- The Devo data analytics platform
- Getting started
- Domain administration
-
Sending data to Devo
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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
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Searching data
- Accessing data tables
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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
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Operations reference
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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
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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)
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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)
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Aggregation operations
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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
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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
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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
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Dashboards
- Create a new dashboard
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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
Epoch milliseconds (epoch)
Description
Creates a new column that converts a specified timestamp into an Epoch reference date, that is to say, the number of milliseconds since midnight Jan 1, 1970.
How does it work in the search window?
Select Create column in the search window toolbar, then select the Epoch milliseconds operation. You need to specify one argument:
Argument | Data type | Description |
---|---|---|
Date (mandatory) | timestamp | You can either select a column with that data type or introduce it manually. In case you want to introduce it, note that this value should be a date: Year-Month_Day Hour:Minute:Second.Millisecond (yyyy-MM-dd HH:mm:ss.SSS) → You can skip seconds and milliseconds. |
The data type of the values in the new column is integer.
When you apply this operation in the search window interface, Devo automatically transforms the values you enter manually in the Date argument into timestamp data type.
If you choose a column in the Date argument, it must be a timestamp data type column. You can transform the strings or integers in a field to timestamps creating a new column using the Timestamp operation. Note that the strings to be converted must follow the format yyyy-MM-dd HH:mm:ss.SSS
Example
In the demo.ecommerce.data
table, we want to create a column that transforms the dates in our eventdate column into Epoch milliseconds. To do it, we will create a new column using the Epoch milliseconds operation.
The arguments needed to create the new column are:
- Date - eventdate column
Click Create column and you will see the following result:
How does it work in LINQ?
Use the operator select
... as
... and add the operation syntax to create the new column. These are the valid formats for the Epoch milliseconds operation:
epoch(timestamp)
epoch(timestamp(string))
epoch(timestamp(integer))
When you use this operation in LINQ, you can indicate the name of a timestamp type column or use the Timestamp operation to transform a string / integer column or an entered value into timestamp format. To do it, add the timestamp()
operator as in the above format examples.
Note that the strings to be converted must follow the format yyyy-MM-dd HH:mm:ss.SSS
Example
You can copy the following LINQ script and try the above example on the demo.ecommerce.data
table:
from demo.ecommerce.data
select epoch(eventdate) as eventdate_epoch