[ML] Fixes raw data drilldowns for Apache, Nginx, Auditbeat modules

elastic · Jul 27, 2020 · dc6b947 · dc6b947
1 parent 76150a4
commit dc6b947
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Showing 14 changed files with 40 additions and 66 deletions.
diff --git a/.../plugins/ml/server/models/data_recognizer/modules/apache_ecs/ml/low_request_rate_ecs.json b/.../plugins/ml/server/models/data_recognizer/modules/apache_ecs/ml/low_request_rate_ecs.json
@@ -1,7 +1,7 @@
 {
   "groups": ["apache"],
   "description": "HTTP Access Logs: Detect low request rates (ECS)",
-  "analysis_config" : {
+  "analysis_config": {
     "bucket_span": "15m",
     "summary_count_field_name": "doc_count",
     "detectors": [
@@ -27,7 +27,7 @@
     "custom_urls": [
       {
         "url_name": "Raw data",
-        "url_value": "discover#/ml_http_access_filebeat_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
       }
     ]
   }

diff --git a/...ns/ml/server/models/data_recognizer/modules/apache_ecs/ml/source_ip_request_rate_ecs.json b/...ns/ml/server/models/data_recognizer/modules/apache_ecs/ml/source_ip_request_rate_ecs.json
@@ -1,18 +1,16 @@
 {
   "groups": ["apache"],
   "description": "HTTP Access Logs: Detect unusual source IPs - high request rates (ECS)",
-  "analysis_config" : {
+  "analysis_config": {
     "bucket_span": "1h",
     "detectors": [
-        {
+      {
         "detector_description": "Apache access source IP high count",
         "function": "high_count",
         "over_field_name": "source.address"
       }
     ],
-    "influencers": [
-      "source.address"
-    ]
+    "influencers": ["source.address"]
   },
   "data_description": {
     "time_field": "@timestamp",
@@ -27,7 +25,7 @@
       },
       {
         "url_name": "Raw data",
-        "url_value": "discover#/ml_http_access_filebeat_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase)))),(\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:source.address,negate:!f,params:(query:\u0027$source.address$\u0027),type:phrase,value:\u0027$source.address$\u0027),query:(match:(source.address:(query:\u0027$source.address$\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase)))),(\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:source.address,negate:!f,params:(query:\u0027$source.address$\u0027),type:phrase,value:\u0027$source.address$\u0027),query:(match:(source.address:(query:\u0027$source.address$\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
       }
     ]
   }

diff --git a/...ugins/ml/server/models/data_recognizer/modules/apache_ecs/ml/source_ip_url_count_ecs.json b/...ugins/ml/server/models/data_recognizer/modules/apache_ecs/ml/source_ip_url_count_ecs.json
@@ -1,19 +1,17 @@
 {
   "groups": ["apache"],
   "description": "HTTP Access Logs: Detect unusual source IPs - high distinct count of URLs (ECS)",
-  "analysis_config" : {
+  "analysis_config": {
     "bucket_span": "1h",
     "detectors": [
-        {
+      {
         "detector_description": "Apache access source IP high dc URL",
         "function": "high_distinct_count",
         "field_name": "url.original",
         "over_field_name": "source.address"
       }
     ],
-    "influencers": [
-      "source.address"
-    ]
+    "influencers": ["source.address"]
   },
   "data_description": {
     "time_field": "@timestamp",
@@ -28,7 +26,7 @@
       },
       {
         "url_name": "Raw data",
-        "url_value": "discover#/ml_http_access_filebeat_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase)))),(\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:source.address,negate:!f,params:(query:\u0027$source.address$\u0027),type:phrase,value:\u0027$source.address$\u0027),query:(match:(source.address:(query:\u0027$source.address$\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase)))),(\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:source.address,negate:!f,params:(query:\u0027$source.address$\u0027),type:phrase,value:\u0027$source.address$\u0027),query:(match:(source.address:(query:\u0027$source.address$\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
       }
     ]
   }

diff --git a/.../plugins/ml/server/models/data_recognizer/modules/apache_ecs/ml/status_code_rate_ecs.json b/.../plugins/ml/server/models/data_recognizer/modules/apache_ecs/ml/status_code_rate_ecs.json
@@ -1,19 +1,16 @@
 {
   "groups": ["apache"],
   "description": "HTTP Access Logs: Detect unusual status code rates (ECS)",
-  "analysis_config" : {
+  "analysis_config": {
     "bucket_span": "15m",
     "detectors": [
-        {
+      {
         "detector_description": "Apache access status code rate",
         "function": "count",
         "partition_field_name": "http.response.status_code"
       }
     ],
-    "influencers": [
-      "http.response.status_code",
-      "source.address"
-    ]
+    "influencers": ["http.response.status_code", "source.address"]
   },
   "analysis_limits": {
     "model_memory_limit": "100mb"
@@ -34,7 +31,7 @@
       },
       {
         "url_name": "Raw data",
-        "url_value": "discover#/ml_http_access_filebeat_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase)))),(\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:http.response.status_code,negate:!f,params:(query:\u0027$http.response.status_code$\u0027),type:phrase,value:\u0027$http.response.status_code$\u0027),query:(match:(http.response.status_code:(query:\u0027$http.response.status_code$\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase)))),(\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:http.response.status_code,negate:!f,params:(query:\u0027$http.response.status_code$\u0027),type:phrase,value:\u0027$http.response.status_code$\u0027),query:(match:(http.response.status_code:(query:\u0027$http.response.status_code$\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
       }
     ]
   }

diff --git a/x-pack/plugins/ml/server/models/data_recognizer/modules/apache_ecs/ml/visitor_rate_ecs.json b/x-pack/plugins/ml/server/models/data_recognizer/modules/apache_ecs/ml/visitor_rate_ecs.json
@@ -1,7 +1,7 @@
 {
   "groups": ["apache"],
   "description": "HTTP Access Logs: Detect unusual visitor rates (ECS)",
-  "analysis_config" : {
+  "analysis_config": {
     "bucket_span": "15m",
     "summary_count_field_name": "dc_source_address",
     "detectors": [
@@ -27,7 +27,7 @@
     "custom_urls": [
       {
         "url_name": "Raw data",
-        "url_value": "discover#/ml_http_access_filebeat_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027apache.access\u0027),type:phrase,value:\u0027apache.access\u0027),query:(match:(event.dataset:(query:\u0027apache.access\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
       }
     ]
   }

diff --git a/...ognizer/modules/auditbeat_process_docker_ecs/ml/docker_high_count_process_events_ecs.json b/...ognizer/modules/auditbeat_process_docker_ecs/ml/docker_high_count_process_events_ecs.json
@@ -11,10 +11,7 @@
         "partition_field_name": "container.name"
       }
     ],
-    "influencers": [
-      "container.name",
-      "process.executable"
-    ]
+    "influencers": ["container.name", "process.executable"]
   },
   "analysis_limits": {
     "model_memory_limit": "256mb",
@@ -35,7 +32,7 @@
       {
         "url_name": "Raw data",
         "time_range": "1h",
-        "url_value": "discover#/ml_auditbeat_docker_process_events_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(index:\u0027INDEX_PATTERN_ID\u0027,query:(language:kuery,query:\u0027container.name:\u0022$container.name$\u0022\u0027))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(index:\u0027INDEX_PATTERN_ID\u0027,query:(language:kuery,query:\u0027container.name:\u0022$container.name$\u0022\u0027))"
       }
     ]
   }

diff --git a/..._recognizer/modules/auditbeat_process_docker_ecs/ml/docker_rare_process_activity_ecs.json b/..._recognizer/modules/auditbeat_process_docker_ecs/ml/docker_rare_process_activity_ecs.json
@@ -12,10 +12,7 @@
         "partition_field_name": "container.name"
       }
     ],
-    "influencers": [
-      "container.name",
-      "process.executable"
-    ]
+    "influencers": ["container.name", "process.executable"]
   },
   "analysis_limits": {
     "model_memory_limit": "256mb"
@@ -35,7 +32,7 @@
       {
         "url_name": "Raw data",
         "time_range": "1h",
-        "url_value": "discover#/ml_auditbeat_docker_process_events_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(index:\u0027INDEX_PATTERN_ID\u0027,query:(language:kuery,query:\u0027container.name:\u0022$container.name$\u0022 AND process.executable:\u0022$process.executable$\u0022\u0027))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(index:\u0027INDEX_PATTERN_ID\u0027,query:(language:kuery,query:\u0027container.name:\u0022$container.name$\u0022 AND process.executable:\u0022$process.executable$\u0022\u0027))"
       }
     ]
   }

diff --git a/...ecognizer/modules/auditbeat_process_hosts_ecs/ml/hosts_high_count_process_events_ecs.json b/...ecognizer/modules/auditbeat_process_hosts_ecs/ml/hosts_high_count_process_events_ecs.json
@@ -11,10 +11,7 @@
         "partition_field_name": "host.name"
       }
     ],
-    "influencers": [
-      "host.name",
-      "process.executable"
-    ]
+    "influencers": ["host.name", "process.executable"]
   },
   "analysis_limits": {
     "model_memory_limit": "256mb"
@@ -34,7 +31,7 @@
       {
         "url_name": "Raw data",
         "time_range": "1h",
-        "url_value": "discover#/ml_auditbeat_hosts_process_events_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(index:\u0027INDEX_PATTERN_ID\u0027,query:(language:kuery,query:\u0027host.name:\u0022$host.name$\u0022\u0027))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(index:\u0027INDEX_PATTERN_ID\u0027,query:(language:kuery,query:\u0027host.name:\u0022$host.name$\u0022\u0027))"
       }
     ]
   }

diff --git a/...ta_recognizer/modules/auditbeat_process_hosts_ecs/ml/hosts_rare_process_activity_ecs.json b/...ta_recognizer/modules/auditbeat_process_hosts_ecs/ml/hosts_rare_process_activity_ecs.json
@@ -12,10 +12,7 @@
         "partition_field_name": "host.name"
       }
     ],
-    "influencers": [
-      "host.name",
-      "process.executable"
-    ]
+    "influencers": ["host.name", "process.executable"]
   },
   "analysis_limits": {
     "model_memory_limit": "256mb"
@@ -35,7 +32,7 @@
       {
         "url_name": "Raw data",
         "time_range": "1h",
-        "url_value": "discover#/ml_auditbeat_hosts_process_events_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(index:\u0027INDEX_PATTERN_ID\u0027,query:(language:kuery,query:\u0027host.name:\u0022$host.name$\u0022 AND process.executable:\u0022$process.executable$\u0022\u0027))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(index:\u0027INDEX_PATTERN_ID\u0027,query:(language:kuery,query:\u0027host.name:\u0022$host.name$\u0022 AND process.executable:\u0022$process.executable$\u0022\u0027))"
       }
     ]
   }

diff --git a/...k/plugins/ml/server/models/data_recognizer/modules/nginx_ecs/ml/low_request_rate_ecs.json b/...k/plugins/ml/server/models/data_recognizer/modules/nginx_ecs/ml/low_request_rate_ecs.json
@@ -1,7 +1,7 @@
 {
   "groups": ["nginx"],
   "description": "HTTP Access Logs: Detect low request rates (ECS)",
-  "analysis_config" : {
+  "analysis_config": {
     "bucket_span": "15m",
     "summary_count_field_name": "doc_count",
     "detectors": [
@@ -27,7 +27,7 @@
     "custom_urls": [
       {
         "url_name": "Raw data",
-        "url_value": "discover#/ml_http_access_filebeat_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027nginx.access\u0027),type:phrase,value:\u0027nginx.access\u0027),query:(match:(event.dataset:(query:\u0027nginx.access\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027nginx.access\u0027),type:phrase,value:\u0027nginx.access\u0027),query:(match:(event.dataset:(query:\u0027nginx.access\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
       }
     ]
   }

diff --git a/...ins/ml/server/models/data_recognizer/modules/nginx_ecs/ml/source_ip_request_rate_ecs.json b/...ins/ml/server/models/data_recognizer/modules/nginx_ecs/ml/source_ip_request_rate_ecs.json
@@ -1,18 +1,16 @@
 {
   "groups": ["nginx"],
   "description": "HTTP Access Logs: Detect unusual source IPs - high request rates (ECS)",
-  "analysis_config" : {
+  "analysis_config": {
     "bucket_span": "1h",
     "detectors": [
-        {
+      {
         "detector_description": "Nginx access source IP high count",
         "function": "high_count",
         "over_field_name": "source.address"
       }
     ],
-    "influencers": [
-      "source.address"
-    ]
+    "influencers": ["source.address"]
   },
   "data_description": {
     "time_field": "@timestamp",
@@ -27,7 +25,7 @@
       },
       {
         "url_name": "Raw data",
-        "url_value": "discover#/ml_http_access_filebeat_ecs?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027nginx.access\u0027),type:phrase,value:\u0027nginx.access\u0027),query:(match:(event.dataset:(query:\u0027nginx.access\u0027,type:phrase)))),(\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:source.address,negate:!f,params:(query:\u0027$source.address$\u0027),type:phrase,value:\u0027$source.address$\u0027),query:(match:(source.address:(query:\u0027$source.address$\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
+        "url_value": "discover#/?_g=(time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:event.dataset,negate:!f,params:(query:\u0027nginx.access\u0027),type:phrase,value:\u0027nginx.access\u0027),query:(match:(event.dataset:(query:\u0027nginx.access\u0027,type:phrase)))),(\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027INDEX_PATTERN_ID\u0027,key:source.address,negate:!f,params:(query:\u0027$source.address$\u0027),type:phrase,value:\u0027$source.address$\u0027),query:(match:(source.address:(query:\u0027$source.address$\u0027,type:phrase))))),index:\u0027INDEX_PATTERN_ID\u0027,interval:auto,query:(language:kuery,query:\u0027\u0027),sort:!(\u0027@timestamp\u0027,desc))"
       }
     ]
   }