- 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
- Other data collection methods
- Uploading log files
- Devo software
-
The Devo In-House Relay
-
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)
-
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
- Date group
- Flow group
- General group
-
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
-
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
-
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
-
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
-
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.secureauth
- auth.securenvoy
- av.mcafee
- av.sophos
- box.iptables
- edr.cylance
- edr.fireeye.alerts
- edr.minervalabs.events
- 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
- mail.proofpoint
- nac.aruba
- network.meraki
- network.versa
- proxy.bluecoat
- proxy.forcepoint
- proxy.squid
- uba.varonis
- vuln.beyondtrust
- vpn.pulsesecure.sa
- Network connectivity
- Web servers
- Technologies supported in CEF syslog format
- Collectors
- 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
- 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
- Panels
- Applications
- Tools
- Social Intelligence
- API reference
- Release notes
Add lookup values to your query
You can run a search and correlate its content with values from a lookup table. If any value in the key column of the lookup table is also present in your query, the values in those lookup rows can be added in a new column.
The following videos, apart from showing how to create lookups, show how to use their values in another query. Take into account that the results may vary significantly from regular lookups to time range lookups so make sure to check these videos for extra help before exploring this article.
Following the previous example shown in the Upload a lookup table article, suppose you want to include two lookups in the demo.ecommerce.data
table showing the street address and printer brand corresponding to the IPs in the data table. To do it:
- Go to Data Search and open the
demo.ecommerce.data
table. - Click Create column in the query toolbar.
- Select custom and look for the name of the lookup (IP_list). Select the StreetAddress column. Give the column a meaningful name (in this case, IP street address).
- Add the clientIpAddress column as an argument and click Create column.
- Repeat the process to add the printer brand column. In this case, add the Brand column of the lookup and choose again the clientIpAddress data table column as argument (you can name it IP Brand).
Add lookup values in the LINQ query editor
You can also add lookup values editing the LINQ query directly. To do it, open the Query Editor and use the following syntaxis:
select `lu/lookupName/lookupColumn`(field) as newColumnName
This is the required LINQ query to add the lookup in the example above:
from demo.ecommerce.data
select `lu/IP_list/StreetAddress`(clientIpAddress) as `IP street address`
Both lookup values created, showing the street and printer brand corresponding to the IPs of the clientIpAddress column that are also in the key column of the lookup table. These columns will show null for those IPs that are not included in the lookup table.
Add all the values in a row
When a match is found between the content of your query and a value in your lookup key column, you can select the Whole entry of... operation to add all the values in that lookup row as a JSON object in a new column.
To do it, follow the steps in the process explained above but instead of selecting one of the lookup columns, select the Whole entry of... operation that appears in the list.
You can split the resulting JSON objects into their different key/value pairs and transform them into different data types using the operations in the JSON group.
Add lookup rows in the LINQ query editor
You can also add lookup rows as JSON objects editing the LINQ query directly. To do it, open the Query Editor and use the following syntaxis:
select `lu/lookupName`(field) as newColumnName