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  • The Devo data analytics platform
    • How Devo indexes data
    • How Devo works
    • Key concepts
  • Getting started
    • Sign up and log in
    • Navigating the Devo app
    • User preferences
    • Devo video tutorials
      • Domain administration videos
      • Sending data to Devo videos
      • Searching data videos
      • Activeboards videos
      • Panels videos
      • Applications videos
  • Domain administration
    • Users and roles
      • Managing users
      • Monitoring user activity
      • Managing roles
        • Assign resources to a role
      • Role permissions
      • Role mapping
    • Security credentials
      • Access keys
      • X.509 certificates
      • Authentication tokens
    • Applications gallery
    • Domain preferences
    • User authentication
      • Password
      • SAML
        • Google as an identity provider
        • Okta as an identity provider
        • OneLogin as an identity provider
        • O365/Azure AD as an identity provider
      • OpenID
    • Data processes and feeds
      • Aggregation tasks
      • Injections
      • Permalinks
      • API & OData feeds
  • Sending data to Devo
    • The Devo In-House Relay
      • Installing the Devo Relay
        • Install the Relay on an Ubuntu box (v1.4.2)
        • Install the Relay on a Red Hat or CentOS box (v1.4.2)
        • Install with Docker
      • Configuring the In-House Relay
        • Relay rules
          • Defining a relay rule
          • The 4 predefined relay rules
          • 5 common relay rule scenarios
            • Scenario 1: Apply a fixed tag to all events
            • Scenario 2: Apply a Devo tag based on data found in the inbound event
            • Scenario 3: Filter out unwanted events
            • Scenario 4: Assign dynamic Devo tag using inbound source data
            • Scenario 5: Appending the inbound syslog tag to the outbound Devo tag
          • Using regex in relay rules
        • Customizing In-House Relay settings
        • Managing the relay on the command line
        • Setting up High-Availability with Keepalived (v1.4.2)
        • Relay buffers
      • Relay migration
      • Sending SSL/TLS encrypted events to the Devo relay
      • Relay troubleshooting tips (v1.4.2)
        • Relay troubleshooting tips (v1.4.0)
        • Relay troubleshooting tips (for versions prior to 1.4.0)
    • Event sources
      • Unix-like machines
        • Installing Devo packages for *nix
        • Third-party syslog tools configuration
          • rsyslog
            • Simple sending using rsyslog
            • Secure sending using rsyslog
            • Monitoring files using rsyslog
            • Obsolete legacy format
              • Simple sending using rsyslog (Obsolete legacy format)
              • Secure sending using rsyslog (Obsolete legacy format)
              • Monitoring files using rsyslog (Obsolete legacy format)
          • syslog-ng
            • Simple sending using syslog-ng
            • Secure sending using syslog-ng
            • Monitoring files using syslog-ng
          • syslog/syslogd
        • SELinux configuration conflicts
      • Windows
        • Devo Agent for Windows
        • Configuring WMI for Devo file monitoring
        • NXLog for Windows event collection
      • MacOS X
      • Cloud services
        • AWS S3 Buckets
      • Commercial products
      • Custom apps
        • Java apps
          • JDK java.util.logging
          • Scoja client library
          • Sample code
        • Node.js apps
        • Python apps
      • Universal Agent
        • Pre-integrated query packs
        • Data querying in Devo
        • Universal Agent Manager deployment
          • 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
        • Performance considerations
    • Other data collection methods
      • HTTP endpoint
      • Logstash
      • Fluentd
      • NXLog
    • Uploading log files
    • Devo software
  • Parsers and collectors
    • About Devo tags
    • Special Devo tags and data tables
    • List of Devo parsers
      • Business & Consumer
      • Cloud technologies
        • cdn.akamai
        • cloud.aws.cloudtrail.events
          • Forwarding the events using Node.js
          • Forwarding the events using Python
        • cloud.aws.cloudwatch.events
        • cloud.office365.siem
      • Databases
        • db.mysql
      • Host and Operating Systems
        • box.unix
        • box.vmware
        • box.win
        • box.win_nxlog
        • box.win_snare
      • Network and application security
        • auth.secureauth
        • auth.securenvoy
        • av.mcafee
        • av.sophos
        • box.iptables
        • 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
          • Sending Palo Alto events to Devo relay using SSL
        • 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
        • uba.varonis
        • vuln.beyondtrust
        • vpn.pulsesecure.sa
      • Network connectivity
        • netstat.netflow
        • dns.bind
        • dns.windows
        • ftp.iis
      • Web servers
        • web.apache
        • web.apache.mod-security
        • web.iis
        • web.jboss
        • web.nginx
        • web.tomcat
      • Technologies supported in CEF syslog format
    • Collectors
      • AWS collector
      • Google Cloud Platform collector
      • G Suite collectors
        • G Suite Alerts collector
        • G Suite Reports collector
      • Microsoft Azure collector
      • Microsoft Graph collector
      • Okta collectors
        • Okta collector
        • Okta Advanced Server Access collector
      • OneLogin collector
      • Rapid7 InsightVM collector
      • Salesforce collector
      • Sophos Central collector
  • Searching data
    • Accessing data tables
      • Run a search using a finder
        • Use a custom finder
          • Create a custom finder
          • Assign a custom finder to a role
          • Edit a custom finder
        • Use the aliased finder
          • Add a query to your aliased finder
      • Run a global search
      • Run a LINQ free text query
      • Run a search with selected columns only
        • Selecting specific columns with the Finder
        • Selecting specific columns in LINQ
        • Selecting unrevealed columns
    • Building a query
      • Data types in Devo
      • Build a query in the search window
        • Filter data
        • Filter column data using the OR selector
        • Create columns
        • Group data
        • Aggregate data
      • Build a query using LINQ
        • LINQ query examples
      • 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)
        • 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, -)
        • 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
          • MD5 hash function (md5)
          • SHA1 hash function (sha1)
          • SHA256 hash function (sha256)
          • SHA512 hash function (sha512)
        • Date group
          • Day / Day of the month (day)
          • Day of the week (dayofweek)
          • Day of the year (dayofyear)
          • Epoch milliseconds (epoch)
          • Hour (hour)
          • Millisecond (millisecond)
          • Minute (minute)
          • Month (month)
          • Period (period)
          • Second (second)
          • Today (today)
          • Tomorrow (tomorrow)
          • Year (year)
          • Yesterday (yesterday)
        • Flow group
          • Conditional (ifthenelse)
          • Decode, switch (decode)
          • Null value locator (nvl)
        • General group
          • Is not null (isnotnull)
          • Is null (isnull)
        • 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
          • Jq evaluation (jqeval)
          • Jq filter compilation (jqcompile)
          • Json value type (label)
          • To json (jsonparse)
        • Logic group
          • And (and)
          • Not (not)
          • Or (or)
        • 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
          • Pragma value (pragmavalue)
          • Table name (tablename)
        • Name group
          • Any name matches (anymatches)
          • Glob pattern on names (nameglob)
        • 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
          • Equal (eq, =)
          • Equal - case insensitive (eqic)
          • Greater or equal (ge, >=)
          • Greater than (gt, >)
          • Less or equal (le, <=)
          • Less than (lt, <)
          • Not equal (ne, /=)
        • 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
          • Approximated estimation (estimation)
          • HyperLogLog++ pack (pack)
          • HyperLogLog++ unpack (unpackhllpp)
        • 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)
    • 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
          • Creating a graph diagram
          • Working in the graph diagram
          • Monitor intranet traffic to dangerous websites
        • 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
        • Upload a lookup table
        • Create a lookup table from a query
        • Add lookup values to your query
        • Manage and edit lookup tables
        • Threat lookups
      • Setting up a data table
        • Modifying the column layout
          • Arrange and resize columns
          • Hide and show columns
          • Change the position of column headers
          • Sort data
          • Setting a default table layout
        • Add a description to a data table
        • Autoparser
          • Autoparse a JSON object
      • Advanced data operations
        • Graphical correlation
          • Cross-Search Graph Diagram
          • Cross-Search Table Join
          • Cross-Search Sankey Diagram
          • Cross-Search Line Chart
        • Custom and union tables
          • Create a custom table
          • Create a union table
          • Manage custom and union tables
        • Set up a data source
        • Inject data to a new table
        • Drill downs
        • Manipulate your data using CyberChef
        • Time series report
      • Use case: eCommerce behavior analysis
        • Step 1. Error analysis using status codes
          • Specific analysis for 404 codes
          • Custom alerts for 404 errors
        • Step 2. Operating system ranking
          • Get the usage share of operating systems
          • Visualize the usage share of operating systems
        • Step 3. Country distribution
          • Build a histogram displaying country distribution
          • Geolocate IP addresses
    • Managing your queries
      • Rename a query
      • Favorite queries
      • Query history
      • Check currently running queries
      • Add a description to your query
      • Block a query
      • Share a query
      • Download query data
      • Close a query
      • Load query data into Excel using the Devo Connector add-in
      • Query priority
    • Best practices for data search
    • Monitoring tables
      • Web application monitoring
      • Alerts monitoring
  • Activeboards
    • Creating an Activeboard
    • Working with Activeboard widgets
      • Area chart widgets
      • Column chart widgets
      • Donut chart widgets
      • Heatmap widgets
      • Line chart widgets
      • Pie chart widgets
      • Simple value widgets
      • Table widgets
      • Voronoi diagram widgets
    • Working with Activeboard inputs
    • LINQ syntax differences between Activeboards and the search window
    • Setting a time range in Activeboards
    • Working with Activeboards
      • Active Refresh
    • Sharing Activeboards
  • Dashboards
    • Create a new dashboard
    • 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
        • Customize your Line chart
      • 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
  • Alerts and notifications
    • Creating new alerts
      • Alert trigger methods
        • Each alert type
        • Several alert type
        • Low alert type
          • Inactivity alert
        • Rolling alert type
        • Deviation alert type
        • Gradient alert type
      • Create an alert based on triggered alerts
    • Configuring alerts
      • Manage defined alerts
      • Manage sending policies
      • Manage delivery methods
        • Email delivery methods
        • HTTP-JSON delivery methods
        • Service Desk delivery methods
        • Jira delivery methods
        • Pushover delivery methods
        • PagerDuty delivery methods
        • Slack delivery methods
      • Manage anti-flooding policies
      • Make an alert available for panels
      • Pre-installed alert reference
    • Managing triggered alerts
      • Add a comment to a triggered alert
      • Apply a filter for post-processing
  • Panels
    • Create and customize a panel
    • Adding an alert to a panel
    • Adding a query to a panel
    • Using panels
  • Applications
    • Devo Security Operations
      • Overview Dashboard
      • Triage
        • Triaging alerts
        • Triaging investigations
      • Investigations
      • Threat Hunting
      • Use cases
        • Phishing attack
        • Command & Control
        • Alerting system status
    • Devo Stats
      • Working in the Devo Stats application
      • Application tabs and widgets
        • User tab
        • Volume tab
        • Query tab
          • User Query Info
          • CPU Query Info
          • CPU Query Info Multidomain
        • Status tab
    • Security Insights
      • Installing Security Insights
        • Security Insights lookups
      • Configuring Security Insights
      • Navigating Security Insights
        • Overview tab
        • Threats tab
        • Network tab
        • DNS tab
        • Firewall tab
        • Proxy tab
        • Access tab
        • Web tab
        • IDS tab
    • Service operations
      • Basic concepts
      • Installation
      • Global models
      • Technologies configuration
      • Models configuration
      • Service overview
      • Incidents viewer
      • Monitors
      • User experience management
      • Use case for service operations
        • Initial analysis
        • Model configuration
        • Running the model
        • Incidents
    • Systems Monitoring
      • Basic monitoring
      • Advanced monitoring
  • Tools
    • Data Explorer
    • Query App
    • Time Series Analytics
  • Flow
    • Creating a Flow
    • Working with your Flow
      • Basic operations
      • Working with units
      • Working with links
      • Events window
      • Modify your Flow layout
    • Unit types
      • Control
        • Batch Detector
        • Delayer
        • Gate Delayer
      • Core
        • Filter
        • Join
        • Map
        • Reducer
        • Switch
      • Data
        • Lookup
        • Memory
      • DB
        • Neo4j Source
        • Neo4j Sink
        • OrientDB Sink
      • Devo
        • Devo Full Query
        • Devo Managed Query
        • Devo Sink
        • Devo Source
      • Event
        • Detacher
        • Generator
        • Repeater
        • Tick
      • HTTP
        • HTTP call
      • Log
        • Syslog Sender
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Searching data / Building a query / Data types in Devo

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Data types in Devo

When raw data arrives to Devo and is grouped into tables, each row represents an event and each column represents a different type of data. Devo automatically assigns one of its recognized data types to each column. There are two ways of checking a column data type.

In the query window, hover over a column header and a green icon will appear on the left. Hover over the icon until the cursor changes shape and a contextual menu will appear. You can see the name of the column and data type below the name.

If you want to check all data types of all columns, select the Search column layout option in the toolbar. A window with all columns and data types will appear.

When performing query operations such as applying filters or creating new columns, you must take into account the data types of the columns you add as arguments, since each function requires specific types of data.

For example, say you want to get the regions corresponding to a set of IP addresses. You must create a new column using the Geolocated Region Name operation, and add an Ip type column as an argument. The created column will return the corresponding regions as sentences of characters (String data type). 

The following table describes the available data types in Devo:

Data typeDescriptionExample

str

The string data type represents a sequence of characters.

"Hello user 25", "user@company.com"...

int

The integer data type represents mathematical integers, that is, numbers that can be zero, positive or negative values but no decimal values.

21, 0, -4...

bigint

The integer data type represents mathematical integers, that is, numbers that can be zero, positive or negative values but no decimal values. Bigints are values superior to int64.

12345678901234567890987654321 

float

The float data type represents a decimal (floating-point) number.

3.25907, 5.542...

boxar(int1)

The boxar(int1) data type represents a byte array in the form of a hexadecimal string.

41, 616263...

boolean

The boolean data type represents the values true and false.

true, false

duration

The duration data type represents an amount of time that must be an integer number followed by a suffix: d (for days), h (for hours), m (for minutes) and s (for seconds). Milliseconds have no suffix and are simply represented with the corresponding integer number.

1d, 20m, 340...

timestamp

The timestamp data type represents a date in 'yyyy-MM-dd HH:mm:ss.SSS' format.

2019-02-06 08:58:51.230

geocoord

The geocoord data type represents a valid geocoord, which may be either a set of sexagesimal coordinates based on latitude and longitude values (latlon), or a hash representation of coordinates (geohash).

40°24'46.3"N 3°41'43.8"W, ezjmguvj...

ip

The ip data type represents IPv4 addresses in dot-decimal notation.

43.92.193.15

ip6

The ip6 data type represents IPv6 addresses.

2001:0db8:85a3:0000:0000:8a2e:0370:7334

net4

The net4 data type represents an IPv4 network in x.x.x.x/s format.

0.0.0.0/8

net6

The net6 data type represents an IPv6 network in x:x:x:x:x:x/s format.

2001:db8:abcd:12::/64

regexp

The regexp data type represents a regular expression.

[^\w]

template

The template data type represents a substitution string and is required as an input argument for the Substitute (subs) and Substitute all (subsall) operations.

The Template (template) operation outputs values in this data type.

***, \1

dc

The distinct count data type represents an estimated count of distinct elements in a data stream.

The HyperLogLog++ Count Estimation (hllppcount), and HyperLogLog++ unpack (unpackhllpp) aggregation operations output values in this data type.

The HyperLogLog++ (hllpp), Approximated estimation (estimation), and HyperLogLog++ pack (pack) operations require this data type as input.

2.00000005960464

image


The image data type represents a Base64 encoded image. 

The To image (image) operation processes a Base64 enconded string and outputs its results in this data type.

This data type is not required as input for any other operation.

mac

The mac data type represents a valid MAC address.

00:0a:95:9d:68:16

namepattern

The namepattern data type represents a part of a table name that can be used as a wildcard to filter sets of names in set(name) format using the Any name matches (anymatches) operation. You can transform strings to name patterns using the Glob pattern on names (nameglob) operation.

my.app, demo...

set(name)

The set(name) data type represents a set of table names. You can only get a column with this type of data after performing a global search. You will see a column called tables that returns a list of tables that contain the terms you looked for.

my.app.test, my.app.test2, demo.ecommerce.data...

json

This data type identifies content formatted in JSON syntax. This type is required as input for the Jq eval operation and is the output type for the jsonparse operation.

json type columns cannot yet be used to define alerts, data sources or injections, or be added as grouping keys when you group your data. This will be possible in future versions of the application.

{"id":3451,"first_name":"John","last_name":"Doe","email":"john.doe@devo.com"}

jq

This data type identifies a jq filter which is required as input for the Jq eval operation. This data type is created using the Jq filter compile operation.

jq is a command-line JSON processor. Learn more here.

.email



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