How To Use Connection Graphs By Belkasoft For Complex Cases With Multiple Individuals Involved

A proper connection graph is a must if you need to investigate a complex case with numerous individuals using different communication media. In law enforcement, it may be a drug-related case with several dealers and a network of buyers, or a ring of sexual predators. The corporate sector might need graphs to investigate a circle of white-collar criminals stealing their company’s money, or groups responsible for data leaks, breaches, even hacking incidents. 

As a rule, cases of this kind require visualization of profiles together with the connections between them to grasp, analyze, and demonstrate the essence of a case. That is the most efficient way of detecting and understanding links, patterns, and suspicious episodes.

This article is intended to show how one can use the relevant capabilities of Belkasoft Evidence Center or BEC. As such, it will combine a brief ‘how-to’ overview of BEC’s Connection Graph with a scenario based on a group of so-called card fraudsters. The case itself is, in simplified terms, based on a real-life scenario. 

What is BEC’s Connection Graph and why do you need it?

In BEC, Connection Graph is a special window which displays communications between individuals involved in a particular case.

Connection Graph: Overview

The window depicts people as simple dots (or alternatively as avatars, if available). These dots are in turn interconnected with lines signifying communications between them. The possible channels include phone calls, SMS, chat apps, file transfers, voicemail, emails, etc.

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To whom could it be helpful? There are many situations in which this can be useful. 

  • First, cases that involve a single perpetrator and numerous victims (in this case the case graph may resemble a star). 
  • Second, cases involving groups of suspects with a single victim (it is likely that the picture will look like a circle). 
  • Third, the most complex scenario with multiple perpetrators and numerous victims (in this case constellations may differ greatly from each other). 

What unites all these cases is that you can benefit from seeing a connection graph for all of them. 

Real-life case: Fraudsters

The case on which this guide is based involved a group of credit card fraudsters. As you know, there are many types of credit card crime: hacked online shopping sites and payment systems, phishing, remote access agents and trojans, skimming, etc. 

The case presented here was not very sophisticated. It was a series of phishing activities with perpetrators pretending to be bank clerks and online shopping account managers. Using fraudulent means, they would contact a victim to lure them into sharing sensitive card data. As for the communication media, the group mainly used PCs with VoIP solutions installed on them. Cell phones were used to a lesser extent. 

Our customer’s initial goal was to take possession of the computer and several other devices that had been used. These devices would then be forensically analyzed. Working with investigators and examiners, the following goals were made:

  • Identification of as many victims as possible (the customer knew that some of them had not reported the issue to the police);
  • Identification of the suspect’s accomplices (normally each victim was contacted on several occasions by different people for greater credibility); 
  • Identification of patterns used by the perpetrators. 

How to use BEC Connection Graph: Theory and practice

This section will demonstrate, step by step, how to use BEC’s Connection Graph and, where applicable, will stress what the customer could and did achieve by using it. 

  1. Start with analyzing a device and extracting artifacts with BEC.
  2. Click on ‘View’, then select ‘Connection Graph’. 
To activate the ‘Connection Graph’ window, select the corresponding menu of the ‘View’ main menu item

3. After that, your graph will be shown almost instantly.

‘Connection Graph’ visualizing communications via entities

As you can see, the picture is complex. The picture our customer saw was also quite sophisticated, since several data sources, with numerous accounts and communication archives, were added to the case.

At the same time, if you take a closer look, the picture will be coherent and well-structured. The list of all persons associated with a case is shown in the left column. In the center, the graph itself is presented. Finally, if you click on any person at the left or any avatar in the middle, detailed information about the selected user will be displayed in the right pane. You can also select a connection; in this case, both persons, along with their communications, will be presented on the right.

  1. The following control elements are available via the icons above the ‘Connection Graph’. They all were used by the customer to examine different facets of the case. 

Let’s take a closer look at them.

5. The first couple of icons are the ‘Entity Graph’ and ‘Contact Graph’. 

‘Entity Graph’ and ‘Contact Graph’ buttons

These alternatives are very useful. BEC’s ‘Entity Graph’ is based on a single phone or device used by an individual. That is to say, each given device is represented by its corresponding graph profile. At the same time, a device may simultaneously offer a lot of communication channels, such as Skype, Viber, e-mails, SMS, etc. Every channel has its own ‘contacts’, i.e. numbers and other user IDs. Sometimes, you may need to narrow your search area to such a ‘contact’; for example, to phone calls exclusively. 

That is when you need to click on the ‘Contact graph’. In this case, the landscape of your case will be divided into and sorted by single contacts, like in the picture below. 

‘Connection Graph’ visualizing a communications via contacts (narrowed view): numerous contacts and app profiles used by Ben Mills

Comparison between ‘Entities’ and ‘Contacts’ was extremely useful for the customer since in this particular case, the criminals used an entire range of contacts and assumed identities to extort card data.

6. The second couple of buttons make it possible to view a case via avatars by default or via dots. 

‘Icons’ and ‘Avatars’ buttons

If you choose to do so, you will see a picture like the screenshot below. The bigger the dot, the more active it has been. As our customer pointed out, this function was of great importance to him, as it identified the key players in the fraudsters’ group.

‘Dots’ representing entities

7. The next button is also of particular interest to an investigator. It enables you to ‘Detect Communities’. BEC can examine case landscapes and ‘unite’ people who have communicated with each other in groups. In other words, it finds groups of tightly connected people who are likely to know each other very well. 

As you can easily guess this function makes it possible, on the one hand, to identify circles of victims grouped around perpetrators, as well as links between the perpetrators on the other hand. 

Communities share the same color in BEC’s Connection Graph. Pay attention to the highlighted red dot: it represents one of the key actors within the community

8. The following control buttons include ‘Rebuild Layout’, which rearranges the angle of your view, ‘Show/Hide Weights’ which emphasizes and conceals the intensity of communications, and ‘Zoom In’/’Zoom Out’ (you can also use mouse wheel to zoom). When it comes to practical investigations, these methods of customization are useful in terms of reporting and presenting.   

Graph Layout action buttons

e. The next button is ‘Add Filters’: if you work with the Connection Graph, you can apply filters including profiles, data sources, and contacts.

‘Add Filter’
Via BEC filters you can filter data by profiles, data sources, and contacts

All these filters were actively used by the customer during the investigation. It was an inevitable problem because carding, as it stands, supposes a lot of communications with several people. Each portion had to be examined, proven, and presented individually. At the same time, these portions were also to be examined in their entirety, as a sequence of repeated actors, patterns, and techniques.  

f. The last three buttons of Belkasoft Evidence Center Connection Graph are ‘Filter Selected Nodes’, ‘Filter Selected Nodes and Neighbors’, ‘Hide Selected Nodes’. These options made it possible to exclude all the irrelevant individuals (either as fraudsters, or as victims, i.e. those not involved in the case). Without them the picture looked much more coherent and clearer.

Selected Nodes filters

If you click on ‘Filter Selected Nodes’ after you click on several profiles of interest, you will ‘isolate’ them and discount their surroundings.

‘Filter Selected Nodes’, i.e. all the dots except for those you select are deleted

g. Clicking on ‘Filter Selected Nodes and Neighbors’ will ‘isolate’ and highlight not only a node of your choice, but also its communicative surroundings.

Node with Neighbors

9. Finally, you can ‘Hide Selected Nodes’.

In our case study, these three functions made it possible to get a clear picture, including the most likely ringleader, his associates, and various ‘layers’ and ‘circles’ of victims.  


Connection Graph in Belkasoft Evidence Center may be a handy tool for a digital investigator. You can easily visualize connections between participants in your case and customize the visualization, take different angles, and last but not least, generate persuasive pictures as well as deep and extensive reports (you can generate a report easily: just click ‘Edit’, then ‘Generate Report’). Whether you are dealing with a ring of sexual predators with multiple victims, secretive illegal organizations or a criminal association, this tool will be extremely helpful. As we have already stressed, this tool turned out to be extremely helpful while investigating a credit card fraud case. 

You can: 

  • Isolate suspicious communities 
  • Identify potential ringleaders 
  • Track down their potential associates
  • Exclude obviously uninvolved persons from the picture 
  • Investigate each and every episode of a case associated with every victim 

As our customer told us, ‘initially the case looked like a real mess. The crime itself was not [particularly] sophisticated in technical terms. A group of people used several fake accounts and communication media to extort credit card data from gullible people. As simple as that. The true problem was the structure of the crime. More than that, as we found out, a lot of victims had not reported these crimes. So, it was also our objective to identify them. Regarding all these issues, such as identities, contacts, perpetrators and their leaders, patterns and countless interconnections, the Connection Graph by BEC was invaluable.’ 

To sum up, in an extremely digitalized world any digital forensic expert should have a tool for showing high-level communications, especially for cases with multiple devices involved. You can try this tool anytime. A 30-day free trial is available at 

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