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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: 4.0.0

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 [ ]:
%%capture
!git clone -b 4.0.0 --single-branch https://github.com/arangoml/networkx-adapter.git
!pip install adbnx-adapter==4.0.0
!pip install adb-cloud-connector

# For drawing purposes
!pip install matplotlib
In [16]:
# All imports

import networkx as nx

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

from arango import ArangoClient
from adb_cloud_connector import get_temp_credentials

import math
import json
import logging
import matplotlib.pyplot as plt
from typing import List

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 [26]:
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 [27]:
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 [28]:
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 [29]:
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 [30]:
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 [31]:
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 [32]:
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 Cloud Instance

In [3]:
# Request temporary instance from the managed ArangoDB Cloud Service.
con = get_temp_credentials()
print(json.dumps(con, indent=2))

# Connect to the db via the python-arango driver
db = ArangoClient(hosts=con["url"]).db(con["dbName"], con["username"], con["password"], verify=True)
Log: requesting new credentials...
Succcess: new credentials acquired
{
  "dbName": "TUTloq6b9bm86fckte1cw1tri",
  "username": "TUT6mgdqojzsww9q4df7m0iw",
  "password": "TUTia8zrhyoicsde3wfhnoexi",
  "hostname": "tutorials.arangodb.cloud",
  "port": 8529,
  "url": "https://tutorials.arangodb.cloud:8529"
}

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 [4]:
!chmod -R 755 networkx-adapter/
!./networkx-adapter/tests/assets/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
!./networkx-adapter/tests/assets/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
2022-05-25T17:44:57Z [275] INFO [05c30] {restore} Connected to ArangoDB 'http+ssl://tutorials.arangodb.cloud:8529'
2022-05-25T17:44:57Z [275] INFO [abeb4] {restore} Database name in source dump is 'fraud-detection'
2022-05-25T17:44:57Z [275] INFO [9b414] {restore} # Re-creating document collection '_analyzers'...
2022-05-25T17:44:57Z [275] INFO [9b414] {restore} # Re-creating document collection '_appbundles'...
2022-05-25T17:45:02Z [275] INFO [9b414] {restore} # Re-creating document collection '_apps'...
2022-05-25T17:45:02Z [275] INFO [9b414] {restore} # Re-creating document collection '_aqlfunctions'...
2022-05-25T17:45:02Z [275] INFO [9b414] {restore} # Re-creating document collection '_graphs'...
2022-05-25T17:45:02Z [275] INFO [9b414] {restore} # Re-creating document collection '_modules'...
2022-05-25T17:45:02Z [275] INFO [9b414] {restore} # Re-creating document collection 'account'...
2022-05-25T17:45:03Z [275] INFO [9b414] {restore} # Re-creating document collection 'bank'...
2022-05-25T17:45:03Z [275] INFO [9b414] {restore} # Re-creating document collection 'branch'...
2022-05-25T17:45:03Z [275] INFO [9b414] {restore} # Re-creating document collection 'Class'...
2022-05-25T17:45:03Z [275] INFO [9b414] {restore} # Re-creating document collection 'customer'...
2022-05-25T17:45:04Z [275] INFO [9b414] {restore} # Re-creating edge collection 'accountHolder'...
2022-05-25T17:45:04Z [275] INFO [9b414] {restore} # Re-creating edge collection 'Relationship'...
2022-05-25T17:45:04Z [275] INFO [9b414] {restore} # Re-creating edge collection 'transaction'...
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection '_analyzers', data size: 20 byte(s)
2022-05-25T17:45:04Z [275] INFO [6ae09] {restore} # Successfully restored document collection '_analyzers'
2022-05-25T17:45:04Z [275] INFO [f723c] {restore} # Creating views...
2022-05-25T17:45:04Z [275] INFO [6d69f] {restore} # Dispatched 14 job(s), using 2 worker(s)
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection '_appbundles', data size: 20 byte(s)
2022-05-25T17:45:04Z [275] INFO [6ae09] {restore} # Successfully restored document collection '_appbundles'
2022-05-25T17:45:04Z [275] INFO [d88c6] {restore} # Creating indexes for collection '_apps'...
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection '_aqlfunctions', data size: 20 byte(s)
2022-05-25T17:45:04Z [275] INFO [6ae09] {restore} # Successfully restored document collection '_aqlfunctions'
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection '_graphs', data size: 292 byte(s)
2022-05-25T17:45:04Z [275] INFO [6ae09] {restore} # Successfully restored document collection '_graphs'
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection '_modules', data size: 20 byte(s)
2022-05-25T17:45:04Z [275] INFO [6ae09] {restore} # Successfully restored document collection '_modules'
2022-05-25T17:45:04Z [275] INFO [d88c6] {restore} # Creating indexes for collection 'account'...
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection '_apps', data size: 20 byte(s)
2022-05-25T17:45:04Z [275] INFO [6ae09] {restore} # Successfully restored document collection '_apps'
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection 'bank', data size: 183 byte(s)
2022-05-25T17:45:04Z [275] INFO [6ae09] {restore} # Successfully restored document collection 'bank'
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection 'branch', data size: 465 byte(s)
2022-05-25T17:45:04Z [275] INFO [94913] {restore} # Loading data into document collection 'account', data size: 1696 byte(s)
2022-05-25T17:45:05Z [275] INFO [6ae09] {restore} # Successfully restored document collection 'branch'
2022-05-25T17:45:05Z [275] INFO [94913] {restore} # Loading data into document collection 'Class', data size: 196 byte(s)
2022-05-25T17:45:05Z [275] INFO [6ae09] {restore} # Successfully restored document collection 'account'
2022-05-25T17:45:05Z [275] INFO [d88c6] {restore} # Creating indexes for collection 'customer'...
2022-05-25T17:45:05Z [275] INFO [6ae09] {restore} # Successfully restored document collection 'Class'
2022-05-25T17:45:05Z [275] INFO [94913] {restore} # Loading data into edge collection 'accountHolder', data size: 1076 byte(s)
2022-05-25T17:45:05Z [275] INFO [94913] {restore} # Loading data into document collection 'customer', data size: 794 byte(s)
2022-05-25T17:45:05Z [275] INFO [6ae09] {restore} # Successfully restored edge collection 'accountHolder'
2022-05-25T17:45:05Z [275] INFO [94913] {restore} # Loading data into edge collection 'Relationship', data size: 275 byte(s)
2022-05-25T17:45:05Z [275] INFO [6ae09] {restore} # Successfully restored document collection 'customer'
2022-05-25T17:45:05Z [275] INFO [94913] {restore} # Loading data into edge collection 'transaction', data size: 2292 byte(s)
2022-05-25T17:45:05Z [275] INFO [6ae09] {restore} # Successfully restored edge collection 'Relationship'
2022-05-25T17:45:05Z [275] INFO [6ae09] {restore} # Successfully restored edge collection 'transaction'
2022-05-25T17:45:05Z [275] INFO [a66e1] {restore} Processed 14 collection(s) in 8.084567 s, read 50480 byte(s) from datafiles, sent 9 data batch(es) of 50471 byte(s) total size
2022-05-25T17:45:05Z [283] INFO [05c30] {restore} Connected to ArangoDB 'http+ssl://tutorials.arangodb.cloud:8529'
2022-05-25T17:45:05Z [283] INFO [abeb4] {restore} Database name in source dump is 'TUTdit9ohpgz1ntnbetsjstwi'
2022-05-25T17:45:05Z [283] INFO [9b414] {restore} # Re-creating document collection 'Movies'...
2022-05-25T17:45:05Z [283] INFO [9b414] {restore} # Re-creating document collection 'Users'...
2022-05-25T17:45:06Z [283] INFO [9b414] {restore} # Re-creating edge collection 'Ratings'...
2022-05-25T17:45:06Z [283] INFO [6d69f] {restore} # Dispatched 3 job(s), using 2 worker(s)
2022-05-25T17:45:06Z [283] INFO [94913] {restore} # Loading data into document collection 'Users', data size: 16717 byte(s)
2022-05-25T17:45:06Z [283] INFO [94913] {restore} # Loading data into document collection 'Movies', data size: 68107 byte(s)
2022-05-25T17:45:06Z [283] INFO [6ae09] {restore} # Successfully restored document collection 'Users'
2022-05-25T17:45:06Z [283] INFO [94913] {restore} # Loading data into edge collection 'Ratings', data size: 1407601 byte(s)
2022-05-25T17:45:06Z [283] INFO [6ae09] {restore} # Successfully restored document collection 'Movies'
2022-05-25T17:45:11Z [283] INFO [75e65] {restore} # Current restore progress: restored 2 of 3 collection(s), read 9270558 byte(s) from datafiles, sent 3 data batch(es) of 881948 byte(s) total size, queued jobs: 0, workers: 2
2022-05-25T17:45:13Z [283] INFO [69a73] {restore} # Still loading data into edge collection 'Ratings', 10660073 byte(s) restored
2022-05-25T17:45:13Z [283] INFO [6ae09] {restore} # Successfully restored edge collection 'Ratings'
2022-05-25T17:45:13Z [283] INFO [a66e1] {restore} Processed 3 collection(s) in 8.534963 s, read 11542023 byte(s) from datafiles, sent 4 data batch(es) of 11542020 byte(s) total size

Instantiate the Adapter

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

In [5]:
adbnx_adapter = ADBNX_Adapter(db)
[2022/05/25 17:45:29 +0000] [61] [INFO] - adbnx_adapter: Instantiated ADBNX_Adapter with database 'TUTloq6b9bm86fckte1cw1tri'

ArangoDB to NetworkX

Via ArangoDB Graph Name

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 [6]:
# 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))
print('--------------------\n')
nx.draw(nx_g, with_labels=True)
[2022/05/25 17:45:33 +0000] [61] [INFO] - adbnx_adapter: Created NetworkX 'fraud-detection' Graph
--------------------
MultiDiGraph named 'fraud-detection' with 71 nodes and 116 edges
[('account/10000011', {'_key': '10000011', '_id': 'account/10000011', '_rev': '_eNvQcLi---', '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': '_eNvQcLi--_', '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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--H', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/10000006', {'_key': '10000006', '_id': 'account/10000006', '_rev': '_eNvQcLi--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': '_eNvQcLi--J', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10000014, 'rank': 0.003747815964743495}), ('account/10000013', {'_key': '10000013', '_id': 'account/10000013', '_rev': '_eNvQcLi--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': '_eNvQcLi--L', 'rank': 0.003705498529598117}), ('account/10000012', {'_key': '10000012', '_id': 'account/10000012', '_rev': '_eNvQcLi--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': '_eNvQcLi--N', 'rank': 0.004632922820746899}), ('account/10000001', {'_key': '10000001', '_id': 'account/10000001', '_rev': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--S', 'account_type': 'checking', 'customer_id': 10000001, 'rank': 0.0021126761566847563}), ('account/10000008', {'_key': '10000008', '_id': 'account/10000008', '_rev': '_eNvQcLi--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': '_eNvQcLi--U', 'Balance': 5062, 'Status': 'active', 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'_eNvQcPu--e'}), ('account/10000022', 'account/10000021', {'_key': '10000022100000212019-4-1317:45', '_id': 'transaction/10000022100000212019-4-1317:45', '_from': 'account/10000022', '_to': 'account/10000021', '_rev': '_eNvQcVO--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': '_eNvQcPu---'}), ('account/10000031', 'account/10000027', {'_key': '10000031100000272018-1-2512:10', '_id': 'transaction/10000031100000272018-1-2512:10', '_from': 'account/10000031', '_to': 'account/10000027', '_rev': '_eNvQcVO--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': '_eNvQcVO--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': '_eNvQcPu--d'}), ('account/10000021', 'account/10000026', {'_key': '10000021100000262017-5-2813:40', '_id': 'transaction/10000021100000262017-5-2813:40', '_from': 'account/10000021', '_to': 'account/10000026', '_rev': '_eNvQcVO--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': '_eNvQcVO--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': '_eNvQcPu--H'}), ('account/10000007', 'account/10000025', {'_key': '10000007100000252017-1-313:12', '_id': 'transaction/10000007100000252017-1-313:12', '_from': 'account/10000007', '_to': 'account/10000025', '_rev': '_eNvQcVO--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': '_eNvQcPu--q'}), ('account/10000035', 'account/10000040', {'_key': '10000035100000402019-6-613:40', '_id': 'transaction/10000035100000402019-6-613:40', '_from': 'account/10000035', '_to': 'account/10000040', '_rev': '_eNvQcVO--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': '_eNvQcPu--v'}), ('account/10000015', 'account/10000030', {'_key': '10000015100000302017-8-410:26', '_id': 'transaction/10000015100000302017-8-410:26', '_from': 'account/10000015', '_to': 'account/10000030', '_rev': '_eNvQcVO--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': '_eNvQcPu--h'}), ('account/10000027', 'account/10000015', {'_key': '10000027100000152017-7-2414:59', '_id': 'transaction/10000027100000152017-7-2414:59', '_from': 'account/10000027', '_to': 'account/10000015', '_rev': '_eNvQcVO--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': '_eNvQcPu--C'}), ('account/10000038', 'account/10000043', {'_key': '10000038100000432019-6-616:40', '_id': 'transaction/10000038100000432019-6-616:40', '_from': 'account/10000038', '_to': 'account/10000043', '_rev': '_eNvQcVO--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': '_eNvQcPu--b'}), ('account/10000044', 'account/1000050', {'_key': '3152407', '_id': 'transaction/3152407', '_from': 'account/10000044', '_to': 'account/1000050', '_rev': '_eNvQcVO--x', 'transaction_amt': 911}), ('account/10000044', 'customer/10000003', {'_key': '1000001610000044', '_id': 'accountHolder/1000001610000044', '_from': 'account/10000044', '_to': 'customer/10000003', '_rev': '_eNvQcPu--T'}), ('account/6149781', 'customer/10810', {'_key': '6149784', '_id': 'accountHolder/6149784', '_from': 'account/6149781', '_to': 'customer/10810', '_rev': '_eNvQcPu--F'}), ('account/10000043', 'account/10000044', {'_key': '3152813', '_id': 'transaction/3152813', '_from': 'account/10000043', '_to': 'account/10000044', '_rev': '_eNvQcVO--V', 'transaction_amt': 901}), ('account/10000043', 'customer/10000016', {'_key': '1000001610000043', '_id': 'accountHolder/1000001610000043', '_from': 'account/10000043', '_to': 'customer/10000016', '_rev': '_eNvQcPu--P'}), ('account/10000030', 'account/10000005', {'_key': '10000030100000052017-1-1117:13', '_id': 'transaction/10000030100000052017-1-1117:13', '_from': 'account/10000030', '_to': 'account/10000005', '_rev': '_eNvQcVO--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': '_eNvQcPu--n'}), ('account/10000041', 'account/10000043', {'_key': '10000041100000432019-6-615:55', '_id': 'transaction/10000041100000432019-6-615:55', '_from': 'account/10000041', '_to': 'account/10000043', '_rev': '_eNvQcVO--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': '_eNvQcPu--X'}), ('account/10000036', 'account/10000041', {'_key': '10000036100000412019-6-611:33', '_id': 'transaction/10000036100000412019-6-611:33', '_from': 'account/10000036', '_to': 'account/10000041', '_rev': '_eNvQcVO--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': '_eNvQcPu--o'}), ('account/6149748', 'customer/10810', {'_key': '6149755', '_id': 'accountHolder/6149755', '_from': 'account/6149748', '_to': 'customer/10810', '_rev': '_eNvQcPu--s'})]
--------------------

Via ArangoDB Collection Names

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 [7]:
# 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))
print('--------------------\n')
nx.draw(nx_g, with_labels=True)
[2022/05/25 17:45:39 +0000] [61] [INFO] - adbnx_adapter: Created NetworkX 'fraud-detection' Graph
--------------------
MultiDiGraph named 'fraud-detection' with 88 nodes and 120 edges
[('account/10000011', {'_key': '10000011', '_id': 'account/10000011', '_rev': '_eNvQcLi---', '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': '_eNvQcLi--_', '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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--H', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/10000006', {'_key': '10000006', '_id': 'account/10000006', '_rev': '_eNvQcLi--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': '_eNvQcLi--J', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10000014, 'rank': 0.003747815964743495}), ('account/10000013', {'_key': '10000013', '_id': 'account/10000013', '_rev': '_eNvQcLi--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': '_eNvQcLi--L', 'rank': 0.003705498529598117}), ('account/10000012', {'_key': '10000012', '_id': 'account/10000012', '_rev': '_eNvQcLi--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': '_eNvQcLi--N', 'rank': 0.004632922820746899}), ('account/10000001', {'_key': '10000001', '_id': 'account/10000001', '_rev': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--S', 'account_type': 'checking', 'customer_id': 10000001, 'rank': 0.0021126761566847563}), ('account/10000008', {'_key': '10000008', '_id': 'account/10000008', '_rev': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLi--g', 'rank': 0.0038473859895020723}), ('account/10000025', {'_key': '10000025', '_id': 'account/10000025', '_rev': '_eNvQcLi--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': '_eNvQcLi--i', 'Balance': 10, 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/1000051', {'_key': '1000051', '_id': 'account/1000051', '_rev': '_eNvQcLi--j', 'rank': 0.0040816692635416985}), ('account/10000019', {'_key': '10000019', '_id': 'account/10000019', '_rev': '_eNvQcLi--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': '_eNvQcLi--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': '_eNvQcLm---', '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': '_eNvQcLm--_', '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': '_eNvQcLm--A', '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': '_eNvQcLm--B', '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': 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('account/10000031', 'account/10000018', {'_key': '10000031100000182018-10-2317:10', '_id': 'transaction/10000031100000182018-10-2317:10', '_from': 'account/10000031', '_to': 'account/10000018', '_rev': '_eNvQcVO--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': '_eNvQcPu--d'}), ('account/10000021', 'account/10000026', {'_key': '10000021100000262017-5-2813:40', '_id': 'transaction/10000021100000262017-5-2813:40', '_from': 'account/10000021', '_to': 'account/10000026', '_rev': '_eNvQcVO--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': '_eNvQcVO--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': '_eNvQcPu--H'}), ('account/10000007', 'account/10000025', {'_key': '10000007100000252017-1-313:12', '_id': 'transaction/10000007100000252017-1-313:12', '_from': 'account/10000007', '_to': 'account/10000025', '_rev': '_eNvQcVO--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': '_eNvQcPu--q'}), ('account/10000035', 'account/10000040', {'_key': '10000035100000402019-6-613:40', '_id': 'transaction/10000035100000402019-6-613:40', '_from': 'account/10000035', '_to': 'account/10000040', '_rev': '_eNvQcVO--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': '_eNvQcPu--v'}), ('account/10000015', 'account/10000030', {'_key': '10000015100000302017-8-410:26', '_id': 'transaction/10000015100000302017-8-410:26', '_from': 'account/10000015', '_to': 'account/10000030', '_rev': '_eNvQcVO--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': '_eNvQcPu--h'}), ('account/10000027', 'account/10000015', {'_key': '10000027100000152017-7-2414:59', '_id': 'transaction/10000027100000152017-7-2414:59', '_from': 'account/10000027', '_to': 'account/10000015', '_rev': '_eNvQcVO--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': '_eNvQcPu--C'}), ('account/10000038', 'account/10000043', {'_key': '10000038100000432019-6-616:40', '_id': 'transaction/10000038100000432019-6-616:40', '_from': 'account/10000038', '_to': 'account/10000043', '_rev': '_eNvQcVO--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': '_eNvQcPu--b'}), ('account/10000044', 'account/1000050', {'_key': '3152407', '_id': 'transaction/3152407', '_from': 'account/10000044', '_to': 'account/1000050', '_rev': '_eNvQcVO--x', 'transaction_amt': 911}), ('account/10000044', 'customer/10000003', {'_key': '1000001610000044', '_id': 'accountHolder/1000001610000044', '_from': 'account/10000044', '_to': 'customer/10000003', '_rev': '_eNvQcPu--T'}), ('account/6149781', 'customer/10810', {'_key': '6149784', '_id': 'accountHolder/6149784', '_from': 'account/6149781', '_to': 'customer/10810', '_rev': '_eNvQcPu--F'}), ('account/10000043', 'account/10000044', {'_key': '3152813', '_id': 'transaction/3152813', '_from': 'account/10000043', '_to': 'account/10000044', '_rev': '_eNvQcVO--V', 'transaction_amt': 901}), ('account/10000043', 'customer/10000016', {'_key': '1000001610000043', '_id': 'accountHolder/1000001610000043', '_from': 'account/10000043', '_to': 'customer/10000016', '_rev': '_eNvQcPu--P'}), ('account/10000030', 'account/10000005', {'_key': '10000030100000052017-1-1117:13', '_id': 'transaction/10000030100000052017-1-1117:13', '_from': 'account/10000030', '_to': 'account/10000005', '_rev': '_eNvQcVO--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': '_eNvQcPu--n'}), ('account/10000041', 'account/10000043', {'_key': '10000041100000432019-6-615:55', '_id': 'transaction/10000041100000432019-6-615:55', '_from': 'account/10000041', '_to': 'account/10000043', '_rev': '_eNvQcVO--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': '_eNvQcPu--X'}), ('account/10000036', 'account/10000041', {'_key': '10000036100000412019-6-611:33', '_id': 'transaction/10000036100000412019-6-611:33', '_from': 'account/10000036', '_to': 'account/10000041', '_rev': '_eNvQcVO--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': '_eNvQcPu--o'}), ('account/6149748', 'customer/10810', {'_key': '6149755', '_id': 'accountHolder/6149755', '_from': 'account/6149748', '_to': 'customer/10810', '_rev': '_eNvQcPu--s'}), ('Class/branch', 'Class/bank', {'_key': 'parentBank', '_id': 'Relationship/parentBank', '_from': 'Class/branch', '_to': 'Class/bank', '_rev': '_eNvQcSG--B', 'name': 'parentBank', 'relationshipType': 'Join', 'label': 'parentBank-Join'}), ('Class/account', 'Class/account', {'_key': 'transaction', '_id': 'Relationship/transaction', '_from': 'Class/account', '_to': 'Class/account', '_rev': '_eNvQcSG---', 'name': 'Transaction', 'relationshipType': 'Edge', 'label': 'Transaction-Edge'}), ('Class/account', 'Class/customer', {'_key': 'accountHolder', '_id': 'Relationship/accountHolder', '_from': 'Class/account', '_to': 'Class/customer', '_rev': '_eNvQcSG--_', 'name': 'accountHolder', 'relationshipType': 'Edge', 'label': 'accountHolder-Edge'}), ('Class/customer', 'Class/branch', {'_key': 'customerBranch', '_id': 'Relationship/customerBranch', '_from': 'Class/customer', '_to': 'Class/branch', '_rev': '_eNvQcSG--A', 'name': 'customerBranch', 'relationshipType': 'Join', 'label': 'customerBranch-Join'})]
--------------------

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 [8]:
# 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))
print('--------------------\n')
nx.draw(nx_g, with_labels=True)
[2022/05/25 17:45:46 +0000] [61] [INFO] - adbnx_adapter: Created NetworkX 'fraud-detection' Graph
--------------------
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': 'account/6149781', 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('account/10000043', {'Balance': 8626, '_id': 'account/10000043', 'account_type': 'checking', 'customer_id': 10000016, 'rank': 0.008981915190815926}), ('account/10000030', {'Balance': 7199, '_id': 'account/10000030', 'account_type': 'checking', 'customer_id': 10000006, 'rank': 0.005735883489251137}), ('account/10000041', {'Balance': 8644, '_id': 'account/10000041', 'account_type': 'checking', 'customer_id': 10000016, 'rank': 0.003232583636417985}), ('account/10000036', {'Balance': 3879, '_id': 'account/10000036', 'account_type': 'checking', 'customer_id': 10000013, 'rank': 0.0026350750122219324}), ('account/6149748', {'Balance': 10, '_id': 'account/6149748', 'account_type': 'checking', 'customer_id': 10810, 'rank': 0.0021126761566847563}), ('bank/1548224', {'Country': 'US', 'Id': 10000000001, '_id': 'bank/1548224', 'bank_id': 10000000001, 'bank_name': 'Bank One'}), ('bank/1548226', {'Country': 'US', 'Id': 10000000003, '_id': 'bank/1548226', 'bank_id': 10000000003, 'bank_name': 'Bank Three'}), ('bank/1548225', {'Country': 'US', 'Id': 10000000002, '_id': 'bank/1548225', 'bank_id': 10000000002, 'bank_name': 'Bank Two'}), ('branch/1548210', {'City': 'Austin', 'Country': 'US', 'Id': 10008, '_id': 'branch/1548210', 'bank_id': 10000000003, 'branch_id': 10008, 'branch_name': 'Bank Three Austin '}), ('branch/1548212', {'City': 'Boston', 'Country': 'US', 'Id': 10010, '_id': 'branch/1548212', 'bank_id': 10000000003, 'branch_id': 10010, 'branch_name': 'Bank Three Boston'}), ('branch/1548204', {'City': 'Austin', 'Country': 'US', 'Id': 10002, '_id': 'branch/1548204', 'bank_id': 10000000001, 'branch_id': 10002, 'branch_name': 'Bank One Austin '}), ('branch/1548203', {'City': 'Denver', 'Country': 'US', 'Id': 10001, '_id': 'branch/1548203', 'bank_id': 10000000001, 'branch_id': 10001, 'branch_name': 'Bank One Denver'}), ('branch/1548206', {'City': 'Denver', 'Country': 'US', 'Id': 10004, '_id': 'branch/1548206', 'bank_id': 10000000002, 'branch_id': 10004, 'branch_name': 'Bank Two Denver'}), ('branch/1548211', {'City': 'Los Angeles', 'Country': 'US', 'Id': 10009, '_id': 'branch/1548211', 'bank_id': 10000000003, 'branch_id': 10009, 'branch_name': 'Bank Three Los Angeles '}), ('branch/1548205', {'City': 'Los Angeles', 'Country': 'US', 'Id': 10003, '_id': 'branch/1548205', 'bank_id': 10000000001, 'branch_id': 10003, 'branch_name': 'Bank One Los Angeles '}), ('branch/1548209', {'City': 'Denver', 'Country': 'US', 'Id': 10007, '_id': 'branch/1548209', 'bank_id': 10000000003, 'branch_id': 10007, 'branch_name': 'Bank Three Denver'}), ('branch/1548208', {'City': 'Los Angeles', 'Country': 'US', 'Id': 10006, '_id': 'branch/1548208', 'bank_id': 10000000002, 'branch_id': 10006, 'branch_name': 'Bank Two Los Angeles '}), ('branch/1548207', {'City': 'Austin', 'Country': 'US', 'Id': 10005, '_id': 'branch/1548207', 'bank_id': 10000000002, 'branch_id': 10005, 'branch_name': 'Bank Two Austin '}), ('Class/bank', {'_id': 'Class/bank', 'concrete': True, 'label': 'Bank', 'name': 'Bank'}), ('Class/branch', {'_id': 'Class/branch', 'concrete': True, 'label': 'Branch Bank', 'name': 'Branch'}), ('Class/account', {'_id': 'Class/account', 'concrete': True, 'label': 'Account', 'name': 'Account'}), ('Class/customer', {'_id': 'Class/customer', 'concrete': True, 'label': 'Customer', 'name': 'Customer'}), ('customer/10000006', {'Name': 'Mahdivi Nookala', 'Sex': 'F', 'Ssn': '123-45-6786', '_id': 'customer/10000006', 'rank': 0.013542247004806995}), ('customer/10000013', {'Name': 'Petronella Brink', 'Sex': 'F', 'Ssn': '123-45-6780', '_id': 'customer/10000013', 'rank': 0.004967293702065945}), ('customer/10000015', {'Name': 'Paulo Banderas', 'Sex': 'M', 'Ssn': '123-45-6780', '_id': 'customer/10000015', 'rank': 0.0062342192977666855}), ('customer/10000007', {'Name': 'Raj Ramachandran', 'Sex': 'M', 'Ssn': '123-45-6787', '_id': 'customer/10000007', 'rank': 0.006640455685555935}), ('customer/10000010', {'Name': 'Joanne Cadiz', 'Sex': 'F', 'Ssn': '123-45-6780', '_id': 'customer/10000010', 'rank': 0.009605521336197853}), ('customer/10000009', {'Name': 'Clint Eastwood', 'Sex': 'M', 'Ssn': '123-45-6789', '_id': 'customer/10000009', 'rank': 0.008787025697529316}), ('customer/10000016', {'Name': 'Phillip Blewitt', 'Sex': 'M', 'Ssn': '123-45-6780', '_id': 'customer/10000016', 'rank': 0.00887867622077465}), ('customer/10000005', {'Name': 'Pieter de Bruin ', 'Sex': 'M', 'Ssn': '123-45-6785', '_id': 'customer/10000005', 'rank': 0.004701335448771715}), ('customer/10000003', {'Name': 'Sean Smith', 'Sex': 'M', 'Ssn': '123-45-6783', '_id': 'customer/10000003', 'rank': 0.006601915694773197}), ('customer/10000004', {'Name': 'Betty Blue', 'Sex': 'F', 'Ssn': '123-45-6784', '_id': 'customer/10000004', 'rank': 0.004484817385673523}), ('customer/10000014', {'Name': 'Paula Brodsky', 'Sex': 'M', 'Ssn': '123-45-6780', '_id': 'customer/10000014', 'rank': 0.006199253723025322}), ('customer/10000008', {'Name': 'Nora Huang', 'Sex': 'F', 'Ssn': '123-45-6788', '_id': 'customer/10000008', 'rank': 0.010254250839352608}), ('customer/10000002', {'Name': 'Mary May', 'Sex': 'F', 'Ssn': '123-45-6782', '_id': 'customer/10000002', 'rank': 0.00810169242322445}), ('customer/10000001', {'Name': 'John Martin ', 'Sex': 'M', 'Ssn': '123-45-6781', '_id': 'customer/10000001', 'rank': 0.003908450715243816}), ('customer/10000011', {'Name': 'Peter Brown', 'Sex': 'M', 'Ssn': '123-45-6780', '_id': 'customer/10000011', 'rank': 0.0053901225328445435}), ('customer/10000012', {'Name': 'Paul Bolton', 'Sex': 'M', 'Ssn': '123-45-6780', '_id': 'customer/10000012', 'rank': 0.004352491348981857}), ('customer/10810', {'Name': 'Anne Onymous', 'Sex': 'F', 'Ssn': 111223333, '_id': 'customer/10810', 'rank': 0.009295775555074215})]
[('account/10000011', 'customer/10000009', {'_id': 'accountHolder/1000000910000011', '_to': 'customer/10000009', '_from': 'account/10000011'}), ('account/10000011', 'account/10000007', {'_id': 'transaction/10000011100000072019-3-212:52', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'transaction_amt': 441, '_to': 'account/10000007', '_from': 'account/10000011'}), ('account/10000011', 'account/10000023', {'_id': 'transaction/10000011100000232017-3-1710:54', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'transaction_amt': 127, '_to': 'account/10000023', '_from': 'account/10000011'}), ('account/10000016', 'customer/10000004', {'_id': 'accountHolder/1000000410000016', '_to': 'customer/10000004', '_from': 'account/10000016'}), ('account/10000016', 'account/10000015', {'_id': 'transaction/10000016100000152019-1-2416:58', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'transaction_amt': 952, '_to': 'account/10000015', '_from': 'account/10000016'}), ('account/10000016', 'account/10000015', {'_id': 'transaction/10000016100000152018-8-711:41', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'transaction_amt': 843, '_to': 'account/10000015', '_from': 'account/10000016'}), ('account/10000003', 'customer/10000004', {'_id': 'accountHolder/1000000410000003', '_to': 'customer/10000004', '_from': 'account/10000003'}), ('account/10000003', 'account/10000003', {'_id': 'transaction/10000003100000032017-5-1615:52', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000002, 'transaction_amt': 756, '_to': 'account/10000003', '_from': 'account/10000003'}), ('account/10000003', 'account/10000028', {'_id': 'transaction/10000003100000282019-7-249:32', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'transaction_amt': 172, '_to': 'account/10000028', '_from': 'account/10000003'}), ('account/10000029', 'customer/10000010', {'_id': 'accountHolder/1000001010000029', '_to': 'customer/10000010', '_from': 'account/10000029'}), ('account/10000029', 'account/10000031', {'_id': 'transaction/10000029100000312017-1-1013:16', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 795, '_to': 'account/10000031', '_from': 'account/10000029'}), ('account/10000005', 'customer/10000002', {'_id': 'accountHolder/1000000210000005', '_to': 'customer/10000002', '_from': 'account/10000005'}), ('account/10000005', 'account/10000013', {'_id': 'transaction/10000005100000132017-3-2811:58', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'transaction_amt': 670, '_to': 'account/10000013', '_from': 'account/10000005'}), ('account/10000032', 'customer/10000011', {'_id': 'accountHolder/1000001110000032', '_to': 'customer/10000011', '_from': 'account/10000032'}), ('account/10000032', 'account/10000037', {'_id': 'transaction/10000032100000372019-6-614:26', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000037', '_from': 'account/10000032'}), ('account/10000032', 'account/10000033', {'_id': 'transaction/10000032100000332019-6-610:39', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000033', '_from': 'account/10000032'}), ('account/10000032', 'account/10000034', {'_id': 'transaction/10000032100000342019-6-614:20', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000034', '_from': 'account/10000032'}), ('account/10000032', 'account/10000036', {'_id': 'transaction/10000032100000362019-6-69:55', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000036', '_from': 'account/10000032'}), ('account/10000032', 'account/10000035', {'_id': 'transaction/10000032100000352019-6-613:42', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000035', '_from': 'account/10000032'}), ('account/10000039', 'customer/10000015', {'_id': 'accountHolder/1000001510000039', '_to': 'customer/10000015', '_from': 'account/10000039'}), ('account/10000039', 'account/10000043', {'_id': 'transaction/10000039100000432019-6-611:36', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000043', '_from': 'account/10000039'}), ('account/10000028', 'customer/10000006', {'_id': 'accountHolder/1000000610000028', '_to': 'customer/10000006', '_from': 'account/10000028'}), ('account/10000020', 'customer/10000010', {'_id': 'accountHolder/1000001010000020', '_to': 'customer/10000010', '_from': 'account/10000020'}), ('account/10000020', 'account/10000014', {'_id': 'transaction/10000020100000142017-9-1410:46', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'transaction_amt': 920, '_to': 'account/10000014', '_from': 'account/10000020'}), ('account/orphan_Account_1', 'customer/10810', {'_id': 'accountHolder/6149645', '_to': 'customer/10810', '_from': 'account/orphan_Account_1'}), ('account/10000006', 'customer/10000002', {'_id': 'accountHolder/1000000210000006', '_to': 'customer/10000002', '_from': 'account/10000006'}), ('account/10000006', 'account/10000008', {'_id': 'transaction/10000006100000082018-9-2410:30', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'transaction_amt': 954, '_to': 'account/10000008', '_from': 'account/10000006'}), ('account/10000006', 'account/10000018', {'_id': 'transaction/10000006100000182017-5-2115:14', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'transaction_amt': 347, '_to': 'account/10000018', '_from': 'account/10000006'}), ('account/10000006', 'account/10000003', {'_id': 'transaction/10000006100000032017-12-1210:27', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'transaction_amt': 491, '_to': 'account/10000003', '_from': 'account/10000006'}), ('account/1000053', 'customer/10000014', {'_id': 'accountHolder/1000001610000048', '_to': 'customer/10000014', '_from': 'account/1000053'}), ('account/1000053', 'account/1000054', {'_id': 'transaction/3152675', 'transaction_amt': 9000, '_to': 'account/1000054', '_from': 'account/1000053'}), ('account/10000013', 'customer/10000008', {'_id': 'accountHolder/1000000810000013', '_to': 'customer/10000008', '_from': 'account/10000013'}), ('account/10000013', 'account/10000015', {'_id': 'transaction/10000013100000152017-1-312:13', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'transaction_amt': 52, '_to': 'account/10000015', '_from': 'account/10000013'}), ('account/1000054', 'customer/10000016', {'_id': 'accountHolder/1000001610000046', '_to': 'customer/10000016', '_from': 'account/1000054'}), ('account/1000054', 'account/10000032', {'_id': 'transaction/3152724', '_to': 'account/10000032', '_from': 'account/1000054'}), ('account/10000012', 'customer/10000002', {'_id': 'accountHolder/1000000210000012', '_to': 'customer/10000002', '_from': 'account/10000012'}), ('account/10000012', 'account/10000001', {'_id': 'transaction/10000012100000012018-4-79:24', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000002, 'transaction_amt': 946, '_to': 'account/10000001', '_from': 'account/10000012'}), ('account/10000012', 'account/10000021', {'_id': 'transaction/10000012100000212017-9-517:41', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'transaction_amt': 364, '_to': 'account/10000021', '_from': 'account/10000012'}), ('account/10000012', 'account/10000026', {'_id': 'transaction/10000012100000262019-9-2810:18', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'transaction_amt': 665, '_to': 'account/10000026', '_from': 'account/10000012'}), ('account/1000050', 'customer/10000003', {'_id': 'accountHolder/1000001610000045', '_to': 'customer/10000003', '_from': 'account/1000050'}), ('account/1000050', 'account/1000051', {'_id': 'transaction/3152596', 'transaction_amt': 9000, '_to': 'account/1000051', '_from': 'account/1000050'}), ('account/10000001', 'customer/10000008', {'_id': 'accountHolder/1000000810000001', '_to': 'customer/10000008', '_from': 'account/10000001'}), ('account/10000014', 'customer/10000006', {'_id': 'accountHolder/1000000610000014', '_to': 'customer/10000006', '_from': 'account/10000014'}), ('account/10000014', 'account/10000023', {'_id': 'transaction/10000014100000232019-8-2216:36', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000001, 'transaction_amt': 273, '_to': 'account/10000023', '_from': 'account/10000014'}), ('account/10000014', 'account/10000001', {'_id': 'transaction/10000014100000012017-12-113:32', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'transaction_amt': 354, '_to': 'account/10000001', '_from': 'account/10000014'}), ('account/10000034', 'customer/10000012', {'_id': 'accountHolder/1000001210000034', '_to': 'customer/10000012', '_from': 'account/10000034'}), ('account/10000034', 'account/10000039', {'_id': 'transaction/10000034100000392019-6-610:35', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000039', '_from': 'account/10000034'}), ('account/10000042', 'customer/10000015', {'_id': 'accountHolder/1000001510000042', '_to': 'customer/10000015', '_from': 'account/10000042'}), ('account/10000042', 'account/10000043', {'_id': 'transaction/10000042100000432019-6-612:58', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000043', '_from': 'account/10000042'}), ('account/4149551', 'customer/10000001', {'_id': 'accountHolder/4149572', '_to': 'customer/10000001', '_from': 'account/4149551'}), ('account/10000008', 'customer/10000010', {'_id': 'accountHolder/1000001010000008', '_to': 'customer/10000010', '_from': 'account/10000008'}), ('account/10000008', 'account/10000010', {'_id': 'transaction/10000008100000102019-3-1610:15', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000002, 'transaction_amt': 340, '_to': 'account/10000010', '_from': 'account/10000008'}), ('account/10000040', 'customer/10000015', {'_id': 'accountHolder/1000001510000040', '_to': 'customer/10000015', '_from': 'account/10000040'}), ('account/10000040', 'account/10000043', {'_id': 'transaction/10000040100000432019-6-615:20', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000043', '_from': 'account/10000040'}), ('account/10000002', 'customer/10000005', {'_id': 'accountHolder/1000000510000002', '_to': 'customer/10000005', '_from': 'account/10000002'}), ('account/10000002', 'account/10000001', {'_id': 'transaction/10000002100000012018-1-2811:16', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 627, '_to': 'account/10000001', '_from': 'account/10000002'}), ('account/10000002', 'account/10000028', {'_id': 'transaction/10000002100000282019-2-1314:50', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000003, 'transaction_amt': 142, '_to': 'account/10000028', '_from': 'account/10000002'}), ('account/10000009', 'customer/10000009', {'_id': 'accountHolder/1000000910000009', '_to': 'customer/10000009', '_from': 'account/10000009'}), ('account/10000009', 'account/10000006', {'_id': 'transaction/10000009100000062019-3-1117:58', 'receiver_bank_id': 10000000001, 'sender_bank_id': 10000000002, 'transaction_amt': 53, '_to': 'account/10000006', '_from': 'account/10000009'}), ('account/10000026', 'customer/10000008', {'_id': 'accountHolder/1000000810000026', '_to': 'customer/10000008', '_from': 'account/10000026'}), ('account/10000033', 'customer/10000011', {'_id': 'accountHolder/1000001110000033', '_to': 'customer/10000011', '_from': 'account/10000033'}), ('account/10000033', 'account/10000038', {'_id': 'transaction/10000033100000382019-6-610:28', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000038', '_from': 'account/10000033'}), ('account/10000037', 'customer/10000014', {'_id': 'accountHolder/1000001410000037', '_to': 'customer/10000014', '_from': 'account/10000037'}), ('account/10000037', 'account/10000042', {'_id': 'transaction/10000037100000422019-6-617:10', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 9000, '_to': 'account/10000042', '_from': 'account/10000037'}), ('account/10000018', 'customer/10000010', {'_id': 'accountHolder/1000001010000018', '_to': 'customer/10000010', '_from': 'account/10000018'}), ('account/10000018', 'account/10000025', {'_id': 'transaction/10000018100000252019-6-1116:52', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'transaction_amt': 804, '_to': 'account/10000025', '_from': 'account/10000018'}), ('account/10000024', 'customer/10000006', {'_id': 'accountHolder/1000000610000024', '_to': 'customer/10000006', '_from': 'account/10000024'}), ('account/10000024', 'account/10000008', {'_id': 'transaction/10000024100000082017-8-1012:47', 'receiver_bank_id': 10000000002, 'sender_bank_id': 10000000001, 'transaction_amt': 421, '_to': 'account/10000008', '_from': 'account/10000024'}), ('account/10000024', 'account/10000030', {'_id': 'transaction/10000024100000302018-10-2014:59', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000001, 'transaction_amt': 343, '_to': 'account/10000030', '_from': 'account/10000024'}), ('account/10000017', 'customer/10000002', {'_id': 'accountHolder/1000000210000017', '_to': 'customer/10000002', '_from': 'account/10000017'}), ('account/10000017', 'account/10000007', {'_id': 'transaction/10000017100000072019-1-1715:27', 'receiver_bank_id': 10000000003, 'sender_bank_id': 10000000003, 'transaction_amt': 995, '_to': 'account/10000007', '_from': 'account/10000017'}), ('account/10000017', 'account/10000027', {'_id': 'transaction/10000017100000272018-1-2411:33', '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 ADBNX_Controller & verbose logging

Data source

  • ArangoDB IMDB Dataset

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 [9]:
# 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.
    """

    # 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) -> None:
        """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 by updating the "_id" attribute of the vertex (otherwise the
        vertex's current "_id" value will be used)

        :param adb_vertex: The ArangoDB vertex object to (optionally) modify.
        :type adb_vertex: adbnx_adapter.typings.Json
        :param col: The ArangoDB collection the vertex belongs to.
        :type col: str
        """
        adb_vertex["bipartite"] = col == "Users" # New bipartite attribute logic
        adb_vertex["_id"] = "new_" + adb_vertex["_id"] # New node 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) -> None:
    #   return

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

# You can also change the adapter's logging level for access to 
# silent, regular, or verbose logging (logging.WARNING, logging.INFO, logging.DEBUG)
imdb_adbnx_adapter.set_logging(logging.DEBUG) # verbose logging

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

# Show graph data
print('\n--------------------')
print(nx_g)
print(nx_g.nodes(data=True))
print('--------------------\n')
[2022/05/25 17:45:52 +0000] [61] [INFO] - adbnx_adapter: Instantiated ADBNX_Adapter with database 'TUTloq6b9bm86fckte1cw1tri'
[2022/05/25 17:45:52 +0000] [61] [DEBUG] - adbnx_adapter: Starting arangodb_to_networkx(IMDBGraph, ...):
[2022/05/25 17:45:52 +0000] [61] [DEBUG] - adbnx_adapter: Preparing 'Users' vertices
[2022/05/25 17:45:52 +0000] [61] [DEBUG] - adbnx_adapter: Preparing 'Movies' vertices
[2022/05/25 17:45:52 +0000] [61] [DEBUG] - adbnx_adapter: Preparing 'Ratings' edges
[2022/05/25 17:45:55 +0000] [61] [DEBUG] - adbnx_adapter: Inserting 2625 vertices and 65499 edges
[2022/05/25 17:45:56 +0000] [61] [INFO] - adbnx_adapter: Created NetworkX 'IMDBGraph' Graph
--------------------
MultiDiGraph named 'IMDBGraph' with 2625 nodes and 65499 edges
[('new_Users/1', {'Age': 35, 'Gender': 'M', '_id': 'new_Users/1', 'bipartite': True}), ('new_Users/2', {'Age': 53, 'Gender': 'F', '_id': 'new_Users/2', 'bipartite': True}), ('new_Users/3', {'Age': 23, 'Gender': 'M', '_id': 'new_Users/3', 'bipartite': True}), ('new_Users/4', {'Age': 24, 'Gender': 'M', '_id': 'new_Users/4', 'bipartite': True}), ('new_Users/5', {'Age': 33, 'Gender': 'F', '_id': 'new_Users/5', 'bipartite': True}), ('new_Users/6', {'Age': 42, 'Gender': 'M', '_id': 'new_Users/6', 'bipartite': True}), ('new_Users/7', {'Age': 57, 'Gender': 'M', '_id': 'new_Users/7', 'bipartite': True}), ('new_Users/8', {'Age': 36, 'Gender': 'M', '_id': 'new_Users/8', 'bipartite': True}), ('new_Users/9', {'Age': 29, 'Gender': 'M', '_id': 'new_Users/9', 'bipartite': True}), ('new_Users/10', {'Age': 53, 'Gender': 'M', '_id': 'new_Users/10', 'bipartite': True}), ('new_Users/11', {'Age': 39, 'Gender': 'F', '_id': 'new_Users/11', 'bipartite': True}), ('new_Users/12', {'Age': 28, 'Gender': 'F', '_id': 'new_Users/12', 'bipartite': True}), ('new_Users/13', {'Age': 47, 'Gender': 'M', '_id': 'new_Users/13', 'bipartite': True}), ('new_Users/14', {'Age': 45, 'Gender': 'M', '_id': 'new_Users/14', 'bipartite': True}), ('new_Users/15', {'Age': 49, 'Gender': 'F', '_id': 'new_Users/15', 'bipartite': True}), ('new_Users/16', {'Age': 21, 'Gender': 'M', '_id': 'new_Users/16', 'bipartite': True}), ('new_Users/17', {'Age': 30, 'Gender': 'M', '_id': 'new_Users/17', 'bipartite': True}), ('new_Users/18', {'Age': 35, 'Gender': 'F', '_id': 'new_Users/18', 'bipartite': True}), ('new_Users/19', {'Age': 40, 'Gender': 'M', '_id': 'new_Users/19', 'bipartite': True}), ('new_Users/20', {'Age': 42, 'Gender': 'F', '_id': 'new_Users/20', 'bipartite': True}), ('new_Users/21', {'Age': 26, 'Gender': 'M', '_id': 'new_Users/21', 'bipartite': True}), ('new_Users/22', {'Age': 25, 'Gender': 'M', '_id': 'new_Users/22', 'bipartite': True}), ('new_Users/23', {'Age': 30, 'Gender': 'F', '_id': 'new_Users/23', 'bipartite': True}), ('new_Users/24', {'Age': 21, 'Gender': 'F', '_id': 'new_Users/24', 'bipartite': True}), ('new_Users/25', {'Age': 39, 'Gender': 'M', '_id': 'new_Users/25', 'bipartite': True}), ('new_Users/26', {'Age': 49, 'Gender': 'M', '_id': 'new_Users/26', 'bipartite': True}), ('new_Users/27', {'Age': 40, 'Gender': 'F', '_id': 'new_Users/27', 'bipartite': True}), ('new_Users/28', {'Age': 32, 'Gender': 'M', '_id': 'new_Users/28', 'bipartite': True}), ('new_Users/29', {'Age': 41, 'Gender': 'M', '_id': 'new_Users/29', 'bipartite': True}), ('new_Users/30', {'Age': 7, 'Gender': 'M', '_id': 'new_Users/30', 'bipartite': True}), ('new_Users/31', {'Age': 24, 'Gender': 'M', '_id': 'new_Users/31', 'bipartite': True}), ('new_Users/32', {'Age': 28, 'Gender': 'F', '_id': 'new_Users/32', 'bipartite': True}), ('new_Users/33', {'Age': 23, 'Gender': 'M', '_id': 'new_Users/33', 'bipartite': True}), ('new_Users/34', {'Age': 38, 'Gender': 'F', '_id': 'new_Users/34', 'bipartite': True}), ('new_Users/35', {'Age': 20, 'Gender': 'F', '_id': 'new_Users/35', 'bipartite': True}), ('new_Users/36', {'Age': 19, 'Gender': 'F', '_id': 'new_Users/36', 'bipartite': True}), ('new_Users/37', {'Age': 23, 'Gender': 'M', '_id': 'new_Users/37', 'bipartite': True}), ('new_Users/38', {'Age': 28, 'Gender': 'F', '_id': 'new_Users/38', 'bipartite': True}), ('new_Users/39', {'Age': 41, 'Gender': 'M', '_id': 'new_Users/39', 'bipartite': True}), ('new_Users/40', {'Age': 38, 'Gender': 'M', '_id': 'new_Users/40', 'bipartite': True}), ('new_Users/41', {'Age': 33, 'Gender': 'M', '_id': 'new_Users/41', 'bipartite': True}), ('new_Users/42', {'Age': 30, 'Gender': 'M', '_id': 'new_Users/42', 'bipartite': True}), ('new_Users/43', {'Age': 29, 'Gender': 'F', '_id': 'new_Users/43', 'bipartite': True}), ('new_Users/44', {'Age': 26, 'Gender': 'M', '_id': 'new_Users/44', 'bipartite': True}), ('new_Users/45', {'Age': 29, 'Gender': 'M', '_id': 'new_Users/45', 'bipartite': True}), ('new_Users/46', {'Age': 27, 'Gender': 'F', '_id': 'new_Users/46', 'bipartite': True}), ('new_Users/47', {'Age': 53, 'Gender': 'M', '_id': 'new_Users/47', 'bipartite': True}), ('new_Users/48', {'Age': 45, 'Gender': 'M', '_id': 'new_Users/48', 'bipartite': True}), ('new_Users/49', {'Age': 23, 'Gender': 'F', '_id': 'new_Users/49', 'bipartite': True}), ('new_Users/50', {'Age': 21, 'Gender': 'M', '_id': 'new_Users/50', 'bipartite': True}), ('new_Users/51', {'Age': 28, 'Gender': 'M', '_id': 'new_Users/51', 'bipartite': True}), ('new_Users/52', {'Age': 18, 'Gender': 'F', '_id': 'new_Users/52', 'bipartite': True}), ('new_Users/53', {'Age': 26, 'Gender': 'M', '_id': 'new_Users/53', 'bipartite': True}), ('new_Users/54', {'Age': 22, 'Gender': 'M', '_id': 'new_Users/54', 'bipartite': True}), ('new_Users/55', {'Age': 37, 'Gender': 'M', '_id': 'new_Users/55', 'bipartite': True}), ('new_Users/56', {'Age': 25, 'Gender': 'M', '_id': 'new_Users/56', 'bipartite': True}), ('new_Users/57', {'Age': 16, 'Gender': 'M', '_id': 'new_Users/57', 'bipartite': True}), ('new_Users/58', {'Age': 27, 'Gender': 'M', '_id': 'new_Users/58', 'bipartite': True}), ('new_Users/59', {'Age': 49, 'Gender': 'M', '_id': 'new_Users/59', 'bipartite': True}), ('new_Users/60', {'Age': 50, 'Gender': 'M', '_id': 'new_Users/60', 'bipartite': True}), ('new_Users/61', {'Age': 36, 'Gender': 'M', '_id': 'new_Users/61', 'bipartite': True}), ('new_Users/62', {'Age': 27, 'Gender': 'F', '_id': 'new_Users/62', 'bipartite': True}), ('new_Users/63', {'Age': 31, 'Gender': 'M', '_id': 'new_Users/63', 'bipartite': True}), ('new_Users/64', {'Age': 32, 'Gender': 'M', '_id': 'new_Users/64', 'bipartite': True}), ('new_Users/65', {'Age': 51, 'Gender': 'F', '_id': 'new_Users/65', 'bipartite': True}), ('new_Users/66', {'Age': 23, 'Gender': 'M', '_id': 'new_Users/66', 'bipartite': True}), ('new_Users/67', {'Age': 17, 'Gender': 'M', '_id': 'new_Users/67', 'bipartite': True}), ('new_Users/68', {'Age': 19, 'Gender': 'M', '_id': 'new_Users/68', 'bipartite': True}), ('new_Users/69', {'Age': 24, 'Gender': 'M', '_id': 'new_Users/69', 'bipartite': True}), ('new_Users/70', {'Age': 27, 'Gender': 'M', '_id': 'new_Users/70', 'bipartite': True}), ('new_Users/71', {'Age': 39, 'Gender': 'M', '_id': 'new_Users/71', 'bipartite': True}), ('new_Users/72', {'Age': 48, 'Gender': 'F', '_id': 'new_Users/72', 'bipartite': True}), ('new_Users/73', {'Age': 24, 'Gender': 'M', '_id': 'new_Users/73', 'bipartite': True}), ('new_Users/74', {'Age': 39, 'Gender': 'M', '_id': 'new_Users/74', 'bipartite': True}), ('new_Users/75', {'Age': 24, 'Gender': 'M', '_id': 'new_Users/75', 'bipartite': True}), ('new_Users/76', {'Age': 20, 'Gender': 'M', '_id': 'new_Users/76', 'bipartite': True}), ('new_Users/77', {'Age': 30, 'Gender': 'M', '_id': 'new_Users/77', 'bipartite': True}), ('new_Users/78', {'Age': 26, 'Gender': 'M', '_id': 'new_Users/78', 'bipartite': True}), ('new_Users/79', {'Age': 39, 'Gender': 'F', '_id': 'new_Users/79', 'bipartite': True}), ('new_Users/80', {'Age': 34, 'Gender': 'F', '_id': 'new_Users/80', 'bipartite': True}), ('new_Users/81', {'Age': 21, 'Gender': 'M', '_id': 'new_Users/81', 'bipartite': True}), ('new_Users/82', {'Age': 50, 'Gender': 'M', '_id': 'new_Users/82', 'bipartite': True}), ('new_Users/83', {'Age': 40, 'Gender': 'M', '_id': 'new_Users/83', 'bipartite': True}), ('new_Users/84', {'Age': 32, 'Gender': 'M', '_id': 'new_Users/84', 'bipartite': True}), ('new_Users/85', {'Age': 51, 'Gender': 'M', '_id': 'new_Users/85', 'bipartite': True}), ('new_Users/86', {'Age': 26, 'Gender': 'M', '_id': 'new_Users/86', 'bipartite': True}), ('new_Users/87', {'Age': 47, 'Gender': 'M', '_id': 'new_Users/87', 'bipartite': True}), ('new_Users/88', {'Age': 49, 'Gender': 'F', '_id': 'new_Users/88', 'bipartite': True}), ('new_Users/89', {'Age': 43, 'Gender': 'F', '_id': 'new_Users/89', 'bipartite': True}), ('new_Users/90', {'Age': 60, 'Gender': 'M', '_id': 'new_Users/90', 'bipartite': True}), ('new_Users/91', {'Age': 55, 'Gender': 'M', '_id': 'new_Users/91', 'bipartite': True}), ('new_Users/92', {'Age': 32, 'Gender': 'M', '_id': 'new_Users/92', 'bipartite': True}), ('new_Users/93', {'Age': 48, 'Gender': 'M', '_id': 'new_Users/93', 'bipartite': True}), ('new_Users/94', {'Age': 26, 'Gender': 'M', '_id': 'new_Users/94', 'bipartite': True}), ('new_Users/95', {'Age': 31, 'Gender': 'M', '_id': 'new_Users/95', 'bipartite': True}), ('new_Users/96', {'Age': 25, 'Gender': 'F', '_id': 'new_Users/96', 'bipartite': True}), ('new_Users/97', {'Age': 43, 'Gender': 'M', '_id': 'new_Users/97', 'bipartite': True}), ('new_Users/98', {'Age': 49, 'Gender': 'F', '_id': 'new_Users/98', 'bipartite': True}), ('new_Users/99', {'Age': 20, 'Gender': 'M', '_id': 'new_Users/99', 'bipartite': True}), ('new_Users/100', {'Age': 36, 'Gender': 'M', '_id': 'new_Users/100', 'bipartite': True}), ('new_Users/101', {'Age': 15, 'Gender': 'M', '_id': 'new_Users/101', 'bipartite': True}), ('new_Users/102', {'Age': 38, 'Gender': 'M', '_id': 'new_Users/102', 'bipartite': True}), ('new_Users/103', {'Age': 26, 'Gender': 'M', '_id': 'new_Users/103', 'bipartite': True}), ('new_Users/104', {'Age': 27, 'Gender': 'M', '_id': 'new_Users/104', 'bipartite': True}), ('new_Users/105', {'Age': 24, 'Gender': 'M', '_id': 'new_Users/105', 'bipartite': True}), ('new_Users/106', {'Age': 61, 'Gender': 'M', '_id': 'new_Users/106', 'bipartite': True}), ('new_Users/107', {'Age': 39, 'Gender': 'M', '_id': 'new_Users/107', 'bipartite': True}), ('new_Users/108', {'Age': 44, 'Gender': 'M', '_id': 'new_Users/108', 'bipartite': True}), ('new_Users/109', {'Age': 29, 'Gender': 'M', '_id': 'new_Users/109', 'bipartite': True}), ('new_Users/110', {'Age': 19, 'Gender': 'M', '_id': 'new_Users/110', 'bipartite': True}), ('new_Users/111', {'Age': 57, 'Gender': 'M', '_id': 'new_Users/111', 'bipartite': True}), ('new_Users/112', {'Age': 30, 'Gender': 'M', '_id': 'new_Users/112', 'bipartite': True}), ('new_Users/113', {'Age': 47, 'Gender': 'M', '_id': 'new_Users/113', 'bipartite': True}), ('new_Users/114', {'Age': 27, 'Gender': 'M', '_id': 'new_Users/114', 'bipartite': True}), ('new_Users/115', {'Age': 31, 'Gender': 'M', '_id': 'new_Users/115', 'bipartite': True}), ('new_Users/116', {'Age': 40, 'Gender': 'M', '_id': 'new_Users/116', 'bipartite': True}), ('new_Users/117', {'Age': 20, 'Gender': 'M', '_id': 'new_Users/117', 'bipartite': True}), ('new_Users/118', {'Age': 21, 'Gender': 'M', '_id': 'new_Users/118', 'bipartite': True}), ('new_Users/119', {'Age': 32, 'Gender': 'M', '_id': 'new_Users/119', 'bipartite': True}), ('new_Users/120', {'Age': 47, 'Gender': 'F', '_id': 'new_Users/120', 'bipartite': True}), ('new_Users/121', {'Age': 54, 'Gender': 'M', '_id': 'new_Users/121', 'bipartite': True}), ('new_Users/122', {'Age': 32, 'Gender': 'F', '_id': 'new_Users/122', 'bipartite': True}), ('new_Users/123', {'Age': 48, 'Gender': 'F', '_id': 'new_Users/123', 'bipartite': True}), ('new_Users/124', {'Age': 34, 'Gender': 'M', '_id': 'new_Users/124', 'bipartite': True}), ('new_Users/125', {'Age': 30, 'Gender': 'M', '_id': 'new_Users/125', 'bipartite': True}), ('new_Users/126', {'Age': 28, 'Gender': 'F', '_id': 'new_Users/126', 'bipartite': True}), ('new_Users/127', {'Age': 33, 'Gender': 'M', '_id': 'new_Users/127', 'bipartite': True}), ('new_Users/128', {'Age': 24, 'Gender': 'F', '_id': 'new_Users/128', 'bipartite': True}), ('new_Users/129', {'Age': 36, 'Gender': 'F', '_id': 'new_Users/129', 'bipartite': True}), ('new_Users/130', {'Age': 20, 'Gender': 'M', '_id': 'new_Users/130', 'bipartite': True}), ('new_Users/131', {'Age': 59, 'Gender': 'F', '_id': 'new_Users/131', 'bipartite': True}), ('new_Users/132', {'Age': 24, 'Gender': 'M', '_id': 'new_Users/132', 'bipartite': True}), ('new_Users/133', {'Age': 53, 'Gender': 'M', '_id': 'new_Users/133', 'bipartite': True}), ('new_Users/134', {'Age': 31, 'Gender': 'M', '_id': 'new_Users/134', 'bipartite': True}), ('new_Users/135', {'Age': 23, 'Gender': 'M', '_id': 'new_Users/135', 'bipartite': True}), ('new_Users/136', {'Age': 51, 'Gender': 'M', '_id': 'new_Users/136', 'bipartite': True}), ('new_Users/137', {'Age': 50, 'Gender': 'M', '_id': 'new_Users/137', 'bipartite': True}), ('new_Users/138', {'Age': 46, 'Gender': 'M', '_id': 'new_Users/138', 'bipartite': True}), ('new_Users/139', {'Age': 20, 'Gender': 'M', '_id': 'new_Users/139', 'bipartite': True}), ('new_Users/140', {'Age': 30, 'Gender': 'F', '_id': 'new_Users/140', 'bipartite': True}), ('new_Users/141', {'Age': 49, 'Gender': 'M', '_id': 'new_Users/141', 'bipartite': True}), ('new_Users/142', {'Age': 13, 'Gender': 'M', '_id': 'new_Users/142', 'bipartite': True}), ('new_Users/143', {'Age': 42, 'Gender': 'M', '_id': 'new_Users/143', 'bipartite': True}), ('new_Users/144', {'Age': 53, 'Gender': 'M', '_id': 'new_Users/144', 'bipartite': True}), ('new_Users/145', {'Age': 31, 'Gender': 'M', '_id': 'new_Users/145', 'bipartite': True}), ('new_Users/146', {'Age': 45, 'Gender': 'M', '_id': 'new_Users/146', 'bipartite': True}), ('new_Users/147', {'Age': 40, 'Gender': 'F', '_id': 'new_Users/147', 'bipartite': True}), ('new_Users/148', {'Age': 33, 'Gender': 'M', '_id': 'new_Users/148', 'bipartite': True}), ('new_Users/149', {'Age': 35, 'Gender': 'F', '_id': 'new_Users/149', 'bipartite': True}), ('new_Users/150', {'Age': 20, 'Gender': 'F', '_id': 'new_Users/150', 'bipartite': True}), ('new_Users/151', {'Age': 38, 'Gender': 'F', '_id': 'new_Users/151', 'bipartite': True}), ('new_Users/152', {'Age': 33, 'Gender': 'F', '_id': 'new_Users/152', 'bipartite': True}), ('new_Users/153', {'Age': 25, 'Gender': 'M', '_id': 'new_Users/153', 'bipartite': True}), ('new_Users/154', {'Age': 25, 'Gender': 'M', '_id': 'new_Users/154', 'bipartite': True}), ('new_Users/155', {'Age': 32, 'Gender': 'F', '_id': 'new_Users/155', 'bipartite': True}), ('new_Users/156', {'Age': 25, 'Gender': 'M', '_id': 'new_Users/156', 'bipartite': True}), ('new_Users/157', {'Age': 57, 'Gender': 'M', '_id': 'new_Users/157', 'bipartite': True}), ('new_Users/158', {'Age': 50, 'Gender': 'M', '_id': 'new_Users/158', 'bipartite': True}), ('new_Users/159', {'Age': 23, 'Gender': 'F', '_id': 'new_Users/159', 'bipartite': True}), ('new_Users/160', {'Age': 27, 'Gender': 'M', '_id': 'new_Users/160', 'bipartite': True}), ('new_Users/161', {'Age': 50, 'Gender': 'M', '_id': 'new_Users/161', 'bipartite': True}), ('new_Users/162', {'Age': 25, 'Gender': 'M', '_id': 'new_Users/162', 'bipartite': True}), ('new_Users/163', {'Age': 49, 'Gender': 'M', '_id': 'new_Users/163', 'bipartite': True}), ('new_Users/164', {'Age': 47, 'Gender': 'M', '_id': 'new_Users/164', 'bipartite': True}), ('new_Users/165', {'Age': 20, 'Gender': 'F', '_id': 'new_Users/165', 'bipartite': True}), ('new_Users/166', {'Age': 47, 'Gender': 'M', '_id': 'new_Users/166', 'bipartite': True}), ('new_Users/167', {'Age': 37, 'Gender': 'M', '_id': 'new_Users/167', 'bipartite': True}), ('new_Users/168', {'Age': 48, 'Gender': 'M', '_id': 'new_Users/168', 'bipartite': True}), ('new_Users/169', {'Age': 52, 'Gender': 'F', '_id': 'new_Users/169', 'bipartite': True}), ('new_Users/170', {'Age': 53, 'Gender': 'F', '_id': 'new_Users/170', 'bipartite': True}), ('new_Users/171', {'Age': 48, 'Gender': 'F', '_id': 'new_Users/171', 'bipartite': True}), ('new_Users/172', {'Age': 55, 'Gender': 'M', '_id': 'new_Users/172', 'bipartite': True}), ('new_Users/173', {'Age': 56, 'Gender': 'M', '_id': 'new_Users/173', 'bipartite': True}), ('new_Users/174', {'Age': 30, 'Gender': 'F', '_id': 'new_Users/174', 'bipartite': True}), ('new_Users/175', {'Age': 26, 'Gender': 'F', '_id': 'new_Users/175', 'bipartite': True}), ('new_Users/176', {'Age': 28, 'Gender': 'M', '_id': 'new_Users/176', 'bipartite': True}), ('new_Users/177', {'Age': 20, 'Gender': 'M', '_id': 'new_Users/177', 'bipartite': True}), ('new_Users/178', {'Age': 26, 'Gender': 'M', '_id': 'new_Users/178', 'bipartite': True}), ('new_Users/179', {'Age': 15, 'Gender': 'M', '_id': 'new_Users/179', 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