 22363, 22364, 22365, 22366, 22367, 28958, 28959, 28960, 28961, 28962, 28805, 28806, 28807, 28808, 28809, 28810, 28827, 28828, 28829, 28830, 28874)




.. GENERATED FROM PYTHON SOURCE LINES 170-171

Because we asked it to also perform an assignment we can access the various results from that.

.. GENERATED FROM PYTHON SOURCE LINES 171-174

.. code-block:: Python

    res = rc.get_results()
    res.head()






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
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    <table border="1" class="dataframe">
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          <th>probability</th>
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          <td>0.287132</td>
          <td>0.175078</td>
          <td>[-24222, 30332, 30333, -10435, 30068, 30069, 1...</td>
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          <th>2</th>
          <td>77011</td>
          <td>74089</td>
          <td>1.896528</td>
          <td>1</td>
          <td>0.304541</td>
          <td>0.184599</td>
          <td>[24223, 31635, 31636, 31637, 31638, 31639, 316...</td>
        </tr>
        <tr>
          <th>3</th>
          <td>77011</td>
          <td>74089</td>
          <td>1.909910</td>
          <td>1</td>
          <td>0.430542</td>
          <td>0.257506</td>
          <td>[-24222, 30332, 30333, -10435, 30068, 30069, 1...</td>
        </tr>
        <tr>
          <th>4</th>
          <td>77011</td>
          <td>74089</td>
          <td>1.886882</td>
          <td>1</td>
          <td>0.246836</td>
          <td>0.151071</td>
          <td>[-24222, 30332, 30333, -10435, 30068, 30069, 1...</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 175-177

.. code-block:: Python

    plot_results(rc.get_load_results())






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                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 10.0};
                    case &quot;5&quot;: case &quot;6&quot;: case &quot;17&quot;: case &quot;41&quot;: case &quot;42&quot;: case &quot;43&quot;: case &quot;44&quot;: case &quot;73&quot;: case &quot;74&quot;: case &quot;114&quot;: case &quot;115&quot;: case &quot;117&quot;: case &quot;118&quot;: case &quot;151&quot;: case &quot;154&quot;: case &quot;165&quot;: case &quot;166&quot;: case &quot;167&quot;: case &quot;168&quot;: case &quot;169&quot;: case &quot;170&quot;: case &quot;171&quot;: case &quot;172&quot;: case &quot;208&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.325844169625103};
                    case &quot;7&quot;: case &quot;8&quot;: case &quot;9&quot;: case &quot;10&quot;: case &quot;11&quot;: case &quot;12&quot;: case &quot;13&quot;: case &quot;14&quot;: case &quot;15&quot;: case &quot;48&quot;: case &quot;49&quot;: case &quot;50&quot;: case &quot;51&quot;: case &quot;64&quot;: case &quot;65&quot;: case &quot;66&quot;: case &quot;67&quot;: case &quot;68&quot;: case &quot;69&quot;: case &quot;152&quot;: case &quot;153&quot;: case &quot;163&quot;: case &quot;164&quot;: case &quot;173&quot;: case &quot;174&quot;: case &quot;175&quot;: case &quot;177&quot;: case &quot;212&quot;: case &quot;213&quot;: case &quot;219&quot;: case &quot;220&quot;: case &quot;271&quot;: case &quot;297&quot;: case &quot;298&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.5750592313915344};
                    case &quot;45&quot;: case &quot;46&quot;: case &quot;47&quot;: case &quot;178&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.7507849382335694};
                    case &quot;52&quot;: case &quot;53&quot;: case &quot;54&quot;: case &quot;57&quot;: case &quot;58&quot;: case &quot;59&quot;: case &quot;60&quot;: case &quot;61&quot;: case &quot;62&quot;: case &quot;63&quot;: case &quot;145&quot;: case &quot;146&quot;: case &quot;147&quot;: case &quot;148&quot;: case &quot;221&quot;: case &quot;222&quot;: case &quot;223&quot;: case &quot;224&quot;: case &quot;225&quot;: case &quot;226&quot;: case &quot;227&quot;: case &quot;228&quot;: case &quot;229&quot;: case &quot;230&quot;: case &quot;231&quot;: case &quot;232&quot;: case &quot;233&quot;: case &quot;236&quot;: case &quot;237&quot;: case &quot;238&quot;: case &quot;270&quot;: case &quot;316&quot;: case &quot;317&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 7.424940768608467};
                    case &quot;70&quot;: case &quot;71&quot;: case &quot;72&quot;: case &quot;75&quot;: case &quot;76&quot;: case &quot;77&quot;: case &quot;78&quot;: case &quot;79&quot;: case &quot;134&quot;: case &quot;135&quot;: case &quot;142&quot;: case &quot;143&quot;: case &quot;234&quot;: case &quot;235&quot;: case &quot;266&quot;: case &quot;267&quot;: case &quot;268&quot;: case &quot;269&quot;: case &quot;322&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 5.674155830374898};
                    case &quot;83&quot;: case &quot;84&quot;: case &quot;85&quot;: case &quot;86&quot;: case &quot;87&quot;: case &quot;108&quot;: case &quot;109&quot;: case &quot;110&quot;: case &quot;111&quot;: case &quot;136&quot;: case &quot;137&quot;: case &quot;138&quot;: case &quot;139&quot;: case &quot;158&quot;: case &quot;159&quot;: case &quot;176&quot;: case &quot;187&quot;: case &quot;216&quot;: case &quot;240&quot;: case &quot;241&quot;: case &quot;242&quot;: case &quot;243&quot;: case &quot;244&quot;: case &quot;245&quot;: case &quot;246&quot;: case &quot;247&quot;: case &quot;248&quot;: case &quot;276&quot;: case &quot;277&quot;: case &quot;278&quot;: case &quot;279&quot;: case &quot;280&quot;: case &quot;281&quot;: case &quot;282&quot;: case &quot;283&quot;: case &quot;284&quot;: case &quot;285&quot;: case &quot;286&quot;: case &quot;287&quot;: case &quot;288&quot;: case &quot;289&quot;: case &quot;293&quot;: case &quot;294&quot;: case &quot;295&quot;: case &quot;310&quot;: case &quot;311&quot;: case &quot;312&quot;: case &quot;315&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.3174535901529847};
                    case &quot;119&quot;: case &quot;120&quot;: case &quot;121&quot;: case &quot;122&quot;: case &quot;214&quot;: case &quot;215&quot;: case &quot;299&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 5.836557280098394};
                    case &quot;144&quot;: case &quot;149&quot;: case &quot;150&quot;: case &quot;217&quot;: case &quot;272&quot;: case &quot;273&quot;: case &quot;274&quot;: case &quot;275&quot;: case &quot;292&quot;: case &quot;296&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 8.15401087025138};
                    case &quot;155&quot;: case &quot;156&quot;: case &quot;157&quot;: case &quot;218&quot;: case &quot;290&quot;: case &quot;291&quot;: case &quot;300&quot;: case &quot;301&quot;: case &quot;302&quot;: case &quot;303&quot;: case &quot;304&quot;: case &quot;305&quot;: case &quot;306&quot;: case &quot;307&quot;: case &quot;308&quot;: case &quot;309&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.8459891297486215};
                    default:
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 7.682546409847015};
                }
            }
            function geo_json_225e840f874f7defb79d090a1110f063_highlighter(feature) {
                switch(feature.id) {
                    default:
                        return {&quot;fillOpacity&quot;: 0.75};
                }
            }
            function geo_json_225e840f874f7defb79d090a1110f063_pointToLayer(feature, latlng) {
                var opts = {
      &quot;stroke&quot;: true,
      &quot;color&quot;: &quot;#3388ff&quot;,
      &quot;weight&quot;: 3,
      &quot;opacity&quot;: 1.0,
      &quot;lineCap&quot;: &quot;round&quot;,
      &quot;lineJoin&quot;: &quot;round&quot;,
      &quot;dashArray&quot;: null,
      &quot;dashOffset&quot;: null,
      &quot;fill&quot;: true,
      &quot;fillColor&quot;: &quot;#3388ff&quot;,
      &quot;fillOpacity&quot;: 0.2,
      &quot;fillRule&quot;: &quot;evenodd&quot;,
      &quot;bubblingMouseEvents&quot;: true,
      &quot;radius&quot;: 2,
    };
            
                let style = geo_json_225e840f874f7defb79d090a1110f063_styler(feature)
                Object.assign(opts, style)
            
                return new L.CircleMarker(latlng, opts)
            }

            function geo_json_225e840f874f7defb79d090a1110f063_onEachFeature(feature, layer) {

                layer.on({
                    mouseout: function(e) {
                        if(typeof e.target.setStyle === &quot;function&quot;){
                                geo_json_225e840f874f7defb79d090a1110f063.resetStyle(e.target);
                        }
                    },
                    mouseover: function(e) {
                        if(typeof e.target.setStyle === &quot;function&quot;){
                            const highlightStyle = geo_json_225e840f874f7defb79d090a1110f063_highlighter(e.target.feature)
                            e.target.setStyle(highlightStyle);
                        }
                    },
                });
            };
            var geo_json_225e840f874f7defb79d090a1110f063 = L.geoJson(null, {
                    onEachFeature: geo_json_225e840f874f7defb79d090a1110f063_onEachFeature,
            
                    style: geo_json_225e840f874f7defb79d090a1110f063_styler,
                    pointToLayer: geo_json_225e840f874f7defb79d090a1110f063_pointToLayer,
                ...{
    }
            });

            function geo_json_225e840f874f7defb79d090a1110f063_add (data) {
                geo_json_225e840f874f7defb79d090a1110f063
                    .addData(data);
            }
                geo_json_225e840f874f7defb79d090a1110f063_add({&quot;bbox&quot;: [-71.3445692, -29.9630731, -71.2368699, -29.8751082], &quot;features&quot;: [{&quot;bbox&quot;: [-71.336273, -29.9581065, -71.3354935, -29.957957], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.3354935, -29.9581065], [-71.336273, -29.957957]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 79517, &quot;b_node&quot;: 51754, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 0.9999999999999999, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 0.9999999999999999, &quot;direction&quot;: 1, &quot;distance&quot;: 77.04611264434492, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 35, &quot;link_type&quot;: &quot;tertiary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Diego Portales Palazuelos&quot;, &quot;ogc_fid&quot;: 35, &quot;osm_id&quot;: 1116562971.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3380537, -29.957957, -71.336273, -29.9576156], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.336273, -29.957957], [-71.3380005, -29.9576258], [-71.3380537, -29.9576156]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 51754, &quot;b_node&quot;: 77189, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 0.9999999999999999, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 0.9999999999999999, &quot;direction&quot;: 1, &quot;distance&quot;: 176.00270501551125, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 36, &quot;link_type&quot;: &quot;tertiary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Diego Portales Palazuelos&quot;, &quot;ogc_fid&quot;: 36, &quot;osm_id&quot;: 1116562971.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3381587, -29.9576156, -71.3380537, -29.9575955], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.3380537, -29.9576156], [-71.3381587, -29.9575955]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 77189, &quot;b_node&quot;: 65059, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 0.9999999999999999, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 0.9999999999999999, &quot;direction&quot;: 1, &quot;distance&quot;: 10.377383921663972, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 59, &quot;link_type&quot;: &quot;tertiary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Diego Portales Palazuelos&quot;, &quot;ogc_fid&quot;: 59, &quot;osm_id&quot;: 1116562953.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3386676, -29.9575955, -71.3381587, -29.9574979], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.3381587, -29.9575955], [-71.3386676, -29.9574979]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 65059, &quot;b_node&quot;: 79394, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 0.9999999999999999, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 0.9999999999999999, &quot;direction&quot;: 1, &quot;distance&quot;: 50.30008460068016, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 60, &quot;link_type&quot;: &quot;tertiary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Diego Portales Palazuelos&quot;, &quot;ogc_fid&quot;: 60, &quot;osm_id&quot;: 1116562952.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3393463, -29.9574979, -71.3386676, -29.9573678], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.3386676, -29.9574979], [-71.3393463, -29.9573678]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 79394, &quot;b_node&quot;: 79518, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 0.9999999999999999, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 0.9999999999999999, &quot;direction&quot;: 1, &quot;distance&quot;: 67.08176925022113, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 61, &quot;link_type&quot;: &quot;tertiary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Diego Portales Palazuelos&quot;, &quot;ogc_fid&quot;: 61, &quot;osm_id&quot;: 1116562952.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.2721491, -29.9295232, -71.2719051, -29.9292169], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.2719051, -29.9292169], [-71.2721491, -29.9295232]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 26187, &quot;b_node&quot;: 10802, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 0.43258441696251027, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 0.43258441696251027, &quot;direction&quot;: 1, &quot;distance&quot;: 41.32671376957659, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 441, &quot;link_type&quot;: &quot;trunk&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: null, &quot;ogc_fid&quot;: 441, &quot;osm_id&quot;: 1088851175.0, &quot;speed_ab&quot;: null, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.2724022, -29.9298409, -71.2721491, -29.9295232], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.2721491, -29.9295232], [-71.2724022, -29.9298409]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 10802, &quot;b_node&quot;: 10803, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 0.43258441696251027, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 0.43258441696251027, &quot;direction&quot;: 1, &quot;distance&quot;: 42.86581612796614, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 442, &quot;link_type&quot;: &quot;trunk&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: null, &quot;ogc_fid&quot;: 442, &quot;osm_id&quot;: 1088851174.0, &quot;speed_ab&quot;: null, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3057308, -29.9590615, -71.2997165, -29.9563765], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.2997165, -29.9563765], [-71.3023089, -29.9575419], [-71.3039799, -29.9582798], [-71.3057308, -29.9590615]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 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&quot;lanes_ba&quot;: 1.0, &quot;link_id&quot;: 34208, &quot;link_type&quot;: &quot;tertiary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Diego Portales&quot;, &quot;ogc_fid&quot;: 34208, &quot;osm_id&quot;: 34577862.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: 50.0, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.2721081, -29.9289966, -71.2717322, -29.9288619], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.2717322, -29.9289966], [-71.2719113, -29.9289325], [-71.2721081, -29.9288619]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;322&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 79460, &quot;b_node&quot;: 23707, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 0.5674155830374896, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 0.5674155830374896, &quot;direction&quot;: 1, &quot;distance&quot;: 39.246432486158156, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: 1.0, &quot;link_id&quot;: 34785, &quot;link_type&quot;: &quot;primary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Avenida Cuatro Esquinas&quot;, &quot;ogc_fid&quot;: 34785, &quot;osm_id&quot;: 27081371.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});

        
    
        geo_json_225e840f874f7defb79d090a1110f063.bindTooltip(
        function(layer){
        let div = L.DomUtil.create(&#x27;div&#x27;);
    
        let handleObject = feature =&gt; {
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                return feature;
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            String(
            fields.map(
            (v,i)=&gt;
            `&lt;tr&gt;
                &lt;th&gt;${aliases[i]}&lt;/th&gt;
            
                &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;
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                geo_json_225e840f874f7defb79d090a1110f063.addTo(map_c90d0598a85bb98b192e3646fcba73e3);
        
    &lt;/script&gt;
    &lt;/html&gt;" style="position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 178-182

Batch operations
----------------
To perform a batch operation we need to prepare the object first. We can either provide a list of tuple of the OD
pairs we'd like to use, or we can provided a 1D list and the generation will be run on all permutations.

.. GENERATED FROM PYTHON SOURCE LINES 182-184

.. code-block:: Python

    rc.prepare()








.. GENERATED FROM PYTHON SOURCE LINES 185-186

Now we can perform a batch computation with an assignment

.. GENERATED FROM PYTHON SOURCE LINES 186-190

.. code-block:: Python

    rc.execute(perform_assignment=True)
    res = rc.get_results()
    res.head()






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
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    <table border="1" class="dataframe">
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        <tr style="text-align: right;">
          <th></th>
          <th>origin id</th>
          <th>destination id</th>
          <th>cost</th>
          <th>mask</th>
          <th>path overlap</th>
          <th>probability</th>
          <th>route set</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>0</th>
          <td>71645</td>
          <td>74089</td>
          <td>0.607017</td>
          <td>1</td>
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          <td>0.204478</td>
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          <td>71645</td>
          <td>74089</td>
          <td>0.607425</td>
          <td>1</td>
          <td>0.273951</td>
          <td>0.145623</td>
          <td>[-19550, -19549, -19548, -19547, -19546, -1954...</td>
        </tr>
        <tr>
          <th>2</th>
          <td>71645</td>
          <td>74089</td>
          <td>0.622079</td>
          <td>1</td>
          <td>0.544362</td>
          <td>0.285155</td>
          <td>[-19550, -19549, -19548, -19547, -19546, -1954...</td>
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        <tr>
          <th>3</th>
          <td>71645</td>
          <td>74089</td>
          <td>0.611944</td>
          <td>1</td>
          <td>0.443492</td>
          <td>0.234682</td>
          <td>[-19550, -19549, -19548, -19547, -19546, -1954...</td>
        </tr>
        <tr>
          <th>4</th>
          <td>71645</td>
          <td>74089</td>
          <td>0.604384</td>
          <td>1</td>
          <td>0.243935</td>
          <td>0.130063</td>
          <td>[-19550, -19549, -19548, -19547, -19546, -1954...</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 191-192

Since we provided a matrix initially we can also perform link loading based on our assignment results.

.. GENERATED FROM PYTHON SOURCE LINES 192-194

.. code-block:: Python

    rc.get_load_results()






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
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        .dataframe tbody tr th {
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        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>demand_ab</th>
          <th>demand_ba</th>
          <th>5x demand_ab</th>
          <th>5x demand_ba</th>
          <th>demand_tot</th>
          <th>5x demand_tot</th>
        </tr>
        <tr>
          <th>link_id</th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>1</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>2</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>3</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>12</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>13</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>...</th>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
        </tr>
        <tr>
          <th>34938</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>34939</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>34940</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>34941</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>34942</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
      </tbody>
    </table>
    <p>19983 rows × 6 columns</p>
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.. GENERATED FROM PYTHON SOURCE LINES 195-196

We can plot these as well

.. GENERATED FROM PYTHON SOURCE LINES 196-198

.. code-block:: Python

    plot_results(rc.get_load_results())






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                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.2976146329522303};
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                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.7178371246785504};
                    case &quot;44&quot;: case &quot;45&quot;: case &quot;75&quot;: case &quot;207&quot;: case &quot;210&quot;: case &quot;253&quot;: case &quot;421&quot;: case &quot;422&quot;: case &quot;423&quot;: case &quot;424&quot;: case &quot;425&quot;: case &quot;426&quot;: case &quot;791&quot;: case &quot;792&quot;: case &quot;793&quot;: case &quot;794&quot;: case &quot;795&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.4085336065176461};
                    case &quot;73&quot;: case &quot;74&quot;: case &quot;190&quot;: case &quot;191&quot;: case &quot;192&quot;: case &quot;193&quot;: case &quot;194&quot;: case &quot;195&quot;: case &quot;320&quot;: case &quot;321&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.423980162811794};
                    case &quot;76&quot;: case &quot;77&quot;: case &quot;78&quot;: case &quot;92&quot;: case &quot;93&quot;: case &quot;94&quot;: case &quot;95&quot;: case &quot;481&quot;: case &quot;693&quot;: case &quot;694&quot;: case &quot;952&quot;: case &quot;953&quot;: case &quot;954&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.582032009078783};
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                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.2038097929643155};
                    case &quot;108&quot;: case &quot;383&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.7447848563869656};
                    case &quot;109&quot;: case &quot;110&quot;: case &quot;140&quot;: case &quot;141&quot;: case &quot;142&quot;: case &quot;143&quot;: case &quot;144&quot;: case &quot;145&quot;: case &quot;146&quot;: case &quot;153&quot;: case &quot;158&quot;: case &quot;199&quot;: case &quot;200&quot;: case &quot;203&quot;: case &quot;266&quot;: case &quot;267&quot;: case &quot;271&quot;: case &quot;272&quot;: case &quot;493&quot;: case &quot;675&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.5040206216330066};
                    case &quot;111&quot;: case &quot;112&quot;: case &quot;118&quot;: case &quot;500&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.5168624773982823};
                    case &quot;113&quot;: case &quot;114&quot;: case &quot;115&quot;: case &quot;116&quot;: case &quot;117&quot;: case &quot;122&quot;: case &quot;123&quot;: case &quot;124&quot;: case &quot;495&quot;: case &quot;496&quot;: case &quot;497&quot;: case &quot;498&quot;: case &quot;499&quot;: case &quot;627&quot;: case &quot;628&quot;: case &quot;629&quot;: case &quot;630&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.4798106401475248};
                    case &quot;126&quot;: case &quot;128&quot;: case &quot;129&quot;: case &quot;137&quot;: case &quot;360&quot;: case &quot;361&quot;: case &quot;362&quot;: case &quot;840&quot;: case &quot;923&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.1945302380208394};
                    case &quot;127&quot;: case &quot;130&quot;: case &quot;131&quot;: case &quot;132&quot;: case &quot;133&quot;: case &quot;138&quot;: case &quot;310&quot;: case &quot;353&quot;: case &quot;354&quot;: case &quot;355&quot;: case &quot;356&quot;: case &quot;357&quot;: case &quot;358&quot;: case &quot;781&quot;: case &quot;960&quot;: case &quot;961&quot;: case &quot;962&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.4556006586620427};
                    case &quot;134&quot;: case &quot;135&quot;: case &quot;335&quot;: case &quot;649&quot;: case &quot;782&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 5.046501112765333};
                    case &quot;136&quot;: case &quot;336&quot;: case &quot;337&quot;: case &quot;338&quot;: case &quot;339&quot;: case &quot;832&quot;: case &quot;833&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.953498887234668};
                    case &quot;139&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.7127009925261582};
                    case &quot;147&quot;: case &quot;148&quot;: case &quot;149&quot;: case &quot;150&quot;: case &quot;151&quot;: case &quot;152&quot;: case &quot;359&quot;: case &quot;778&quot;: case &quot;779&quot;: case &quot;780&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.6501308966828825};
                    case &quot;160&quot;: case &quot;161&quot;: case &quot;171&quot;: case &quot;201&quot;: case &quot;202&quot;: case &quot;204&quot;: case &quot;268&quot;: case &quot;307&quot;: case &quot;368&quot;: case &quot;369&quot;: case &quot;370&quot;: case &quot;371&quot;: case &quot;430&quot;: case &quot;431&quot;: case &quot;535&quot;: case &quot;536&quot;: case &quot;537&quot;: case &quot;585&quot;: case &quot;682&quot;: case &quot;750&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.9657436733554314};
                    case &quot;166&quot;: case &quot;273&quot;: case &quot;278&quot;: case &quot;279&quot;: case &quot;681&quot;: case &quot;872&quot;: case &quot;873&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.497898228572625};
                    case &quot;167&quot;: case &quot;443&quot;: case &quot;444&quot;: case &quot;751&quot;: case &quot;752&quot;: case &quot;842&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.8519708747444943};
                    case &quot;168&quot;: case &quot;169&quot;: case &quot;170&quot;: case &quot;230&quot;: case &quot;231&quot;: case &quot;274&quot;: case &quot;275&quot;: case &quot;280&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.246920287768891};
                    case &quot;176&quot;: case &quot;177&quot;: case &quot;178&quot;: case &quot;181&quot;: case &quot;182&quot;: case &quot;183&quot;: case &quot;184&quot;: case &quot;185&quot;: case &quot;308&quot;: case &quot;342&quot;: case &quot;343&quot;: case &quot;766&quot;: case &quot;767&quot;: case &quot;834&quot;: case &quot;835&quot;: case &quot;836&quot;: case &quot;837&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.1332684192846};
                    case &quot;196&quot;: case &quot;197&quot;: case &quot;206&quot;: case &quot;208&quot;: case &quot;209&quot;: case &quot;249&quot;: case &quot;250&quot;: case &quot;251&quot;: case &quot;252&quot;: case &quot;330&quot;: case &quot;331&quot;: case &quot;332&quot;: case &quot;333&quot;: case &quot;399&quot;: case &quot;400&quot;: case &quot;473&quot;: case &quot;512&quot;: case &quot;737&quot;: case &quot;847&quot;: case &quot;848&quot;: case &quot;849&quot;: case &quot;850&quot;: case &quot;851&quot;: case &quot;852&quot;: case &quot;853&quot;: case &quot;854&quot;: case &quot;855&quot;: case &quot;856&quot;: case &quot;857&quot;: case &quot;858&quot;: case &quot;859&quot;: case &quot;860&quot;: case &quot;864&quot;: case &quot;865&quot;: case &quot;866&quot;: case &quot;889&quot;: case &quot;890&quot;: case &quot;891&quot;: case &quot;909&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.1273820941649038};
                    case &quot;198&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.778059786562699};
                    case &quot;205&quot;: case &quot;674&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.4907607790888573};
                    case &quot;211&quot;: case &quot;212&quot;: case &quot;213&quot;: case &quot;214&quot;: case &quot;215&quot;: case &quot;216&quot;: case &quot;217&quot;: case &quot;218&quot;: case &quot;219&quot;: case &quot;221&quot;: case &quot;222&quot;: case &quot;223&quot;: case &quot;224&quot;: case &quot;711&quot;: case &quot;712&quot;: case &quot;713&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 7.342948140202599};
                    case &quot;220&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 7.1087930936654855};
                    case &quot;225&quot;: case &quot;730&quot;: case &quot;731&quot;: case &quot;807&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.366201748068685};
                    case &quot;226&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.7712352119963759};
                    case &quot;227&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.5311658269854347};
                    case &quot;234&quot;: case &quot;235&quot;: case &quot;352&quot;: case &quot;393&quot;: case &quot;394&quot;: case &quot;395&quot;: case &quot;396&quot;: case &quot;868&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.28254777664150965};
                    case &quot;236&quot;: case &quot;237&quot;: case &quot;372&quot;: case &quot;373&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.23495039328075681};
                    case &quot;239&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.6027619511506938};
                    case &quot;240&quot;: case &quot;241&quot;: case &quot;242&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.030898313924928};
                    case &quot;243&quot;: case &quot;296&quot;: case &quot;297&quot;: case &quot;298&quot;: case &quot;299&quot;: case &quot;300&quot;: case &quot;301&quot;: case &quot;302&quot;: case &quot;303&quot;: case &quot;304&quot;: case &quot;305&quot;: case &quot;306&quot;: case &quot;898&quot;: case &quot;899&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.31204982627767};
                    case &quot;244&quot;: case &quot;245&quot;: case &quot;246&quot;: case &quot;247&quot;: case &quot;248&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.6102989726928443};
                    case &quot;276&quot;: case &quot;277&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.374178839944126};
                    case &quot;281&quot;: case &quot;282&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.753113372185659};
                    case &quot;292&quot;: case &quot;293&quot;: case &quot;294&quot;: case &quot;295&quot;: case &quot;735&quot;: case &quot;736&quot;: case &quot;877&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.7664823357472628};
                    case &quot;309&quot;: case &quot;959&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.677667760622557};
                    case &quot;334&quot;: case &quot;576&quot;: case &quot;577&quot;: case &quot;578&quot;: case &quot;579&quot;: case &quot;580&quot;: case &quot;581&quot;: case &quot;582&quot;: case &quot;583&quot;: case &quot;584&quot;: case &quot;831&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 10.0};
                    case &quot;346&quot;: case &quot;643&quot;: case &quot;929&quot;: case &quot;930&quot;: case &quot;931&quot;: case &quot;932&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.334509211212573};
                    case &quot;349&quot;: case &quot;374&quot;: case &quot;375&quot;: case &quot;376&quot;: case &quot;377&quot;: case &quot;514&quot;: case &quot;515&quot;: case &quot;516&quot;: case &quot;517&quot;: case &quot;551&quot;: case &quot;955&quot;: case &quot;956&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.721594795764024};
                    case &quot;351&quot;: case &quot;378&quot;: case &quot;379&quot;: case &quot;738&quot;: case &quot;843&quot;: case &quot;844&quot;: case &quot;845&quot;: case &quot;846&quot;: case &quot;863&quot;: case &quot;867&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.8938644299121674};
                    case &quot;387&quot;: case &quot;388&quot;: case &quot;389&quot;: case &quot;739&quot;: case &quot;861&quot;: case &quot;862&quot;: case &quot;878&quot;: case &quot;879&quot;: case &quot;880&quot;: case &quot;881&quot;: case &quot;882&quot;: case &quot;883&quot;: case &quot;884&quot;: case &quot;885&quot;: case &quot;886&quot;: case &quot;887&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.5455674905304071};
                    case &quot;390&quot;: case &quot;935&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.4003191167298012};
                    case &quot;391&quot;: case &quot;392&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.1586761953134628};
                    case &quot;397&quot;: case &quot;398&quot;: case &quot;474&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.5327079616986798};
                    case &quot;434&quot;: case &quot;490&quot;: case &quot;491&quot;: case &quot;602&quot;: case &quot;603&quot;: case &quot;604&quot;: case &quot;605&quot;: case &quot;606&quot;: case &quot;608&quot;: case &quot;609&quot;: case &quot;610&quot;: case &quot;611&quot;: case &quot;612&quot;: case &quot;613&quot;: case &quot;614&quot;: case &quot;615&quot;: case &quot;616&quot;: case &quot;617&quot;: case &quot;618&quot;: case &quot;619&quot;: case &quot;620&quot;: case &quot;621&quot;: case &quot;622&quot;: case &quot;623&quot;: case &quot;624&quot;: case &quot;625&quot;: case &quot;626&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.181561493732351};
                    case &quot;442&quot;: case &quot;589&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.8833632040868777};
                    case &quot;475&quot;: case &quot;476&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.2115579002094037};
                    case &quot;477&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.9946560204944803};
                    case &quot;478&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.559785278411561};
                    case &quot;482&quot;: case &quot;744&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.2445004265538323};
                    case &quot;483&quot;: case &quot;695&quot;: case &quot;696&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.6810066363846972};
                    case &quot;484&quot;: case &quot;485&quot;: case &quot;486&quot;: case &quot;487&quot;: case &quot;488&quot;: case &quot;489&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 6.697302347152798};
                    case &quot;492&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.2760008471832092};
                    case &quot;504&quot;: case &quot;505&quot;: case &quot;506&quot;: case &quot;507&quot;: case &quot;508&quot;: case &quot;509&quot;: case &quot;510&quot;: case &quot;511&quot;: case &quot;661&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.046984585018652};
                    case &quot;518&quot;: case &quot;519&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.23415504653711286};
                    case &quot;531&quot;: case &quot;532&quot;: case &quot;732&quot;: case &quot;733&quot;: case &quot;734&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.6545984160832536};
                    case &quot;539&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.46680046030406913};
                    case &quot;567&quot;: case &quot;568&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 6.016295710768099};
                    case &quot;569&quot;: case &quot;745&quot;: case &quot;839&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.2355456354758227};
                    case &quot;570&quot;: case &quot;805&quot;: case &quot;806&quot;: case &quot;876&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.26462024126071776};
                    case &quot;574&quot;: case &quot;586&quot;: case &quot;587&quot;: case &quot;588&quot;: case &quot;600&quot;: case &quot;601&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.588744273923863};
                    case &quot;575&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 5.654622319329381};
                    case &quot;590&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.125006125503216};
                    case &quot;591&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.4461561869924922};
                    case &quot;592&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.9098994831599134};
                    case &quot;593&quot;: case &quot;910&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.68887864597395};
                    case &quot;594&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 9.735379758739283};
                    case &quot;595&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 5.919242560590099};
                    case &quot;599&quot;: case &quot;641&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.25423506271129};
                    case &quot;607&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.9370610671785184};
                    case &quot;631&quot;: case &quot;632&quot;: case &quot;633&quot;: case &quot;634&quot;: case &quot;635&quot;: case &quot;636&quot;: case &quot;637&quot;: case &quot;638&quot;: case &quot;639&quot;: case &quot;725&quot;: case &quot;726&quot;: case &quot;727&quot;: case &quot;728&quot;: case &quot;729&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.461756711676975};
                    case &quot;640&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.780750075292277};
                    case &quot;644&quot;: case &quot;645&quot;: case &quot;646&quot;: case &quot;647&quot;: case &quot;648&quot;: case &quot;768&quot;: case &quot;769&quot;: case &quot;770&quot;: case &quot;771&quot;: case &quot;772&quot;: case &quot;773&quot;: case &quot;774&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.8384851211801967};
                    case &quot;650&quot;: case &quot;651&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.2303639146161494};
                    case &quot;662&quot;: case &quot;663&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.7848777410014831};
                    case &quot;664&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.32113444483406195};
                    case &quot;665&quot;: case &quot;821&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.885563848442286};
                    case &quot;677&quot;: case &quot;678&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 4.156884143801064};
                    case &quot;680&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.668196708446198};
                    case &quot;683&quot;: case &quot;684&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.4617230517224247};
                    case &quot;697&quot;: case &quot;698&quot;: case &quot;699&quot;: case &quot;700&quot;: case &quot;701&quot;: case &quot;702&quot;: case &quot;703&quot;: case &quot;704&quot;: case &quot;705&quot;: case &quot;706&quot;: case &quot;707&quot;: case &quot;708&quot;: case &quot;709&quot;: case &quot;710&quot;: case &quot;919&quot;: case &quot;920&quot;: case &quot;921&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.8573999113637913};
                    case &quot;723&quot;: case &quot;724&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 5.349869103317119};
                    case &quot;753&quot;: case &quot;754&quot;: case &quot;755&quot;: case &quot;756&quot;: case &quot;757&quot;: case &quot;758&quot;: case &quot;759&quot;: case &quot;760&quot;: case &quot;761&quot;: case &quot;762&quot;: case &quot;763&quot;: case &quot;764&quot;: case &quot;765&quot;: case &quot;918&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.506371094453564};
                    case &quot;776&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.1373616890854832};
                    case &quot;783&quot;: case &quot;784&quot;: case &quot;785&quot;: case &quot;786&quot;: case &quot;787&quot;: case &quot;788&quot;: case &quot;789&quot;: case &quot;790&quot;: case &quot;797&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 1.53591570068255};
                    case &quot;798&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.0391128037127726};
                    case &quot;799&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.256014683427696};
                    case &quot;808&quot;: case &quot;809&quot;: case &quot;810&quot;: case &quot;811&quot;: case &quot;812&quot;: case &quot;823&quot;: case &quot;824&quot;: case &quot;825&quot;: case &quot;826&quot;: case &quot;827&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 6.224265424801895};
                    case &quot;813&quot;: case &quot;814&quot;: case &quot;815&quot;: case &quot;816&quot;: case &quot;817&quot;: case &quot;818&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 5.993299992442862};
                    case &quot;819&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.2309654323590323};
                    case &quot;820&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.5193621003736008};
                    case &quot;822&quot;: case &quot;943&quot;: case &quot;944&quot;: case &quot;945&quot;: case &quot;946&quot;: case &quot;947&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.5560687163556963};
                    case &quot;828&quot;: case &quot;829&quot;: case &quot;830&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.2883966680145684};
                    case &quot;841&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.3118408564327247};
                    case &quot;875&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 3.0658780454055186};
                    case &quot;892&quot;: case &quot;893&quot;: case &quot;894&quot;: case &quot;895&quot;: case &quot;896&quot;: case &quot;897&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.3093035181609043};
                    case &quot;948&quot;: case &quot;949&quot;: case &quot;950&quot;: case &quot;951&quot;: 
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2.0233607546570167};
                    default:
                        return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 0.7800214688162159};
                }
            }
            function geo_json_8b813692fd8a5e757693ff65ba51ab76_highlighter(feature) {
                switch(feature.id) {
                    default:
                        return {&quot;fillOpacity&quot;: 0.75};
                }
            }
            function geo_json_8b813692fd8a5e757693ff65ba51ab76_pointToLayer(feature, latlng) {
                var opts = {
      &quot;stroke&quot;: true,
      &quot;color&quot;: &quot;#3388ff&quot;,
      &quot;weight&quot;: 3,
      &quot;opacity&quot;: 1.0,
      &quot;lineCap&quot;: &quot;round&quot;,
      &quot;lineJoin&quot;: &quot;round&quot;,
      &quot;dashArray&quot;: null,
      &quot;dashOffset&quot;: null,
      &quot;fill&quot;: true,
      &quot;fillColor&quot;: &quot;#3388ff&quot;,
      &quot;fillOpacity&quot;: 0.2,
      &quot;fillRule&quot;: &quot;evenodd&quot;,
      &quot;bubblingMouseEvents&quot;: true,
      &quot;radius&quot;: 2,
    };
            
                let style = geo_json_8b813692fd8a5e757693ff65ba51ab76_styler(feature)
                Object.assign(opts, style)
            
                return new L.CircleMarker(latlng, opts)
            }

            function geo_json_8b813692fd8a5e757693ff65ba51ab76_onEachFeature(feature, layer) {

                layer.on({
                    mouseout: function(e) {
                        if(typeof e.target.setStyle === &quot;function&quot;){
                                geo_json_8b813692fd8a5e757693ff65ba51ab76.resetStyle(e.target);
                        }
                    },
                    mouseover: function(e) {
                        if(typeof e.target.setStyle === &quot;function&quot;){
                            const highlightStyle = geo_json_8b813692fd8a5e757693ff65ba51ab76_highlighter(e.target.feature)
                            e.target.setStyle(highlightStyle);
                        }
                    },
                });
            };
            var geo_json_8b813692fd8a5e757693ff65ba51ab76 = L.geoJson(null, {
                    onEachFeature: geo_json_8b813692fd8a5e757693ff65ba51ab76_onEachFeature,
            
                    style: geo_json_8b813692fd8a5e757693ff65ba51ab76_styler,
                    pointToLayer: geo_json_8b813692fd8a5e757693ff65ba51ab76_pointToLayer,
                ...{
    }
            });

            function geo_json_8b813692fd8a5e757693ff65ba51ab76_add (data) {
                geo_json_8b813692fd8a5e757693ff65ba51ab76
                    .addData(data);
            }
                geo_json_8b813692fd8a5e757693ff65ba51ab76_add({&quot;bbox&quot;: [-71.3445692, -29.9672657, -71.2368699, -29.8751082], &quot;features&quot;: [{&quot;bbox&quot;: [-71.336273, -29.9581065, -71.3354935, -29.957957], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.3354935, -29.9581065], [-71.336273, -29.957957]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;5x demand_ab&quot;: 108.8833354726083, &quot;5x demand_ba&quot;: 0.0, &quot;5x demand_tot&quot;: 108.8833354726083, &quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 79517, &quot;b_node&quot;: 51754, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 21.776667094521656, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 21.776667094521656, &quot;direction&quot;: 1, &quot;distance&quot;: 77.04611264434492, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 35, &quot;link_type&quot;: &quot;tertiary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Diego Portales Palazuelos&quot;, &quot;ogc_fid&quot;: 35, &quot;osm_id&quot;: 1116562971.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3380537, -29.957957, -71.336273, -29.9576156], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.336273, -29.957957], [-71.3380005, -29.9576258], [-71.3380537, -29.9576156]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;5x demand_ab&quot;: 108.8833354726083, &quot;5x demand_ba&quot;: 0.0, &quot;5x demand_tot&quot;: 108.8833354726083, &quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 51754, &quot;b_node&quot;: 77189, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 21.776667094521656, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 21.776667094521656, &quot;direction&quot;: 1, &quot;distance&quot;: 176.00270501551125, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 36, &quot;link_type&quot;: &quot;tertiary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Diego Portales Palazuelos&quot;, &quot;ogc_fid&quot;: 36, &quot;osm_id&quot;: 1116562971.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3374637, -29.9551452, -71.3373337, -29.9546388], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.3374637, -29.9551452], [-71.3373337, -29.9546388]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;5x demand_ab&quot;: 25.275791591341104, &quot;5x demand_ba&quot;: 0.0, &quot;5x demand_tot&quot;: 25.275791591341104, &quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 79390, &quot;b_node&quot;: 10090, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 5.055158318268221, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 5.055158318268221, &quot;direction&quot;: 1, &quot;distance&quot;: 57.520826995070756, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 44, &quot;link_type&quot;: &quot;primary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Avenida Francisco Varela&quot;, &quot;ogc_fid&quot;: 44, &quot;osm_id&quot;: 1116562966.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3381587, -29.9575955, -71.3379549, -29.9567785], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.3379549, -29.9567785], [-71.3381406, -29.9575229], [-71.3381587, -29.9575955]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;5x demand_ab&quot;: 44.1657025752602, &quot;5x demand_ba&quot;: 0.0, &quot;5x demand_tot&quot;: 44.1657025752602, &quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 77187, &quot;b_node&quot;: 65059, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 8.83314051505204, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 8.83314051505204, &quot;direction&quot;: 1, &quot;distance&quot;: 92.67780347801788, &quot;lanes_ab&quot;: 2.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 47, &quot;link_type&quot;: &quot;primary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Avenida Francisco Varela&quot;, &quot;ogc_fid&quot;: 47, &quot;osm_id&quot;: 1116562964.0, &quot;speed_ab&quot;: 50.0, &quot;speed_ba&quot;: null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.3383575, -29.9584166, -71.338236, -29.9579056], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.338236, -29.9579056], [-71.3383384, -29.9583361], [-71.3383575, -29.9584166]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;5x demand_ab&quot;: 44.1657025752602, &quot;5x demand_ba&quot;: 0.0, &quot;5x demand_tot&quot;: 44.1657025752602, &quot;__folium_color&quot;: &quot;red&quot;, &quot;a_node&quot;: 10093, &quot;b_node&quot;: 65058, &quot;capacity_ab&quot;: null, &quot;capacity_ba&quot;: null, &quot;demand_ab&quot;: 8.83314051505204, &quot;demand_ba&quot;: 0.0, &quot;demand_tot&quot;: 8.83314051505204, &quot;direction&quot;: 1, &quot;distance&quot;: 57.84659901939334, &quot;lanes_ab&quot;: 3.0, &quot;lanes_ba&quot;: null, &quot;link_id&quot;: 49, &quot;link_type&quot;: &quot;primary&quot;, &quot;modes&quot;: &quot;ct&quot;, &quot;name&quot;: &quot;Avenida Francisco Varela&quot;, &quot;ogc_fid&quot;: 49, &quot;osm_id&quot;: 1116562962.0, 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null, &quot;travel_time_ab&quot;: null, &quot;travel_time_ba&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});

        
    
        geo_json_8b813692fd8a5e757693ff65ba51ab76.bindTooltip(
        function(layer){
        let div = L.DomUtil.create(&#x27;div&#x27;);
    
        let handleObject = feature =&gt; {
            if (feature === null) {
                return &#x27;&#x27;;
            } else if (typeof(feature)==&#x27;object&#x27;) {
                return JSON.stringify(feature);
            } else {
                return feature;
            }
        }
        let fields = [&quot;ogc_fid&quot;, &quot;link_id&quot;, &quot;a_node&quot;, &quot;b_node&quot;, &quot;direction&quot;, &quot;distance&quot;, &quot;modes&quot;, &quot;link_type&quot;, &quot;name&quot;, &quot;speed_ab&quot;, &quot;speed_ba&quot;, &quot;travel_time_ab&quot;, &quot;travel_time_ba&quot;, &quot;capacity_ab&quot;, &quot;capacity_ba&quot;, &quot;osm_id&quot;, &quot;lanes_ab&quot;, &quot;lanes_ba&quot;, &quot;demand_ab&quot;, &quot;demand_ba&quot;, &quot;5x demand_ab&quot;, &quot;5x demand_ba&quot;, &quot;demand_tot&quot;, &quot;5x demand_tot&quot;];
        let aliases = [&quot;ogc_fid&quot;, &quot;link_id&quot;, &quot;a_node&quot;, &quot;b_node&quot;, &quot;direction&quot;, &quot;distance&quot;, &quot;modes&quot;, &quot;link_type&quot;, &quot;name&quot;, &quot;speed_ab&quot;, &quot;speed_ba&quot;, &quot;travel_time_ab&quot;, &quot;travel_time_ba&quot;, &quot;capacity_ab&quot;, &quot;capacity_ba&quot;, &quot;osm_id&quot;, &quot;lanes_ab&quot;, &quot;lanes_ba&quot;, &quot;demand_ab&quot;, &quot;demand_ba&quot;, &quot;5x demand_ab&quot;, &quot;5x demand_ba&quot;, &quot;demand_tot&quot;, &quot;5x demand_tot&quot;];
        let table = &#x27;&lt;table&gt;&#x27; +
            String(
            fields.map(
            (v,i)=&gt;
            `&lt;tr&gt;
                &lt;th&gt;${aliases[i]}&lt;/th&gt;
            
                &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;
            &lt;/tr&gt;`).join(&#x27;&#x27;))
        +&#x27;&lt;/table&gt;&#x27;;
        div.innerHTML=table;
    
        return div
        }
        ,{
      &quot;sticky&quot;: true,
      &quot;className&quot;: &quot;foliumtooltip&quot;,
    });
                     
    
                geo_json_8b813692fd8a5e757693ff65ba51ab76.addTo(map_5d06381f9f651bdc7f391c31f2dcf86a);
        
    &lt;/script&gt;
    &lt;/html&gt;" style="position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 199-204

Select link analysis
--------------------
We can also enable select link analysis by providing the links and the directions that we are interested in. Here we
set the select link to trigger when (7369, 1) and (20983, 1) is utilised in "sl1" and "sl2" when (7369, 1) is
utilised.

.. GENERATED FROM PYTHON SOURCE LINES 204-207

.. code-block:: Python

    rc.set_select_links({"sl1": [[(7369, 1), (20983, 1)]], "sl2": [[(7369, 1)]]})
    rc.execute(perform_assignment=True)








.. GENERATED FROM PYTHON SOURCE LINES 208-209

We can get then the results in a Pandas DataFrame for both the network.

.. GENERATED FROM PYTHON SOURCE LINES 209-212

.. code-block:: Python

    sl = rc.get_select_link_loading_results()
    sl






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>demand_sl1_ab</th>
          <th>demand_sl1_ba</th>
          <th>5x demand_sl1_ab</th>
          <th>5x demand_sl1_ba</th>
          <th>demand_sl2_ab</th>
          <th>demand_sl2_ba</th>
          <th>5x demand_sl2_ab</th>
          <th>5x demand_sl2_ba</th>
          <th>demand_sl1_tot</th>
          <th>5x demand_sl1_tot</th>
          <th>demand_sl2_tot</th>
          <th>5x demand_sl2_tot</th>
        </tr>
        <tr>
          <th>link_id</th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>1</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>2</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>3</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>12</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>13</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>...</th>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
        </tr>
        <tr>
          <th>34938</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>34939</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>34940</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>34941</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
        <tr>
          <th>34942</th>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
          <td>0.0</td>
        </tr>
      </tbody>
    </table>
    <p>19983 rows × 12 columns</p>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 213-216

We can also access the OD matrices for this link loading. These matrices are sparse and can be converted to
SciPy sparse matrices for ease of use. They're stored in a dictionary where the key is the matrix name concatenated
with the select link set name via an underscore.

.. GENERATED FROM PYTHON SOURCE LINES 216-218

.. code-block:: Python

    rc.get_select_link_od_matrix_results()





.. rst-class:: sphx-glr-script-out

 .. code-block:: none


    {'sl1': {'demand': <aequilibrae.matrix.sparse_matrix.COO object at 0x7fd5a0747a60>, '5x demand': <aequilibrae.matrix.sparse_matrix.COO object at 0x7fd5a0747640>}, 'sl2': {'demand': <aequilibrae.matrix.sparse_matrix.COO object at 0x7fd58565bbe0>, '5x demand': <aequilibrae.matrix.sparse_matrix.COO object at 0x7fd58565bca0>}}



.. GENERATED FROM PYTHON SOURCE LINES 219-222

.. code-block:: Python

    od_matrix = rc.get_select_link_od_matrix_results()["sl1"]["demand"]
    od_matrix.to_scipy().toarray()





.. rst-class:: sphx-glr-script-out

 .. code-block:: none


    array([[0.        , 0.        , 0.        , 3.04610785],
           [0.        , 0.        , 0.        , 0.        ],
           [0.        , 0.        , 0.        , 0.        ],
           [0.        , 0.        , 0.        , 0.        ]])



.. GENERATED FROM PYTHON SOURCE LINES 223-224

.. code-block:: Python

    project.close()




.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    WARNING:aequilibrae:This project at /tmp/a943fc597b2b46888ae2dcdc5a39ee30 is already closed





.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 3.326 seconds)


.. _sphx_glr_download__auto_examples_route_choice_plot_route_choice_basics.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: plot_route_choice_basics.ipynb <plot_route_choice_basics.ipynb>`

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_route_choice_basics.py <plot_route_choice_basics.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: plot_route_choice_basics.zip <plot_route_choice_basics.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_