TI Map IP Entity to Duo Security

Original query, unchanged.

let dt_lookBack = 1h;
let ioc_lookBack = 14d;
ThreatIntelIndicators
//extract key part of kv pair
     | extend IndicatorType = replace(@"\[|\]|\""", "", tostring(split(ObservableKey, ":", 0)))
     | where IndicatorType in ("ipv4-addr", "ipv6-addr", "network-traffic")
     | extend NetworkSourceIP = toupper(ObservableValue)
     | extend TrafficLightProtocolLevel = tostring(parse_json(AdditionalFields).TLPLevel)
// Picking up only IOC's that contain the entities we want
| where TimeGenerated >= ago(ioc_lookBack)
// As there is potentially more than 1 indicator type for matching IP, taking NetworkIP first, then others if that is empty.
// Taking the first non-empty value based on potential IOC match availability
| extend TI_ipEntity = iff(isnotempty(NetworkSourceIP), NetworkSourceIP, NetworkSourceIP)
| extend TI_ipEntity = iff(isempty(TI_ipEntity) and isnotempty(NetworkSourceIP), NetworkSourceIP, TI_ipEntity)
| summarize LatestIndicatorTime = arg_max(TimeGenerated, *) by Id, ObservableValue
| where IsActive and (ValidUntil > now() or isempty(ValidUntil))
 | join (
     CiscoDuo
     | where TimeGenerated >= ago(dt_lookBack)
     | where isnotempty(AccessDvcIpAddr)
     | extend Duo_TimeGenerated = IsoTimestamp
 )
 on $left.TI_ipEntity == $right.AccessDvcIpAddr
 | where TimeGenerated >= ago(ioc_lookBack)
 | summarize LatestIndicatorTime = arg_max(TimeGenerated, *) by Id, ObservableValue
 | where IsActive and (ValidUntil > now() or isempty(ValidUntil))
 | extend Description = tostring(parse_json(Data).description)
 | extend ActivityGroupNames = extract(@"ActivityGroup:(\S+)", 1, tostring(parse_json(Data).labels))
 | project LatestIndicatorTime, Description, ActivityGroupNames, Id, ValidUntil, Confidence, Duo_TimeGenerated,
 TI_ipEntity, DstUserName, AuthFactor, EventResult, SrcAppName, EventType, TransactionId, SrcUserId, AccessDvcIpAddr, SrcGeoCity, AccessDvcLocationState, SrcGeoCountry
 | extend timestamp = Duo_TimeGenerated, Name = tostring(split(DstUserName, '@', 0)[0]), UPNSuffix = tostring(split(DstUserName, '@', 1)[0])