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We are proud to announce the GA 3.0 release of the ArangoDB-NetworkX Adapter!

The ArangoDB-Networkx Adapter exports Graphs from ArangoDB, a multi-model Graph Database, into NetworkX, the swiss army knife for graph analysis with python, and vice-versa.

Back in November 2021, we (quietly) released its 1.0 distribution, which overhauled the adapter in its entirety. We refactored its existing feature of converting ArangoDB graphs to NetworkX, and introduced the ability to convert NetworkX graphs to ArangoDB, via a range of developer-friendly options. It’s also open source!

This latest major release complements previous overhaul & restoration changes by optimizing adapter functionality, polishing its codebase, and improving documentation. For more information on what’s changed between the 2.0 & 3.0 releases, see networkx-adapter/releases/tag/3.0.0

This blog post will serve as a walkthrough of the ArangoDB-NetworkX Adapter, via its official Jupyter Notebook.

We will cover the following use cases:

  1. ArangoDB to NetworkX
    1. Via an ArangoDB graph
    2. Via a set of ArangoDB collections
    3. Via a user-defined metagraph
  2. NetworkX to ArangoDB
    1. Homogeneous graphs
    2. Heterogeneous graphs
  3. Full Cycles
    1. ArangoDB → NetworkX → ArangoDB
    2. NetworkX → ArangoDB → NetworkX

ArangoDB NetworkX Adapter Getting Started Guide

Open In Colab

arangodb networkX

Version: 3.0.1

Objective: Export Graphs from ArangoDB, a multi-model Graph Database, to NetworkX, the swiss army knife for graph analysis in python, and vice-versa.

Setup

In [1]:
%%capture
!git clone -b oasis_connector --single-branch https://github.com/arangodb/interactive_tutorials.git
!git clone -b 3.0.1 --single-branch https://github.com/arangoml/networkx-adapter.git
!rsync -av interactive_tutorials/ ./ --exclude=.git
!pip3 install adbnx_adapter==3.0.1
!pip3 install matplotlib
!pip3 install pyArango
In [2]:
import json
import oasis
import matplotlib.pyplot as plt

import networkx as nx

from adbnx_adapter.adapter import ADBNX_Adapter
from adbnx_adapter.controller import ADBNX_Controller
from adbnx_adapter.typings import Json, ArangoMetagraph, NxId, NxData

Understanding NetworkX

(referenced from networkx.org/documentation)

NetworkX is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks. It provides:

  • tools for the study of the structure and dynamics of social, biological, and infrastructure networks;
  • a standard programming interface and graph implementation that is suitable for many applications;
  • a rapid development environment for collaborative, multidisciplinary projects;
  • an interface to existing numerical algorithms and code written in C, C++, and FORTRAN; and
  • the ability to painlessly work with large nonstandard data sets.

With NetworkX you can load and store networks in standard and nonstandard data formats, generate many types of random and classic networks, analyze network structure, build network models, design new network algorithms, draw networks, and much more.

The following basic graph types are provided as Python classes:

Graph

  • This class implements an undirected graph. It ignores multiple edges between two nodes. It does allow self-loop edges between a node and itself.

DiGraph

  • Directed graphs, that is, graphs with directed edges. Provides operations common to directed graphs, (a subclass of Graph).

MultiGraph

  • A flexible graph class that allows multiple undirected edges between pairs of nodes. The additional flexibility leads to some degradation in performance, though usually not significant.

MultiDiGraph A directed version of a MultiGraph.

Note: To maximize NetworkX usability, the ArangoDB-NetworkX Adapter creates NetworkX graphs of type MultiDiGraph. You can to the NetworkX documentation for converting a MultiDiGraph to other types.

However, for now, let's take a look at creating a regular Graph:

In [3]:
import networkx as nx
G = nx.Graph()
G.add_edge(1, 2)  # default edge data=1
G.add_edge(2, 3, weight=0.9)  # specify edge data

Edge attributes can be anything:

In [4]:
import math
G.add_edge('y', 'x', function=math.cos)
G.add_node(math.cos)  # any hashable can be a node

You can add many edges at one time:

In [5]:
elist = [(1, 2), (2, 3), (1, 4), (4, 2)]
G.add_edges_from(elist)
elist = [('a', 'b', 5.0), ('b', 'c', 3.0), ('a', 'c', 1.0), ('c', 'd', 7.3)]
G.add_weighted_edges_from(elist)

Algorithms

A number of graph algorithms are provided with NetworkX. These include shortest path, and breadth first search, clustering and isomorphism algorithms and others.

As an example here is code to use Dijkstra’s algorithm to find the shortest weighted path:

In [6]:
G = nx.Graph()
e = [('a', 'b', 0.3), ('b', 'c', 0.9), ('a', 'c', 0.5), ('c', 'd', 1.2)]
G.add_weighted_edges_from(e)
print(nx.dijkstra_path(G, 'a', 'd'))
['a', 'c', 'd']

Drawing

While NetworkX is not designed as a network drawing tool, we provide a simple interface to drawing packages and some simple layout algorithms.

The basic drawing functions essentially place the nodes on a scatterplot using the positions you provide via a dictionary or the positions are computed with a layout function. The edges are lines between those dots:

In [7]:
import matplotlib.pyplot as plt
G = nx.cubical_graph()
subax1 = plt.subplot(121)
nx.draw(G)   # default spring_layout
subax2 = plt.subplot(122)
nx.draw(G, pos=nx.circular_layout(G), node_color='r', edge_color='b')

Data Structure

NetworkX uses a “dictionary of dictionaries of dictionaries” as the basic network data structure. This allows fast lookup with reasonable storage for large sparse networks. The keys are nodes so G[u] returns an adjacency dictionary keyed by neighbor to the edge attribute dictionary. A view of the adjacency data structure is provided by the dict-like object G.adj as e.g. for node, nbrsdict in G.adj.items():. The expression G[u][v] returns the edge attribute dictionary itself. A dictionary of lists would have also been possible, but not allow fast edge detection nor convenient storage of edge data.

As an example, here is a representation of an undirected graph with the edges

In [8]:
G = nx.Graph()
G.add_edge('A', 'B')
G.add_edge('B', 'C')
print(G.adj)
{'A': {'B': {}}, 'B': {'A': {}, 'C': {}}, 'C': {'B': {}}}

Graphs provide two interfaces to the edge data attributes: adjacency and edges. So G[u][v]['width'] is the same as G.edges[u, v]['width'].

In [9]:
G = nx.Graph()
G.add_edge(1, 2, color='red', weight=0.84, size=300)
print(G[1][2]['size'])
print(G.edges[1, 2]['color'])
300
red

Create a Temporary ArangoDB Oasis Instance

In [10]:
# Request temporary instance from the managed ArangoDB Cloud Oasis.
con = oasis.getTempCredentials()

# Connect to the db via the python-arango driver
db = oasis.connect_python_arango(con)

print('\n--------------------')
print("https://{}:{}".format(con["hostname"], con["port"]))
print("Username: " + con["username"])
print("Password: " + con["password"])
print("Database: " + con["dbName"])
print('--------------------\n')
Requesting new temp credentials.
Temp database ready to use.

--------------------
https://tutorials.arangodb.cloud:8529
Username: TUT95b328zdyqvu6icc2szy7l
Password: TUTqy7aejhetdpkpplf7nwbai
Database: TUTl7w91pj995boxn9f4etz6
--------------------

Feel free to use to above URL to checkout the UI!

Data Import

For demo purposes, we will be using the ArangoDB Fraud Detection example graph, and the ArangoDB IMDB Dataset.

In [11]:
%%capture
!chmod -R 755 ./tools
!./tools/arangorestore -c none --server.endpoint http+ssl://{con["hostname"]}:{con["port"]} --server.username {con["username"]} --server.database {con["dbName"]} --server.password {con["password"]} --replication-factor 3  --input-directory "networkx-adapter/examples/data/fraud_dump" --include-system-collections true
!./tools/arangorestore -c none --server.endpoint http+ssl://{con["hostname"]}:{con["port"]} --server.username {con["username"]} --server.database {con["dbName"]} --server.password {con["password"]} --replication-factor 3  --input-directory "networkx-adapter/examples/data/imdb_dump" --include-system-collections true

Instantiate the Adapter

Connect the ArangoDB-Networkx Adapter to our temporary ArangoDB cluster:

In [12]:
adbnx_adapter = ADBNX_Adapter(con)
Connecting to https://tutorials.arangodb.cloud:8529

ArangoDB to NetworkX

Via ArangoDB Graph

Data source

  • ArangoDB Fraud-Detection Graph

Package methods used

Important notes

  • The name parameter in this case must point to an existing ArangoDB graph in your ArangoDB instance.
In [13]:
# Define graph name
graph_name = "fraud-detection"

# Create NetworkX graph from ArangoDB graph
nx_g = adbnx_adapter.arangodb_graph_to_networkx(graph_name)

# You can also provide valid Python-Arango AQL query options to the command above, like such:
# nx_g = adbnx_adapter.arangodb_graph_to_networkx(graph_name, ttl=1000, stream=True)
# See more here: https://docs.python-arango.com/en/main/specs.html#arango.aql.AQL.execute

# Show graph data
print('\n--------------------')
print(nx_g)
print(nx_g.nodes(data=True))
print(nx_g.edges(data=True))
nx.draw(nx_g, with_labels=True)
NetworkX: fraud-detection created

--------------------
MultiDiGraph named 'fraud-detection' with 71 nodes and 116 edges
[('account/10000011', {'_key': '10000011', '_id': 'account/10000011', '_rev': '_dfEQim----', 'Balance': 5331, 'Status': 'active', 'account_opening_date': '2018-3-13', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10001, 'customer_id': 10000009, 'rank': 0.0021126761566847563}), ('account/10000016', {'_key': '10000016', '_id': 'account/10000016', '_rev': '_dfEQim---_', 'Balance': 7630, 'Status': 'active', 'account_opening_date': '2018-10-15', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000004, 'rank': 0.003122549969702959}), ('account/10000003', {'_key': '10000003', '_id': 'account/10000003', '_rev': '_dfEQim---A', 'Balance': 1433, 'Status': 'active', 'account_opening_date': '2017-10-24', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10006, 'customer_id': 10000004, 'rank': 0.00524971354752779}), ('account/10000029', {'_key': '10000029', '_id': 'account/10000029', '_rev': '_dfEQim---B', 'Balance': 2201, 'Status': 'active', 'account_opening_date': '2017-10-25', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10007, 'customer_id': 10000010, 'rank': 0.0021126761566847563}), ('account/10000005', {'_key': '10000005', '_id': 'account/10000005', '_rev': '_dfEQim---C', 'Balance': 4837, 'Status': 'active', 'account_opening_date': '2017-2-27', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10006, 'customer_id': 10000002, 'rank': 0.004550427198410034}), ('account/10000032', {'_key': '10000032', '_id': 'account/10000032', '_rev': '_dfEQim---D', 'Balance': 5817, 'Status': 'active', 'account_opening_date': '2018-9-14', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10003, 'customer_id': 10000011, 'rank': 0.0036875137593597174}), ('account/10000039', {'_key': '10000039', '_id': 'account/10000039', '_rev': '_dfEQim---E', 'Balance': 1689, 'Status': 'active', 'account_opening_date': '2017-12-26', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10002, 'customer_id': 10000015, 'rank': 0.003232583636417985}), ('account/10000028', {'_key': '10000028', '_id': 'account/10000028', '_rev': '_dfEQim---F', 'Balance': 1042, 'Status': 'active', 'account_opening_date': '2018-9-15', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10003, 'customer_id': 10000006, 'rank': 0.004198686685413122}), ('account/10000020', {'_key': '10000020', '_id': 'account/10000020', '_rev': '_dfEQim---G', 'Balance': 4104, 'Status': 'active', 'account_opening_date': '2017-5-19', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000010, 'rank': 0.0021126761566847563}), ('account/orphan_Account_1', {'_key': 'orphan_Account_1', '_id': 'account/orphan_Account_1', '_rev': '_dfEQim---H', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/10000006', {'_key': '10000006', '_id': 'account/10000006', '_rev': '_dfEQim---I', 'Balance': 2338, 'Status': 'active', 'account_opening_date': '2017-6-21', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10001, 'customer_id': 10000002, 'rank': 0.003010563552379608}), ('account/1000053', {'_key': '1000053', '_id': 'account/1000053', '_rev': '_dfEQim---J', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10000014, 'rank': 0.003747815964743495}), ('account/10000013', {'_key': '10000013', '_id': 'account/10000013', '_rev': '_dfEQim---K', 'Balance': 3779, 'Status': 'active', 'account_opening_date': '2018-4-23', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10003, 'customer_id': 10000008, 'rank': 0.004046608693897724}), ('account/1000054', {'_key': '1000054', '_id': 'account/1000054', '_rev': '_dfEQim---L', 'rank': 0.003705498529598117}), ('account/10000012', {'_key': '10000012', '_id': 'account/10000012', '_rev': '_dfEQim---M', 'Balance': 529, 'Status': 'active', 'account_opening_date': '2018-4-15', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000002, 'rank': 0.0021126761566847563}), ('account/1000050', {'_key': '1000050', '_id': 'account/1000050', '_rev': '_dfEQim---N', 'rank': 0.004632922820746899}), ('account/10000001', {'_key': '10000001', '_id': 'account/10000001', '_rev': '_dfEQim---O', 'Balance': 1992, 'Status': 'active', 'account_opening_date': '2017-1-23', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10009, 'customer_id': 10000008, 'rank': 0.0040132044814527035}), ('account/10000014', {'_key': '10000014', '_id': 'account/10000014', '_rev': '_dfEQim---P', 'Balance': 2912, 'Status': 'active', 'account_opening_date': '2017-12-16', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10003, 'customer_id': 10000006, 'rank': 0.003010563552379608}), ('account/10000034', {'_key': '10000034', '_id': 'account/10000034', '_rev': '_dfEQim---Q', 'Balance': 6367, 'Status': 'active', 'account_opening_date': '2017-12-5', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10008, 'customer_id': 10000012, 'rank': 0.0026350750122219324}), ('account/10000042', {'_key': '10000042', '_id': 'account/10000042', '_rev': '_dfEQim---R', 'Balance': 1819, 'Status': 'active', 'account_opening_date': '2017-3-23', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10006, 'customer_id': 10000015, 'rank': 0.003232583636417985}), ('account/4149551', {'_key': '4149551', '_id': 'account/4149551', '_rev': '_dfEQim---S', 'account_type': 'checking', 'customer_id': 10000001, 'rank': 0.0021126761566847563}), ('account/10000008', {'_key': '10000008', '_id': 'account/10000008', '_rev': '_dfEQim---T', 'Balance': 221, 'Status': 'active', 'account_opening_date': '2017-5-9', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000010, 'rank': 0.0033510124776512384}), ('account/10000040', {'_key': '10000040', '_id': 'account/10000040', '_rev': '_dfEQim---U', 'Balance': 5062, 'Status': 'active', 'account_opening_date': '2018-7-27', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000015, 'rank': 0.003232583636417985}), ('account/10000002', {'_key': '10000002', '_id': 'account/10000002', '_rev': '_dfEQim---V', 'Balance': 2372, 'Status': 'active', 'account_opening_date': '2018-12-12', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10009, 'customer_id': 10000005, 'rank': 0.0021126761566847563}), ('account/10000009', {'_key': '10000009', '_id': 'account/10000009', '_rev': '_dfEQim---W', 'Balance': 841, 'Status': 'active', 'account_opening_date': '2018-2-25', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10004, 'customer_id': 10000009, 'rank': 0.0021126761566847563}), ('account/10000026', {'_key': '10000026', '_id': 'account/10000026', '_rev': '_dfEQim---X', 'Balance': 5393, 'Status': 'active', 'account_opening_date': '2018-10-25', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10002, 'customer_id': 10000008, 'rank': 0.00354181369766593}), ('account/10000033', {'_key': '10000033', '_id': 'account/10000033', '_rev': '_dfEQim---Y', 'Balance': 1138, 'Status': 'active', 'account_opening_date': '2017-4-6', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10006, 'customer_id': 10000011, 'rank': 0.0026350750122219324}), ('account/10000037', {'_key': '10000037', '_id': 'account/10000037', '_rev': '_dfEQim---Z', 'Balance': 8414, 'Status': 'active', 'account_opening_date': '2018-10-17', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10002, 'customer_id': 10000014, 'rank': 0.0026350750122219324}), ('account/10000018', {'_key': '10000018', '_id': 'account/10000018', '_rev': '_dfEQim---a', 'Balance': 4064, 'Status': 'active', 'account_opening_date': '2018-11-27', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10001, 'customer_id': 10000010, 'rank': 0.004585607908666134}), ('account/10000024', {'_key': '10000024', '_id': 'account/10000024', '_rev': '_dfEQim---b', 'Balance': 5686, 'Status': 'active', 'account_opening_date': '2017-11-15', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10001, 'customer_id': 10000006, 'rank': 0.0021126761566847563}), ('account/10000017', {'_key': '10000017', '_id': 'account/10000017', '_rev': '_dfEQim---c', 'Balance': 6294, 'Status': 'active', 'account_opening_date': '2017-9-24', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10010, 'customer_id': 10000002, 'rank': 0.0021126761566847563}), ('account/10000010', {'_key': '10000010', '_id': 'account/10000010', '_rev': '_dfEQim---d', 'Balance': 6540, 'Status': 'active', 'account_opening_date': '2018-2-1', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000007, 'rank': 0.0035368565004318953}), ('account/10000004', {'_key': '10000004', '_id': 'account/10000004', '_rev': '_dfEQim---e', 'Balance': 7358, 'Status': 'active', 'account_opening_date': '2018-5-20', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10009, 'customer_id': 10000006, 'rank': 0.0036158403381705284}), ('account/10000023', {'_key': '10000023', '_id': 'account/10000023', '_rev': '_dfEQim---f', 'Balance': 3452, 'Status': 'active', 'account_opening_date': '2018-1-12', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10002, 'customer_id': 10000005, 'rank': 0.0035642609000205994}), ('account/1000052', {'_key': '1000052', '_id': 'account/1000052', '_rev': '_dfEQim---g', 'rank': 0.0038473859895020723}), ('account/10000025', {'_key': '10000025', '_id': 'account/10000025', '_rev': '_dfEQim---h', 'Balance': 3993, 'Status': 'active', 'account_opening_date': '2018-2-25', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000010, 'rank': 0.005468250252306461}), ('account/6149795', {'_key': '6149795', '_id': 'account/6149795', '_rev': '_dfEQim---i', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/1000051', {'_key': '1000051', '_id': 'account/1000051', '_rev': '_dfEQim---j', 'rank': 0.0040816692635416985}), ('account/10000019', {'_key': '10000019', '_id': 'account/10000019', '_rev': '_dfEQim---k', 'Balance': 471, 'Status': 'active', 'account_opening_date': '2017-11-19', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10006, 'customer_id': 10000009, 'rank': 0.0044366829097270966}), ('account/10000022', {'_key': '10000022', '_id': 'account/10000022', '_rev': '_dfEQim---l', 'Balance': 8148, 'Status': 'active', 'account_opening_date': '2018-5-6', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10001, 'customer_id': 10000006, 'rank': 0.0021126761566847563}), ('account/10000031', {'_key': '10000031', '_id': 'account/10000031', '_rev': '_dfEQim---m', 'Balance': 5832, 'Status': 'active', 'account_opening_date': '2018-1-28', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10007, 'customer_id': 10000002, 'rank': 0.003010563552379608}), ('account/10000021', {'_key': '10000021', '_id': 'account/10000021', '_rev': '_dfEQim---n', 'Balance': 1758, 'Status': 'active', 'account_opening_date': '2017-7-6', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10001, 'customer_id': 10000005, 'rank': 0.0034595071338117123}), ('account/10000007', {'_key': '10000007', '_id': 'account/10000007', '_rev': '_dfEQim---o', 'Balance': 1747, 'Status': 'active', 'account_opening_date': '2017-2-3', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10007, 'customer_id': 10000009, 'rank': 0.0033098594285547733}), ('account/10000035', {'_key': '10000035', '_id': 'account/10000035', '_rev': '_dfEQim---p', 'Balance': 1679, 'Status': 'active', 'account_opening_date': '2018-10-18', 'account_type': 'checking', 'bank_id': 10000000001, 'branch_id': 10002, 'customer_id': 10000012, 'rank': 0.0026350750122219324}), ('account/10000015', {'_key': '10000015', '_id': 'account/10000015', '_rev': '_dfEQim---q', 'Balance': 6789, 'Status': 'active', 'account_opening_date': '2018-5-3', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10008, 'customer_id': 10000007, 'rank': 0.007116740569472313}), ('account/10000027', {'_key': '10000027', '_id': 'account/10000027', '_rev': '_dfEQim---r', 'Balance': 1599, 'Status': 'active', 'account_opening_date': '2018-7-12', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10008, 'customer_id': 10000002, 'rank': 0.0035642609000205994}), ('account/10000038', {'_key': '10000038', '_id': 'account/10000038', '_rev': '_dfEQim---s', 'Balance': 8320, 'Status': 'active', 'account_opening_date': '2018-5-27', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000014, 'rank': 0.003232583636417985}), ('account/10000044', {'_key': '10000044', '_id': 'account/10000044', '_rev': '_dfEQim---t', 'rank': 0.005929990671575069}), ('account/6149781', {'_key': '6149781', '_id': 'account/6149781', '_rev': '_dfEQim---u', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/10000043', {'_key': '10000043', '_id': 'account/10000043', '_rev': '_dfEQim---v', 'Balance': 8626, 'Status': 'active', 'account_opening_date': '2018-9-13', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10004, 'customer_id': 10000016, 'rank': 0.008981915190815926}), ('account/10000030', {'_key': '10000030', '_id': 'account/10000030', '_rev': '_dfEQim---w', 'Balance': 7199, 'Status': 'active', 'account_opening_date': '2017-7-24', 'account_type': 'checking', 'bank_id': 10000000003, 'branch_id': 10010, 'customer_id': 10000006, 'rank': 0.005735883489251137}), ('account/10000041', {'_key': '10000041', '_id': 'account/10000041', '_rev': '_dfEQim---x', 'Balance': 8644, 'Status': 'active', 'account_opening_date': '2018-8-7', 'account_type': 'checking', 'bank_id': 10000000002, 'branch_id': 10005, 'customer_id': 10000016, 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'account/10000034', '_to': 'customer/10000012', '_rev': '_dfEQium--A'}), ('account/10000042', 'account/10000043', {'_key': '10000042100000432019-6-612:58', '_id': 'transaction/10000042100000432019-6-612:58', '_from': 'account/10000042', '_to': 'account/10000043', '_rev': '_dfEQi6S--M', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '12:58', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000042', 'customer/10000015', {'_key': '1000001510000042', '_id': 'accountHolder/1000001510000042', '_from': 'account/10000042', '_to': 'customer/10000015', '_rev': '_dfEQium--y'}), ('account/4149551', 'customer/10000001', {'_key': '4149572', '_id': 'accountHolder/4149572', '_from': 'account/4149551', '_to': 'customer/10000001', '_rev': '_dfEQium--Z'}), ('account/10000008', 'account/10000010', {'_key': '10000008100000102019-3-1610:15', '_id': 'transaction/10000008100000102019-3-1610:15', '_from': 'account/10000008', '_to': 'account/10000010', '_rev': '_dfEQi6S--s', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000002, 'trans_time': '10:15', 'transaction_amt': 340, 'transaction_date': '2019-3-16'}), ('account/10000008', 'customer/10000010', {'_key': '1000001010000008', '_id': 'accountHolder/1000001010000008', '_from': 'account/10000008', '_to': 'customer/10000010', '_rev': '_dfEQium--z'}), ('account/10000040', 'account/10000043', {'_key': '10000040100000432019-6-615:20', '_id': 'transaction/10000040100000432019-6-615:20', '_from': 'account/10000040', '_to': 'account/10000043', '_rev': '_dfEQi6S--6', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '15:20', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000040', 'customer/10000015', {'_key': '1000001510000040', '_id': 'accountHolder/1000001510000040', '_from': 'account/10000040', '_to': 'customer/10000015', '_rev': '_dfEQium--j'}), ('account/10000002', 'account/10000001', {'_key': '10000002100000012018-1-2811:16', '_id': 'transaction/10000002100000012018-1-2811:16', '_from': 'account/10000002', '_to': 'account/10000001', '_rev': '_dfEQi6S--D', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '11:16', 'transaction_amt': 627, 'transaction_date': '2018-1-28'}), ('account/10000002', 'account/10000028', {'_key': '10000002100000282019-2-1314:50', '_id': 'transaction/10000002100000282019-2-1314:50', '_from': 'account/10000002', '_to': 'account/10000028', '_rev': '_dfEQi6S--E', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000003, 'trans_time': '14:50', 'transaction_amt': 142, 'transaction_date': '2019-2-13'}), ('account/10000002', 'customer/10000005', {'_key': '1000000510000002', '_id': 'accountHolder/1000000510000002', '_from': 'account/10000002', '_to': 'customer/10000005', '_rev': '_dfEQium--w'}), ('account/10000009', 'account/10000006', {'_key': '10000009100000062019-3-1117:58', '_id': 'transaction/10000009100000062019-3-1117:58', '_from': 'account/10000009', '_to': 'account/10000006', '_rev': '_dfEQi6S--O', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'trans_time': '17:58', 'transaction_amt': 53, 'transaction_date': '2019-3-11'}), ('account/10000009', 'customer/10000009', {'_key': '1000000910000009', '_id': 'accountHolder/1000000910000009', '_from': 'account/10000009', '_to': 'customer/10000009', '_rev': '_dfEQium--t'}), ('account/10000026', 'customer/10000008', {'_key': '1000000810000026', '_id': 'accountHolder/1000000810000026', '_from': 'account/10000026', '_to': 'customer/10000008', '_rev': '_dfEQium--Q'}), ('account/10000033', 'account/10000038', {'_key': '10000033100000382019-6-610:28', '_id': 'transaction/10000033100000382019-6-610:28', '_from': 'account/10000033', '_to': 'account/10000038', '_rev': '_dfEQi6S--Z', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '10:28', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000033', 'customer/10000011', {'_key': '1000001110000033', '_id': 'accountHolder/1000001110000033', '_from': 'account/10000033', '_to': 'customer/10000011', '_rev': '_dfEQium--N'}), ('account/10000037', 'account/10000042', {'_key': '10000037100000422019-6-617:10', '_id': 'transaction/10000037100000422019-6-617:10', '_from': 'account/10000037', '_to': 'account/10000042', '_rev': '_dfEQi6S--Y', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '17:10', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000037', 'customer/10000014', {'_key': '1000001410000037', '_id': 'accountHolder/1000001410000037', '_from': 'account/10000037', '_to': 'customer/10000014', '_rev': '_dfEQium--E'}), ('account/10000018', 'account/10000025', {'_key': '10000018100000252019-6-1116:52', '_id': 'transaction/10000018100000252019-6-1116:52', '_from': 'account/10000018', '_to': 'account/10000025', '_rev': '_dfEQi6S--l', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '16:52', 'transaction_amt': 804, 'transaction_date': '2019-6-11'}), ('account/10000018', 'customer/10000010', {'_key': '1000001010000018', '_id': 'accountHolder/1000001010000018', '_from': 'account/10000018', '_to': 'customer/10000010', '_rev': '_dfEQium--W'}), ('account/10000024', 'account/10000008', {'_key': '10000024100000082017-8-1012:47', '_id': 'transaction/10000024100000082017-8-1012:47', '_from': 'account/10000024', '_to': 'account/10000008', '_rev': '_dfEQi6S--I', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '12:47', 'transaction_amt': 421, 'transaction_date': '2017-8-10'}), ('account/10000024', 'account/10000030', {'_key': '10000024100000302018-10-2014:59', '_id': 'transaction/10000024100000302018-10-2014:59', '_from': 'account/10000024', '_to': 'account/10000030', '_rev': '_dfEQi6S--J', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'trans_time': '14:59', 'transaction_amt': 343, 'transaction_date': '2018-10-20'}), ('account/10000024', 'customer/10000006', {'_key': '1000000610000024', '_id': 'accountHolder/1000000610000024', '_from': 'account/10000024', '_to': 'customer/10000006', '_rev': '_dfEQium--c'}), ('account/10000017', 'account/10000007', {'_key': '10000017100000072019-1-1715:27', '_id': 'transaction/10000017100000072019-1-1715:27', '_from': 'account/10000017', '_to': 'account/10000007', '_rev': '_dfEQi6S--n', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '15:27', 'transaction_amt': 995, 'transaction_date': '2019-1-17'}), ('account/10000017', 'account/10000027', {'_key': '10000017100000272018-1-2411:33', '_id': 'transaction/10000017100000272018-1-2411:33', '_from': 'account/10000017', '_to': 'account/10000027', '_rev': '_dfEQi6S--y', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '11:33', 'transaction_amt': 762, 'transaction_date': '2018-1-24'}), ('account/10000017', 'customer/10000002', {'_key': '1000000210000017', '_id': 'accountHolder/1000000210000017', '_from': 'account/10000017', '_to': 'customer/10000002', '_rev': '_dfEQium--a'}), ('account/10000010', 'account/10000004', {'_key': '10000010100000042017-2-115:16', '_id': 'transaction/10000010100000042017-2-115:16', '_from': 'account/10000010', '_to': 'account/10000004', '_rev': '_dfEQi6S--_', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'trans_time': '15:16', 'transaction_amt': 299, 'transaction_date': '2017-2-1'}), ('account/10000010', 'customer/10000007', {'_key': '1000000710000010', '_id': 'accountHolder/1000000710000010', '_from': 'account/10000010', '_to': 'customer/10000007', '_rev': '_dfEQium--M'}), ('account/10000004', 'customer/10000006', {'_key': '1000000610000004', '_id': 'accountHolder/1000000610000004', '_from': 'account/10000004', '_to': 'customer/10000006', '_rev': '_dfEQium--G'}), ('account/10000023', 'account/10000003', {'_key': '10000023100000032018-2-1112:30', '_id': 'transaction/10000023100000032018-2-1112:30', '_from': 'account/10000023', '_to': 'account/10000003', '_rev': '_dfEQi6S--Q', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '12:30', 'transaction_amt': 284, 'transaction_date': '2018-2-11'}), ('account/10000023', 'account/10000016', {'_key': '10000023100000162018-10-1216:42', '_id': 'transaction/10000023100000162018-10-1216:42', '_from': 'account/10000023', '_to': 'account/10000016', '_rev': '_dfEQi6S--h', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '16:42', 'transaction_amt': 761, 'transaction_date': '2018-10-12'}), ('account/10000023', 'customer/10000005', {'_key': '1000000510000023', '_id': 'accountHolder/1000000510000023', '_from': 'account/10000023', '_to': 'customer/10000005', '_rev': '_dfEQium--g'}), ('account/1000052', 'account/1000053', {'_key': '3152649', '_id': 'transaction/3152649', '_from': 'account/1000052', '_to': 'account/1000053', '_rev': '_dfEQi6S--P', 'transaction_amt': 9000}), ('account/1000052', 'customer/10000011', {'_key': '1000001610000047', '_id': 'accountHolder/1000001610000047', '_from': 'account/1000052', '_to': 'customer/10000011', '_rev': '_dfEQium--O'}), ('account/10000025', 'account/10000019', {'_key': '10000025100000192017-9-1413:20', '_id': 'transaction/10000025100000192017-9-1413:20', '_from': 'account/10000025', '_to': 'account/10000019', '_rev': '_dfEQi6S--u', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000002, 'trans_time': '13:20', 'transaction_amt': 747, 'transaction_date': '2017-9-14'}), ('account/10000025', 'customer/10000010', {'_key': '1000001010000025', '_id': 'accountHolder/1000001010000025', '_from': 'account/10000025', '_to': 'customer/10000010', '_rev': '_dfEQium--u'}), ('account/6149795', 'customer/10810', {'_key': '6149796', '_id': 'accountHolder/6149796', '_from': 'account/6149795', '_to': 'customer/10810', '_rev': '_dfEQium--U'}), ('account/1000051', 'account/1000052', {'_key': '3152628', '_id': 'transaction/3152628', '_from': 'account/1000051', '_to': 'account/1000052', '_rev': '_dfEQi6S--i', 'transaction_amt': 9000}), ('account/1000051', 'customer/10000013', {'_key': '1000001610000049', '_id': 'accountHolder/1000001610000049', '_from': 'account/1000051', '_to': 'customer/10000013', '_rev': '_dfEQium--K'}), ('account/10000019', 'customer/10000009', {'_key': '1000000910000019', '_id': 'accountHolder/1000000910000019', '_from': 'account/10000019', '_to': 'customer/10000009', '_rev': '_dfEQium--e'}), ('account/10000022', 'account/10000021', {'_key': '10000022100000212019-4-1317:45', '_id': 'transaction/10000022100000212019-4-1317:45', '_from': 'account/10000022', '_to': 'account/10000021', '_rev': '_dfEQi6S--4', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '17:45', 'transaction_amt': 954, 'transaction_date': '2019-4-13'}), ('account/10000022', 'customer/10000006', {'_key': '1000000610000022', '_id': 'accountHolder/1000000610000022', '_from': 'account/10000022', '_to': 'customer/10000006', '_rev': '_dfEQium---'}), ('account/10000031', 'account/10000027', {'_key': '10000031100000272018-1-2512:10', '_id': 'transaction/10000031100000272018-1-2512:10', '_from': 'account/10000031', '_to': 'account/10000027', '_rev': '_dfEQi6S--R', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '12:10', 'transaction_amt': 120, 'transaction_date': '2018-1-25'}), ('account/10000031', 'account/10000018', {'_key': '10000031100000182018-10-2317:10', '_id': 'transaction/10000031100000182018-10-2317:10', '_from': 'account/10000031', '_to': 'account/10000018', '_rev': '_dfEQi6S--j', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000003, 'trans_time': '17:10', 'transaction_amt': 478, 'transaction_date': '2018-10-23'}), ('account/10000031', 'customer/10000002', {'_key': '1000000210000031', '_id': 'accountHolder/1000000210000031', '_from': 'account/10000031', '_to': 'customer/10000002', '_rev': '_dfEQium--d'}), ('account/10000021', 'account/10000026', {'_key': '10000021100000262017-5-2813:40', '_id': 'transaction/10000021100000262017-5-2813:40', '_from': 'account/10000021', '_to': 'account/10000026', '_rev': '_dfEQi6S--A', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '13:40', 'transaction_amt': 498, 'transaction_date': '2017-5-28'}), ('account/10000021', 'account/10000018', {'_key': '10000021100000182017-7-1716:29', '_id': 'transaction/10000021100000182017-7-1716:29', '_from': 'account/10000021', '_to': 'account/10000018', '_rev': '_dfEQi6S--g', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '16:29', 'transaction_amt': 835, 'transaction_date': '2017-7-17'}), ('account/10000021', 'customer/10000005', {'_key': '1000000510000021', '_id': 'accountHolder/1000000510000021', '_from': 'account/10000021', '_to': 'customer/10000005', '_rev': '_dfEQium--H'}), ('account/10000007', 'account/10000025', {'_key': '10000007100000252017-1-313:12', '_id': 'transaction/10000007100000252017-1-313:12', '_from': 'account/10000007', '_to': 'account/10000025', '_rev': '_dfEQi6S--2', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000003, 'trans_time': '13:12', 'transaction_amt': 619, 'transaction_date': '2017-1-3'}), ('account/10000007', 'customer/10000009', {'_key': '1000000910000007', '_id': 'accountHolder/1000000910000007', '_from': 'account/10000007', '_to': 'customer/10000009', '_rev': '_dfEQium--q'}), ('account/10000035', 'account/10000040', {'_key': '10000035100000402019-6-613:40', '_id': 'transaction/10000035100000402019-6-613:40', '_from': 'account/10000035', '_to': 'account/10000040', '_rev': '_dfEQi6S--z', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '13:40', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000035', 'customer/10000012', {'_key': '1000001210000035', '_id': 'accountHolder/1000001210000035', '_from': 'account/10000035', '_to': 'customer/10000012', '_rev': '_dfEQium--v'}), ('account/10000015', 'account/10000030', {'_key': '10000015100000302017-8-410:26', '_id': 'transaction/10000015100000302017-8-410:26', '_from': 'account/10000015', '_to': 'account/10000030', '_rev': '_dfEQi6S--1', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '10:26', 'transaction_amt': 790, 'transaction_date': '2017-8-4'}), ('account/10000015', 'customer/10000007', {'_key': '1000000710000015', '_id': 'accountHolder/1000000710000015', '_from': 'account/10000015', '_to': 'customer/10000007', '_rev': '_dfEQium--h'}), ('account/10000027', 'account/10000015', {'_key': '10000027100000152017-7-2414:59', '_id': 'transaction/10000027100000152017-7-2414:59', '_from': 'account/10000027', '_to': 'account/10000015', '_rev': '_dfEQi6S--L', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '14:59', 'transaction_amt': 457, 'transaction_date': '2017-7-24'}), ('account/10000027', 'customer/10000002', {'_key': '1000000210000027', '_id': 'accountHolder/1000000210000027', '_from': 'account/10000027', '_to': 'customer/10000002', '_rev': '_dfEQium--C'}), ('account/10000038', 'account/10000043', {'_key': '10000038100000432019-6-616:40', '_id': 'transaction/10000038100000432019-6-616:40', '_from': 'account/10000038', '_to': 'account/10000043', '_rev': '_dfEQi6S--p', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '16:40', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000038', 'customer/10000014', {'_key': '1000001410000038', '_id': 'accountHolder/1000001410000038', '_from': 'account/10000038', '_to': 'customer/10000014', '_rev': '_dfEQium--b'}), ('account/10000044', 'account/1000050', {'_key': '3152407', '_id': 'transaction/3152407', '_from': 'account/10000044', '_to': 'account/1000050', '_rev': '_dfEQi6S--x', 'transaction_amt': 911}), ('account/10000044', 'customer/10000003', {'_key': '1000001610000044', '_id': 'accountHolder/1000001610000044', '_from': 'account/10000044', '_to': 'customer/10000003', '_rev': '_dfEQium--T'}), ('account/6149781', 'customer/10810', {'_key': '6149784', '_id': 'accountHolder/6149784', '_from': 'account/6149781', '_to': 'customer/10810', '_rev': '_dfEQium--F'}), ('account/10000043', 'account/10000044', {'_key': '3152813', '_id': 'transaction/3152813', '_from': 'account/10000043', '_to': 'account/10000044', '_rev': '_dfEQi6S--V', 'transaction_amt': 901}), ('account/10000043', 'customer/10000016', {'_key': '1000001610000043', '_id': 'accountHolder/1000001610000043', '_from': 'account/10000043', '_to': 'customer/10000016', '_rev': '_dfEQium--P'}), ('account/10000030', 'account/10000005', {'_key': '10000030100000052017-1-1117:13', '_id': 'transaction/10000030100000052017-1-1117:13', '_from': 'account/10000030', '_to': 'account/10000005', '_rev': '_dfEQi6S--X', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000003, 'trans_time': '17:13', 'transaction_amt': 279, 'transaction_date': '2017-1-11'}), ('account/10000030', 'customer/10000006', {'_key': '1000000610000030', '_id': 'accountHolder/1000000610000030', '_from': 'account/10000030', '_to': 'customer/10000006', '_rev': '_dfEQium--n'}), ('account/10000041', 'account/10000043', {'_key': '10000041100000432019-6-615:55', '_id': 'transaction/10000041100000432019-6-615:55', '_from': 'account/10000041', '_to': 'account/10000043', '_rev': '_dfEQi6S--o', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '15:55', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000041', 'customer/10000016', {'_key': '1000001610000041', '_id': 'accountHolder/1000001610000041', '_from': 'account/10000041', '_to': 'customer/10000016', '_rev': '_dfEQium--X'}), ('account/10000036', 'account/10000041', {'_key': '10000036100000412019-6-611:33', '_id': 'transaction/10000036100000412019-6-611:33', '_from': 'account/10000036', '_to': 'account/10000041', '_rev': '_dfEQi6S--t', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '11:33', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000036', 'customer/10000013', {'_key': '1000001310000036', '_id': 'accountHolder/1000001310000036', '_from': 'account/10000036', '_to': 'customer/10000013', '_rev': '_dfEQium--o'}), ('account/6149748', 'customer/10810', {'_key': '6149755', '_id': 'accountHolder/6149755', '_from': 'account/6149748', '_to': 'customer/10810', '_rev': '_dfEQium--s'})]

Via ArangoDB Collections

Data source

  • ArangoDB Fraud-Detection Collections

Package methods used

Important notes

  • The name parameter in this case is simply for naming your NetworkX graph.
  • The vertex_collections & edge_collections parameters must point to existing ArangoDB collections within your ArangoDB instance.
In [14]:
# Define collection
vertex_collections = {"account", "bank", "branch", "Class", "customer"}
edge_collections = {"accountHolder", "Relationship", "transaction"}

# Create NetworkX graph from ArangoDB collections
nx_g = adbnx_adapter.arangodb_collections_to_networkx("fraud-detection", vertex_collections, edge_collections)

# You can also provide valid Python-Arango AQL query options to the command above, like such:
# nx_g = adbnx_adapter.arangodb_collections_to_networkx("fraud-detection", vertex_collections, edge_collections, ttl=1000, stream=True)
# See more here: https://docs.python-arango.com/en/main/specs.html#arango.aql.AQL.execute

# Show graph data
print('\n--------------------')
print(nx_g)
print(nx_g.nodes(data=True))
print(nx_g.edges(data=True))
nx.draw(nx_g, with_labels=True)
NetworkX: fraud-detection created

--------------------
MultiDiGraph named 'fraud-detection' with 88 nodes and 120 edges
[('branch/1548210', {'_key': '1548210', '_id': 'branch/1548210', '_rev': '_dfEQik2---', 'City': 'Austin', 'Country': 'US', 'Id': 10008, 'Postcode': 78704, 'bank_id': 10000000003, 'branch_id': 10008, 'branch_name': 'Bank Three Austin ', 'street_name': 'Bouldin Ave'}), ('branch/1548212', {'_key': '1548212', '_id': 'branch/1548212', '_rev': '_dfEQik2--_', 'City': 'Boston', 'Country': 'US', 'Id': 10010, 'Postcode': 2101, 'bank_id': 10000000003, 'branch_id': 10010, 'branch_name': 'Bank Three Boston', 'street_name': 'Kendall Square'}), ('branch/1548204', {'_key': '1548204', '_id': 'branch/1548204', '_rev': '_dfEQik2--A', 'City': 'Austin', 'Country': 'US', 'Id': 10002, 'Postcode': 78704, 'bank_id': 10000000001, 'branch_id': 10002, 'branch_name': 'Bank One Austin ', 'street_name': 'Bouldin Ave'}), ('branch/1548203', {'_key': '1548203', '_id': 'branch/1548203', '_rev': '_dfEQik2--B', 'City': 'Denver', 'Country': 'US', 'Id': 10001, 'Postcode': 80014, 'bank_id': 10000000001, 'branch_id': 10001, 'branch_name': 'Bank One Denver', 'street_name': 'Elm Street'}), ('branch/1548206', {'_key': '1548206', '_id': 'branch/1548206', '_rev': '_dfEQik2--C', 'City': 'Denver', 'Country': 'US', 'Id': 10004, 'Postcode': 80014, 'bank_id': 10000000002, 'branch_id': 10004, 'branch_name': 'Bank Two Denver', 'street_name': 'Elm Street'}), ('branch/1548211', {'_key': '1548211', '_id': 'branch/1548211', '_rev': '_dfEQik2--D', 'City': 'Los Angeles', 'Country': 'US', 'Id': 10009, 'Postcode': 90001, 'bank_id': 10000000003, 'branch_id': 10009, 'branch_name': 'Bank Three Los Angeles ', 'street_name': 'Hollywood Blvd'}), ('branch/1548205', {'_key': '1548205', '_id': 'branch/1548205', '_rev': '_dfEQik2--E', 'City': 'Los Angeles', 'Country': 'US', 'Id': 10003, 'Postcode': 90001, 'bank_id': 10000000001, 'branch_id': 10003, 'branch_name': 'Bank One Los Angeles ', 'street_name': 'Hollywood Blvd'}), ('branch/1548209', {'_key': '1548209', '_id': 'branch/1548209', '_rev': '_dfEQik2--F', 'City': 'Denver', 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[('Class/branch', 'Class/bank', {'_key': 'parentBank', '_id': 'Relationship/parentBank', '_from': 'Class/branch', '_to': 'Class/bank', '_rev': '_dfEQizq--B', 'name': 'parentBank', 'relationshipType': 'Join', 'label': 'parentBank-Join'}), ('Class/account', 'Class/account', {'_key': 'transaction', '_id': 'Relationship/transaction', '_from': 'Class/account', '_to': 'Class/account', '_rev': '_dfEQizq---', 'name': 'Transaction', 'relationshipType': 'Edge', 'label': 'Transaction-Edge'}), ('Class/account', 'Class/customer', {'_key': 'accountHolder', '_id': 'Relationship/accountHolder', '_from': 'Class/account', '_to': 'Class/customer', '_rev': '_dfEQizq--_', 'name': 'accountHolder', 'relationshipType': 'Edge', 'label': 'accountHolder-Edge'}), ('Class/customer', 'Class/branch', {'_key': 'customerBranch', '_id': 'Relationship/customerBranch', '_from': 'Class/customer', '_to': 'Class/branch', '_rev': '_dfEQizq--A', 'name': 'customerBranch', 'relationshipType': 'Join', 'label': 'customerBranch-Join'}), ('account/10000011', 'account/10000007', {'_key': '10000011100000072019-3-212:52', '_id': 'transaction/10000011100000072019-3-212:52', '_from': 'account/10000011', '_to': 'account/10000007', '_rev': '_dfEQi6S--S', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'trans_time': '12:52', 'transaction_amt': 441, 'transaction_date': '2019-3-2'}), ('account/10000011', 'account/10000023', {'_key': '10000011100000232017-3-1710:54', '_id': 'transaction/10000011100000232017-3-1710:54', '_from': 'account/10000011', '_to': 'account/10000023', '_rev': '_dfEQi6S--b', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '10:54', 'transaction_amt': 127, 'transaction_date': '2017-3-17'}), ('account/10000011', 'customer/10000009', {'_key': '1000000910000011', '_id': 'accountHolder/1000000910000011', '_from': 'account/10000011', '_to': 'customer/10000009', '_rev': '_dfEQium--r'}), ('account/10000016', 'account/10000015', {'_key': '10000016100000152019-1-2416:58', '_id': 'transaction/10000016100000152019-1-2416:58', '_from': 'account/10000016', '_to': 'account/10000015', '_rev': '_dfEQi6S--c', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'trans_time': '16:58', 'transaction_amt': 952, 'transaction_date': '2019-1-24'}), ('account/10000016', 'account/10000015', {'_key': '10000016100000152018-8-711:41', '_id': 'transaction/10000016100000152018-8-711:41', '_from': 'account/10000016', '_to': 'account/10000015', '_rev': '_dfEQi6S--7', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'trans_time': '11:41', 'transaction_amt': 843, 'transaction_date': '2018-8-7'}), ('account/10000016', 'customer/10000004', {'_key': '1000000410000016', '_id': 'accountHolder/1000000410000016', '_from': 'account/10000016', '_to': 'customer/10000004', '_rev': '_dfEQium--m'}), ('account/10000003', 'account/10000003', {'_key': '10000003100000032017-5-1615:52', '_id': 'transaction/10000003100000032017-5-1615:52', '_from': 'account/10000003', '_to': 'account/10000003', '_rev': '_dfEQi6S--C', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000002, 'trans_time': '15:52', 'transaction_amt': 756, 'transaction_date': '2017-5-16'}), ('account/10000003', 'account/10000028', {'_key': '10000003100000282019-7-249:32', '_id': 'transaction/10000003100000282019-7-249:32', '_from': 'account/10000003', '_to': 'account/10000028', '_rev': '_dfEQi6S--k', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'trans_time': '9:32', 'transaction_amt': 172, 'transaction_date': '2019-7-24'}), ('account/10000003', 'customer/10000004', {'_key': '1000000410000003', '_id': 'accountHolder/1000000410000003', '_from': 'account/10000003', '_to': 'customer/10000004', '_rev': '_dfEQium--I'}), ('account/10000029', 'account/10000031', {'_key': '10000029100000312017-1-1013:16', '_id': 'transaction/10000029100000312017-1-1013:16', '_from': 'account/10000029', '_to': 'account/10000031', '_rev': '_dfEQi6S--e', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '13:16', 'transaction_amt': 795, 'transaction_date': '2017-1-10'}), ('account/10000029', 'customer/10000010', {'_key': '1000001010000029', '_id': 'accountHolder/1000001010000029', '_from': 'account/10000029', '_to': 'customer/10000010', '_rev': '_dfEQium--p'}), ('account/10000005', 'account/10000013', {'_key': '10000005100000132017-3-2811:58', '_id': 'transaction/10000005100000132017-3-2811:58', '_from': 'account/10000005', '_to': 'account/10000013', '_rev': '_dfEQi6S--q', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'trans_time': '11:58', 'transaction_amt': 670, 'transaction_date': '2017-3-28'}), ('account/10000005', 'customer/10000002', {'_key': '1000000210000005', '_id': 'accountHolder/1000000210000005', '_from': 'account/10000005', '_to': 'customer/10000002', '_rev': '_dfEQium--L'}), ('account/10000032', 'account/10000037', {'_key': '10000032100000372019-6-614:26', '_id': 'transaction/10000032100000372019-6-614:26', '_from': 'account/10000032', '_to': 'account/10000037', '_rev': '_dfEQi6S--H', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '14:26', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000032', 'account/10000033', {'_key': '10000032100000332019-6-610:39', '_id': 'transaction/10000032100000332019-6-610:39', '_from': 'account/10000032', '_to': 'account/10000033', '_rev': '_dfEQi6S--T', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '10:39', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000032', 'account/10000034', {'_key': '10000032100000342019-6-614:20', '_id': 'transaction/10000032100000342019-6-614:20', '_from': 'account/10000032', '_to': 'account/10000034', '_rev': '_dfEQi6S--W', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '14:20', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000032', 'account/10000036', {'_key': '10000032100000362019-6-69:55', '_id': 'transaction/10000032100000362019-6-69:55', '_from': 'account/10000032', '_to': 'account/10000036', '_rev': '_dfEQi6S--f', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '9:55', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000032', 'account/10000035', {'_key': '10000032100000352019-6-613:42', '_id': 'transaction/10000032100000352019-6-613:42', '_from': 'account/10000032', '_to': 'account/10000035', '_rev': '_dfEQi6S--5', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '13:42', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000032', 'customer/10000011', {'_key': '1000001110000032', '_id': 'accountHolder/1000001110000032', '_from': 'account/10000032', '_to': 'customer/10000011', '_rev': '_dfEQium--B'}), ('account/10000039', 'account/10000043', {'_key': '10000039100000432019-6-611:36', '_id': 'transaction/10000039100000432019-6-611:36', '_from': 'account/10000039', '_to': 'account/10000043', '_rev': '_dfEQi6S---', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '11:36', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000039', 'customer/10000015', {'_key': '1000001510000039', '_id': 'accountHolder/1000001510000039', '_from': 'account/10000039', '_to': 'customer/10000015', '_rev': '_dfEQium--i'}), ('account/10000028', 'customer/10000006', {'_key': '1000000610000028', '_id': 'accountHolder/1000000610000028', '_from': 'account/10000028', '_to': 'customer/10000006', '_rev': '_dfEQium--k'}), ('account/10000020', 'account/10000014', {'_key': '10000020100000142017-9-1410:46', '_id': 'transaction/10000020100000142017-9-1410:46', '_from': 'account/10000020', '_to': 'account/10000014', '_rev': '_dfEQi6S--G', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'trans_time': '10:46', 'transaction_amt': 920, 'transaction_date': '2017-9-14'}), ('account/10000020', 'customer/10000010', {'_key': '1000001010000020', '_id': 'accountHolder/1000001010000020', '_from': 'account/10000020', '_to': 'customer/10000010', '_rev': '_dfEQium--V'}), ('account/orphan_Account_1', 'customer/10810', {'_key': '6149645', '_id': 'accountHolder/6149645', '_from': 'account/orphan_Account_1', '_to': 'customer/10810', '_rev': '_dfEQium--x'}), ('account/10000006', 'account/10000008', {'_key': '10000006100000082018-9-2410:30', '_id': 'transaction/10000006100000082018-9-2410:30', '_from': 'account/10000006', '_to': 'account/10000008', '_rev': '_dfEQi6S--B', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '10:30', 'transaction_amt': 954, 'transaction_date': '2018-9-24'}), ('account/10000006', 'account/10000018', {'_key': '10000006100000182017-5-2115:14', '_id': 'transaction/10000006100000182017-5-2115:14', '_from': 'account/10000006', '_to': 'account/10000018', '_rev': '_dfEQi6S--v', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '15:14', 'transaction_amt': 347, 'transaction_date': '2017-5-21'}), ('account/10000006', 'account/10000003', {'_key': '10000006100000032017-12-1210:27', '_id': 'transaction/10000006100000032017-12-1210:27', '_from': 'account/10000006', '_to': 'account/10000003', '_rev': '_dfEQi6S--3', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '10:27', 'transaction_amt': 491, 'transaction_date': '2017-12-12'}), ('account/10000006', 'customer/10000002', {'_key': '1000000210000006', '_id': 'accountHolder/1000000210000006', '_from': 'account/10000006', '_to': 'customer/10000002', '_rev': '_dfEQium--D'}), ('account/1000053', 'account/1000054', {'_key': '3152675', '_id': 'transaction/3152675', '_from': 'account/1000053', '_to': 'account/1000054', '_rev': '_dfEQi6S--K', 'transaction_amt': 9000}), ('account/1000053', 'customer/10000014', {'_key': '1000001610000048', '_id': 'accountHolder/1000001610000048', '_from': 'account/1000053', '_to': 'customer/10000014', '_rev': '_dfEQium--l'}), ('account/10000013', 'account/10000015', {'_key': '10000013100000152017-1-312:13', '_id': 'transaction/10000013100000152017-1-312:13', '_from': 'account/10000013', '_to': 'account/10000015', '_rev': '_dfEQi6S--w', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'trans_time': '12:13', 'transaction_amt': 52, 'transaction_date': '2017-1-3'}), ('account/10000013', 'customer/10000008', {'_key': '1000000810000013', '_id': 'accountHolder/1000000810000013', '_from': 'account/10000013', '_to': 'customer/10000008', '_rev': '_dfEQium--R'}), ('account/1000054', 'account/10000032', {'_key': '3152724', '_id': 'transaction/3152724', '_from': 'account/1000054', '_to': 'account/10000032', '_rev': '_dfEQi6S--0'}), ('account/1000054', 'customer/10000016', {'_key': '1000001610000046', '_id': 'accountHolder/1000001610000046', '_from': 'account/1000054', '_to': 'customer/10000016', '_rev': '_dfEQium--S'}), ('account/10000012', 'account/10000001', {'_key': '10000012100000012018-4-79:24', '_id': 'transaction/10000012100000012018-4-79:24', '_from': 'account/10000012', '_to': 'account/10000001', '_rev': '_dfEQi6S--F', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'trans_time': '9:24', 'transaction_amt': 946, 'transaction_date': '2018-4-7'}), ('account/10000012', 'account/10000021', {'_key': '10000012100000212017-9-517:41', '_id': 'transaction/10000012100000212017-9-517:41', '_from': 'account/10000012', '_to': 'account/10000021', '_rev': '_dfEQi6S--U', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'trans_time': '17:41', 'transaction_amt': 364, 'transaction_date': '2017-9-5'}), ('account/10000012', 'account/10000026', {'_key': '10000012100000262019-9-2810:18', '_id': 'transaction/10000012100000262019-9-2810:18', '_from': 'account/10000012', '_to': 'account/10000026', '_rev': '_dfEQi6S--m', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'trans_time': '10:18', 'transaction_amt': 665, 'transaction_date': '2019-9-28'}), ('account/10000012', 'customer/10000002', {'_key': '1000000210000012', '_id': 'accountHolder/1000000210000012', '_from': 'account/10000012', '_to': 'customer/10000002', '_rev': '_dfEQium--f'}), ('account/1000050', 'account/1000051', {'_key': '3152596', '_id': 'transaction/3152596', '_from': 'account/1000050', '_to': 'account/1000051', '_rev': '_dfEQi6S--N', 'transaction_amt': 9000}), ('account/1000050', 'customer/10000003', {'_key': '1000001610000045', '_id': 'accountHolder/1000001610000045', '_from': 'account/1000050', '_to': 'customer/10000003', '_rev': '_dfEQium--Y'}), ('account/10000001', 'customer/10000008', {'_key': '1000000810000001', '_id': 'accountHolder/1000000810000001', '_from': 'account/10000001', '_to': 'customer/10000008', '_rev': '_dfEQium--_'}), ('account/10000014', 'account/10000023', {'_key': '10000014100000232019-8-2216:36', '_id': 'transaction/10000014100000232019-8-2216:36', '_from': 'account/10000014', '_to': 'account/10000023', '_rev': '_dfEQi6S--a', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '16:36', 'transaction_amt': 273, 'transaction_date': '2019-8-22'}), ('account/10000014', 'account/10000001', {'_key': '10000014100000012017-12-113:32', '_id': 'transaction/10000014100000012017-12-113:32', '_from': 'account/10000014', '_to': 'account/10000001', '_rev': '_dfEQi6S--d', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'trans_time': '13:32', 'transaction_amt': 354, 'transaction_date': '2017-12-1'}), ('account/10000014', 'customer/10000006', {'_key': '1000000610000014', '_id': 'accountHolder/1000000610000014', '_from': 'account/10000014', '_to': 'customer/10000006', '_rev': '_dfEQium--J'}), ('account/10000034', 'account/10000039', {'_key': '10000034100000392019-6-610:35', '_id': 'transaction/10000034100000392019-6-610:35', '_from': 'account/10000034', '_to': 'account/10000039', '_rev': '_dfEQi6S--r', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '10:35', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000034', 'customer/10000012', {'_key': '1000001210000034', '_id': 'accountHolder/1000001210000034', '_from': 'account/10000034', '_to': 'customer/10000012', '_rev': '_dfEQium--A'}), ('account/10000042', 'account/10000043', {'_key': '10000042100000432019-6-612:58', '_id': 'transaction/10000042100000432019-6-612:58', '_from': 'account/10000042', '_to': 'account/10000043', '_rev': '_dfEQi6S--M', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '12:58', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000042', 'customer/10000015', {'_key': '1000001510000042', '_id': 'accountHolder/1000001510000042', '_from': 'account/10000042', '_to': 'customer/10000015', '_rev': '_dfEQium--y'}), ('account/4149551', 'customer/10000001', {'_key': '4149572', '_id': 'accountHolder/4149572', '_from': 'account/4149551', '_to': 'customer/10000001', '_rev': '_dfEQium--Z'}), ('account/10000008', 'account/10000010', {'_key': '10000008100000102019-3-1610:15', '_id': 'transaction/10000008100000102019-3-1610:15', '_from': 'account/10000008', '_to': 'account/10000010', '_rev': '_dfEQi6S--s', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000002, 'trans_time': '10:15', 'transaction_amt': 340, 'transaction_date': '2019-3-16'}), ('account/10000008', 'customer/10000010', {'_key': '1000001010000008', '_id': 'accountHolder/1000001010000008', '_from': 'account/10000008', '_to': 'customer/10000010', '_rev': '_dfEQium--z'}), ('account/10000040', 'account/10000043', {'_key': '10000040100000432019-6-615:20', '_id': 'transaction/10000040100000432019-6-615:20', '_from': 'account/10000040', '_to': 'account/10000043', '_rev': '_dfEQi6S--6', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '15:20', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000040', 'customer/10000015', {'_key': '1000001510000040', '_id': 'accountHolder/1000001510000040', '_from': 'account/10000040', '_to': 'customer/10000015', '_rev': '_dfEQium--j'}), ('account/10000002', 'account/10000001', {'_key': '10000002100000012018-1-2811:16', '_id': 'transaction/10000002100000012018-1-2811:16', '_from': 'account/10000002', '_to': 'account/10000001', '_rev': '_dfEQi6S--D', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '11:16', 'transaction_amt': 627, 'transaction_date': '2018-1-28'}), ('account/10000002', 'account/10000028', {'_key': '10000002100000282019-2-1314:50', '_id': 'transaction/10000002100000282019-2-1314:50', '_from': 'account/10000002', '_to': 'account/10000028', '_rev': '_dfEQi6S--E', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000003, 'trans_time': '14:50', 'transaction_amt': 142, 'transaction_date': '2019-2-13'}), ('account/10000002', 'customer/10000005', {'_key': '1000000510000002', '_id': 'accountHolder/1000000510000002', '_from': 'account/10000002', '_to': 'customer/10000005', '_rev': '_dfEQium--w'}), ('account/10000009', 'account/10000006', {'_key': '10000009100000062019-3-1117:58', '_id': 'transaction/10000009100000062019-3-1117:58', '_from': 'account/10000009', '_to': 'account/10000006', '_rev': '_dfEQi6S--O', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'trans_time': '17:58', 'transaction_amt': 53, 'transaction_date': '2019-3-11'}), ('account/10000009', 'customer/10000009', {'_key': '1000000910000009', '_id': 'accountHolder/1000000910000009', '_from': 'account/10000009', '_to': 'customer/10000009', '_rev': '_dfEQium--t'}), ('account/10000026', 'customer/10000008', {'_key': '1000000810000026', '_id': 'accountHolder/1000000810000026', '_from': 'account/10000026', '_to': 'customer/10000008', '_rev': '_dfEQium--Q'}), ('account/10000033', 'account/10000038', {'_key': '10000033100000382019-6-610:28', '_id': 'transaction/10000033100000382019-6-610:28', '_from': 'account/10000033', '_to': 'account/10000038', '_rev': '_dfEQi6S--Z', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '10:28', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000033', 'customer/10000011', {'_key': '1000001110000033', '_id': 'accountHolder/1000001110000033', '_from': 'account/10000033', '_to': 'customer/10000011', '_rev': '_dfEQium--N'}), ('account/10000037', 'account/10000042', {'_key': '10000037100000422019-6-617:10', '_id': 'transaction/10000037100000422019-6-617:10', '_from': 'account/10000037', '_to': 'account/10000042', '_rev': '_dfEQi6S--Y', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '17:10', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000037', 'customer/10000014', {'_key': '1000001410000037', '_id': 'accountHolder/1000001410000037', '_from': 'account/10000037', '_to': 'customer/10000014', '_rev': '_dfEQium--E'}), ('account/10000018', 'account/10000025', {'_key': '10000018100000252019-6-1116:52', '_id': 'transaction/10000018100000252019-6-1116:52', '_from': 'account/10000018', '_to': 'account/10000025', '_rev': '_dfEQi6S--l', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '16:52', 'transaction_amt': 804, 'transaction_date': '2019-6-11'}), ('account/10000018', 'customer/10000010', {'_key': '1000001010000018', '_id': 'accountHolder/1000001010000018', '_from': 'account/10000018', '_to': 'customer/10000010', '_rev': '_dfEQium--W'}), ('account/10000024', 'account/10000008', {'_key': '10000024100000082017-8-1012:47', '_id': 'transaction/10000024100000082017-8-1012:47', '_from': 'account/10000024', '_to': 'account/10000008', '_rev': '_dfEQi6S--I', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '12:47', 'transaction_amt': 421, 'transaction_date': '2017-8-10'}), ('account/10000024', 'account/10000030', {'_key': '10000024100000302018-10-2014:59', '_id': 'transaction/10000024100000302018-10-2014:59', '_from': 'account/10000024', '_to': 'account/10000030', '_rev': '_dfEQi6S--J', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'trans_time': '14:59', 'transaction_amt': 343, 'transaction_date': '2018-10-20'}), ('account/10000024', 'customer/10000006', {'_key': '1000000610000024', '_id': 'accountHolder/1000000610000024', '_from': 'account/10000024', '_to': 'customer/10000006', '_rev': '_dfEQium--c'}), ('account/10000017', 'account/10000007', {'_key': '10000017100000072019-1-1715:27', '_id': 'transaction/10000017100000072019-1-1715:27', '_from': 'account/10000017', '_to': 'account/10000007', '_rev': '_dfEQi6S--n', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '15:27', 'transaction_amt': 995, 'transaction_date': '2019-1-17'}), ('account/10000017', 'account/10000027', {'_key': '10000017100000272018-1-2411:33', '_id': 'transaction/10000017100000272018-1-2411:33', '_from': 'account/10000017', '_to': 'account/10000027', '_rev': '_dfEQi6S--y', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '11:33', 'transaction_amt': 762, 'transaction_date': '2018-1-24'}), ('account/10000017', 'customer/10000002', {'_key': '1000000210000017', '_id': 'accountHolder/1000000210000017', '_from': 'account/10000017', '_to': 'customer/10000002', '_rev': '_dfEQium--a'}), ('account/10000010', 'account/10000004', {'_key': '10000010100000042017-2-115:16', '_id': 'transaction/10000010100000042017-2-115:16', '_from': 'account/10000010', '_to': 'account/10000004', '_rev': '_dfEQi6S--_', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'trans_time': '15:16', 'transaction_amt': 299, 'transaction_date': '2017-2-1'}), ('account/10000010', 'customer/10000007', {'_key': '1000000710000010', '_id': 'accountHolder/1000000710000010', '_from': 'account/10000010', '_to': 'customer/10000007', '_rev': '_dfEQium--M'}), ('account/10000004', 'customer/10000006', {'_key': '1000000610000004', '_id': 'accountHolder/1000000610000004', '_from': 'account/10000004', '_to': 'customer/10000006', '_rev': '_dfEQium--G'}), ('account/10000023', 'account/10000003', {'_key': '10000023100000032018-2-1112:30', '_id': 'transaction/10000023100000032018-2-1112:30', '_from': 'account/10000023', '_to': 'account/10000003', '_rev': '_dfEQi6S--Q', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '12:30', 'transaction_amt': 284, 'transaction_date': '2018-2-11'}), ('account/10000023', 'account/10000016', {'_key': '10000023100000162018-10-1216:42', '_id': 'transaction/10000023100000162018-10-1216:42', '_from': 'account/10000023', '_to': 'account/10000016', '_rev': '_dfEQi6S--h', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'trans_time': '16:42', 'transaction_amt': 761, 'transaction_date': '2018-10-12'}), ('account/10000023', 'customer/10000005', {'_key': '1000000510000023', '_id': 'accountHolder/1000000510000023', '_from': 'account/10000023', '_to': 'customer/10000005', '_rev': '_dfEQium--g'}), ('account/1000052', 'account/1000053', {'_key': '3152649', '_id': 'transaction/3152649', '_from': 'account/1000052', '_to': 'account/1000053', '_rev': '_dfEQi6S--P', 'transaction_amt': 9000}), ('account/1000052', 'customer/10000011', {'_key': '1000001610000047', '_id': 'accountHolder/1000001610000047', '_from': 'account/1000052', '_to': 'customer/10000011', '_rev': '_dfEQium--O'}), ('account/10000025', 'account/10000019', {'_key': '10000025100000192017-9-1413:20', '_id': 'transaction/10000025100000192017-9-1413:20', '_from': 'account/10000025', '_to': 'account/10000019', '_rev': '_dfEQi6S--u', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000002, 'trans_time': '13:20', 'transaction_amt': 747, 'transaction_date': '2017-9-14'}), ('account/10000025', 'customer/10000010', {'_key': '1000001010000025', '_id': 'accountHolder/1000001010000025', '_from': 'account/10000025', '_to': 'customer/10000010', '_rev': '_dfEQium--u'}), ('account/6149795', 'customer/10810', {'_key': '6149796', '_id': 'accountHolder/6149796', '_from': 'account/6149795', '_to': 'customer/10810', '_rev': '_dfEQium--U'}), ('account/1000051', 'account/1000052', {'_key': '3152628', '_id': 'transaction/3152628', '_from': 'account/1000051', '_to': 'account/1000052', '_rev': '_dfEQi6S--i', 'transaction_amt': 9000}), ('account/1000051', 'customer/10000013', {'_key': '1000001610000049', '_id': 'accountHolder/1000001610000049', '_from': 'account/1000051', '_to': 'customer/10000013', '_rev': '_dfEQium--K'}), ('account/10000019', 'customer/10000009', {'_key': '1000000910000019', '_id': 'accountHolder/1000000910000019', '_from': 'account/10000019', '_to': 'customer/10000009', '_rev': '_dfEQium--e'}), ('account/10000022', 'account/10000021', {'_key': '10000022100000212019-4-1317:45', '_id': 'transaction/10000022100000212019-4-1317:45', '_from': 'account/10000022', '_to': 'account/10000021', '_rev': '_dfEQi6S--4', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '17:45', 'transaction_amt': 954, 'transaction_date': '2019-4-13'}), ('account/10000022', 'customer/10000006', {'_key': '1000000610000022', '_id': 'accountHolder/1000000610000022', '_from': 'account/10000022', '_to': 'customer/10000006', '_rev': '_dfEQium---'}), ('account/10000031', 'account/10000027', {'_key': '10000031100000272018-1-2512:10', '_id': 'transaction/10000031100000272018-1-2512:10', '_from': 'account/10000031', '_to': 'account/10000027', '_rev': '_dfEQi6S--R', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '12:10', 'transaction_amt': 120, 'transaction_date': '2018-1-25'}), ('account/10000031', 'account/10000018', {'_key': '10000031100000182018-10-2317:10', '_id': 'transaction/10000031100000182018-10-2317:10', '_from': 'account/10000031', '_to': 'account/10000018', '_rev': '_dfEQi6S--j', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000003, 'trans_time': '17:10', 'transaction_amt': 478, 'transaction_date': '2018-10-23'}), ('account/10000031', 'customer/10000002', {'_key': '1000000210000031', '_id': 'accountHolder/1000000210000031', '_from': 'account/10000031', '_to': 'customer/10000002', '_rev': '_dfEQium--d'}), ('account/10000021', 'account/10000026', {'_key': '10000021100000262017-5-2813:40', '_id': 'transaction/10000021100000262017-5-2813:40', '_from': 'account/10000021', '_to': 'account/10000026', '_rev': '_dfEQi6S--A', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '13:40', 'transaction_amt': 498, 'transaction_date': '2017-5-28'}), ('account/10000021', 'account/10000018', {'_key': '10000021100000182017-7-1716:29', '_id': 'transaction/10000021100000182017-7-1716:29', '_from': 'account/10000021', '_to': 'account/10000018', '_rev': '_dfEQi6S--g', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'trans_time': '16:29', 'transaction_amt': 835, 'transaction_date': '2017-7-17'}), ('account/10000021', 'customer/10000005', {'_key': '1000000510000021', '_id': 'accountHolder/1000000510000021', '_from': 'account/10000021', '_to': 'customer/10000005', '_rev': '_dfEQium--H'}), ('account/10000007', 'account/10000025', {'_key': '10000007100000252017-1-313:12', '_id': 'transaction/10000007100000252017-1-313:12', '_from': 'account/10000007', '_to': 'account/10000025', '_rev': '_dfEQi6S--2', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000003, 'trans_time': '13:12', 'transaction_amt': 619, 'transaction_date': '2017-1-3'}), ('account/10000007', 'customer/10000009', {'_key': '1000000910000007', '_id': 'accountHolder/1000000910000007', '_from': 'account/10000007', '_to': 'customer/10000009', '_rev': '_dfEQium--q'}), ('account/10000035', 'account/10000040', {'_key': '10000035100000402019-6-613:40', '_id': 'transaction/10000035100000402019-6-613:40', '_from': 'account/10000035', '_to': 'account/10000040', '_rev': '_dfEQi6S--z', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '13:40', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000035', 'customer/10000012', {'_key': '1000001210000035', '_id': 'accountHolder/1000001210000035', '_from': 'account/10000035', '_to': 'customer/10000012', '_rev': '_dfEQium--v'}), ('account/10000015', 'account/10000030', {'_key': '10000015100000302017-8-410:26', '_id': 'transaction/10000015100000302017-8-410:26', '_from': 'account/10000015', '_to': 'account/10000030', '_rev': '_dfEQi6S--1', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '10:26', 'transaction_amt': 790, 'transaction_date': '2017-8-4'}), ('account/10000015', 'customer/10000007', {'_key': '1000000710000015', '_id': 'accountHolder/1000000710000015', '_from': 'account/10000015', '_to': 'customer/10000007', '_rev': '_dfEQium--h'}), ('account/10000027', 'account/10000015', {'_key': '10000027100000152017-7-2414:59', '_id': 'transaction/10000027100000152017-7-2414:59', '_from': 'account/10000027', '_to': 'account/10000015', '_rev': '_dfEQi6S--L', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '14:59', 'transaction_amt': 457, 'transaction_date': '2017-7-24'}), ('account/10000027', 'customer/10000002', {'_key': '1000000210000027', '_id': 'accountHolder/1000000210000027', '_from': 'account/10000027', '_to': 'customer/10000002', '_rev': '_dfEQium--C'}), ('account/10000038', 'account/10000043', {'_key': '10000038100000432019-6-616:40', '_id': 'transaction/10000038100000432019-6-616:40', '_from': 'account/10000038', '_to': 'account/10000043', '_rev': '_dfEQi6S--p', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '16:40', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000038', 'customer/10000014', {'_key': '1000001410000038', '_id': 'accountHolder/1000001410000038', '_from': 'account/10000038', '_to': 'customer/10000014', '_rev': '_dfEQium--b'}), ('account/10000044', 'account/1000050', {'_key': '3152407', '_id': 'transaction/3152407', '_from': 'account/10000044', '_to': 'account/1000050', '_rev': '_dfEQi6S--x', 'transaction_amt': 911}), ('account/10000044', 'customer/10000003', {'_key': '1000001610000044', '_id': 'accountHolder/1000001610000044', '_from': 'account/10000044', '_to': 'customer/10000003', '_rev': '_dfEQium--T'}), ('account/6149781', 'customer/10810', {'_key': '6149784', '_id': 'accountHolder/6149784', '_from': 'account/6149781', '_to': 'customer/10810', '_rev': '_dfEQium--F'}), ('account/10000043', 'account/10000044', {'_key': '3152813', '_id': 'transaction/3152813', '_from': 'account/10000043', '_to': 'account/10000044', '_rev': '_dfEQi6S--V', 'transaction_amt': 901}), ('account/10000043', 'customer/10000016', {'_key': '1000001610000043', '_id': 'accountHolder/1000001610000043', '_from': 'account/10000043', '_to': 'customer/10000016', '_rev': '_dfEQium--P'}), ('account/10000030', 'account/10000005', {'_key': '10000030100000052017-1-1117:13', '_id': 'transaction/10000030100000052017-1-1117:13', '_from': 'account/10000030', '_to': 'account/10000005', '_rev': '_dfEQi6S--X', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000003, 'trans_time': '17:13', 'transaction_amt': 279, 'transaction_date': '2017-1-11'}), ('account/10000030', 'customer/10000006', {'_key': '1000000610000030', '_id': 'accountHolder/1000000610000030', '_from': 'account/10000030', '_to': 'customer/10000006', '_rev': '_dfEQium--n'}), ('account/10000041', 'account/10000043', {'_key': '10000041100000432019-6-615:55', '_id': 'transaction/10000041100000432019-6-615:55', '_from': 'account/10000041', '_to': 'account/10000043', '_rev': '_dfEQi6S--o', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '15:55', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000041', 'customer/10000016', {'_key': '1000001610000041', '_id': 'accountHolder/1000001610000041', '_from': 'account/10000041', '_to': 'customer/10000016', '_rev': '_dfEQium--X'}), ('account/10000036', 'account/10000041', {'_key': '10000036100000412019-6-611:33', '_id': 'transaction/10000036100000412019-6-611:33', '_from': 'account/10000036', '_to': 'account/10000041', '_rev': '_dfEQi6S--t', 'Transaction_type': 'EFT', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'trans_time': '11:33', 'transaction_amt': 9000, 'transaction_date': '2019-6-6'}), ('account/10000036', 'customer/10000013', {'_key': '1000001310000036', '_id': 'accountHolder/1000001310000036', '_from': 'account/10000036', '_to': 'customer/10000013', '_rev': '_dfEQium--o'}), ('account/6149748', 'customer/10810', {'_key': '6149755', '_id': 'accountHolder/6149755', '_from': 'account/6149748', '_to': 'customer/10810', '_rev': '_dfEQium--s'})]

Via ArangoDB Metagraph

Data source

  • ArangoDB Fraud-Detection Collections

Package methods used

Important notes

  • The name parameter in this case is simply for naming your NetworkX graph.
  • The metagraph parameter should contain collections & associated document attributes names that exist within your ArangoDB instance.
In [15]:
# Define metagraph
fraud_detection_metagraph = {
    "vertexCollections": {
        "account": {"Balance", "account_type", "customer_id", "rank"},
        "bank": {"Country", "Id", "bank_id", "bank_name"},
        "branch": {"City", "Country", "Id", "bank_id", "branch_id", "branch_name"},
        "Class": {"concrete", "label", "name"},
        "customer": {"Name", "Sex", "Ssn", "rank"},
    },
    "edgeCollections": {
        "accountHolder": {},
        "Relationship": {"label", "name", "relationshipType"},
        "transaction": {"transaction_amt", "sender_bank_id", "receiver_bank_id"},
    },
}

# Create NetworkX Graph from attributes
nx_g = adbnx_adapter.arangodb_to_networkx('fraud-detection',  fraud_detection_metagraph)

# You can also provide valid Python-Arango AQL query options to the command above, like such:
# nx_g = adbnx_adapter.arangodb_to_networkx('fraud-detection',  fraud_detection_metagraph, ttl=1000, stream=True)
# See more here: https://docs.python-arango.com/en/main/specs.html#arango.aql.AQL.execute

# Show graph data
print('\n--------------------')
print(nx_g)
print(nx_g.nodes(data=True))
print(nx_g.edges(data=True))

nx.draw(nx_g, with_labels=True)
NetworkX: fraud-detection created

--------------------
MultiDiGraph named 'fraud-detection' with 88 nodes and 120 edges
[('account/10000011', {'Balance': 5331, '_id': 'account/10000011', 'account_type': 'checking', 'customer_id': 10000009, 'rank': 0.0021126761566847563}), ('account/10000016', {'Balance': 7630, '_id': 'account/10000016', 'account_type': 'checking', 'customer_id': 10000004, 'rank': 0.003122549969702959}), ('account/10000003', {'Balance': 1433, '_id': 'account/10000003', 'account_type': 'checking', 'customer_id': 10000004, 'rank': 0.00524971354752779}), ('account/10000029', {'Balance': 2201, '_id': 'account/10000029', 'account_type': 'checking', 'customer_id': 10000010, 'rank': 0.0021126761566847563}), ('account/10000005', {'Balance': 4837, '_id': 'account/10000005', 'account_type': 'checking', 'customer_id': 10000002, 'rank': 0.004550427198410034}), ('account/10000032', {'Balance': 5817, '_id': 'account/10000032', 'account_type': 'checking', 'customer_id': 10000011, 'rank': 0.0036875137593597174}), ('account/10000039', {'Balance': 1689, '_id': 'account/10000039', 'account_type': 'checking', 'customer_id': 10000015, 'rank': 0.003232583636417985}), ('account/10000028', {'Balance': 1042, '_id': 'account/10000028', 'account_type': 'checking', 'customer_id': 10000006, 'rank': 0.004198686685413122}), ('account/10000020', {'Balance': 4104, '_id': 'account/10000020', 'account_type': 'checking', 'customer_id': 10000010, 'rank': 0.0021126761566847563}), ('account/orphan_Account_1', {'Balance': 10, '_id': 'account/orphan_Account_1', 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/10000006', {'Balance': 2338, '_id': 'account/10000006', 'account_type': 'checking', 'customer_id': 10000002, 'rank': 0.003010563552379608}), ('account/1000053', {'Balance': 10, '_id': 'account/1000053', 'account_type': 'checking', 'customer_id': 10000014, 'rank': 0.003747815964743495}), ('account/10000013', {'Balance': 3779, '_id': 'account/10000013', 'account_type': 'checking', 'customer_id': 10000008, 'rank': 0.004046608693897724}), ('account/1000054', {'_id': 'account/1000054', 'rank': 0.003705498529598117}), ('account/10000012', {'Balance': 529, '_id': 'account/10000012', 'account_type': 'checking', 'customer_id': 10000002, 'rank': 0.0021126761566847563}), ('account/1000050', {'_id': 'account/1000050', 'rank': 0.004632922820746899}), ('account/10000001', {'Balance': 1992, '_id': 'account/10000001', 'account_type': 'checking', 'customer_id': 10000008, 'rank': 0.0040132044814527035}), ('account/10000014', {'Balance': 2912, '_id': 'account/10000014', 'account_type': 'checking', 'customer_id': 10000006, 'rank': 0.003010563552379608}), ('account/10000034', {'Balance': 6367, '_id': 'account/10000034', 'account_type': 'checking', 'customer_id': 10000012, 'rank': 0.0026350750122219324}), ('account/10000042', {'Balance': 1819, '_id': 'account/10000042', 'account_type': 'checking', 'customer_id': 10000015, 'rank': 0.003232583636417985}), ('account/4149551', {'_id': 'account/4149551', 'account_type': 'checking', 'customer_id': 10000001, 'rank': 0.0021126761566847563}), ('account/10000008', {'Balance': 221, '_id': 'account/10000008', 'account_type': 'checking', 'customer_id': 10000010, 'rank': 0.0033510124776512384}), ('account/10000040', {'Balance': 5062, '_id': 'account/10000040', 'account_type': 'checking', 'customer_id': 10000015, 'rank': 0.003232583636417985}), ('account/10000002', {'Balance': 2372, '_id': 'account/10000002', 'account_type': 'checking', 'customer_id': 10000005, 'rank': 0.0021126761566847563}), ('account/10000009', {'Balance': 841, '_id': 'account/10000009', 'account_type': 'checking', 'customer_id': 10000009, 'rank': 0.0021126761566847563}), ('account/10000026', {'Balance': 5393, '_id': 'account/10000026', 'account_type': 'checking', 'customer_id': 10000008, 'rank': 0.00354181369766593}), ('account/10000033', {'Balance': 1138, '_id': 'account/10000033', 'account_type': 'checking', 'customer_id': 10000011, 'rank': 0.0026350750122219324}), ('account/10000037', {'Balance': 8414, '_id': 'account/10000037', 'account_type': 'checking', 'customer_id': 10000014, 'rank': 0.0026350750122219324}), ('account/10000018', {'Balance': 4064, '_id': 'account/10000018', 'account_type': 'checking', 'customer_id': 10000010, 'rank': 0.004585607908666134}), ('account/10000024', {'Balance': 5686, '_id': 'account/10000024', 'account_type': 'checking', 'customer_id': 10000006, 'rank': 0.0021126761566847563}), ('account/10000017', {'Balance': 6294, '_id': 'account/10000017', 'account_type': 'checking', 'customer_id': 10000002, 'rank': 0.0021126761566847563}), ('account/10000010', {'Balance': 6540, '_id': 'account/10000010', 'account_type': 'checking', 'customer_id': 10000007, 'rank': 0.0035368565004318953}), ('account/10000004', {'Balance': 7358, '_id': 'account/10000004', 'account_type': 'checking', 'customer_id': 10000006, 'rank': 0.0036158403381705284}), ('account/10000023', {'Balance': 3452, '_id': 'account/10000023', 'account_type': 'checking', 'customer_id': 10000005, 'rank': 0.0035642609000205994}), ('account/1000052', {'_id': 'account/1000052', 'rank': 0.0038473859895020723}), ('account/10000025', {'Balance': 3993, '_id': 'account/10000025', 'account_type': 'checking', 'customer_id': 10000010, 'rank': 0.005468250252306461}), ('account/6149795', {'Balance': 10, '_id': 'account/6149795', 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/1000051', {'_id': 'account/1000051', 'rank': 0.0040816692635416985}), ('account/10000019', {'Balance': 471, '_id': 'account/10000019', 'account_type': 'checking', 'customer_id': 10000009, 'rank': 0.0044366829097270966}), ('account/10000022', {'Balance': 8148, '_id': 'account/10000022', 'account_type': 'checking', 'customer_id': 10000006, 'rank': 0.0021126761566847563}), ('account/10000031', {'Balance': 5832, '_id': 'account/10000031', 'account_type': 'checking', 'customer_id': 10000002, 'rank': 0.003010563552379608}), ('account/10000021', {'Balance': 1758, '_id': 'account/10000021', 'account_type': 'checking', 'customer_id': 10000005, 'rank': 0.0034595071338117123}), ('account/10000007', {'Balance': 1747, '_id': 'account/10000007', 'account_type': 'checking', 'customer_id': 10000009, 'rank': 0.0033098594285547733}), ('account/10000035', {'Balance': 1679, '_id': 'account/10000035', 'account_type': 'checking', 'customer_id': 10000012, 'rank': 0.0026350750122219324}), ('account/10000015', {'Balance': 6789, '_id': 'account/10000015', 'account_type': 'checking', 'customer_id': 10000007, 'rank': 0.007116740569472313}), ('account/10000027', {'Balance': 1599, '_id': 'account/10000027', 'account_type': 'checking', 'customer_id': 10000002, 'rank': 0.0035642609000205994}), ('account/10000038', {'Balance': 8320, '_id': 'account/10000038', 'account_type': 'checking', 'customer_id': 10000014, 'rank': 0.003232583636417985}), ('account/10000044', {'_id': 'account/10000044', 'rank': 0.005929990671575069}), ('account/6149781', {'Balance': 10, '_id': 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'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 762, '_to': 'account/10000027', '_from': 'account/10000017'}), ('account/10000010', 'customer/10000007', {'_id': 'accountHolder/1000000710000010', '_to': 'customer/10000007', '_from': 'account/10000010'}), ('account/10000010', 'account/10000004', {'_id': 'transaction/10000010100000042017-2-115:16', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'transaction_amt': 299, '_to': 'account/10000004', '_from': 'account/10000010'}), ('account/10000004', 'customer/10000006', {'_id': 'accountHolder/1000000610000004', '_to': 'customer/10000006', '_from': 'account/10000004'}), ('account/10000023', 'customer/10000005', {'_id': 'accountHolder/1000000510000023', '_to': 'customer/10000005', '_from': 'account/10000023'}), ('account/10000023', 'account/10000003', {'_id': 'transaction/10000023100000032018-2-1112:30', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'transaction_amt': 284, '_to': 'account/10000003', '_from': 'account/10000023'}), ('account/10000023', 'account/10000016', {'_id': 'transaction/10000023100000162018-10-1216:42', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'transaction_amt': 761, '_to': 'account/10000016', '_from': 'account/10000023'}), ('account/1000052', 'customer/10000011', {'_id': 'accountHolder/1000001610000047', '_to': 'customer/10000011', '_from': 'account/1000052'}), ('account/1000052', 'account/1000053', {'_id': 'transaction/3152649', 'transaction_amt': 9000, '_to': 'account/1000053', '_from': 'account/1000052'}), ('account/10000025', 'customer/10000010', {'_id': 'accountHolder/1000001010000025', '_to': 'customer/10000010', '_from': 'account/10000025'}), ('account/10000025', 'account/10000019', {'_id': 'transaction/10000025100000192017-9-1413:20', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000002, 'transaction_amt': 747, '_to': 'account/10000019', '_from': 'account/10000025'}), ('account/6149795', 'customer/10810', {'_id': 'accountHolder/6149796', '_to': 'customer/10810', '_from': 'account/6149795'}), ('account/1000051', 'customer/10000013', {'_id': 'accountHolder/1000001610000049', '_to': 'customer/10000013', '_from': 'account/1000051'}), ('account/1000051', 'account/1000052', {'_id': 'transaction/3152628', 'transaction_amt': 9000, '_to': 'account/1000052', '_from': 'account/1000051'}), ('account/10000019', 'customer/10000009', {'_id': 'accountHolder/1000000910000019', '_to': 'customer/10000009', '_from': 'account/10000019'}), ('account/10000022', 'customer/10000006', {'_id': 'accountHolder/1000000610000022', '_to': 'customer/10000006', '_from': 'account/10000022'}), ('account/10000022', 'account/10000021', {'_id': 'transaction/10000022100000212019-4-1317:45', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'transaction_amt': 954, '_to': 'account/10000021', '_from': 'account/10000022'}), ('account/10000031', 'customer/10000002', {'_id': 'accountHolder/1000000210000031', '_to': 'customer/10000002', '_from': 'account/10000031'}), ('account/10000031', 'account/10000027', {'_id': 'transaction/10000031100000272018-1-2512:10', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 120, '_to': 'account/10000027', '_from': 'account/10000031'}), ('account/10000031', 'account/10000018', {'_id': 'transaction/10000031100000182018-10-2317:10', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000003, 'transaction_amt': 478, '_to': 'account/10000018', '_from': 'account/10000031'}), ('account/10000021', 'customer/10000005', {'_id': 'accountHolder/1000000510000021', '_to': 'customer/10000005', '_from': 'account/10000021'}), ('account/10000021', 'account/10000026', {'_id': 'transaction/10000021100000262017-5-2813:40', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'transaction_amt': 498, '_to': 'account/10000026', '_from': 'account/10000021'}), ('account/10000021', 'account/10000018', {'_id': 'transaction/10000021100000182017-7-1716:29', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'transaction_amt': 835, '_to': 'account/10000018', '_from': 'account/10000021'}), ('account/10000007', 'customer/10000009', {'_id': 'accountHolder/1000000910000007', '_to': 'customer/10000009', '_from': 'account/10000007'}), ('account/10000007', 'account/10000025', {'_id': 'transaction/10000007100000252017-1-313:12', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000003, 'transaction_amt': 619, '_to': 'account/10000025', '_from': 'account/10000007'}), ('account/10000035', 'customer/10000012', {'_id': 'accountHolder/1000001210000035', '_to': 'customer/10000012', '_from': 'account/10000035'}), ('account/10000035', 'account/10000040', {'_id': 'transaction/10000035100000402019-6-613:40', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000040', '_from': 'account/10000035'}), ('account/10000015', 'customer/10000007', {'_id': 'accountHolder/1000000710000015', '_to': 'customer/10000007', '_from': 'account/10000015'}), ('account/10000015', 'account/10000030', {'_id': 'transaction/10000015100000302017-8-410:26', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 790, '_to': 'account/10000030', '_from': 'account/10000015'}), ('account/10000027', 'customer/10000002', {'_id': 'accountHolder/1000000210000027', '_to': 'customer/10000002', '_from': 'account/10000027'}), ('account/10000027', 'account/10000015', {'_id': 'transaction/10000027100000152017-7-2414:59', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 457, '_to': 'account/10000015', '_from': 'account/10000027'}), ('account/10000038', 'customer/10000014', {'_id': 'accountHolder/1000001410000038', '_to': 'customer/10000014', '_from': 'account/10000038'}), ('account/10000038', 'account/10000043', {'_id': 'transaction/10000038100000432019-6-616:40', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000043', '_from': 'account/10000038'}), ('account/10000044', 'customer/10000003', {'_id': 'accountHolder/1000001610000044', '_to': 'customer/10000003', '_from': 'account/10000044'}), ('account/10000044', 'account/1000050', {'_id': 'transaction/3152407', 'transaction_amt': 911, '_to': 'account/1000050', '_from': 'account/10000044'}), ('account/6149781', 'customer/10810', {'_id': 'accountHolder/6149784', '_to': 'customer/10810', '_from': 'account/6149781'}), ('account/10000043', 'customer/10000016', {'_id': 'accountHolder/1000001610000043', '_to': 'customer/10000016', '_from': 'account/10000043'}), ('account/10000043', 'account/10000044', {'_id': 'transaction/3152813', 'transaction_amt': 901, '_to': 'account/10000044', '_from': 'account/10000043'}), ('account/10000030', 'customer/10000006', {'_id': 'accountHolder/1000000610000030', '_to': 'customer/10000006', '_from': 'account/10000030'}), ('account/10000030', 'account/10000005', {'_id': 'transaction/10000030100000052017-1-1117:13', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000003, 'transaction_amt': 279, '_to': 'account/10000005', '_from': 'account/10000030'}), ('account/10000041', 'customer/10000016', {'_id': 'accountHolder/1000001610000041', '_to': 'customer/10000016', '_from': 'account/10000041'}), ('account/10000041', 'account/10000043', {'_id': 'transaction/10000041100000432019-6-615:55', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000043', '_from': 'account/10000041'}), ('account/10000036', 'customer/10000013', {'_id': 'accountHolder/1000001310000036', '_to': 'customer/10000013', '_from': 'account/10000036'}), ('account/10000036', 'account/10000041', {'_id': 'transaction/10000036100000412019-6-611:33', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000041', '_from': 'account/10000036'}), ('account/6149748', 'customer/10810', {'_id': 'accountHolder/6149755', '_to': 'customer/10810', '_from': 'account/6149748'}), ('Class/branch', 'Class/bank', {'_id': 'Relationship/parentBank', 'label': 'parentBank-Join', 'name': 'parentBank', 'relationshipType': 'Join', '_to': 'Class/bank', '_from': 'Class/branch'}), ('Class/account', 'Class/account', {'_id': 'Relationship/transaction', 'label': 'Transaction-Edge', 'name': 'Transaction', 'relationshipType': 'Edge', '_to': 'Class/account', '_from': 'Class/account'}), ('Class/account', 'Class/customer', {'_id': 'Relationship/accountHolder', 'label': 'accountHolder-Edge', 'name': 'accountHolder', 'relationshipType': 'Edge', '_to': 'Class/customer', '_from': 'Class/account'}), ('Class/customer', 'Class/branch', {'_id': 'Relationship/customerBranch', 'label': 'customerBranch-Join', 'name': 'customerBranch', 'relationshipType': 'Join', '_to': 'Class/branch', '_from': 'Class/customer'})]

Via ArangoDB Metagraph with a custom controller

Data source

  • ArangoDB Fraud-Detection Collections

Package methods used

Important notes

  • The name parameter in this case is simply for naming your NetworkX graph.
  • The metagraph parameter should contain collections & associated document attributes names that exist within your ArangoDB instance.
  • We are creating a custom ADBNX_Controller to specify how to convert our ArangoDB vertices into NetworkX nodes. View the default ADBNX_Controller here.
In [16]:
# Define metagraph
imdb_metagraph = {
    "vertexCollections": {"Users": {"Age", "Gender"}, "Movies": {}},
    "edgeCollections": {"Ratings": {"Rating"}},
}

class IMDB_ADBNX_Controller(ADBNX_Controller):
    """ArangoDB-NetworkX controller.

    Responsible for controlling how nodes & edges are handled when
    transitioning from ArangoDB to NetworkX, and vice-versa.

    You can derive your own custom ADBNX_Controller, but it is not
    necessary for Homogeneous graphs.
    """
    # We re-define how vertex pre-insertion should be treated, specifically for the IMDB dataset.
    def _prepare_arangodb_vertex(self, adb_vertex: Json, col: str) -> NxId:
        """Prepare an ArangoDB vertex before it gets inserted into the NetworkX
        graph.

        Given an ArangoDB vertex, you can modify it before it gets inserted
        into the NetworkX graph, and/or derive a custom node id for networkx to use.
        In most cases, it is only required to return the ArangoDB _id of the vertex.

        :param vertex: The ArangoDB vertex object to (optionally) modify.
        :type vertex: adbnx_adapter.typings.Json
        :param col: The ArangoDB collection the vertex belongs to.
        :type col: str
        :return: The ArangoDB _id attribute of the vertex.
        :rtype: str
        """
        adb_vertex["bipartite"] = 0 if col == "Users" else 1 # New bipartite attribute logic
        return super()._prepare_arangodb_vertex(adb_vertex, col) # Return ArangoDB _id

    # We're not interested in re-defining pre-insertion handling for edges, so we leave it alone
    # def _prepare_arangodb_edge(self, adb_edge: Json, col: str) -> NxId:
    #   return super()._prepare_arangodb_edge(edge, collection)

# Instantiate the custom adapter
imdb_adbnx_adapter = ADBNX_Adapter(con, IMDB_ADBNX_Controller())

# Create NetworkX Graph from metagraph using the custom IMDB_ArangoDB_Networx_Adapter
nx_g = imdb_adbnx_adapter.arangodb_to_networkx("IMDBGraph", imdb_metagraph)

# You can also provide valid Python-Arango AQL query options to the command above, like such:
# nx_g = imdb_adbnx_adapter.arangodb_to_networkx("IMDBGraph", imdb_metagraph, ttl=1000, stream=True)
# See more here: https://docs.python-arango.com/en/main/specs.html#arango.aql.AQL.execute

# Show graph data
print('\n--------------------')
print(nx_g)
print(nx_g.nodes(data=True))
# print(nx_g.edges(data=True)) # (will exceed IOPub data rate)
# nx.draw(nx_g, with_labels=True) # (will exceed IOPub data rate)
Connecting to https://tutorials.arangodb.cloud:8529
NetworkX: IMDBGraph created

--------------------
MultiDiGraph named 'IMDBGraph' with 2625 nodes and 65499 edges
[('Users/1', {'Age': 35, 'Gender': 'M', '_id': 'Users/1', 'bipartite': 0}), ('Users/2', {'Age': 53, 'Gender': 'F', '_id': 'Users/2', 'bipartite': 0}), ('Users/3', {'Age': 23, 'Gender': 'M', '_id': 'Users/3', 'bipartite': 0}), ('Users/4', {'Age': 24, 'Gender': 'M', '_id': 'Users/4', 'bipartite': 0}), ('Users/5', {'Age': 33, 'Gender': 'F', '_id': 'Users/5', 'bipartite': 0}), ('Users/6', {'Age': 42, 'Gender': 'M', '_id': 'Users/6', 'bipartite': 0}), ('Users/7', {'Age': 57, 'Gender': 'M', '_id': 'Users/7', 'bipartite': 0}), ('Users/8', {'Age': 36, 'Gender': 'M', '_id': 'Users/8', 'bipartite': 0}), ('Users/9', {'Age': 29, 'Gender': 'M', '_id': 'Users/9', 'bipartite': 0}), ('Users/10', {'Age': 53, 'Gender': 'M', '_id': 'Users/10', 'bipartite': 0}), ('Users/11', {'Age': 39, 'Gender': 'F', '_id': 'Users/11', 'bipartite': 0}), ('Users/12', {'Age': 28, 'Gender': 'F', '_id': 'Users/12', 'bipartite': 0}), ('Users/13', {'Age': 47, 'Gender': 'M', '_id': 'Users/13', 'bipartite': 0}), ('Users/14', {'Age': 45, 'Gender': 'M', '_id': 'Users/14', 'bipartite': 0}), ('Users/15', {'Age': 49, 'Gender': 'F', '_id': 'Users/15', 'bipartite': 0}), ('Users/16', {'Age': 21, 'Gender': 'M', '_id': 'Users/16', 'bipartite': 0}), ('Users/17', {'Age': 30, 'Gender': 'M', '_id': 'Users/17', 'bipartite': 0}), ('Users/18', {'Age': 35, 'Gender': 'F', '_id': 'Users/18', 'bipartite': 0}), ('Users/19', {'Age': 40, 'Gender': 'M', '_id': 'Users/19', 'bipartite': 0}), ('Users/20', {'Age': 42, 'Gender': 'F', '_id': 'Users/20', 'bipartite': 0}), ('Users/21', {'Age': 26, 'Gender': 'M', '_id': 'Users/21', 'bipartite': 0}), ('Users/22', {'Age': 25, 'Gender': 'M', '_id': 'Users/22', 'bipartite': 0}), ('Users/23', {'Age': 30, 'Gender': 'F', '_id': 'Users/23', 'bipartite': 0}), ('Users/24', {'Age': 21, 'Gender': 'F', '_id': 'Users/24', 'bipartite': 0}), ('Users/25', {'Age': 39, 'Gender': 'M', '_id': 'Users/25', 'bipartite': 0}), ('Users/26', {'Age': 49, 'Gender': 'M', '_id': 'Users/26', 'bipartite': 0}), ('Users/27', {'Age': 40, 'Gender': 'F', '_id': 'Users/27', 'bipartite': 0}), ('Users/28', {'Age': 32, 'Gender': 'M', '_id': 'Users/28', 'bipartite': 0}), ('Users/29', {'Age': 41, 'Gender': 'M', '_id': 'Users/29', 'bipartite': 0}), ('Users/30', {'Age': 7, 'Gender': 'M', '_id': 'Users/30', 'bipartite': 0}), ('Users/31', {'Age': 24, 'Gender': 'M', '_id': 'Users/31', 'bipartite': 0}), ('Users/32', {'Age': 28, 'Gender': 'F', '_id': 'Users/32', 'bipartite': 0}), ('Users/33', {'Age': 23, 'Gender': 'M', '_id': 'Users/33', 'bipartite': 0}), ('Users/34', {'Age': 38, 'Gender': 'F', '_id': 'Users/34', 'bipartite': 0}), ('Users/35', {'Age': 20, 'Gender': 'F', '_id': 'Users/35', 'bipartite': 0}), ('Users/36', {'Age': 19, 'Gender': 'F', '_id': 'Users/36', 'bipartite': 0}), ('Users/37', {'Age': 23, 'Gender': 'M', '_id': 'Users/37', 'bipartite': 0}), ('Users/38', {'Age': 28, 'Gender': 'F', '_id': 'Users/38', 'bipartite': 0}), ('Users/39', {'Age': 41, 'Gender': 'M', '_id': 'Users/39', 'bipartite': 0}), ('Users/40', {'Age': 38, 'Gender': 'M', '_id': 'Users/40', 'bipartite': 0}), ('Users/41', {'Age': 33, 'Gender': 'M', '_id': 'Users/41', 'bipartite': 0}), ('Users/42', {'Age': 30, 'Gender': 'M', '_id': 'Users/42', 'bipartite': 0}), ('Users/43', {'Age': 29, 'Gender': 'F', '_id': 'Users/43', 'bipartite': 0}), ('Users/44', {'Age': 26, 'Gender': 'M', '_id': 'Users/44', 'bipartite': 0}), ('Users/45', {'Age': 29, 'Gender': 'M', '_id': 'Users/45', 'bipartite': 0}), ('Users/46', {'Age': 27, 'Gender': 'F', '_id': 'Users/46', 'bipartite': 0}), ('Users/47', {'Age': 53, 'Gender': 'M', '_id': 'Users/47', 'bipartite': 0}), ('Users/48', {'Age': 45, 'Gender': 'M', '_id': 'Users/48', 'bipartite': 0}), ('Users/49', {'Age': 23, 'Gender': 'F', '_id': 'Users/49', 'bipartite': 0}), ('Users/50', {'Age': 21, 'Gender': 'M', '_id': 'Users/50', 'bipartite': 0}), ('Users/51', {'Age': 28, 'Gender': 'M', '_id': 'Users/51', 'bipartite': 0}), ('Users/52', {'Age': 18, 'Gender': 'F', '_id': 'Users/52', 'bipartite': 0}), ('Users/53', {'Age': 26, 'Gender': 'M', '_id': 'Users/53', 'bipartite': 0}), ('Users/54', {'Age': 22, 'Gender': 'M', '_id': 'Users/54', 'bipartite': 0}), ('Users/55', {'Age': 37, 'Gender': 'M', '_id': 'Users/55', 'bipartite': 0}), ('Users/56', {'Age': 25, 'Gender': 'M', '_id': 'Users/56', 'bipartite': 0}), ('Users/57', {'Age': 16, 'Gender': 'M', '_id': 'Users/57', 'bipartite': 0}), ('Users/58', {'Age': 27, 'Gender': 'M', '_id': 'Users/58', 'bipartite': 0}), ('Users/59', {'Age': 49, 'Gender': 'M', '_id': 'Users/59', 'bipartite': 0}), ('Users/60', {'Age': 50, 'Gender': 'M', '_id': 'Users/60', 'bipartite': 0}), ('Users/61', {'Age': 36, 'Gender': 'M', '_id': 'Users/61', 'bipartite': 0}), ('Users/62', {'Age': 27, 'Gender': 'F', '_id': 'Users/62', 'bipartite': 0}), ('Users/63', {'Age': 31, 'Gender': 'M', '_id': 'Users/63', 'bipartite': 0}), ('Users/64', {'Age': 32, 'Gender': 'M', '_id': 'Users/64', 'bipartite': 0}), ('Users/65', {'Age': 51, 'Gender': 'F', '_id': 'Users/65', 'bipartite': 0}), ('Users/66', {'Age': 23, 'Gender': 'M', '_id': 'Users/66', 'bipartite': 0}), ('Users/67', {'Age': 17, 'Gender': 'M', '_id': 'Users/67', 'bipartite': 0}), ('Users/68', {'Age': 19, 'Gender': 'M', '_id': 'Users/68', 'bipartite': 0}), ('Users/69', {'Age': 24, 'Gender': 'M', '_id': 'Users/69', 'bipartite': 0}), ('Users/70', {'Age': 27, 'Gender': 'M', '_id': 'Users/70', 'bipartite': 0}), ('Users/71', {'Age': 39, 'Gender': 'M', '_id': 'Users/71', 'bipartite': 0}), ('Users/72', {'Age': 48, 'Gender': 'F', '_id': 'Users/72', 'bipartite': 0}), ('Users/73', {'Age': 24, 'Gender': 'M', '_id': 'Users/73', 'bipartite': 0}), ('Users/74', {'Age': 39, 'Gender': 'M', '_id': 'Users/74', 'bipartite': 0}), ('Users/75', {'Age': 24, 'Gender': 'M', '_id': 'Users/75', 'bipartite': 0}), ('Users/76', {'Age': 20, 'Gender': 'M', '_id': 'Users/76', 'bipartite': 0}), ('Users/77', {'Age': 30, 'Gender': 'M', '_id': 'Users/77', 'bipartite': 0}), ('Users/78', {'Age': 26, 'Gender': 'M', '_id': 'Users/78', 'bipartite': 0}), ('Users/79', {'Age': 39, 'Gender': 'F', '_id': 'Users/79', 'bipartite': 0}), ('Users/80', {'Age': 34, 'Gender': 'F', '_id': 'Users/80', 'bipartite': 0}), ('Users/81', {'Age': 21, 'Gender': 'M', '_id': 'Users/81', 'bipartite': 0}), ('Users/82', {'Age': 50, 'Gender': 'M', '_id': 'Users/82', 'bipartite': 0}), ('Users/83', {'Age': 40, 'Gender': 'M', '_id': 'Users/83', 'bipartite': 0}), ('Users/84', {'Age': 32, 'Gender': 'M', '_id': 'Users/84', 'bipartite': 0}), ('Users/85', {'Age': 51, 'Gender': 'M', '_id': 'Users/85', 'bipartite': 0}), ('Users/86', {'Age': 26, 'Gender': 'M', '_id': 'Users/86', 'bipartite': 0}), ('Users/87', {'Age': 47, 'Gender': 'M', '_id': 'Users/87', 'bipartite': 0}), ('Users/88', {'Age': 49, 'Gender': 'F', '_id': 'Users/88', 'bipartite': 0}), ('Users/89', {'Age': 43, 'Gender': 'F', '_id': 'Users/89', 'bipartite': 0}), ('Users/90', {'Age': 60, 'Gender': 'M', '_id': 'Users/90', 'bipartite': 0}), ('Users/91', {'Age': 55, 'Gender': 'M', '_id': 'Users/91', 'bipartite': 0}), ('Users/92', {'Age': 32, 'Gender': 'M', '_id': 'Users/92', 'bipartite': 0}), ('Users/93', {'Age': 48, 'Gender': 'M', '_id': 'Users/93', 'bipartite': 0}), ('Users/94', {'Age': 26, 'Gender': 'M', '_id': 'Users/94', 'bipartite': 0}), ('Users/95', {'Age': 31, 'Gender': 'M', '_id': 'Users/95', 'bipartite': 0}), ('Users/96', {'Age': 25, 'Gender': 'F', '_id': 'Users/96', 'bipartite': 0}), ('Users/97', {'Age': 43, 'Gender': 'M', '_id': 'Users/97', 'bipartite': 0}), ('Users/98', {'Age': 49, 'Gender': 'F', '_id': 'Users/98', 'bipartite': 0}), ('Users/99', {'Age': 20, 'Gender': 'M', '_id': 'Users/99', 'bipartite': 0}), ('Users/100', {'Age': 36, 'Gender': 'M', '_id': 'Users/100', 'bipartite': 0}), ('Users/101', {'Age': 15, 'Gender': 'M', '_id': 'Users/101', 'bipartite': 0}), ('Users/102', {'Age': 38, 'Gender': 'M', '_id': 'Users/102', 'bipartite': 0}), ('Users/103', {'Age': 26, 'Gender': 'M', '_id': 'Users/103', 'bipartite': 0}), ('Users/104', {'Age': 27, 'Gender': 'M', '_id': 'Users/104', 'bipartite': 0}), 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'Movies/1568', 'bipartite': 1}), ('Movies/1569', {'_id': 'Movies/1569', 'bipartite': 1}), ('Movies/1570', {'_id': 'Movies/1570', 'bipartite': 1}), ('Movies/1571', {'_id': 'Movies/1571', 'bipartite': 1}), ('Movies/1572', {'_id': 'Movies/1572', 'bipartite': 1}), ('Movies/1573', {'_id': 'Movies/1573', 'bipartite': 1}), ('Movies/1574', {'_id': 'Movies/1574', 'bipartite': 1}), ('Movies/1575', {'_id': 'Movies/1575', 'bipartite': 1}), ('Movies/1576', {'_id': 'Movies/1576', 'bipartite': 1}), ('Movies/1577', {'_id': 'Movies/1577', 'bipartite': 1}), ('Movies/1578', {'_id': 'Movies/1578', 'bipartite': 1}), ('Movies/1579', {'_id': 'Movies/1579', 'bipartite': 1}), ('Movies/1580', {'_id': 'Movies/1580', 'bipartite': 1}), ('Movies/1581', {'_id': 'Movies/1581', 'bipartite': 1}), ('Movies/1582', {'_id': 'Movies/1582', 'bipartite': 1}), ('Movies/1583', {'_id': 'Movies/1583', 'bipartite': 1}), ('Movies/1584', {'_id': 'Movies/1584', 'bipartite': 1}), ('Movies/1585', {'_id': 'Movies/1585', 'bipartite': 1}), ('Movies/1586', {'_id': 'Movies/1586', 'bipartite': 1}), ('Movies/1587', {'_id': 'Movies/1587', 'bipartite': 1}), ('Movies/1588', {'_id': 'Movies/1588', 'bipartite': 1}), ('Movies/1589', {'_id': 'Movies/1589', 'bipartite': 1}), ('Movies/1590', {'_id': 'Movies/1590', 'bipartite': 1}), ('Movies/1591', {'_id': 'Movies/1591', 'bipartite': 1}), ('Movies/1592', {'_id': 'Movies/1592', 'bipartite': 1}), ('Movies/1593', {'_id': 'Movies/1593', 'bipartite': 1}), ('Movies/1594', {'_id': 'Movies/1594', 'bipartite': 1}), ('Movies/1595', {'_id': 'Movies/1595', 'bipartite': 1}), ('Movies/1596', {'_id': 'Movies/1596', 'bipartite': 1}), ('Movies/1597', {'_id': 'Movies/1597', 'bipartite': 1}), ('Movies/1598', {'_id': 'Movies/1598', 'bipartite': 1}), ('Movies/1599', {'_id': 'Movies/1599', 'bipartite': 1}), ('Movies/1600', {'_id': 'Movies/1600', 'bipartite': 1}), ('Movies/1601', {'_id': 'Movies/1601', 'bipartite': 1}), ('Movies/1602', {'_id': 'Movies/1602', 'bipartite': 1}), ('Movies/1603', {'_id': 'Movies/1603', 'bipartite': 1}), ('Movies/1604', {'_id': 'Movies/1604', 'bipartite': 1}), ('Movies/1605', {'_id': 'Movies/1605', 'bipartite': 1}), ('Movies/1606', {'_id': 'Movies/1606', 'bipartite': 1}), ('Movies/1607', {'_id': 'Movies/1607', 'bipartite': 1}), ('Movies/1608', {'_id': 'Movies/1608', 'bipartite': 1}), ('Movies/1609', {'_id': 'Movies/1609', 'bipartite': 1}), ('Movies/1610', {'_id': 'Movies/1610', 'bipartite': 1}), ('Movies/1611', {'_id': 'Movies/1611', 'bipartite': 1}), ('Movies/1612', {'_id': 'Movies/1612', 'bipartite': 1}), ('Movies/1613', {'_id': 'Movies/1613', 'bipartite': 1}), ('Movies/1614', {'_id': 'Movies/1614', 'bipartite': 1}), ('Movies/1615', {'_id': 'Movies/1615', 'bipartite': 1}), ('Movies/1616', {'_id': 'Movies/1616', 'bipartite': 1}), ('Movies/1617', {'_id': 'Movies/1617', 'bipartite': 1}), ('Movies/1618', {'_id': 'Movies/1618', 'bipartite': 1}), ('Movies/1619', {'_id': 'Movies/1619', 'bipartite': 1}), ('Movies/1620', {'_id': 'Movies/1620', 'bipartite': 1}), ('Movies/1621', {'_id': 'Movies/1621', 'bipartite': 1}), ('Movies/1622', {'_id': 'Movies/1622', 'bipartite': 1}), ('Movies/1623', {'_id': 'Movies/1623', 'bipartite': 1}), ('Movies/1624', {'_id': 'Movies/1624', 'bipartite': 1}), ('Movies/1625', {'_id': 'Movies/1625', 'bipartite': 1}), ('Movies/1626', {'_id': 'Movies/1626', 'bipartite': 1}), ('Movies/1627', {'_id': 'Movies/1627', 'bipartite': 1}), ('Movies/1628', {'_id': 'Movies/1628', 'bipartite': 1}), ('Movies/1629', {'_id': 'Movies/1629', 'bipartite': 1}), ('Movies/1630', {'_id': 'Movies/1630', 'bipartite': 1}), ('Movies/1631', {'_id': 'Movies/1631', 'bipartite': 1}), ('Movies/1632', {'_id': 'Movies/1632', 'bipartite': 1}), ('Movies/1633', {'_id': 'Movies/1633', 'bipartite': 1}), ('Movies/1634', {'_id': 'Movies/1634', 'bipartite': 1}), ('Movies/1635', {'_id': 'Movies/1635', 'bipartite': 1}), ('Movies/1636', {'_id': 'Movies/1636', 'bipartite': 1}), ('Movies/1637', {'_id': 'Movies/1637', 'bipartite': 1}), ('Movies/1638', {'_id': 'Movies/1638', 'bipartite': 1}), ('Movies/1639', {'_id': 'Movies/1639', 'bipartite': 1}), ('Movies/1640', {'_id': 'Movies/1640', 'bipartite': 1}), ('Movies/1641', {'_id': 'Movies/1641', 'bipartite': 1}), ('Movies/1642', {'_id': 'Movies/1642', 'bipartite': 1}), ('Movies/1643', {'_id': 'Movies/1643', 'bipartite': 1}), ('Movies/1644', {'_id': 'Movies/1644', 'bipartite': 1}), ('Movies/1645', {'_id': 'Movies/1645', 'bipartite': 1}), ('Movies/1646', {'_id': 'Movies/1646', 'bipartite': 1}), ('Movies/1647', {'_id': 'Movies/1647', 'bipartite': 1}), ('Movies/1648', {'_id': 'Movies/1648', 'bipartite': 1}), ('Movies/1649', {'_id': 'Movies/1649', 'bipartite': 1}), ('Movies/1650', {'_id': 'Movies/1650', 'bipartite': 1}), ('Movies/1651', {'_id': 'Movies/1651', 'bipartite': 1}), ('Movies/1652', {'_id': 'Movies/1652', 'bipartite': 1}), ('Movies/1653', {'_id': 'Movies/1653', 'bipartite': 1}), ('Movies/1654', {'_id': 'Movies/1654', 'bipartite': 1}), ('Movies/1655', {'_id': 'Movies/1655', 'bipartite': 1}), ('Movies/1656', {'_id': 'Movies/1656', 'bipartite': 1}), ('Movies/1657', {'_id': 'Movies/1657', 'bipartite': 1}), ('Movies/1658', {'_id': 'Movies/1658', 'bipartite': 1}), ('Movies/1659', {'_id': 'Movies/1659', 'bipartite': 1}), ('Movies/1660', {'_id': 'Movies/1660', 'bipartite': 1}), ('Movies/1661', {'_id': 'Movies/1661', 'bipartite': 1}), ('Movies/1662', {'_id': 'Movies/1662', 'bipartite': 1}), ('Movies/1663', {'_id': 'Movies/1663', 'bipartite': 1}), ('Movies/1664', {'_id': 'Movies/1664', 'bipartite': 1}), ('Movies/1665', {'_id': 'Movies/1665', 'bipartite': 1}), ('Movies/1666', {'_id': 'Movies/1666', 'bipartite': 1}), ('Movies/1667', {'_id': 'Movies/1667', 'bipartite': 1}), ('Movies/1668', {'_id': 'Movies/1668', 'bipartite': 1}), ('Movies/1669', {'_id': 'Movies/1669', 'bipartite': 1}), ('Movies/1670', {'_id': 'Movies/1670', 'bipartite': 1}), ('Movies/1671', {'_id': 'Movies/1671', 'bipartite': 1}), ('Movies/1672', {'_id': 'Movies/1672', 'bipartite': 1}), ('Movies/1673', {'_id': 'Movies/1673', 'bipartite': 1}), ('Movies/1674', {'_id': 'Movies/1674', 'bipartite': 1}), ('Movies/1675', {'_id': 'Movies/1675', 'bipartite': 1}), ('Movies/1676', {'_id': 'Movies/1676', 'bipartite': 1}), ('Movies/1677', {'_id': 'Movies/1677', 'bipartite': 1}), ('Movies/1678', {'_id': 'Movies/1678', 'bipartite': 1}), ('Movies/1679', {'_id': 'Movies/1679', 'bipartite': 1}), ('Movies/1680', {'_id': 'Movies/1680', 'bipartite': 1}), ('Movies/1681', {'_id': 'Movies/1681', 'bipartite': 1}), ('Movies/1682', {'_id': 'Movies/1682', 'bipartite': 1})]

NetworkX to ArangoDB

Example 1: NetworkX Grid Graph

Data source

Package methods used

Important notes

  • The name parameter in this case is simply for naming your ArangoDB graph.
  • The edge_definitions parameter should contain a list of valid vertex relationships along with their related edge collections. See its official documentation for more details.
  • We are using a batch_size value of 1 to demo to users that this feature exists. It is not recommended to use a batch_size value of 1 in a real setting.
In [17]:
# Load the nx graph & draw
grid_nx_g = nx.grid_2d_graph(5, 5)
nx.draw(grid_nx_g, with_labels=True)

# We must provide edge definitions to create the ArangoDB graph
# Since this graph is Homogeneous, we only need one edge definition.
edge_definitions = [
    {
        "edge_collection": "to",
        "from_vertex_collections": ["Grid_Node"],
        "to_vertex_collections": ["Grid_Node"],
    }
]

# Create the ArangoDB graph
name = "Grid_1"
db.delete_graph(name, drop_collections=True, ignore_missing=True)
grid_adb_g = adbnx_adapter.networkx_to_arangodb(name, grid_nx_g, edge_definitions, batch_size=1)

print('\n--------------------')
print("https://{}:{}".format(con["hostname"], con["port"]))
print("Username: " + con["username"])
print("Password: " + con["password"])
print("Database: " + con["dbName"])
print('--------------------\n')
print(f"Inspect the graph here: https://tutorials.arangodb.cloud:8529/_db/{con['dbName']}/_admin/aardvark/index.html#graph/{name}")
print(f"View the original graph here: https://networkx.org/documentation/stable/auto_examples/basic/plot_read_write.html#sphx-glr-auto-examples-basic-plot-read-write-py)")
ArangoDB: Grid_1 created

--------------------
https://tutorials.arangodb.cloud:8529
Username: TUT95b328zdyqvu6icc2szy7l
Password: TUTqy7aejhetdpkpplf7nwbai
Database: TUTl7w91pj995boxn9f4etz6
--------------------

Inspect the graph here: https://tutorials.arangodb.cloud:8529/_db/TUTl7w91pj995boxn9f4etz6/_admin/aardvark/index.html#graph/Grid_1
View the original graph here: https://networkx.org/documentation/stable/auto_examples/basic/plot_read_write.html#sphx-glr-auto-examples-basic-plot-read-write-py)

Example 2: NetworkX Football Graph

Data source

Package methods used

Important notes

  • The name parameter in this case is simply for naming your ArangoDB graph.
  • The edge_definitions parameter should contain a list of valid vertex relationships along with their related edge collections. See its official documentation for more details.
  • We are creating a custom ADBNX_Controller to specify how to convert our NetworkX nodes into ArangoDB vertices. View the default ADBNX_Controller here.
    • This is a unique case where the node IDs of the NetworkX Football graphs are of type string. We need to make sure that these string do not contain any invalid characters, so we use a built-in helper method.
In [18]:
import io
import zipfile
import urllib.request as urllib

def get_football_graph():
    url = "http://www-personal.umich.edu/~mejn/netdata/football.zip"
    sock = urllib.urlopen(url)
    s = io.BytesIO(sock.read())
    sock.close()
    zf = zipfile.ZipFile(s)
    gml = zf.read("football.gml").decode()
    gml_list = gml.split("\n")[1:]
    return nx.parse_gml(gml_list)

football_nx_g = get_football_graph()
nx.draw(football_nx_g, with_labels=True)

# We must provide edge definitions to create the ArangoDB graph
# Since this graph is Homogeneous, we only need one edge definition.
edge_definitions = [
    {
        "edge_collection": "played",
        "from_vertex_collections": ["Football_Team"],
        "to_vertex_collections": ["Football_Team"],
    }
]

class Football_ADBNX_Controller(ADBNX_Controller):
    """ArangoDB-NetworkX controller.

    Responsible for controlling how nodes & edges are handled when
    transitioning from ArangoDB to NetworkX, and vice-versa.

    You can derive your own custom ADBNX_Controller, but it is not
    necessary for Homogeneous graphs.
    """
    def _keyify_networkx_node(self, nx_node_id: NxId, nx_node: NxData, col: str) -> str:
        """Given a NetworkX node, derive its valid ArangoDB key.

        NOTE: You must override this function if you want to create custom ArangoDB _key
        values for your NetworkX nodes or if your NetworkX graph does NOT comply to
        ArangoDB standards (i.e the node IDs are not formatted
        like "{collection}/{key}"). For more  info, see the **keyify_nodes**
        parameter of ADBNX_Adapter.networkx_to_arangodb()

        :param nx_node: The NetworkX node object.
        :type nx_node: dict
        :param col: The ArangoDB collection the node belongs to.
        :type col: str
        :return: A valid ArangoDB _key value.
        :rtype: str
        """
        # Since our NetworkX Football nodes have an id of type string, we can use the existing helper function.
        adb_v_key: str = self._string_to_arangodb_key_helper(str(nx_node_id))
        return adb_v_key

# Instantiate the adapter
football_adbnx_adapter = ADBNX_Adapter(con, Football_ADBNX_Controller())

# Create the ArangoDB graph
name = "Football"
db.delete_graph(name, drop_collections=True, ignore_missing=True)
football_adb_g = football_adbnx_adapter.networkx_to_arangodb(name, football_nx_g, edge_definitions, keyify_nodes=True)

print('\n--------------------')
print("https://{}:{}".format(con["hostname"], con["port"]))
print("Username: " + con["username"])
print("Password: " + con["password"])
print("Database: " + con["dbName"])
print('--------------------\n')
print(f"Inspect the graph here: https://tutorials.arangodb.cloud:8529/_db/{con['dbName']}/_admin/aardvark/index.html#graph/{name}")
print(f"View the original graph here: https://networkx.org/documentation/stable/auto_examples/graph/plot_football.html#sphx-glr-auto-examples-graph-plot-football-py)")
Connecting to https://tutorials.arangodb.cloud:8529
ArangoDB: Football created

--------------------
https://tutorials.arangodb.cloud:8529
Username: TUT95b328zdyqvu6icc2szy7l
Password: TUTqy7aejhetdpkpplf7nwbai
Database: TUTl7w91pj995boxn9f4etz6
--------------------

Inspect the graph here: https://tutorials.arangodb.cloud:8529/_db/TUTl7w91pj995boxn9f4etz6/_admin/aardvark/index.html#graph/Football
View the original graph here: https://networkx.org/documentation/stable/auto_examples/graph/plot_football.html#sphx-glr-auto-examples-graph-plot-football-py)