- The Devo data analytics platform
- Getting started
- Domain administration
-
Sending data to Devo
-
The Devo In-House Relay
- Installing the Devo Relay
- Configuring the In-House Relay
- Relay migration
- Sending SSL/TLS encrypted events to the Devo relay
- Relay troubleshooting tips (v1.4.2)
-
Event sources
- Unix-like machines
- Windows
- MacOS X
- Cloud services
- Commercial products
- Custom apps
-
Universal Agent
- Deployment scenarios
- Pre-integrated query packs
- Data querying in Devo
-
Universal Agent Manager deployment
- Generic deployment guidelines
- Universal Agent Manager - CentOS 7 Deployment
- Universal Agent Manager - CentOS 8 Deployment
- Universal Agent Manager - Debian 9 Deployment
- Universal Agent Manager - Debian 10 Deployment
- Universal Agent Manager - RHEL 7 Deployment
- Universal Agent Manager - RHEL 8 Deployment
- Universal Agent Manager - Ubuntu 18 Deployment
- Universal Agent deployment
- Universal Agent Manager user manual
- Operational guidelines
- Performance considerations
- Other data collection methods
- Uploading log files
- Devo software
-
The Devo In-House Relay
-
Parsers and collectors
- About Devo tags
- Special Devo tags and data tables
-
List of Devo parsers
- Business & Consumer
- Cloud technologies
- Databases
- Host and Operating Systems
-
Network and application security
- auth.cisco
- auth.secureauth
- auth.securenvoy
- av.mcafee
- av.sophos
- box.iptables
- edr.carbonblack
- edr.cylance
- edr.fireeye.alerts
- edr.minervalabs.events
- edr.paloalto
- endpoint.symantec
- firewall.checkpoint
- firewall.cisco firepower and vpn.cisco
- firewall.fortinet
- firewall.huawei
- firewall.juniper
- firewall.paloalto
- firewall.pfsense
- firewall.sonicwall
- firewall.sophos
- firewall.sophos.xgfirewall
- firewall.stonegate
- firewall.windows
- ids.extrahop
- mail.proofpoint
- nac.aruba
- network.meraki
- network.versa
- network.vmware
- proxy.bluecoat
- proxy.forcepoint
- proxy.squid
- proxy.zscaler
- uba.varonis
- vuln.beyondtrust
- vpn.pulsesecure.sa
- vpn.zscaler
- Network connectivity
- Web servers
- Technologies supported in CEF syslog format
- Collectors
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Searching data
- Accessing data tables
-
Building a query
- Data types in Devo
- Build a query in the search window
- Build a query using LINQ
- Working with JSON objects in data tables
- Subqueries
-
Operations reference
-
Aggregation operations
- Average (avg)
- Count (count)
- First (first)
- First not null (nnfirst)
- HyperLogLog++ (hllpp)
- HyperLogLog++ Count Estimation (hllppcount)
- Last (last)
- Last not null (nnlast)
- Maximum (max)
- Median / 2nd quartile / Percentile 50 (median)
- Minimum (min)
- Non-null average (nnavg)
- Non-null standard deviation (biased) (nnstddev)
- Non-null standard deviation (unbiased) (nnustddev)
- Non-null variance (biased) (nnvar)
- Non-null variance (unbiased) (nnuvar)
- Percentile 10 (percentile10)
- Percentile 25 / 1st quartile (percentile25)
- Percentile 5 (percentile5)
- Percentile 75 / 3rd quartile (percentile75)
- Percentile 90 (percentile90)
- Percentile 95 (percentile95)
- Standard deviation (biased) (stddev)
- Standard deviation (unbiased) (ustddev)
- Sum (sum)
- Sum Square (sum2)
- Variance (biased) (var)
- Variance (unbiased) (uvar)
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Arithmetic group
- Absolute value (abs)
- Addition, sum, plus / Concatenation (add, +)
- Ceiling (ceil)
- Cube root (cbrt)
- Division (div, \)
- Division remainder (rem, %)
- Floor (floor)
- Modulo (mod, %%)
- Multiplication, product (mul, *)
- Power (pow)
- Real division (rdiv, /)
- Rounding (round)
- Sign (signum)
- Square root (sqrt)
- Subtraction, minus / Additive inverse (sub, -)
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Conversion group
- Duration (duration)
- Format date (formatdate)
- From base16, b16, hex (from16)
- From base64, b64 (from64)
- From UTF8 (fromutf8)
- From Z85, base85 (fromz85)
- Human size (humanSize)
- Make byte array (mkboxar)
- Parse date (parsedate)
- Regular expression, regexp (re)
- Template (template)
- Timestamp (timestamp)
- To base16, b16, hex (to16)
- To base64, b64, hex (to64)
- To BigInt (bigint)
- To boolean (bool)
- To Float (float)
- To image (image)
- To Int (int)
- To IPv4 (ip4)
- To IPv4 net (net4)
- To IPv6 (ip6)
- To IPv6 compatible (compatible)
- To IPv6 mapped (mapped)
- To IPv6 net (net6)
- To IPv6 translated (translated)
- To MAC address (mac)
- To string (str)
- To string (stringify)
- To UTF8 (toutf8)
- To Z85, base85 (toz85)
- Cryptography group
- Date group
- Flow group
- General group
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Geolocation group
- Coordinates distance (distance)
- Geocoord (geocoord)
- Geographic coordinate system (coordsystem)
- Geohash (geohash)
- Geohash string (geohashstr)
- Geolocated Accuracy Radius with MaxMind GeoIP2 (mm2accuracyradius)
- Geolocated ASN (mmasn)
- Geolocated ASN with MaxMind GeoIP2 (mm2asn)
- Geolocated AS Organization Name with MaxMind GeoIP2 (mm2asorg)
- Geolocated AS owner (mmasowner)
- Geolocated City (mmcity)
- Geolocated City with MaxMind GeoIP2 (mm2city)
- Geolocated Connection Speed (mmspeed)
- Geolocated connection type with MaxMind GeoIP2 (mm2con)
- Geolocated Coordinates (mmcoordinates)
- Geolocated coordinates with MaxMind GeoIP2 (mm2coordinates)
- Geolocated Country (mmcountry)
- Geolocated Country with MaxMind GeoIP2 (mm2country)
- Geolocated ISP (mmisp)
- Geolocated ISP name with MaxMind GeoIP2 (mm2isp)
- Geolocated Latitude (mmlatitude)
- Geolocated Latitude with MaxMind GeoIP2 (mm2latitude)
- Geolocated Level 1 Subdivision with MaxMind GeoIP2 (mm2subdivision1)
- Geolocated Level 2 Subdivision with MaxMind GeoIP2 (mm2subdivision2)
- Geolocated Longitude (mmlongitude)
- Geolocated Longitude with MaxMind GeoIP2 (mm2longitude)
- Geolocated Organization (mmorg)
- Geolocated organization name with MaxMind GeoIP2 (mm2org)
- Geolocated Postal Code (mmpostalcode)
- Geolocated Postal Code with MaxMind GeoIP2 (mm2postalcode)
- Geolocated Region (mmregion)
- Geolocated Region Name (mmregionname)
- ISO-3166-1 Continent Alpha-2 Code (continentalpha2)
- ISO-3166-1 Continent Name (continentname)
- ISO-3166-1 Country Alpha-2 Code (countryalpha2)
- ISO-3166-1 Country Alpha-2 Continent (countrycontinent)
- ISO-3166-1 Country Alpha-3 Code (countryalpha3)
- ISO-3166-1 Country Latitude (countrylatitude)
- ISO-3166-1 Country Longitude (countrylongitude)
- ISO-3166-1 Country Name (countryname)
- Latitude (latitude)
- Latitude and longitude coordinates (latlon)
- Longitude (longitude)
- Parse geocoord format (parsegeo)
- Represent geocoord format (reprgeo)
- Round coordinates (gridlatlon)
- JSON group
- Logic group
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Mathematical group
- Arc cosine (acos)
- Arc sine (asin)
- Arc tangent (atan)
- Bitwise AND (band, &)
- Bitwise left shift (lshift, <<)
- Bitwise NOT (bnot, ~)
- Bitwise OR (bor, |)
- Bitwise right shift (rshift, >>)
- Bitwise unsigned right shift (urshift, >>>)
- Bitwise XOR (bxor, ^)
- Cosine (cos)
- e (mathematical constant) (e)
- Exponential: base e (exp)
- Hyperbolic cosine (cosh)
- Hyperbolic sine (sinh)
- Hyperbolic tangent (tanh)
- Logarithm: base 2 (log2)
- Logarithm: base 10 (log10)
- Logarithm: natural / arbitrary base (log)
- Pi (mathematical constant) (pi)
- Sine (sin)
- Tangent (tan)
- Meta Analysis group
- Name group
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Network group
- HTTP Status Description (httpstatusdescription)
- HTTP Status Type (httpstatustype)
- IP Protocol (ipprotocol)
- IP Reputation Score (reputationscore)
- IP Reputation Tags (reputation)
- IPv4 legal use (purpose)
- IPv6 host number (host)
- IPv6 routing number (routing)
- Is IPv4 (ipip4)
- Is Private IPv4 (isprivate)
- Is Public IPv4 (ispublic)
- Squid Black Lists Flags (sbl)
- Order group
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Packet group
- Ethernet destination MAC address (etherdst)
- Ethernet payload (etherpayload)
- Ethernet source MAC address (ethersrc)
- Ethernet status (etherstatus)
- Ethernet tag (ethertag)
- EtherType (ethertype)
- Has Ethernet frame (hasether)
- Has IPv4 datagram (hasip4)
- Has TCP segment (hastcp)
- Has UDP datagram (hasudp)
- IPv4 destination address (ip4dst)
- IPv4 differentiated services (ip4ds)
- IPv4 explicit congestion notification (ip4ecn)
- IPv4 flags (ip4flags)
- IPv4 fragment offset (ip4fragment)
- IPv4 header checksum (ip4cs)
- IPv4 header length (ip4hl)
- IPv4 identification (ip4ident)
- IPv4 payload (ip4payload)
- IPv4 protocol (ip4proto)
- IPv4 source address (ip4src)
- IPv4 status (ip4status)
- IPv4 time to live (ip4ttl)
- IPv4 total length (ip4len)
- IPv4 type of service (ip4tos)
- TCP ACK (tcpack)
- TCP checksum (tcpcs)
- TCP destination port (tcpdst)
- TCP flags (tcpflags)
- TCP header length (tcphl)
- TCP payload (tcppayload)
- TCP sequence number (tcpseq)
- TCP source port (tcpsrc)
- TCP status (tcpstatus)
- TCP urgent pointer (tcpurg)
- TCP window size (tcpwin)
- UDP checksum (udpcs)
- UDP destination port (udpdst)
- UDP length (udplen)
- UDP payload (udppayload)
- UDP source port (udpsrc)
- UDP status (udpstatus)
- Statistical group
-
String group
- Contains (has, ->)
- Contains - case insensitive (weakhas)
- Contains tokens (toktains)
- Contains tokens - case insensitive (weaktoktains)
- Edit distance: Damerau (damerau)
- Edit distance: Hamming (hamming)
- Edit distance: Levenshtein (levenshtein)
- Edit distance: OSA (osa)
- Ends with (endswith)
- Format number (formatnumber)
- Hostname public suffix (publicsuffix)
- Hostname root domain (rootdomain)
- Hostname root prefix (rootprefix)
- Hostname root suffix (rootsuffix)
- Hostname subdomains (subdomain)
- Hostname top level domain (topleveldomain)
- Is empty (isempty)
- Is in (`in`, <-)
- Is in - case insensitive (weakin)
- Length (length)
- Locate (locate)
- Lower case (lower)
- Matches (matches, ~)
- Peek (peek)
- Replace all (replaceall)
- Replace first (replace)
- Shannon entropy (shannonentropy)
- Split (split)
- Split regexp (splitre)
- Starts with (startswith)
- Substitute (subs)
- Substitute all (subsall)
- Substring (substring)
- Trim both sides (trim)
- Trim the left side (ltrim)
- Trim the right side (rtrim)
- Upper case (upper)
-
Web group
- Absolute URI (absoluteuri)
- Opaque URI (opaqueuri)
- URI authority (uriauthority)
- URI fragment (urifragment)
- URI host (urihost)
- URI path (uripath)
- URI port (uriport)
- URI query (uriquery)
- URI scheme (urischeme)
- URI ssp (urissp)
- URI user (uriuser)
- URL decode (urldecode)
- User Agent Company (uacompany)
- User Agent Company URL (uacompanyurl)
- User Agent Device Icon (uadeviceicon)
- User Agent Device Information URL (uadeviceinfourl)
- User Agent Device Type (uadevicetype)
- User Agent Family (uafamily)
- User Agent Icon (uaicon)
- User Agent Information URL (uainfourl)
- User Agent is Robot (uaisrobot)
- User Agent Name (uaname)
- User Agent OS Company (uaoscompany)
- User Agent OS Company URL (uaoscompanyurl)
- User Agent OS Family (uaosfamily)
- User Agent OS Icon (uaosicon)
- User Agent OS Name (uaosname)
- User Agent OS URL (uaosurl)
- User Agent Type (uatype)
- User Agent URL (uaurl)
- User Agent Version (uaversion)
-
Aggregation operations
-
Working in the search window
-
Generate charts
- Affinity chord diagram
- Availability timeline
- Bipartite chord diagram
- Bubble chart
- Chart aggregation
- Custom date chart aggregation
- Flame graph
- Flat world map by coordinates
- Flat world map by country
- Google animated heat map
- Google area map
- Google heat map
- Graph diagram
- Histogram
- Pew Pew map
- Pie chart
- Pie layered chart
- Punch card
- Robust Random Cut Forest chart
- Sankey diagram
- Scatter plot
- Time heatmap
- Triple exponential chart
- Voronoi treemap
- Data enrichment
- Setting up a data table
- Advanced data operations
- Use case: eCommerce behavior analysis
-
Generate charts
- Managing your queries
- Best practices for data search
- Monitoring tables
- Activeboards
-
Dashboards
-
Working with dashboard widgets
- Availability timeline widget
- Chord diagram widget
- Circle world map widget
- Color key value widget
- Color world map widget
- Column chart widget
- Comparative chart widget
- Funnel widget
- Gauge meter widget
- Google heatmap widget
- Heat calendar widget
- Line chart widget
- Monitoring widget
- Pie chart widget
- Punch card widget
- Sectored pie chart widget
- Table widget
- Time heatmap widget
- Tree diagram widget
- Voronoi tree widget
- Configuring and sharing dashboards
-
Working with dashboard widgets
- Alerts and notifications
- Panels
- Applications
- Tools
- Flow
- Social Intelligence
- API reference
- Release notes
Chart aggregation
Overview
This chart displays information as a series of data points over an x-axis of time. The data points can be displayed as points, lines, or columns as this chart type offers several options for visualization.
What data do I need for this widget?
The option to create this chart will be disabled unless your query groups events containing at least one numerical column.
Creating a chart aggregation
Go to Data Search and open the required table.
Perform the required operations to get the data you want to use in the chart.
Click the gear icon on the toolbar and select Charts → Plots → Chart Aggregation.
Click and drag the column headers to the corresponding fields. This chart requires you to select one field:
Required field Data type Signals (you can drag more than one column). float, integer, duration The chart aggregation is displayed. Click the chart series names to show/hide them.
If the columns added to the chart generate a large number of points in the graph, the application will warn you that it may cause a browser malfunction.
Customizing your chart aggregation
When the chart is displayed, chart tool icons are available in the upper-right of the window frame. Click the paintbrush icon to display the options for customizing your chart. There are three different categories:
Graph visualization
Use these options to choose how you want to visualize the chart.
In this area, you can change the font size clicking the A+ and A- buttons and select the required type of chart:
Line chart | This is the default style, which displays the data points connected by straight lines. |
---|---|
Area chart | This style fills in the area below the lines with colors. |
Column chart | This style displays the data points as vertical bars. |
Spline chart | This style displays the data points connected by smooth curved lines; useful for showing gradual changes. |
Area spline chart | This style creates a spline chart and fills in the area below the lines with colors. |
Points and averages | This style displays the individual data points along with lines representing the data average. |
Specify the options for the graph on which the chart is plotted in the Graph Options section:
Stacked | This option groups data sets horizontally to facilitate comparison. |
---|---|
Stacked 100% | This option applies the relative percentage of the different data points on a y-axis of 0-100%. |
Show grid | This option shows/hides the grid in the background. |
Null to zeros | This option transforms null values into 0. |
Show chart points | This option shows/hides data points. This option is not available if you have selected the Points and averages or Column chart style. |
Show all series | This option shows the complete series. This process may take several minutes. |
Accumulate series | This option displays data values in a cumulative frequency. |
Show legend | This option shows/hides the legend under the chart, indicating the name of the series and its color. |
Logarithmic axis | This option displays data using a logarithmic scale, useful when there is a large range of quantities. |
Choose Dark or Light to assign a color scheme. Select Apply settings to all to apply this scheme to all your current open charts.
Series
Here you can select the values you want to show/hide in the chart. This does not change the query itself.
Series configuration
You can configure the different series in the chart and create bands using two series in order to measure fluctuations.
Click to show/hide vertical stripes indicating where the series have values higher than 0.
Select two series in the left area and click Create band to add a new band. You can create several bands, assign them different colors and rename them.
Working with chart aggregations
Hover over a point of the chart to see a tooltip with all the values.
You can hit the following keys to perform different visualization actions:
Shortcut keys | Description |
---|---|
SPACE | Activates or deactivates the limit series that makes the diagram show only the most significant values or all of them. |
ALT + Left Click | Click on the chart to mark the point of a specific event, which will be visible when changing the chart type. |
D | Deletes the created marks in all types of charts. |
S | When you have several charts open, it activates/deactivates tooltip's synchronization in the one selected. This means that hovering over another chart will activate the tooltip in both. |
A | When you have several charts open, it activates/deactivates tooltip's synchronization in all charts. This means that hovering over a chart will activate the tooltip in all of them. |
? | Shows/hides the list of shortcut keys. |
Query example
You can recreate the example shown in the first picture with the data from the following query and mapping the fields as follows:
from siem.logtrust.web.activity
group every 15s by srcPort
every 15s
select count() as count
Required field | Column added |
---|---|
Signals (1) | count |
Signals (2) | srcPort |
In case you want an example with three signals, here is another query to construct another chart aggregation:
from siem.logtrust.web.activity
group every 15s by contentLength, responseLength, responseTime
every 15s
Required field | Column added |
---|---|
Signals (1) | contentLength |
Signals (2) | responseLength |
Signals (3) | responseTime |