Note
Go to the end to download the full example code.
Traffic Assignment without an AequilibraE Model#
In this example, we show how to perform Traffic Assignment in AequilibraE without a model.
We are using Sioux Falls data, from TNTP.
References
See also
Several functions, methods, classes and modules are used in this example:
# Imports
import os
import pandas as pd
import numpy as np
from uuid import uuid4
from tempfile import gettempdir
from aequilibrae.matrix import AequilibraeMatrix
from aequilibrae.paths import Graph
from aequilibrae.paths import TrafficAssignment
from aequilibrae.paths.traffic_class import TrafficClass
We load the example file from the GMNS GitHub repository
net_file = "https://raw.githubusercontent.com/bstabler/TransportationNetworks/master/SiouxFalls/SiouxFalls_net.tntp"
demand_file = "https://raw.githubusercontent.com/bstabler/TransportationNetworks/master/SiouxFalls/CSV-data/SiouxFalls_od.csv"
geometry_file = "https://raw.githubusercontent.com/bstabler/TransportationNetworks/master/SiouxFalls/SiouxFalls_node.tntp"
Let’s use a temporary folder to store our data
folder = os.path.join(gettempdir(), uuid4().hex)
First we load our demand file. This file has three columns: O, D, and Ton. O and D stand for origin and destination, respectively, and Ton is the demand of each OD pair.
dem = pd.read_csv(demand_file)
zones = int(max(dem.O.max(), dem.D.max()))
index = np.arange(zones) + 1
Since our OD-matrix is in a different shape than we expect (for Sioux Falls, that would be a 24x24 matrix), we must create our matrix.
mtx = np.zeros(shape=(zones, zones))
for element in dem.to_records(index=False):
mtx[element[0]-1][element[1]-1] = element[2]
Now let’s create an AequilibraE Matrix with out data
aemfile = os.path.join(folder, "demand.aem")
aem = AequilibraeMatrix()
kwargs = {'file_name': aemfile,
'zones': zones,
'matrix_names': ['matrix']}
aem.create_empty(**kwargs)
aem.matrix['matrix'][:,:] = mtx[:,:]
aem.index[:] = index[:]
Let’s import information about our network. As we’re loading data in TNTP format, we should do these manipulations.
net = pd.read_csv(net_file, skiprows=2, sep="\t", lineterminator=";", header=None)
net.columns = ["newline", "a_node", "b_node", "capacity", "length", "free_flow_time", "b", "power", "speed", "toll", "link_type", "terminator"]
net.drop(columns=["newline", "terminator"], index=[76], inplace=True)
network = net[['a_node', 'b_node', "capacity", 'free_flow_time', "b", "power"]]
network = network.assign(direction=1)
network["link_id"] = network.index + 1
network = network.astype({"a_node":"int64", "b_node": "int64"})
Now we’ll import the geometry (as lon/lat) for our network, this is required if you plan to use the A* path finding, otherwise it can safely be skipped.
geom = pd.read_csv(geometry_file, skiprows=1, sep="\t", lineterminator=";", header=None)
geom.columns = ["newline", "lon", "lat", "terminator"]
geom.drop(columns=["newline", "terminator"], index=[24], inplace=True)
geom["node_id"] = geom.index + 1
geom = geom.astype({"node_id": "int64", "lon": "float64", "lat": "float64"}).set_index("node_id")
Let’s build our Graph! In case you’re in doubt about AequilibraE Graph, click here to read more about it.
g = Graph()
g.cost = network['free_flow_time'].values
g.capacity = network['capacity'].values
g.free_flow_time = network['free_flow_time'].values
g.network = network
g.prepare_graph(index)
g.set_graph("free_flow_time")
g.cost = np.array(g.cost, copy=True)
g.set_skimming(["free_flow_time"])
g.set_blocked_centroid_flows(False)
g.network["id"] = g.network.link_id
g.lonlat_index = geom.loc[g.all_nodes]
Let’s prepare our matrix for computation
aem.computational_view(["matrix"])
Let’s perform our assignment. Feel free to try different algorithms, as well as change the maximum number of iterations and the gap
assigclass = TrafficClass("car", g, aem)
assig = TrafficAssignment()
assig.set_classes([assigclass])
assig.set_vdf("BPR")
assig.set_vdf_parameters({"alpha": "b", "beta": "power"})
assig.set_capacity_field("capacity")
assig.set_time_field("free_flow_time")
assig.set_algorithm("fw")
assig.max_iter = 100
assig.rgap_target = 1e-6
assig.execute()
car : 0%| | 0/24 [00:00<?, ?it/s]
Equilibrium Assignment : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car : 1%| | 1/100 [00:00<00:00, 40329.85it/s]
All-or-Nothing - Traffic Class: car : 1%| | 1/100 [00:00<00:00, 7182.03it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 1/100 - RGap: inf: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 2%|▏ | 2/100 [00:00<00:00, 401.79it/s]
All-or-Nothing - Traffic Class: car : 2%|▏ | 2/100 [00:00<00:00, 391.06it/s]
All-or-Nothing - Traffic Class: car : 2%|▏ | 2/100 [00:00<00:00, 381.49it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 2/100 - RGap: 0.855075: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 3%|▎ | 3/100 [00:00<00:00, 663.59it/s]
All-or-Nothing - Traffic Class: car : 3%|▎ | 3/100 [00:00<00:00, 644.98it/s]
All-or-Nothing - Traffic Class: car : 3%|▎ | 3/100 [00:00<00:00, 628.02it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 3/100 - RGap: 0.476346: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 4%|▍ | 4/100 [00:00<00:00, 767.03it/s]
All-or-Nothing - Traffic Class: car : 4%|▍ | 4/100 [00:00<00:00, 747.71it/s]
All-or-Nothing - Traffic Class: car : 4%|▍ | 4/100 [00:00<00:00, 730.43it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 4/100 - RGap: 0.235513: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 5%|▌ | 5/100 [00:00<00:00, 1132.68it/s]
All-or-Nothing - Traffic Class: car : 5%|▌ | 5/100 [00:00<00:00, 1095.92it/s]
All-or-Nothing - Traffic Class: car : 5%|▌ | 5/100 [00:00<00:00, 1065.68it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 5/100 - RGap: 0.152364: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 6%|▌ | 6/100 [00:00<00:00, 1298.68it/s]
All-or-Nothing - Traffic Class: car : 6%|▌ | 6/100 [00:00<00:00, 1248.74it/s]
All-or-Nothing - Traffic Class: car : 6%|▌ | 6/100 [00:00<00:00, 1212.64it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 6/100 - RGap: 0.13896: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 7%|▋ | 7/100 [00:00<00:00, 1561.46it/s]
All-or-Nothing - Traffic Class: car : 7%|▋ | 7/100 [00:00<00:00, 1517.08it/s]
All-or-Nothing - Traffic Class: car : 7%|▋ | 7/100 [00:00<00:00, 1465.59it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 7/100 - RGap: 0.0934651: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 8%|▊ | 8/100 [00:00<00:00, 1720.56it/s]
All-or-Nothing - Traffic Class: car : 8%|▊ | 8/100 [00:00<00:00, 1666.89it/s]
All-or-Nothing - Traffic Class: car : 8%|▊ | 8/100 [00:00<00:00, 1622.79it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 8/100 - RGap: 0.116021: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 9%|▉ | 9/100 [00:00<00:00, 1981.25it/s]
All-or-Nothing - Traffic Class: car : 9%|▉ | 9/100 [00:00<00:00, 1926.25it/s]
All-or-Nothing - Traffic Class: car : 9%|▉ | 9/100 [00:00<00:00, 1830.69it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 9/100 - RGap: 0.0428978: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 10%|█ | 10/100 [00:00<00:00, 2200.12it/s]
All-or-Nothing - Traffic Class: car : 10%|█ | 10/100 [00:00<00:00, 2127.14it/s]
All-or-Nothing - Traffic Class: car : 10%|█ | 10/100 [00:00<00:00, 2067.18it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 10/100 - RGap: 0.120754: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 11%|█ | 11/100 [00:00<00:00, 2428.79it/s]
All-or-Nothing - Traffic Class: car : 11%|█ | 11/100 [00:00<00:00, 2360.09it/s]
All-or-Nothing - Traffic Class: car : 11%|█ | 11/100 [00:00<00:00, 2283.35it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 11/100 - RGap: 0.0441712: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 12%|█▏ | 12/100 [00:00<00:00, 2722.54it/s]
All-or-Nothing - Traffic Class: car : 12%|█▏ | 12/100 [00:00<00:00, 2644.16it/s]
All-or-Nothing - Traffic Class: car : 12%|█▏ | 12/100 [00:00<00:00, 2573.46it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 12/100 - RGap: 0.0475915: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 13%|█▎ | 13/100 [00:00<00:00, 2880.86it/s]
All-or-Nothing - Traffic Class: car : 13%|█▎ | 13/100 [00:00<00:00, 2798.50it/s]
All-or-Nothing - Traffic Class: car : 13%|█▎ | 13/100 [00:00<00:00, 2721.67it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 13/100 - RGap: 0.0368146: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 14%|█▍ | 14/100 [00:00<00:00, 3133.59it/s]
All-or-Nothing - Traffic Class: car : 14%|█▍ | 14/100 [00:00<00:00, 3044.71it/s]
All-or-Nothing - Traffic Class: car : 14%|█▍ | 14/100 [00:00<00:00, 2965.07it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 14/100 - RGap: 0.0312009: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 15%|█▌ | 15/100 [00:00<00:00, 3339.24it/s]
All-or-Nothing - Traffic Class: car : 15%|█▌ | 15/100 [00:00<00:00, 3244.02it/s]
All-or-Nothing - Traffic Class: car : 15%|█▌ | 15/100 [00:00<00:00, 3157.09it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 15/100 - RGap: 0.0324392: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 16%|█▌ | 16/100 [00:00<00:00, 3654.77it/s]
All-or-Nothing - Traffic Class: car : 16%|█▌ | 16/100 [00:00<00:00, 3447.49it/s]
All-or-Nothing - Traffic Class: car : 16%|█▌ | 16/100 [00:00<00:00, 3346.07it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 16/100 - RGap: 0.0247185: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 17%|█▋ | 17/100 [00:00<00:00, 3519.58it/s]
All-or-Nothing - Traffic Class: car : 17%|█▋ | 17/100 [00:00<00:00, 3424.58it/s]
All-or-Nothing - Traffic Class: car : 17%|█▋ | 17/100 [00:00<00:00, 3338.01it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 17/100 - RGap: 0.0267165: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 18%|█▊ | 18/100 [00:00<00:00, 3928.27it/s]
All-or-Nothing - Traffic Class: car : 18%|█▊ | 18/100 [00:00<00:00, 3817.05it/s]
All-or-Nothing - Traffic Class: car : 18%|█▊ | 18/100 [00:00<00:00, 3716.71it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 18/100 - RGap: 0.0201314: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 19%|█▉ | 19/100 [00:00<00:00, 4264.56it/s]
All-or-Nothing - Traffic Class: car : 19%|█▉ | 19/100 [00:00<00:00, 4140.05it/s]
All-or-Nothing - Traffic Class: car : 19%|█▉ | 19/100 [00:00<00:00, 4027.28it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 19/100 - RGap: 0.0237347: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 20%|██ | 20/100 [00:00<00:00, 4527.29it/s]
All-or-Nothing - Traffic Class: car : 20%|██ | 20/100 [00:00<00:00, 4372.94it/s]
All-or-Nothing - Traffic Class: car : 20%|██ | 20/100 [00:00<00:00, 4248.26it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 10/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 20/24: 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 20/100 - RGap: 0.0144426: 0%| | 0/100 [00:00<?, ?it/s]
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All-or-Nothing - Traffic Class: car : 21%|██ | 21/100 [00:00<00:00, 4529.49it/s]
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Equilibrium Assignment - Iteration: 21/100 - RGap: 0.0201113: 0%| | 0/100 [00:00<?, ?it/s]
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Equilibrium Assignment - Iteration: 22/100 - RGap: 0.0149319: 0%| | 0/100 [00:00<?, ?it/s]
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Equilibrium Assignment - Iteration: 23/100 - RGap: 0.0166244: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 24%|██▍ | 24/100 [00:00<00:00, 5390.56it/s]
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Equilibrium Assignment - Iteration: 24/100 - RGap: 0.0125458: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 25%|██▌ | 25/100 [00:00<00:00, 4383.31it/s]
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Equilibrium Assignment - Iteration: 25/100 - RGap: 0.0130333: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 26%|██▌ | 26/100 [00:00<00:00, 5822.31it/s]
All-or-Nothing - Traffic Class: car : 26%|██▌ | 26/100 [00:00<00:00, 5652.70it/s]
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Equilibrium Assignment - Iteration: 26/100 - RGap: 0.0109452: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 27%|██▋ | 27/100 [00:00<00:00, 5934.09it/s]
All-or-Nothing - Traffic Class: car : 27%|██▋ | 27/100 [00:00<00:00, 5758.18it/s]
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Equilibrium Assignment - Iteration: 27/100 - RGap: 0.01079: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 28%|██▊ | 28/100 [00:00<00:00, 6328.64it/s]
All-or-Nothing - Traffic Class: car : 28%|██▊ | 28/100 [00:00<00:00, 6103.66it/s]
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Equilibrium Assignment - Iteration: 28/100 - RGap: 0.0101981: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 29%|██▉ | 29/100 [00:00<00:00, 6529.33it/s]
All-or-Nothing - Traffic Class: car : 29%|██▉ | 29/100 [00:00<00:00, 6339.44it/s]
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Equilibrium Assignment - Iteration: 29/100 - RGap: 0.00876496: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 30%|███ | 30/100 [00:00<00:00, 6763.55it/s]
All-or-Nothing - Traffic Class: car : 30%|███ | 30/100 [00:00<00:00, 6567.62it/s]
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Equilibrium Assignment - Iteration: 30/100 - RGap: 0.00950413: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 31%|███ | 31/100 [00:00<00:00, 6857.78it/s]
All-or-Nothing - Traffic Class: car : 31%|███ | 31/100 [00:00<00:00, 6662.40it/s]
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Equilibrium Assignment - Iteration: 31/100 - RGap: 0.0079904: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 32%|███▏ | 32/100 [00:00<00:00, 7167.84it/s]
All-or-Nothing - Traffic Class: car : 32%|███▏ | 32/100 [00:00<00:00, 6959.70it/s]
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Equilibrium Assignment - Iteration: 32/100 - RGap: 0.00824732: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 33%|███▎ | 33/100 [00:00<00:00, 7319.52it/s]
All-or-Nothing - Traffic Class: car : 33%|███▎ | 33/100 [00:00<00:00, 7107.16it/s]
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Equilibrium Assignment - Iteration: 33/100 - RGap: 0.00691176: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 34%|███▍ | 34/100 [00:00<00:00, 7299.67it/s]
All-or-Nothing - Traffic Class: car : 34%|███▍ | 34/100 [00:00<00:00, 7097.31it/s]
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Equilibrium Assignment - Iteration: 34/100 - RGap: 0.00814362: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 35%|███▌ | 35/100 [00:00<00:00, 7831.46it/s]
All-or-Nothing - Traffic Class: car : 35%|███▌ | 35/100 [00:00<00:00, 7600.74it/s]
All-or-Nothing - Traffic Class: car : 35%|███▌ | 35/100 [00:00<00:00, 7395.13it/s]
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Equilibrium Assignment - Iteration: 35/100 - RGap: 0.00647616: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 36%|███▌ | 36/100 [00:00<00:00, 6645.61it/s]
All-or-Nothing - Traffic Class: car : 36%|███▌ | 36/100 [00:00<00:00, 6440.39it/s]
All-or-Nothing - Traffic Class: car : 36%|███▌ | 36/100 [00:00<00:00, 6278.38it/s]
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Equilibrium Assignment - Iteration: 36/100 - RGap: 0.00681199: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 37%|███▋ | 37/100 [00:00<00:00, 8256.94it/s]
All-or-Nothing - Traffic Class: car : 37%|███▋ | 37/100 [00:00<00:00, 8016.80it/s]
All-or-Nothing - Traffic Class: car : 37%|███▋ | 37/100 [00:00<00:00, 7757.52it/s]
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Equilibrium Assignment - Iteration: 37/100 - RGap: 0.00478211: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 38%|███▊ | 38/100 [00:00<00:00, 7729.19it/s]
All-or-Nothing - Traffic Class: car : 38%|███▊ | 38/100 [00:00<00:00, 7529.10it/s]
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Equilibrium Assignment - Iteration: 38/100 - RGap: 0.0079412: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 39%|███▉ | 39/100 [00:00<00:00, 8274.46it/s]
All-or-Nothing - Traffic Class: car : 39%|███▉ | 39/100 [00:00<00:00, 8052.47it/s]
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Equilibrium Assignment - Iteration: 39/100 - RGap: 0.00465593: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 40%|████ | 40/100 [00:00<00:00, 7451.90it/s]
All-or-Nothing - Traffic Class: car : 40%|████ | 40/100 [00:00<00:00, 7242.48it/s]
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Equilibrium Assignment - Iteration: 40/100 - RGap: 0.00564448: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 41%|████ | 41/100 [00:00<00:00, 9205.42it/s]
All-or-Nothing - Traffic Class: car : 41%|████ | 41/100 [00:00<00:00, 8942.15it/s]
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Equilibrium Assignment - Iteration: 41/100 - RGap: 0.00486735: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 42%|████▏ | 42/100 [00:00<00:00, 9323.14it/s]
All-or-Nothing - Traffic Class: car : 42%|████▏ | 42/100 [00:00<00:00, 9058.51it/s]
All-or-Nothing - Traffic Class: car : 42%|████▏ | 42/100 [00:00<00:00, 8820.39it/s]
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Equilibrium Assignment - Iteration: 42/100 - RGap: 0.00467341: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 43%|████▎ | 43/100 [00:00<00:00, 9888.97it/s]
All-or-Nothing - Traffic Class: car : 43%|████▎ | 43/100 [00:00<00:00, 9600.50it/s]
All-or-Nothing - Traffic Class: car : 43%|████▎ | 43/100 [00:00<00:00, 9339.98it/s]
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Equilibrium Assignment - Iteration: 43/100 - RGap: 0.00501259: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 44%|████▍ | 44/100 [00:00<00:00, 9842.11it/s]
All-or-Nothing - Traffic Class: car : 44%|████▍ | 44/100 [00:00<00:00, 9566.11it/s]
All-or-Nothing - Traffic Class: car : 44%|████▍ | 44/100 [00:00<00:00, 9316.91it/s]
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All-or-Nothing - Traffic Class: car : 45%|████▌ | 45/100 [00:00<00:00, 9830.91it/s]
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Equilibrium Assignment - Iteration: 45/100 - RGap: 0.00492195: 0%| | 0/100 [00:00<?, ?it/s]
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All-or-Nothing - Traffic Class: car : 46%|████▌ | 46/100 [00:00<00:00, 8704.23it/s]
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Equilibrium Assignment - Iteration: 46/100 - RGap: 0.00373442: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 47%|████▋ | 47/100 [00:00<00:00, 10608.78it/s]
All-or-Nothing - Traffic Class: car : 47%|████▋ | 47/100 [00:00<00:00, 10307.03it/s]
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Equilibrium Assignment - Iteration: 47/100 - RGap: 0.00488519: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 48%|████▊ | 48/100 [00:00<00:00, 10908.46it/s]
All-or-Nothing - Traffic Class: car : 48%|████▊ | 48/100 [00:00<00:00, 10593.91it/s]
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Equilibrium Assignment - Iteration: 48/100 - RGap: 0.00370074: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 49%|████▉ | 49/100 [00:00<00:00, 11175.69it/s]
All-or-Nothing - Traffic Class: car : 49%|████▉ | 49/100 [00:00<00:00, 10773.23it/s]
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Equilibrium Assignment - Iteration: 49/100 - RGap: 0.00363965: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 50%|█████ | 50/100 [00:00<00:00, 11258.67it/s]
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Equilibrium Assignment - Iteration: 50/100 - RGap: 0.00416798: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 51%|█████ | 51/100 [00:00<00:00, 11263.73it/s]
All-or-Nothing - Traffic Class: car : 51%|█████ | 51/100 [00:00<00:00, 10950.62it/s]
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Equilibrium Assignment - Iteration: 51/100 - RGap: 0.00354161: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 52%|█████▏ | 52/100 [00:00<00:00, 12010.78it/s]
All-or-Nothing - Traffic Class: car : 52%|█████▏ | 52/100 [00:00<00:00, 11658.32it/s]
All-or-Nothing - Traffic Class: car : 52%|█████▏ | 52/100 [00:00<00:00, 11340.67it/s]
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Equilibrium Assignment - Iteration: 52/100 - RGap: 0.00391152: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 53%|█████▎ | 53/100 [00:00<00:00, 11976.62it/s]
All-or-Nothing - Traffic Class: car : 53%|█████▎ | 53/100 [00:00<00:00, 11625.86it/s]
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Equilibrium Assignment - Iteration: 53/100 - RGap: 0.00310793: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 54%|█████▍ | 54/100 [00:00<00:00, 12334.17it/s]
All-or-Nothing - Traffic Class: car : 54%|█████▍ | 54/100 [00:00<00:00, 11764.62it/s]
All-or-Nothing - Traffic Class: car : 54%|█████▍ | 54/100 [00:00<00:00, 11430.35it/s]
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Equilibrium Assignment - Iteration: 54/100 - RGap: 0.00341958: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 55%|█████▌ | 55/100 [00:00<00:00, 12513.52it/s]
All-or-Nothing - Traffic Class: car : 55%|█████▌ | 55/100 [00:00<00:00, 12153.56it/s]
All-or-Nothing - Traffic Class: car : 55%|█████▌ | 55/100 [00:00<00:00, 11757.73it/s]
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Equilibrium Assignment - Iteration: 55/100 - RGap: 0.0034746: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 56%|█████▌ | 56/100 [00:00<00:00, 12329.71it/s]
All-or-Nothing - Traffic Class: car : 56%|█████▌ | 56/100 [00:00<00:00, 11983.11it/s]
All-or-Nothing - Traffic Class: car : 56%|█████▌ | 56/100 [00:00<00:00, 11597.92it/s]
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Equilibrium Assignment - Iteration: 56/100 - RGap: 0.00308975: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 57%|█████▋ | 57/100 [00:00<00:00, 10037.17it/s]
All-or-Nothing - Traffic Class: car : 57%|█████▋ | 57/100 [00:00<00:00, 9811.44it/s]
All-or-Nothing - Traffic Class: car : 57%|█████▋ | 57/100 [00:00<00:00, 9550.79it/s]
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Equilibrium Assignment - Iteration: 57/100 - RGap: 0.00306781: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 58%|█████▊ | 58/100 [00:00<00:00, 13576.07it/s]
All-or-Nothing - Traffic Class: car : 58%|█████▊ | 58/100 [00:00<00:00, 13173.21it/s]
All-or-Nothing - Traffic Class: car : 58%|█████▊ | 58/100 [00:00<00:00, 12817.83it/s]
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Equilibrium Assignment - Iteration: 58/100 - RGap: 0.00331244: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 59%|█████▉ | 59/100 [00:00<00:00, 13041.58it/s]
All-or-Nothing - Traffic Class: car : 59%|█████▉ | 59/100 [00:00<00:00, 12675.51it/s]
All-or-Nothing - Traffic Class: car : 59%|█████▉ | 59/100 [00:00<00:00, 12343.57it/s]
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Equilibrium Assignment - Iteration: 59/100 - RGap: 0.00288524: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 60%|██████ | 60/100 [00:00<00:00, 13686.75it/s]
All-or-Nothing - Traffic Class: car : 60%|██████ | 60/100 [00:00<00:00, 13287.83it/s]
All-or-Nothing - Traffic Class: car : 60%|██████ | 60/100 [00:00<00:00, 12926.10it/s]
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Equilibrium Assignment - Iteration: 60/100 - RGap: 0.00277089: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 61%|██████ | 61/100 [00:00<00:00, 8724.72it/s]
All-or-Nothing - Traffic Class: car : 61%|██████ | 61/100 [00:00<00:00, 8563.82it/s]
All-or-Nothing - Traffic Class: car : 61%|██████ | 61/100 [00:00<00:00, 8411.77it/s]
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Equilibrium Assignment - Iteration: 61/100 - RGap: 0.0025206: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 62%|██████▏ | 62/100 [00:00<00:00, 14158.37it/s]
All-or-Nothing - Traffic Class: car : 62%|██████▏ | 62/100 [00:00<00:00, 13747.45it/s]
All-or-Nothing - Traffic Class: car : 62%|██████▏ | 62/100 [00:00<00:00, 13359.71it/s]
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Equilibrium Assignment - Iteration: 62/100 - RGap: 0.00258089: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 63%|██████▎ | 63/100 [00:00<00:00, 13869.47it/s]
All-or-Nothing - Traffic Class: car : 63%|██████▎ | 63/100 [00:00<00:00, 13478.94it/s]
All-or-Nothing - Traffic Class: car : 63%|██████▎ | 63/100 [00:00<00:00, 13125.43it/s]
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Equilibrium Assignment - Iteration: 63/100 - RGap: 0.00283378: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 64%|██████▍ | 64/100 [00:00<00:00, 14015.32it/s]
All-or-Nothing - Traffic Class: car : 64%|██████▍ | 64/100 [00:00<00:00, 13619.25it/s]
All-or-Nothing - Traffic Class: car : 64%|██████▍ | 64/100 [00:00<00:00, 13263.28it/s]
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Equilibrium Assignment - Iteration: 64/100 - RGap: 0.00257815: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 65%|██████▌ | 65/100 [00:00<00:00, 14686.73it/s]
All-or-Nothing - Traffic Class: car : 65%|██████▌ | 65/100 [00:00<00:00, 14016.95it/s]
All-or-Nothing - Traffic Class: car : 65%|██████▌ | 65/100 [00:00<00:00, 13625.36it/s]
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Equilibrium Assignment - Iteration: 65/100 - RGap: 0.00251031: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 66%|██████▌ | 66/100 [00:00<00:00, 15376.55it/s]
All-or-Nothing - Traffic Class: car : 66%|██████▌ | 66/100 [00:00<00:00, 14920.72it/s]
All-or-Nothing - Traffic Class: car : 66%|██████▌ | 66/100 [00:00<00:00, 14500.24it/s]
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Equilibrium Assignment - Iteration: 66/100 - RGap: 0.00275356: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 67%|██████▋ | 67/100 [00:00<00:00, 15172.14it/s]
All-or-Nothing - Traffic Class: car : 67%|██████▋ | 67/100 [00:00<00:00, 14732.29it/s]
All-or-Nothing - Traffic Class: car : 67%|██████▋ | 67/100 [00:00<00:00, 14333.28it/s]
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Equilibrium Assignment - Iteration: 67/100 - RGap: 0.00223293: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 68%|██████▊ | 68/100 [00:00<00:00, 14796.26it/s]
All-or-Nothing - Traffic Class: car : 68%|██████▊ | 68/100 [00:00<00:00, 14380.71it/s]
All-or-Nothing - Traffic Class: car : 68%|██████▊ | 68/100 [00:00<00:00, 14009.86it/s]
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Equilibrium Assignment - Iteration: 68/100 - RGap: 0.00298669: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 69%|██████▉ | 69/100 [00:00<00:00, 15780.96it/s]
All-or-Nothing - Traffic Class: car : 69%|██████▉ | 69/100 [00:00<00:00, 15323.89it/s]
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Equilibrium Assignment - Iteration: 69/100 - RGap: 0.00230853: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 70%|███████ | 70/100 [00:00<00:00, 15705.64it/s]
All-or-Nothing - Traffic Class: car : 70%|███████ | 70/100 [00:00<00:00, 15259.15it/s]
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Equilibrium Assignment - Iteration: 70/100 - RGap: 0.00233614: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 71%|███████ | 71/100 [00:00<00:00, 14439.27it/s]
All-or-Nothing - Traffic Class: car : 71%|███████ | 71/100 [00:00<00:00, 14070.19it/s]
All-or-Nothing - Traffic Class: car : 71%|███████ | 71/100 [00:00<00:00, 13731.53it/s]
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Equilibrium Assignment - Iteration: 71/100 - RGap: 0.00230548: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 72%|███████▏ | 72/100 [00:00<00:00, 16392.89it/s]
All-or-Nothing - Traffic Class: car : 72%|███████▏ | 72/100 [00:00<00:00, 15915.15it/s]
All-or-Nothing - Traffic Class: car : 72%|███████▏ | 72/100 [00:00<00:00, 15480.31it/s]
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Equilibrium Assignment - Iteration: 72/100 - RGap: 0.00301383: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 73%|███████▎ | 73/100 [00:00<00:00, 16642.25it/s]
All-or-Nothing - Traffic Class: car : 73%|███████▎ | 73/100 [00:00<00:00, 16155.77it/s]
All-or-Nothing - Traffic Class: car : 73%|███████▎ | 73/100 [00:00<00:00, 15720.30it/s]
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Equilibrium Assignment - Iteration: 73/100 - RGap: 0.00190227: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 74%|███████▍ | 74/100 [00:00<00:00, 14432.18it/s]
All-or-Nothing - Traffic Class: car : 74%|███████▍ | 74/100 [00:00<00:00, 14071.02it/s]
All-or-Nothing - Traffic Class: car : 74%|███████▍ | 74/100 [00:00<00:00, 13741.47it/s]
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Equilibrium Assignment - Iteration: 74/100 - RGap: 0.00232574: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 75%|███████▌ | 75/100 [00:00<00:00, 16405.36it/s]
All-or-Nothing - Traffic Class: car : 75%|███████▌ | 75/100 [00:00<00:00, 15944.69it/s]
All-or-Nothing - Traffic Class: car : 75%|███████▌ | 75/100 [00:00<00:00, 15533.69it/s]
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Equilibrium Assignment - Iteration: 75/100 - RGap: 0.00207552: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 76%|███████▌ | 76/100 [00:00<00:00, 17067.36it/s]
All-or-Nothing - Traffic Class: car : 76%|███████▌ | 76/100 [00:00<00:00, 16575.69it/s]
All-or-Nothing - Traffic Class: car : 76%|███████▌ | 76/100 [00:00<00:00, 16137.66it/s]
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Equilibrium Assignment - Iteration: 76/100 - RGap: 0.00181077: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 77%|███████▋ | 77/100 [00:00<00:00, 17422.53it/s]
All-or-Nothing - Traffic Class: car : 77%|███████▋ | 77/100 [00:00<00:00, 16899.24it/s]
All-or-Nothing - Traffic Class: car : 77%|███████▋ | 77/100 [00:00<00:00, 16432.35it/s]
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Equilibrium Assignment - Iteration: 77/100 - RGap: 0.0027303: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 78%|███████▊ | 78/100 [00:00<00:00, 17494.96it/s]
All-or-Nothing - Traffic Class: car : 78%|███████▊ | 78/100 [00:00<00:00, 16899.41it/s]
All-or-Nothing - Traffic Class: car : 78%|███████▊ | 78/100 [00:00<00:00, 16429.25it/s]
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Equilibrium Assignment - Iteration: 78/100 - RGap: 0.00188979: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 79%|███████▉ | 79/100 [00:00<00:00, 17120.49it/s]
All-or-Nothing - Traffic Class: car : 79%|███████▉ | 79/100 [00:00<00:00, 16556.74it/s]
All-or-Nothing - Traffic Class: car : 79%|███████▉ | 79/100 [00:00<00:00, 16120.95it/s]
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Equilibrium Assignment - Iteration: 79/100 - RGap: 0.0017885: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 80%|████████ | 80/100 [00:00<00:00, 18138.51it/s]
All-or-Nothing - Traffic Class: car : 80%|████████ | 80/100 [00:00<00:00, 17551.23it/s]
All-or-Nothing - Traffic Class: car : 80%|████████ | 80/100 [00:00<00:00, 16475.71it/s]
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Equilibrium Assignment - Iteration: 80/100 - RGap: 0.00200355: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 81%|████████ | 81/100 [00:00<00:00, 15648.95it/s]
All-or-Nothing - Traffic Class: car : 81%|████████ | 81/100 [00:00<00:00, 15257.49it/s]
All-or-Nothing - Traffic Class: car : 81%|████████ | 81/100 [00:00<00:00, 14905.39it/s]
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Equilibrium Assignment - Iteration: 81/100 - RGap: 0.00187457: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 82%|████████▏ | 82/100 [00:00<00:00, 12053.44it/s]
All-or-Nothing - Traffic Class: car : 82%|████████▏ | 82/100 [00:00<00:00, 11796.30it/s]
All-or-Nothing - Traffic Class: car : 82%|████████▏ | 82/100 [00:00<00:00, 11549.90it/s]
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Equilibrium Assignment - Iteration: 82/100 - RGap: 0.00198857: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 83%|████████▎ | 83/100 [00:00<00:00, 19003.62it/s]
All-or-Nothing - Traffic Class: car : 83%|████████▎ | 83/100 [00:00<00:00, 18445.78it/s]
All-or-Nothing - Traffic Class: car : 83%|████████▎ | 83/100 [00:00<00:00, 17942.85it/s]
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Equilibrium Assignment - Iteration: 83/100 - RGap: 0.00224714: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 84%|████████▍ | 84/100 [00:00<00:00, 18195.61it/s]
All-or-Nothing - Traffic Class: car : 84%|████████▍ | 84/100 [00:00<00:00, 17685.94it/s]
All-or-Nothing - Traffic Class: car : 84%|████████▍ | 84/100 [00:00<00:00, 17234.34it/s]
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Equilibrium Assignment - Iteration: 84/100 - RGap: 0.00154648: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 85%|████████▌ | 85/100 [00:00<00:00, 13972.79it/s]
All-or-Nothing - Traffic Class: car : 85%|████████▌ | 85/100 [00:00<00:00, 13594.50it/s]
All-or-Nothing - Traffic Class: car : 85%|████████▌ | 85/100 [00:00<00:00, 13321.22it/s]
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Equilibrium Assignment - Iteration: 85/100 - RGap: 0.00308653: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 86%|████████▌ | 86/100 [00:00<00:00, 19260.47it/s]
All-or-Nothing - Traffic Class: car : 86%|████████▌ | 86/100 [00:00<00:00, 18716.80it/s]
All-or-Nothing - Traffic Class: car : 86%|████████▌ | 86/100 [00:00<00:00, 18103.39it/s]
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Equilibrium Assignment - Iteration: 86/100 - RGap: 0.00151127: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 87%|████████▋ | 87/100 [00:00<00:00, 19235.87it/s]
All-or-Nothing - Traffic Class: car : 87%|████████▋ | 87/100 [00:00<00:00, 18698.67it/s]
All-or-Nothing - Traffic Class: car : 87%|████████▋ | 87/100 [00:00<00:00, 18112.10it/s]
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Equilibrium Assignment - Iteration: 87/100 - RGap: 0.00207137: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 88%|████████▊ | 88/100 [00:00<00:00, 19711.55it/s]
All-or-Nothing - Traffic Class: car : 88%|████████▊ | 88/100 [00:00<00:00, 19091.64it/s]
All-or-Nothing - Traffic Class: car : 88%|████████▊ | 88/100 [00:00<00:00, 18514.18it/s]
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Equilibrium Assignment - Iteration: 88/100 - RGap: 0.00153133: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 89%|████████▉ | 89/100 [00:00<00:00, 20275.54it/s]
All-or-Nothing - Traffic Class: car : 89%|████████▉ | 89/100 [00:00<00:00, 19693.65it/s]
All-or-Nothing - Traffic Class: car : 89%|████████▉ | 89/100 [00:00<00:00, 19164.86it/s]
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Equilibrium Assignment - Iteration: 89/100 - RGap: 0.00183577: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 90%|█████████ | 90/100 [00:00<00:00, 20316.87it/s]
All-or-Nothing - Traffic Class: car : 90%|█████████ | 90/100 [00:00<00:00, 19703.90it/s]
All-or-Nothing - Traffic Class: car : 90%|█████████ | 90/100 [00:00<00:00, 19156.93it/s]
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Equilibrium Assignment - Iteration: 90/100 - RGap: 0.00178276: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 91%|█████████ | 91/100 [00:00<00:00, 21208.07it/s]
All-or-Nothing - Traffic Class: car : 91%|█████████ | 91/100 [00:00<00:00, 20457.83it/s]
All-or-Nothing - Traffic Class: car : 91%|█████████ | 91/100 [00:00<00:00, 19880.29it/s]
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Equilibrium Assignment - Iteration: 91/100 - RGap: 0.00155348: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 92%|█████████▏| 92/100 [00:00<00:00, 20117.61it/s]
All-or-Nothing - Traffic Class: car : 92%|█████████▏| 92/100 [00:00<00:00, 19458.22it/s]
All-or-Nothing - Traffic Class: car : 92%|█████████▏| 92/100 [00:00<00:00, 18940.56it/s]
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Equilibrium Assignment - Iteration: 92/100 - RGap: 0.00168305: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 93%|█████████▎| 93/100 [00:00<00:00, 20752.83it/s]
All-or-Nothing - Traffic Class: car : 93%|█████████▎| 93/100 [00:00<00:00, 20170.14it/s]
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Equilibrium Assignment - Iteration: 93/100 - RGap: 0.00162541: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 94%|█████████▍| 94/100 [00:00<00:00, 20967.06it/s]
All-or-Nothing - Traffic Class: car : 94%|█████████▍| 94/100 [00:00<00:00, 20365.96it/s]
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Equilibrium Assignment - Iteration: 94/100 - RGap: 0.00196285: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 95%|█████████▌| 95/100 [00:00<00:00, 21342.20it/s]
All-or-Nothing - Traffic Class: car : 95%|█████████▌| 95/100 [00:00<00:00, 20736.87it/s]
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Equilibrium Assignment - Iteration: 95/100 - RGap: 0.00135231: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 96%|█████████▌| 96/100 [00:00<00:00, 21750.93it/s]
All-or-Nothing - Traffic Class: car : 96%|█████████▌| 96/100 [00:00<00:00, 21134.43it/s]
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Equilibrium Assignment - Iteration: 96/100 - RGap: 0.00141124: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 97%|█████████▋| 97/100 [00:00<00:00, 22571.29it/s]
All-or-Nothing - Traffic Class: car : 97%|█████████▋| 97/100 [00:00<00:00, 21802.02it/s]
All-or-Nothing - Traffic Class: car : 97%|█████████▋| 97/100 [00:00<00:00, 21184.46it/s]
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Equilibrium Assignment - Iteration: 97/100 - RGap: 0.00161403: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 98%|█████████▊| 98/100 [00:00<00:00, 14407.35it/s]
All-or-Nothing - Traffic Class: car : 98%|█████████▊| 98/100 [00:00<00:00, 14123.21it/s]
All-or-Nothing - Traffic Class: car : 98%|█████████▊| 98/100 [00:00<00:00, 13868.27it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
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Equilibrium Assignment - Iteration: 98/100 - RGap: 0.00150157: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 99%|█████████▉| 99/100 [00:00<00:00, 22890.63it/s]
All-or-Nothing - Traffic Class: car : 99%|█████████▉| 99/100 [00:00<00:00, 22211.08it/s]
All-or-Nothing - Traffic Class: car : 99%|█████████▉| 99/100 [00:00<00:00, 21455.90it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
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All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 99/100 - RGap: 0.00188936: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment : 100%|██████████| 100/100 [00:00<00:00, 19860.33it/s]
All-or-Nothing - Traffic Class: car : 100%|██████████| 100/100 [00:00<00:00, 19355.35it/s]
All-or-Nothing - Traffic Class: car : 100%|██████████| 100/100 [00:00<00:00, 18902.63it/s]
All-or-Nothing - Traffic Class: car : 0%| | 0/100 [00:00<?, ?it/s]
All-or-Nothing - Traffic Class: car - Zones: 0/24 : 0%| | 0/100 [00:00<?, ?it/s]
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All-or-Nothing - Traffic Class: car - Zones: 24/24: 0%| | 0/100 [00:00<?, ?it/s]
Equilibrium Assignment - Iteration: 100/100 - RGap: 0.00139987: 0%| | 0/100 [00:00<?, ?it/s]
Now let’s take a look at the Assignment results
assig.results()
And at the Assignment report
assig.report()
Total running time of the script: (0 minutes 0.792 seconds)