In this blog we will cover flight data analytics use case specific to aviation industry. We will also discuss how cloud analytics technical platforms can be the foundation of such a use case in this blog. Note that for any airlines company, any aircraft deals with humongous amounts of data. This data is generated by aircraft and engine legacy sensors in various frequencies. While a few legacy sensors might generate signals once in every four seconds (0.25 Hertz), few are generating signals four times in one second (4 Hertz). This is an example of time series data. Most of these data that are capture during flight phase of aircraft is stored in Black Box .Fun fact is neither it’s black, nor box, more of orange and partially cylindrical shape. There are thousands of data signals that are captured when a flight travels from origin to destination location and generates Terabyte scale data in one single trip. It includes flight rotation in x, y, z axis or also known as Roll, Pitch, Yaw ,flight speed, radio altitude, fuel flow in engine, radio altitude and even information’s like seatbelt sign etc. This information is stored in a recording device known as Flight Data recorder- FDR. Such stored information is helpful to understand a lot about aircraft performance, engine fuel efficiency, aviation risk and many more aspects. Another piece of the backbox records cockpit voice (Cock pit voice recorder- CVR). When a plane crash happens the first thing that aviation investigators look for is FDR and CVR subsequently analyzed by aviation industry for actionable insights, root cause, preventive measures.
Note that this aviation black box data does not transmit signal to on premises in real-time till today. While there is still room for further enhancement, for now FDR, CVR data kept in fireproof, waterproof way inside flight. It is being manually retrieved from aircraft after flight phase ends by operations staff. Subsequently it is sent to the airline’s technical team for further decoding and computation. Recent days cloud computation has added numerous capabilities towards advance computation using such data. In this blog we will learn about different business analytics use case using aviation black box data and other related data. Also, we will learn how we can ingest, analyze such flight black box data and other similar time series data using Microsoft cloud, azure synapse analytics platform. We will touch upon briefly the following topics.
Flight data analytics potential use case with data sources such as aviation black box data, aviation weather data.
Data Ingestion techniques of aviation data in Microsoft Azure Synapse platform.
Synapse data explorer cloud service-based data exploration techniques using Black box data.
Sample power bi visualization on Aviation incident database.
Synapse spark user experience only using black box data.
Let us start looking at different potential use case and actionable insights unlocked using FDR data.
Aviation business usecase
Aviation industry wants to minimize the operational risk, minimize incidents, and eventually wants to provide seamless and safe journey experience to passenger. Expert pilots might want to see if the following phenomenon happened while they were flying.
Flight unstabilised approach.
Engine Icing
High vertical energy at touchdown.
Strong tailwind.
Cruise overspeed and alert
Prescriptive skillset towards pilot’s competency.
Traditionally aviation safety teams use Boeing simulators and similar devices to recreate and simulate flight paths and used for training purposes.
On the other hand, the flight operations team might be interested in the following topics.
Flight fuel efficiency and related causal factors like flight engine dirt.
Note that while the engineering team might be interested in
Predictive maintenance alert for engineering parts.
Automated workflow trigger based on such alert.
and leadership will be interested in
Aviation risk insurance optimization
Pilot Fatigueness
Flight tooling
Different personas of Airlines team will have their different KPI hence there are wide variety of potential use case that are built over FDR data. To answer previously mentioned questions, aviation industry leverages various sources of data to build such an analytics platform. Data sources like Black box or flight data recorder, real time weather data, real time air traffic, in-house flight incident data, aircraft workshop data and many more such data sources are used to build aviation analytics platforms. IATA provides external data as well to understand more on such data like passenger traffic data, passenger survey data, cargo data, safety/accident data and many more. https://www.iata.org/en/services/statistics/ All such data must go through the following
Ingest the decoded airlines black box data date in cloud data lake.
Integrate with all other internal and external sources of data and build cloud data lake.
Analyze the black box, weather time series data, incident database and all other related sources.
Apply meaningful data engineering and science experimentation on that data lake.
In our following section we will use cloud analytics service (Microsoft Azure synapse data explorer) to ingest sample flight black box data (FDR also known as QAR data).
Flight Data Ingestion
In this section we will be using sample flight black box data to load into the Microsoft cloud platform. Aviation organization retrieve black box data manually from aircraft and then load, decode accordingly for further analysis. For academics purpose in NASA site we will get similar sample of flight data records in mat lab format. Python has packages which can convert it into csv format. For our academics simplicity I have kept similar sample decoded file, Use this storage endpoint and attach it in Azure storage explorer tool for exploring the data further. Here we are using Synapse data explorer database aviation to load the data in empty table aviationtable2. For reloading you may use the following commands to clear the existing table.
.clear table aviationtable2 data
The following screenshot depicts one click data ingestion operations in synapse data explorer using the storage direct link. Learn more about one click ingestion in the Further Reading section.
Fig 1.1 Loading decoded black box sample data in Synapse data explorer using one click ingestion mechanism
Now we have loaded sample FDR data in Azure synapse data explorer database. Let’s move on to the next step and learn how to analyze such data using KQL or Kusto query.
Flight data observational analytics
Aviation safety management experts want to analyze the data and see crucial signals and patterns from the data. Aircraft Roll, Pitch and Yaw motion rate is one of such key signals which safety experts need to cross examine.
In the following KQL code we are using subframe counter (read it as sensor signal timestamp equivalent) and body roll rate. We are retrieving the data from the previously loaded table and visualizing in line chart within synapse studio development hub KQL script. Quick eyeballing provides subframe counter (timestamp) details in which aircraft had higher body roll rate motion during flight cruise phase.
The following visualization screenshot is outcome of previous code within Synapse studio. Learn more about usage of same in Further read section.
Fig 1.2 -Analyzing pitch body roll rate Synapse studio
Likewise simple Kusto based query and visualization can be used further to start basic flight data exploration. In the following code snippet, we can analyze pitch altitude rate in similar way and plot as scatter chart.
While Azure synapse data explorer charts are useful for operational dashboards, we can also leverage Power BI for unified analytics dashboard from synapse studio. Power BI rich visualization capability can be used to explore some questions as well. Let us try to observe flight stability here in the following visualization. During the landing phase, the flight path will have to follow almost textbook pattern to avoid any incident. It means prior to touch down point, it must follow almost exact prescribed distance, speed, height at every second. Any abnormality or instability might be correlated or causal factor of landing incidents like high vertical energy while aircraft touchdown runway. Incident occurrence data is another separate data source. Usually, it contains aviation internal incidents globally. Sample Power BI chord diagram plotting using flight path origin, destination pair and incident occurrence by pair can give us quick insights on specific incident pattern in any route. That can further lead us to investigate aircraft condition, weather, pilot skill set etc. on that route. In the following diagram we also have used the last twenty seconds of data prior to landing and plotted the flight altitude in power bi for different flights.
Fig 1.3 Power BI line chart to analyze flight stabilized approach
In the following section we would walk through time series analysis s using synapse data explorer using sample weather data.
Synapse data explorer-based analytics for weather data
Note that Aviation analytics need to also integrate the aircraft data with weather, air traffic, passenger, cargo (Hazardous or not) and many other info. Here we will use sample weather data for academic purpose. We will perform the following steps to understand how to analyze time series-based weather data using synapse data explorer service
Add sample weather data provided by ASX web user interface inside ADX environment.
Perform weather event count analysis
There is different weather open free/service based api available which we may leverage to integrate the weather data in cloud data lake. For our ease of academic’s purpose, we are using sample time series data available inside our Azure data explorer tool. We can go to Azure data explorer user interface from Synapse studio and click on Home ribbon in left side and then click on Explore sample data with KQL. Subsequently we need to click on Basic data option inside Home to import weather-based data inside help database.
Now we will run following Kusto to understand high-level overview of storm events.
// Visualize the data by rendering charts
// - The "render" operator visualizes query result as a chart. It should be the last operator to query.
StormEvents
| summarize EventCount = count() by State
| where EventCount > 100
| render piechart
The following screenshot is outcome of previous code snippet, red dots highlighted in the line chart are the outliers within the time window used in code snippet.
This information during flight landing, take of or cruise phase can correlate with any specific incident which needs to be further analyzed using domain and data science knowledge
Let us now shift our focus back to our flight black box data again from weather data and incident data. For industry use cases we may need to leverage several rich machines and deep learning packages of python as well. Synapse analytics platform provides synapse spark capability which we can use for python spark-based data science experimentation. Synapse studio generates initial spark code, loads in data frame in code free manner. Note that the following code is the outcome of previous right click and not that we are writing from scratch. Thus, Azure synapse platform provides less code experience for spark developers.
%%pyspark
# Read data from Azure Data Explorer table(s)
# Full Sample Code available at: https://github.com/Azure/azure-kusto-spark/blob/master/samples/src/main/python/SynapseSample.py
kustoDf = spark.read \
. format("com.microsoft.kusto.spark.synapse.datasource") \
. option("spark.synapse.linkedService", "AzureDataExplorer6") \
. option("kustoDatabase", "aviation") \
. option("kustoQuery", "aviationtable | take 10") \
. load()
display(kustoDf)
Once our data is loaded by us in session data frame from cloud storage account or data explorer, our data science process will follow usual experimentation process to figure out any incident root cause. As highlighted earlier, it needs both aviation domain knowledge and data science knowledge to do feature removal, ranking and feature extraction. Subsequently apply right parameter tuning, algorithm to answers questions to find out root cause of flight aviation risk such as following list and many more
Runway incursion
Runway excursion
High vertical energy
Engine Ice
Tail strike
There are a few research papers we have shared in the further read section around QAR/FDR data. Industry aviation risk use case might leverage such paper to build required Analytics product.
Aviation analytics- Cloud Data and AI architecture diagram
Overall let us do a quick recap of cloud data and ai architecture that we used in this blog. Note that it can be further improvised by us based on different aviation analytics use case. Data retrieved from black boxes are usually stored by aviation team in on-premises infra after its downloaded manually from aircraft. This will be batch transferred to Azure Data Lake gen2 via Synapse pipeline. Other data, which is generated in real-time like air traffic and weather in real-time can be directly ingested to Azure cloud using Azure iot hub or event hub. Subsequently we built Synapse data lake capability in cloud. Synapse spark will do heavy weight datascience experimentation and synapse data explorer for fast processing of humongous data in real time with low latency. Operational dashboard, power BI dashboards, Intelligent apps use this data lake foundation to consume this descriptive, predictive, and prescriptive analytics platform and render the outcome to users.
Figure -1.4 Cloud data and ai architecture
Further reading
To read more on the topics covered in this chapter, you can refer to the following resources:
As an aviation enthusiast, I find this article really amazing.
"}},"componentScriptGroups({\"componentId\":\"custom.widget.MicrosoftFooter\"})":{"__typename":"ComponentScriptGroups","scriptGroups":{"__typename":"ComponentScriptGroupsDefinition","afterInteractive":{"__typename":"PageScriptGroupDefinition","group":"AFTER_INTERACTIVE","scriptIds":[]},"lazyOnLoad":{"__typename":"PageScriptGroupDefinition","group":"LAZY_ON_LOAD","scriptIds":[]}},"componentScripts":[]},"cachedText({\"lastModified\":\"1745505307000\",\"locale\":\"en-US\",\"namespaces\":[\"components/community/NavbarDropdownToggle\"]})":[{"__ref":"CachedAsset:text:en_US-components/community/NavbarDropdownToggle-1745505307000"}],"cachedText({\"lastModified\":\"1745505307000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/users/UserAvatar\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1745505307000"}],"cachedText({\"lastModified\":\"1745505307000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/ranks/UserRankLabel\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1745505307000"}],"cachedText({\"lastModified\":\"1745505307000\",\"locale\":\"en-US\",\"namespaces\":[\"components/users/UserRegistrationDate\"]})":[{"__ref":"CachedAsset:text:en_US-components/users/UserRegistrationDate-1745505307000"}],"cachedText({\"lastModified\":\"1745505307000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeAvatar\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeAvatar-1745505307000"}],"cachedText({\"lastModified\":\"1745505307000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeDescription\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeDescription-1745505307000"}],"cachedText({\"lastModified\":\"1745505307000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageListMenu\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageListMenu-1745505307000"}],"message({\"id\":\"message:3568299\"})":{"__ref":"BlogReplyMessage:message:3568299"},"cachedText({\"lastModified\":\"1745505307000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeIcon\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeIcon-1745505307000"}]},"Theme:customTheme1":{"__typename":"Theme","id":"customTheme1"},"User:user:-1":{"__typename":"User","id":"user:-1","uid":-1,"login":"Deleted","email":"","avatar":null,"rank":null,"kudosWeight":1,"registrationData":{"__typename":"RegistrationData","status":"ANONYMOUS","registrationTime":null,"confirmEmailStatus":false,"registrationAccessLevel":"VIEW","ssoRegistrationFields":[]},"ssoId":null,"profileSettings":{"__typename":"ProfileSettings","dateDisplayStyle":{"__typename":"InheritableStringSettingWithPossibleValues","key":"layout.friendly_dates_enabled","value":"false","localValue":"true","possibleValues":["true","false"]},"dateDisplayFormat":{"__typename":"InheritableStringSetting","key":"layout.format_pattern_date","value":"MMM dd yyyy","localValue":"MM-dd-yyyy"},"language":{"__typename":"InheritableStringSettingWithPossibleValues","key":"profile.language","value":"en-US","localValue":null,"possibleValues":["en-US","es-ES"]},"repliesSortOrder":{"__typename":"InheritableStringSettingWithPossibleValues","key":"config.user_replies_sort_order","value":"DEFAULT","localValue":"DEFAULT","possibleValues":["DEFAULT","LIKES","PUBLISH_TIME","REVERSE_PUBLISH_TIME"]}},"deleted":false},"CachedAsset:pages-1746564016129":{"__typename":"CachedAsset","id":"pages-1746564016129","value":[{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"BlogViewAllPostsPage","type":"BLOG","urlPath":"/category/:categoryId/blog/:boardId/all-posts/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"CasePortalPage","type":"CASE_PORTAL","urlPath":"/caseportal","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"CreateGroupHubPage","type":"GROUP_HUB","urlPath":"/groups/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"CaseViewPage","type":"CASE_DETAILS","urlPath":"/case/:caseId/:caseNumber","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"InboxPage","type":"COMMUNITY","urlPath":"/inbox","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"HelpFAQPage","type":"COMMUNITY","urlPath":"/help","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"IdeaMessagePage","type":"IDEA_POST","urlPath":"/idea/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"IdeaViewAllIdeasPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId/all-ideas/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"LoginPage","type":"USER","urlPath":"/signin","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"BlogPostPage","type":"BLOG","urlPath":"/category/:categoryId/blogs/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"UserBlogPermissions.Page","type":"COMMUNITY","urlPath":"/c/user-blog-permissions/page","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ThemeEditorPage","type":"COMMUNITY","urlPath":"/designer/themes","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"TkbViewAllArticlesPage","type":"TKB","urlPath":"/category/:categoryId/kb/:boardId/all-articles/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"AllEvents","type":"CUSTOM","urlPath":"/Events","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"OccasionEditPage","type":"EVENT","urlPath":"/event/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"OAuthAuthorizationAllowPage","type":"USER","urlPath":"/auth/authorize/allow","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"PageEditorPage","type":"COMMUNITY","urlPath":"/designer/pages","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"PostPage","type":"COMMUNITY","urlPath":"/category/:categoryId/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ForumBoardPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"TkbBoardPage","type":"TKB","urlPath":"/category/:categoryId/kb/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"EventPostPage","type":"EVENT","urlPath":"/category/:categoryId/events/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"UserBadgesPage","type":"COMMUNITY","urlPath":"/users/:login/:userId/badges","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"GroupHubMembershipAction","type":"GROUP_HUB","urlPath":"/membership/join/:nodeId/:membershipType","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"MaintenancePage","type":"COMMUNITY","urlPath":"/maintenance","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"IdeaReplyPage","type":"IDEA_REPLY","urlPath":"/idea/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"UserSettingsPage","type":"USER","urlPath":"/mysettings/:userSettingsTab","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"GroupHubsPage","type":"GROUP_HUB","urlPath":"/groups","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ForumPostPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"OccasionRsvpActionPage","type":"OCCASION","urlPath":"/event/:boardId/:messageSubject/:messageId/rsvp/:responseType","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"VerifyUserEmailPage","type":"USER","urlPath":"/verifyemail/:userId/:verifyEmailToken","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"AllOccasionsPage","type":"OCCASION","urlPath":"/category/:categoryId/events/:boardId/all-events/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"EventBoardPage","type":"EVENT","urlPath":"/category/:categoryId/events/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"TkbReplyPage","type":"TKB_REPLY","urlPath":"/kb/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"IdeaBoardPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"CommunityGuideLinesPage","type":"COMMUNITY","urlPath":"/communityguidelines","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"CaseCreatePage","type":"SALESFORCE_CASE_CREATION","urlPath":"/caseportal/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"TkbEditPage","type":"TKB","urlPath":"/kb/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ForgotPasswordPage","type":"USER","urlPath":"/forgotpassword","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"IdeaEditPage","type":"IDEA","urlPath":"/idea/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"TagPage","type":"COMMUNITY","urlPath":"/tag/:tagName","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"BlogBoardPage","type":"BLOG","urlPath":"/category/:categoryId/blog/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"OccasionMessagePage","type":"OCCASION_TOPIC","urlPath":"/event/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ManageContentPage","type":"COMMUNITY","urlPath":"/managecontent","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ClosedMembershipNodeNonMembersPage","type":"GROUP_HUB","urlPath":"/closedgroup/:groupHubId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"CommunityPage","type":"COMMUNITY","urlPath":"/","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ForumMessagePage","type":"FORUM_TOPIC","urlPath":"/discussions/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"IdeaPostPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"CommunityHub.Page","type":"CUSTOM","urlPath":"/Directory","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"BlogMessagePage","type":"BLOG_ARTICLE","urlPath":"/blog/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"RegistrationPage","type":"USER","urlPath":"/register","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"EditGroupHubPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ForumEditPage","type":"FORUM","urlPath":"/discussions/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ResetPasswordPage","type":"USER","urlPath":"/resetpassword/:userId/:resetPasswordToken","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"AllBlogs.Page","type":"CUSTOM","urlPath":"/blogs","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"TkbMessagePage","type":"TKB_ARTICLE","urlPath":"/kb/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"BlogEditPage","type":"BLOG","urlPath":"/blog/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ManageUsersPage","type":"USER","urlPath":"/users/manage/:tab?/:manageUsersTab?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ForumReplyPage","type":"FORUM_REPLY","urlPath":"/discussions/:boardId/:messageSubject/:messageId/replies/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"PrivacyPolicyPage","type":"COMMUNITY","urlPath":"/privacypolicy","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"NotificationPage","type":"COMMUNITY","urlPath":"/notifications","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"UserPage","type":"USER","urlPath":"/users/:login/:userId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"HealthCheckPage","type":"COMMUNITY","urlPath":"/health","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"OccasionReplyPage","type":"OCCASION_REPLY","urlPath":"/event/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ManageMembersPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/manage/:tab?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"SearchResultsPage","type":"COMMUNITY","urlPath":"/search","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"BlogReplyPage","type":"BLOG_REPLY","urlPath":"/blog/:boardId/:messageSubject/:messageId/replies/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"GroupHubPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"TermsOfServicePage","type":"COMMUNITY","urlPath":"/termsofservice","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"CategoryPage","type":"CATEGORY","urlPath":"/category/:categoryId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"ForumViewAllTopicsPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId/all-topics/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"TkbPostPage","type":"TKB","urlPath":"/category/:categoryId/kbs/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1746564016129,"localOverride":null,"page":{"id":"GroupHubPostPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"}],"localOverride":false},"CachedAsset:text:en_US-components/context/AppContext/AppContextProvider-0":{"__typename":"CachedAsset","id":"text:en_US-components/context/AppContext/AppContextProvider-0","value":{"noCommunity":"Cannot find community","noUser":"Cannot find current user","noNode":"Cannot find node with id {nodeId}","noMessage":"Cannot find message with id {messageId}","userBanned":"We're sorry, but you have been banned from using this site.","userBannedReason":"You have been banned for the following reason: {reason}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/Loading/LoadingDot-0":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/Loading/LoadingDot-0","value":{"title":"Loading..."},"localOverride":false},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc","height":512,"width":512,"mimeType":"image/png"},"Rank:rank:4":{"__typename":"Rank","id":"rank:4","position":6,"name":"Microsoft","color":"333333","icon":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}"},"rankStyle":"OUTLINE"},"User:user:1043698":{"__typename":"User","id":"user:1043698","uid":1043698,"login":"DebanandaGhosh","deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0xMDQzNjk4LTM4NjAxOGk5QUI0OEQ0MDYzQjgyRTlG"},"rank":{"__ref":"Rank:rank:4"},"email":"","messagesCount":2,"biography":null,"topicsCount":2,"kudosReceivedCount":4,"kudosGivenCount":0,"kudosWeight":1,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2021-05-03T07:22:35.698-07:00","confirmEmailStatus":null},"followersCount":null,"solutionsCount":0},"Category:category:AzureDatabases":{"__typename":"Category","id":"category:AzureDatabases","entityType":"CATEGORY","displayId":"AzureDatabases","nodeType":"category","depth":3,"title":"Azure Data","shortTitle":"Azure Data","parent":{"__ref":"Category:category:products-services"}},"Category:category:top":{"__typename":"Category","id":"category:top","entityType":"CATEGORY","displayId":"top","nodeType":"category","depth":0,"title":"Top","shortTitle":"Top"},"Category:category:communities":{"__typename":"Category","id":"category:communities","entityType":"CATEGORY","displayId":"communities","nodeType":"category","depth":1,"parent":{"__ref":"Category:category:top"},"title":"Communities","shortTitle":"Communities"},"Category:category:products-services":{"__typename":"Category","id":"category:products-services","entityType":"CATEGORY","displayId":"products-services","nodeType":"category","depth":2,"parent":{"__ref":"Category:category:communities"},"title":"Products","shortTitle":"Products"},"Blog:board:AzureDataExplorer":{"__typename":"Blog","id":"board:AzureDataExplorer","entityType":"BLOG","displayId":"AzureDataExplorer","nodeType":"board","depth":4,"conversationStyle":"BLOG","repliesProperties":{"__typename":"RepliesProperties","sortOrder":"REVERSE_PUBLISH_TIME","repliesFormat":"threaded"},"tagProperties":{"__typename":"TagNodeProperties","tagsEnabled":{"__typename":"PolicyResult","failureReason":null}},"requireTags":false,"tagType":"FREEFORM_AND_PRESET","description":"","title":"Azure Data Explorer Blog","shortTitle":"Azure Data Explorer Blog","parent":{"__ref":"Category:category:AzureDatabases"},"ancestors":{"__typename":"CoreNodeConnection","edges":[{"__typename":"CoreNodeEdge","node":{"__ref":"Community:community:gxcuf89792"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:communities"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:products-services"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:AzureDatabases"}}]},"userContext":{"__typename":"NodeUserContext","canAddAttachments":false,"canUpdateNode":false,"canPostMessages":false,"isSubscribed":false},"theme":{"__ref":"Theme:customTheme1"},"boardPolicies":{"__typename":"BoardPolicies","canViewSpamDashBoard":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.feature.moderation_spam.action.access_spam_quarantine.allowed.accessDenied","key":"error.lithium.policies.feature.moderation_spam.action.access_spam_quarantine.allowed.accessDenied","args":[]}},"canArchiveMessage":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.content_archivals.enable_content_archival_settings.accessDenied","key":"error.lithium.policies.content_archivals.enable_content_archival_settings.accessDenied","args":[]}},"canPublishArticleOnCreate":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_create_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_create_workflow_action.accessDenied","args":[]}}},"eventPath":"category:AzureDatabases/category:products-services/category:communities/community:gxcuf89792board:AzureDataExplorer/"},"BlogTopicMessage:message:3566273":{"__typename":"BlogTopicMessage","uid":3566273,"subject":"Aviation flight data analytics with Azure Synapse Analytics","id":"message:3566273","revisionNum":6,"repliesCount":1,"author":{"__ref":"User:user:1043698"},"depth":0,"hasGivenKudo":false,"board":{"__ref":"Blog:board:AzureDataExplorer"},"conversation":{"__ref":"Conversation:conversation:3566273"},"messagePolicies":{"__typename":"MessagePolicies","canPublishArticleOnEdit":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","args":[]}},"canModerateSpamMessage":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","key":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","args":[]}}},"contentWorkflow":{"__typename":"ContentWorkflow","state":"PUBLISH","scheduledPublishTime":null,"scheduledTimezone":null,"userContext":{"__typename":"MessageWorkflowContext","canSubmitForReview":null,"canEdit":false,"canRecall":null,"canSubmitForPublication":null,"canReturnToAuthor":null,"canPublish":null,"canReturnToReview":null,"canSchedule":false},"shortScheduledTimezone":null},"readOnly":false,"editFrozen":false,"moderationData":{"__ref":"ModerationData:moderation_data:3566273"},"teaser":"
Aviation flight data analytics with Azure Synapse
\n
\n
","body":"
\n
In this blog we will cover flight data analytics use case specific to aviation industry. We will also discuss how cloud analytics technical platforms can be the foundation of such a use case in this blog. Note that for any airlines company, any aircraft deals with humongous amounts of data. This data is generated by aircraft and engine legacy sensors in various frequencies. While a few legacy sensors might generate signals once in every four seconds (0.25 Hertz), few are generating signals four times in one second (4 Hertz). This is an example of time series data. Most of these data that are capture during flight phase of aircraft is stored in Black Box .Fun fact is neither it’s black, nor box, more of orange and partially cylindrical shape. There are thousands of data signals that are captured when a flight travels from origin to destination location and generates Terabyte scale data in one single trip. It includes flight rotation in x, y, z axis or also known as Roll, Pitch, Yaw ,flight speed, radio altitude, fuel flow in engine, radio altitude and even information’s like seatbelt sign etc. This information is stored in a recording device known as Flight Data recorder- FDR. Such stored information is helpful to understand a lot about aircraft performance, engine fuel efficiency, aviation risk and many more aspects. Another piece of the backbox records cockpit voice (Cock pit voice recorder- CVR). When a plane crash happens the first thing that aviation investigators look for is FDR and CVR subsequently analyzed by aviation industry for actionable insights, root cause, preventive measures.
\n
Note that this aviation black box data does not transmit signal to on premises in real-time till today. While there is still room for further enhancement, for now FDR, CVR data kept in fireproof, waterproof way inside flight. It is being manually retrieved from aircraft after flight phase ends by operations staff. Subsequently it is sent to the airline’s technical team for further decoding and computation. Recent days cloud computation has added numerous capabilities towards advance computation using such data. In this blog we will learn about different business analytics use case using aviation black box data and other related data. Also, we will learn how we can ingest, analyze such flight black box data and other similar time series data using Microsoft cloud, azure synapse analytics platform. We will touch upon briefly the following topics.
\n
\n
Flight data analytics potential use case with data sources such as aviation black box data, aviation weather data.
\n
Data Ingestion techniques of aviation data in Microsoft Azure Synapse platform.
\n
Synapse data explorer cloud service-based data exploration techniques using Black box data.
\n
Sample power bi visualization on Aviation incident database.
\n
Synapse spark user experience only using black box data.
\n
\n
Let us start looking at different potential use case and actionable insights unlocked using FDR data.
\n
Aviation business usecase
\n
Aviation industry wants to minimize the operational risk, minimize incidents, and eventually wants to provide seamless and safe journey experience to passenger. Expert pilots might want to see if the following phenomenon happened while they were flying.
\n
\n
Flight unstabilised approach.
\n
Engine Icing
\n
High vertical energy at touchdown.
\n
Strong tailwind.
\n
Cruise overspeed and alert
\n
Prescriptive skillset towards pilot’s competency.
\n
\n
Traditionally aviation safety teams use Boeing simulators and similar devices to recreate and simulate flight paths and used for training purposes.
\n
On the other hand, the flight operations team might be interested in the following topics.
\n
\n
Flight fuel efficiency and related causal factors like flight engine dirt.
Note that while the engineering team might be interested in
\n
\n
Predictive maintenance alert for engineering parts.
\n
Automated workflow trigger based on such alert.
\n
\n
and leadership will be interested in
\n
\n
Aviation risk insurance optimization
\n
Pilot Fatigueness
\n
Flight tooling
\n
\n
Different personas of Airlines team will have their different KPI hence there are wide variety of potential use case that are built over FDR data. To answer previously mentioned questions, aviation industry leverages various sources of data to build such an analytics platform. Data sources like Black box or flight data recorder, real time weather data, real time air traffic, in-house flight incident data, aircraft workshop data and many more such data sources are used to build aviation analytics platforms. IATA provides external data as well to understand more on such data like passenger traffic data, passenger survey data, cargo data, safety/accident data and many more. https://www.iata.org/en/services/statistics/ All such data must go through the following
\n
\n
Ingest the decoded airlines black box data date in cloud data lake.
\n
Integrate with all other internal and external sources of data and build cloud data lake.
\n
Analyze the black box, weather time series data, incident database and all other related sources.
\n
Apply meaningful data engineering and science experimentation on that data lake.
\n
\n
In our following section we will use cloud analytics service (Microsoft Azure synapse data explorer) to ingest sample flight black box data (FDR also known as QAR data).
\n
Flight Data Ingestion
\n
In this section we will be using sample flight black box data to load into the Microsoft cloud platform. Aviation organization retrieve black box data manually from aircraft and then load, decode accordingly for further analysis. For academics purpose in NASA site we will get similar sample of flight data records in mat lab format. Python has packages which can convert it into csv format. For our academics simplicity I have kept similar sample decoded file, Use this storage endpoint and attach it in Azure storage explorer tool for exploring the data further. Here we are using Synapse data explorer database aviation to load the data in empty table aviationtable2. For reloading you may use the following commands to clear the existing table.
\n
\n
\n
\n
\n
\n
.clear table aviationtable2 data
\n
\n
\n
\n
\n
\n
The following screenshot depicts one click data ingestion operations in synapse data explorer using the storage direct link. Learn more about one click ingestion in the Further Reading section.
\n
\n
Fig 1.1 Loading decoded black box sample data in Synapse data explorer using one click ingestion mechanism
\n
\n
Now we have loaded sample FDR data in Azure synapse data explorer database. Let’s move on to the next step and learn how to analyze such data using KQL or Kusto query.
\n
Flight data observational analytics
\n
Aviation safety management experts want to analyze the data and see crucial signals and patterns from the data. Aircraft Roll, Pitch and Yaw motion rate is one of such key signals which safety experts need to cross examine.
\n
\n
In the following KQL code we are using subframe counter (read it as sensor signal timestamp equivalent) and body roll rate. We are retrieving the data from the previously loaded table and visualizing in line chart within synapse studio development hub KQL script. Quick eyeballing provides subframe counter (timestamp) details in which aircraft had higher body roll rate motion during flight cruise phase.
The following visualization screenshot is outcome of previous code within Synapse studio. Learn more about usage of same in Further read section.
\n
\n
\n
Fig 1.2 -Analyzing pitch body roll rate Synapse studio
\n
\n
\n
Likewise simple Kusto based query and visualization can be used further to start basic flight data exploration. In the following code snippet, we can analyze pitch altitude rate in similar way and plot as scatter chart.
While Azure synapse data explorer charts are useful for operational dashboards, we can also leverage Power BI for unified analytics dashboard from synapse studio. Power BI rich visualization capability can be used to explore some questions as well. Let us try to observe flight stability here in the following visualization. During the landing phase, the flight path will have to follow almost textbook pattern to avoid any incident. It means prior to touch down point, it must follow almost exact prescribed distance, speed, height at every second. Any abnormality or instability might be correlated or causal factor of landing incidents like high vertical energy while aircraft touchdown runway. Incident occurrence data is another separate data source. Usually, it contains aviation internal incidents globally. Sample Power BI chord diagram plotting using flight path origin, destination pair and incident occurrence by pair can give us quick insights on specific incident pattern in any route. That can further lead us to investigate aircraft condition, weather, pilot skill set etc. on that route. In the following diagram we also have used the last twenty seconds of data prior to landing and plotted the flight altitude in power bi for different flights.
\n
\n
\n
\n
Fig 1.3 Power BI line chart to analyze flight stabilized approach
\n
\n
In the following section we would walk through time series analysis s using synapse data explorer using sample weather data.
\n
\n
Synapse data explorer-based analytics for weather data
\n
Note that Aviation analytics need to also integrate the aircraft data with weather, air traffic, passenger, cargo (Hazardous or not) and many other info. Here we will use sample weather data for academic purpose. We will perform the following steps to understand how to analyze time series-based weather data using synapse data explorer service
\n
\n
Add sample weather data provided by ASX web user interface inside ADX environment.
\n
Perform weather event count analysis
\n
\n
There is different weather open free/service based api available which we may leverage to integrate the weather data in cloud data lake. For our ease of academic’s purpose, we are using sample time series data available inside our Azure data explorer tool. We can go to Azure data explorer user interface from Synapse studio and click on Home ribbon in left side and then click on Explore sample data with KQL. Subsequently we need to click on Basic data option inside Home to import weather-based data inside help database.
\n
Now we will run following Kusto to understand high-level overview of storm events.
\n
\n
\n
\n
\n
// Visualize the data by rendering charts\n\n// - The \"render\" operator visualizes query result as a chart. It should be the last operator to query.\nStormEvents\n| summarize EventCount = count() by State\n| where EventCount > 100\n| render piechart\n\n
\n
\n
\n
\n
The following screenshot is outcome of previous code snippet, red dots highlighted in the line chart are the outliers within the time window used in code snippet.
\n
This information during flight landing, take of or cruise phase can correlate with any specific incident which needs to be further analyzed using domain and data science knowledge
Let us now shift our focus back to our flight black box data again from weather data and incident data. For industry use cases we may need to leverage several rich machines and deep learning packages of python as well. Synapse analytics platform provides synapse spark capability which we can use for python spark-based data science experimentation. Synapse studio generates initial spark code, loads in data frame in code free manner. Note that the following code is the outcome of previous right click and not that we are writing from scratch. Thus, Azure synapse platform provides less code experience for spark developers.
\n
\n
\n
\n
%%pyspark\n\n# Read data from Azure Data Explorer table(s)\n# Full Sample Code available at: https://github.com/Azure/azure-kusto-spark/blob/master/samples/src/main/python/SynapseSample.py\n\nkustoDf = spark.read \\\n . format(\"com.microsoft.kusto.spark.synapse.datasource\") \\\n . option(\"spark.synapse.linkedService\", \"AzureDataExplorer6\") \\\n . option(\"kustoDatabase\", \"aviation\") \\\n . option(\"kustoQuery\", \"aviationtable | take 10\") \\\n . load()\n\ndisplay(kustoDf)
\n
\n
\n
\n
Once our data is loaded by us in session data frame from cloud storage account or data explorer, our data science process will follow usual experimentation process to figure out any incident root cause. As highlighted earlier, it needs both aviation domain knowledge and data science knowledge to do feature removal, ranking and feature extraction. Subsequently apply right parameter tuning, algorithm to answers questions to find out root cause of flight aviation risk such as following list and many more
\n\n
Runway incursion
\n
Runway excursion
\n
High vertical energy
\n
Engine Ice
\n
Tail strike
\n\n
There are a few research papers we have shared in the further read section around QAR/FDR data. Industry aviation risk use case might leverage such paper to build required Analytics product.
\n
Aviation analytics- Cloud Data and AI architecture diagram
\n
Overall let us do a quick recap of cloud data and ai architecture that we used in this blog. Note that it can be further improvised by us based on different aviation analytics use case. Data retrieved from black boxes are usually stored by aviation team in on-premises infra after its downloaded manually from aircraft. This will be batch transferred to Azure Data Lake gen2 via Synapse pipeline. Other data, which is generated in real-time like air traffic and weather in real-time can be directly ingested to Azure cloud using Azure iot hub or event hub. Subsequently we built Synapse data lake capability in cloud. Synapse spark will do heavy weight datascience experimentation and synapse data explorer for fast processing of humongous data in real time with low latency. Operational dashboard, power BI dashboards, Intelligent apps use this data lake foundation to consume this descriptive, predictive, and prescriptive analytics platform and render the outcome to users.
\n
\n
\n
\n
Figure -1.4 Cloud data and ai architecture
\n
\n
\n
Further reading
\n
To read more on the topics covered in this chapter, you can refer to the following resources:
In this blog we will cover flight data analytics use case specific to aviation industry. We will also discuss how cloud analytics technical platforms can be the foundation of such a use case in this blog. Note that for any airlines company, any aircraft deals with humongous amounts of data. This data is generated by aircraft and engine legacy sensors in various frequencies. While a few legacy sensors might generate signals once in every four seconds (0.25 Hertz), few are generating signals four times in one second (4 Hertz). This is an example of time series data. Most of these data that are capture during flight phase of aircraft is stored in Black Box .Fun fact is neither it’s black, nor box, more of orange and partially cylindrical shape. There are thousands of data signals that are captured when a flight travels from origin to destination location and generates Terabyte scale data in one single trip. It includes flight rotation in x, y, z axis or also known as Roll, Pitch, Yaw ,flight speed, radio altitude, fuel flow in engine, radio altitude and even information’s like seatbelt sign etc. This information is stored in a recording device known as Flight Data recorder- FDR. Such stored information is helpful to understand a lot about aircraft performance, engine fuel efficiency, aviation risk and many more aspects. Another piece of the backbox records cockpit voice (Cock pit voice recorder- CVR). When a plane crash happens the first thing that aviation investigators look for is FDR and CVR subsequently analyzed by aviation industry for actionable insights, root cause, preventive measures.
\n
Note that this aviation black box data does not transmit signal to on premises in real-time till today. While there is still room for further enhancement, for now FDR, CVR data kept in fireproof, waterproof way inside flight. It is being manually retrieved from aircraft after flight phase ends by operations staff. Subsequently it is sent to the airline’s technical team for further decoding and computation. Recent days cloud computation has added numerous capabilities towards advance computation using such data. In this blog we will learn about different business analytics use case using aviation black box data and other related data. Also, we will learn how we can ingest, analyze such flight black box data and other similar time series data using Microsoft cloud, azure synapse analytics platform. We will touch upon briefly the following topics.
\n
\n
Flight data analytics potential use case with data sources such as aviation black box data, aviation weather data.
\n
Data Ingestion techniques of aviation data in Microsoft Azure Synapse platform.
\n
Synapse data explorer cloud service-based data exploration techniques using Black box data.
\n
Sample power bi visualization on Aviation incident database.
\n
Synapse spark user experience only using black box data.
\n
\n
Let us start looking at different potential use case and actionable insights unlocked using FDR data.
\n
Aviation business usecase
\n
Aviation industry wants to minimize the operational risk, minimize incidents, and eventually wants to provide seamless and safe journey experience to passenger. Expert pilots might want to see if the following phenomenon happened while they were flying.
\n
\n
Flight unstabilised approach.
\n
Engine Icing
\n
High vertical energy at touchdown.
\n
Strong tailwind.
\n
Cruise overspeed and alert
\n
Prescriptive skillset towards pilot’s competency.
\n
\n
Traditionally aviation safety teams use Boeing simulators and similar devices to recreate and simulate flight paths and used for training purposes.
\n
On the other hand, the flight operations team might be interested in the following topics.
\n
\n
Flight fuel efficiency and related causal factors like flight engine dirt.
Note that while the engineering team might be interested in
\n
\n
Predictive maintenance alert for engineering parts.
\n
Automated workflow trigger based on such alert.
\n
\n
and leadership will be interested in
\n
\n
Aviation risk insurance optimization
\n
Pilot Fatigueness
\n
Flight tooling
\n
\n
Different personas of Airlines team will have their different KPI hence there are wide variety of potential use case that are built over FDR data. To answer previously mentioned questions, aviation industry leverages various sources of data to build such an analytics platform. Data sources like Black box or flight data recorder, real time weather data, real time air traffic, in-house flight incident data, aircraft workshop data and many more such data sources are used to build aviation analytics platforms. IATA provides external data as well to understand more on such data like passenger traffic data, passenger survey data, cargo data, safety/accident data and many more. https://www.iata.org/en/services/statistics/ All such data must go through the following
\n
\n
Ingest the decoded airlines black box data date in cloud data lake.
\n
Integrate with all other internal and external sources of data and build cloud data lake.
\n
Analyze the black box, weather time series data, incident database and all other related sources.
\n
Apply meaningful data engineering and science experimentation on that data lake.
\n
\n
In our following section we will use cloud analytics service (Microsoft Azure synapse data explorer) to ingest sample flight black box data (FDR also known as QAR data).
\n
Flight Data Ingestion
\n
In this section we will be using sample flight black box data to load into the Microsoft cloud platform. Aviation organization retrieve black box data manually from aircraft and then load, decode accordingly for further analysis. For academics purpose in NASA site we will get similar sample of flight data records in mat lab format. Python has packages which can convert it into csv format. For our academics simplicity I have kept similar sample decoded file, Use this storage endpoint and attach it in Azure storage explorer tool for exploring the data further. Here we are using Synapse data explorer database aviation to load the data in empty table aviationtable2. For reloading you may use the following commands to clear the existing table.
\n
\n
\n
\n
\n
\n.clear table aviationtable2 data\n
\n
\n
\n
\n
\n
The following screenshot depicts one click data ingestion operations in synapse data explorer using the storage direct link. Learn more about one click ingestion in the Further Reading section.
\n
\n
Fig 1.1 Loading decoded black box sample data in Synapse data explorer using one click ingestion mechanism
\n
\n
Now we have loaded sample FDR data in Azure synapse data explorer database. Let’s move on to the next step and learn how to analyze such data using KQL or Kusto query.
\n
Flight data observational analytics
\n
Aviation safety management experts want to analyze the data and see crucial signals and patterns from the data. Aircraft Roll, Pitch and Yaw motion rate is one of such key signals which safety experts need to cross examine.
\n
\n
In the following KQL code we are using subframe counter (read it as sensor signal timestamp equivalent) and body roll rate. We are retrieving the data from the previously loaded table and visualizing in line chart within synapse studio development hub KQL script. Quick eyeballing provides subframe counter (timestamp) details in which aircraft had higher body roll rate motion during flight cruise phase.
The following visualization screenshot is outcome of previous code within Synapse studio. Learn more about usage of same in Further read section.
\n
\n
\n
Fig 1.2 -Analyzing pitch body roll rate Synapse studio
\n
\n
\n
Likewise simple Kusto based query and visualization can be used further to start basic flight data exploration. In the following code snippet, we can analyze pitch altitude rate in similar way and plot as scatter chart.
While Azure synapse data explorer charts are useful for operational dashboards, we can also leverage Power BI for unified analytics dashboard from synapse studio. Power BI rich visualization capability can be used to explore some questions as well. Let us try to observe flight stability here in the following visualization. During the landing phase, the flight path will have to follow almost textbook pattern to avoid any incident. It means prior to touch down point, it must follow almost exact prescribed distance, speed, height at every second. Any abnormality or instability might be correlated or causal factor of landing incidents like high vertical energy while aircraft touchdown runway. Incident occurrence data is another separate data source. Usually, it contains aviation internal incidents globally. Sample Power BI chord diagram plotting using flight path origin, destination pair and incident occurrence by pair can give us quick insights on specific incident pattern in any route. That can further lead us to investigate aircraft condition, weather, pilot skill set etc. on that route. In the following diagram we also have used the last twenty seconds of data prior to landing and plotted the flight altitude in power bi for different flights.
\n
\n
\n
\n
Fig 1.3 Power BI line chart to analyze flight stabilized approach
\n
\n
In the following section we would walk through time series analysis s using synapse data explorer using sample weather data.
\n
\n
Synapse data explorer-based analytics for weather data
\n
Note that Aviation analytics need to also integrate the aircraft data with weather, air traffic, passenger, cargo (Hazardous or not) and many other info. Here we will use sample weather data for academic purpose. We will perform the following steps to understand how to analyze time series-based weather data using synapse data explorer service
\n
\n
Add sample weather data provided by ASX web user interface inside ADX environment.
\n
Perform weather event count analysis
\n
\n
There is different weather open free/service based api available which we may leverage to integrate the weather data in cloud data lake. For our ease of academic’s purpose, we are using sample time series data available inside our Azure data explorer tool. We can go to Azure data explorer user interface from Synapse studio and click on Home ribbon in left side and then click on Explore sample data with KQL. Subsequently we need to click on Basic data option inside Home to import weather-based data inside help database.
\n
Now we will run following Kusto to understand high-level overview of storm events.
\n
\n
\n
\n
\n// Visualize the data by rendering charts\n\n// - The \"render\" operator visualizes query result as a chart. It should be the last operator to query.\nStormEvents\n| summarize EventCount = count() by State\n| where EventCount > 100\n| render piechart\n\n \n
\n
\n
\n
The following screenshot is outcome of previous code snippet, red dots highlighted in the line chart are the outliers within the time window used in code snippet.
\n
This information during flight landing, take of or cruise phase can correlate with any specific incident which needs to be further analyzed using domain and data science knowledge
Let us now shift our focus back to our flight black box data again from weather data and incident data. For industry use cases we may need to leverage several rich machines and deep learning packages of python as well. Synapse analytics platform provides synapse spark capability which we can use for python spark-based data science experimentation. Synapse studio generates initial spark code, loads in data frame in code free manner. Note that the following code is the outcome of previous right click and not that we are writing from scratch. Thus, Azure synapse platform provides less code experience for spark developers.
\n
\n
\n
\n%%pyspark\n\n# Read data from Azure Data Explorer table(s)\n# Full Sample Code available at: https://github.com/Azure/azure-kusto-spark/blob/master/samples/src/main/python/SynapseSample.py\n\nkustoDf = spark.read \\\n . format(\"com.microsoft.kusto.spark.synapse.datasource\") \\\n . option(\"spark.synapse.linkedService\", \"AzureDataExplorer6\") \\\n . option(\"kustoDatabase\", \"aviation\") \\\n . option(\"kustoQuery\", \"aviationtable | take 10\") \\\n . load()\n\ndisplay(kustoDf)\n
\n
\n
\n
Once our data is loaded by us in session data frame from cloud storage account or data explorer, our data science process will follow usual experimentation process to figure out any incident root cause. As highlighted earlier, it needs both aviation domain knowledge and data science knowledge to do feature removal, ranking and feature extraction. Subsequently apply right parameter tuning, algorithm to answers questions to find out root cause of flight aviation risk such as following list and many more
\n\n
Runway incursion
\n
Runway excursion
\n
High vertical energy
\n
Engine Ice
\n
Tail strike
\n\n
There are a few research papers we have shared in the further read section around QAR/FDR data. Industry aviation risk use case might leverage such paper to build required Analytics product.
\n
Aviation analytics- Cloud Data and AI architecture diagram
\n
Overall let us do a quick recap of cloud data and ai architecture that we used in this blog. Note that it can be further improvised by us based on different aviation analytics use case. Data retrieved from black boxes are usually stored by aviation team in on-premises infra after its downloaded manually from aircraft. This will be batch transferred to Azure Data Lake gen2 via Synapse pipeline. Other data, which is generated in real-time like air traffic and weather in real-time can be directly ingested to Azure cloud using Azure iot hub or event hub. Subsequently we built Synapse data lake capability in cloud. Synapse spark will do heavy weight datascience experimentation and synapse data explorer for fast processing of humongous data in real time with low latency. Operational dashboard, power BI dashboards, Intelligent apps use this data lake foundation to consume this descriptive, predictive, and prescriptive analytics platform and render the outcome to users.
\n
\n
\n
\n
Figure -1.4 Cloud data and ai architecture
\n
\n
\n
Further reading
\n
To read more on the topics covered in this chapter, you can refer to the following resources:
","introduction":"","coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""},"currentRevision":{"__ref":"Revision:revision:3566273_6"},"latestVersion":{"__typename":"FriendlyVersion","major":"1","minor":"0"},"metrics":{"__typename":"MessageMetrics","views":5846},"visibilityScope":"PUBLIC","canonicalUrl":null,"seoTitle":null,"seoDescription":null,"placeholder":false,"originalMessageForPlaceholder":null,"contributors":{"__typename":"UserConnection","edges":[]},"nonCoAuthorContributors":{"__typename":"UserConnection","edges":[]},"coAuthors":{"__typename":"UserConnection","edges":[]},"blogMessagePolicies":{"__typename":"BlogMessagePolicies","canDoAuthoringActionsOnBlog":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.blog.action_can_do_authoring_action.accessDenied","key":"error.lithium.policies.blog.action_can_do_authoring_action.accessDenied","args":[]}}},"archivalData":null,"replies":{"__typename":"MessageConnection","edges":[{"__typename":"MessageEdge","cursor":"MjUuM3wyLjF8aXwxMHwxMzI6MHxpbnQsMzU2ODI5OSwzNTY4Mjk5","node":{"__ref":"BlogReplyMessage:message:3568299"}}],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[],"revisions({\"constraints\":{\"isPublished\":{\"eq\":true}},\"first\":1})":{"__typename":"RevisionConnection","totalCount":6}},"Conversation:conversation:3566273":{"__typename":"Conversation","id":"conversation:3566273","solved":false,"topic":{"__ref":"BlogTopicMessage:message:3566273"},"lastPostingActivityTime":"2022-07-08T00:25:55.855-07:00","lastPostTime":"2022-07-08T00:25:55.855-07:00","unreadReplyCount":1,"isSubscribed":false},"ModerationData:moderation_data:3566273":{"__typename":"ModerationData","id":"moderation_data:3566273","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAxNGlEN0UzNTQ2OENCODE5ODY3?revision=6\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAxNGlEN0UzNTQ2OENCODE5ODY3?revision=6","title":"Picture1 new .PNG","associationType":"BODY","width":1707,"height":897,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAwNGlCNjIyNjExMTgxMEYyRTRF?revision=6\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAwNGlCNjIyNjExMTgxMEYyRTRF?revision=6","title":"Picture1.3.png","associationType":"BODY","width":852,"height":535,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAxM2kzQ0ZERThGODcyMDFBRjFF?revision=6\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAxM2kzQ0ZERThGODcyMDFBRjFF?revision=6","title":"Picture1,4.png","associationType":"BODY","width":881,"height":513,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAxNWlCNDEwNjk4NjQ0RERGRTYy?revision=6\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAxNWlCNDEwNjk4NjQ0RERGRTYy?revision=6","title":"Capture1.6-7.PNG","associationType":"BODY","width":1523,"height":851,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAxMmkzMjVCMDU3MTVFQUFCQUZD?revision=6\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNTY2MjczLTM4NjAxMmkzMjVCMDU3MTVFQUFCQUZD?revision=6","title":"Fig 1.12.PNG","associationType":"BODY","width":1731,"height":990,"altText":null},"Revision:revision:3566273_6":{"__typename":"Revision","id":"revision:3566273_6","lastEditTime":"2022-07-05T22:59:42.189-07:00"},"CachedAsset:theme:customTheme1-1746564015560":{"__typename":"CachedAsset","id":"theme:customTheme1-1746564015560","value":{"id":"customTheme1","animation":{"fast":"150ms","normal":"250ms","slow":"500ms","slowest":"750ms","function":"cubic-bezier(0.07, 0.91, 0.51, 1)","__typename":"AnimationThemeSettings"},"avatar":{"borderRadius":"50%","collections":["default"],"__typename":"AvatarThemeSettings"},"basics":{"browserIcon":{"imageAssetName":"favicon-1730836283320.png","imageLastModified":"1730836286415","__typename":"ThemeAsset"},"customerLogo":{"imageAssetName":"favicon-1730836271365.png","imageLastModified":"1730836274203","__typename":"ThemeAsset"},"maximumWidthOfPageContent":"1300px","oneColumnNarrowWidth":"800px","gridGutterWidthMd":"30px","gridGutterWidthXs":"10px","pageWidthStyle":"WIDTH_OF_BROWSER","__typename":"BasicsThemeSettings"},"buttons":{"borderRadiusSm":"3px","borderRadius":"3px","borderRadiusLg":"5px","paddingY":"5px","paddingYLg":"7px","paddingYHero":"var(--lia-bs-btn-padding-y-lg)","paddingX":"12px","paddingXLg":"16px","paddingXHero":"60px","fontStyle":"NORMAL","fontWeight":"700","textTransform":"NONE","disabledOpacity":0.5,"primaryTextColor":"var(--lia-bs-white)","primaryTextHoverColor":"var(--lia-bs-white)","primaryTextActiveColor":"var(--lia-bs-white)","primaryBgColor":"var(--lia-bs-primary)","primaryBgHoverColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) * 0.85))","primaryBgActiveColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) * 0.7))","primaryBorder":"1px solid transparent","primaryBorderHover":"1px solid transparent","primaryBorderActive":"1px solid transparent","primaryBorderFocus":"1px solid var(--lia-bs-white)","primaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","secondaryTextColor":"var(--lia-bs-gray-900)","secondaryTextHoverColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.95))","secondaryTextActiveColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.9))","secondaryBgColor":"var(--lia-bs-gray-200)","secondaryBgHoverColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.96))","secondaryBgActiveColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.92))","secondaryBorder":"1px solid transparent","secondaryBorderHover":"1px solid transparent","secondaryBorderActive":"1px solid transparent","secondaryBorderFocus":"1px solid transparent","secondaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","tertiaryTextColor":"var(--lia-bs-gray-900)","tertiaryTextHoverColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.95))","tertiaryTextActiveColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.9))","tertiaryBgColor":"transparent","tertiaryBgHoverColor":"transparent","tertiaryBgActiveColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.04)","tertiaryBorder":"1px solid transparent","tertiaryBorderHover":"1px solid hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","tertiaryBorderActive":"1px solid transparent","tertiaryBorderFocus":"1px solid transparent","tertiaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","destructiveTextColor":"var(--lia-bs-danger)","destructiveTextHoverColor":"hsl(var(--lia-bs-danger-h), var(--lia-bs-danger-s), calc(var(--lia-bs-danger-l) * 0.95))","destructiveTextActiveColor":"hsl(var(--lia-bs-danger-h), var(--lia-bs-danger-s), calc(var(--lia-bs-danger-l) * 0.9))","destructiveBgColor":"var(--lia-bs-gray-200)","destructiveBgHoverColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.96))","destructiveBgActiveColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.92))","destructiveBorder":"1px solid transparent","destructiveBorderHover":"1px solid transparent","destructiveBorderActive":"1px solid transparent","destructiveBorderFocus":"1px solid transparent","destructiveBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","__typename":"ButtonsThemeSettings"},"border":{"color":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","mainContent":"NONE","sideContent":"LIGHT","radiusSm":"3px","radius":"5px","radiusLg":"9px","radius50":"100vw","__typename":"BorderThemeSettings"},"boxShadow":{"xs":"0 0 0 1px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.08), 0 3px 0 -1px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.16)","sm":"0 2px 4px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.12)","md":"0 5px 15px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.3)","lg":"0 10px 30px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.3)","__typename":"BoxShadowThemeSettings"},"cards":{"bgColor":"var(--lia-panel-bg-color)","borderRadius":"var(--lia-panel-border-radius)","boxShadow":"var(--lia-box-shadow-xs)","__typename":"CardsThemeSettings"},"chip":{"maxWidth":"300px","height":"30px","__typename":"ChipThemeSettings"},"coreTypes":{"defaultMessageLinkColor":"var(--lia-bs-link-color)","defaultMessageLinkDecoration":"none","defaultMessageLinkFontStyle":"NORMAL","defaultMessageLinkFontWeight":"400","defaultMessageFontStyle":"NORMAL","defaultMessageFontWeight":"400","defaultMessageFontFamily":"var(--lia-bs-font-family-base)","forumColor":"#4099E2","forumFontFamily":"var(--lia-bs-font-family-base)","forumFontWeight":"var(--lia-default-message-font-weight)","forumLineHeight":"var(--lia-bs-line-height-base)","forumFontStyle":"var(--lia-default-message-font-style)","forumMessageLinkColor":"var(--lia-default-message-link-color)","forumMessageLinkDecoration":"var(--lia-default-message-link-decoration)","forumMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","forumMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","forumSolvedColor":"#148563","blogColor":"#1CBAA0","blogFontFamily":"var(--lia-bs-font-family-base)","blogFontWeight":"var(--lia-default-message-font-weight)","blogLineHeight":"1.75","blogFontStyle":"var(--lia-default-message-font-style)","blogMessageLinkColor":"var(--lia-default-message-link-color)","blogMessageLinkDecoration":"var(--lia-default-message-link-decoration)","blogMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","blogMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","tkbColor":"#4C6B90","tkbFontFamily":"var(--lia-bs-font-family-base)","tkbFontWeight":"var(--lia-default-message-font-weight)","tkbLineHeight":"1.75","tkbFontStyle":"var(--lia-default-message-font-style)","tkbMessageLinkColor":"var(--lia-default-message-link-color)","tkbMessageLinkDecoration":"var(--lia-default-message-link-decoration)","tkbMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","tkbMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","qandaColor":"#4099E2","qandaFontFamily":"var(--lia-bs-font-family-base)","qandaFontWeight":"var(--lia-default-message-font-weight)","qandaLineHeight":"var(--lia-bs-line-height-base)","qandaFontStyle":"var(--lia-default-message-link-font-style)","qandaMessageLinkColor":"var(--lia-default-message-link-color)","qandaMessageLinkDecoration":"var(--lia-default-message-link-decoration)","qandaMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","qandaMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","qandaSolvedColor":"#3FA023","ideaColor":"#FF8000","ideaFontFamily":"var(--lia-bs-font-family-base)","ideaFontWeight":"var(--lia-default-message-font-weight)","ideaLineHeight":"var(--lia-bs-line-height-base)","ideaFontStyle":"var(--lia-default-message-font-style)","ideaMessageLinkColor":"var(--lia-default-message-link-color)","ideaMessageLinkDecoration":"var(--lia-default-message-link-decoration)","ideaMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","ideaMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","contestColor":"#FCC845","contestFontFamily":"var(--lia-bs-font-family-base)","contestFontWeight":"var(--lia-default-message-font-weight)","contestLineHeight":"var(--lia-bs-line-height-base)","contestFontStyle":"var(--lia-default-message-link-font-style)","contestMessageLinkColor":"var(--lia-default-message-link-color)","contestMessageLinkDecoration":"var(--lia-default-message-link-decoration)","contestMessageLinkFontStyle":"ITALIC","contestMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","occasionColor":"#D13A1F","occasionFontFamily":"var(--lia-bs-font-family-base)","occasionFontWeight":"var(--lia-default-message-font-weight)","occasionLineHeight":"var(--lia-bs-line-height-base)","occasionFontStyle":"var(--lia-default-message-font-style)","occasionMessageLinkColor":"var(--lia-default-message-link-color)","occasionMessageLinkDecoration":"var(--lia-default-message-link-decoration)","occasionMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","occasionMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","grouphubColor":"#333333","categoryColor":"#949494","communityColor":"#FFFFFF","productColor":"#949494","__typename":"CoreTypesThemeSettings"},"colors":{"black":"#000000","white":"#FFFFFF","gray100":"#F7F7F7","gray200":"#F7F7F7","gray300":"#E8E8E8","gray400":"#D9D9D9","gray500":"#CCCCCC","gray600":"#717171","gray700":"#707070","gray800":"#545454","gray900":"#333333","dark":"#545454","light":"#F7F7F7","primary":"#0069D4","secondary":"#333333","bodyText":"#1E1E1E","bodyBg":"#FFFFFF","info":"#409AE2","success":"#41C5AE","warning":"#FCC844","danger":"#BC341B","alertSystem":"#FF6600","textMuted":"#707070","highlight":"#FFFCAD","outline":"var(--lia-bs-primary)","custom":["#D3F5A4","#243A5E"],"__typename":"ColorsThemeSettings"},"divider":{"size":"3px","marginLeft":"4px","marginRight":"4px","borderRadius":"50%","bgColor":"var(--lia-bs-gray-600)","bgColorActive":"var(--lia-bs-gray-600)","__typename":"DividerThemeSettings"},"dropdown":{"fontSize":"var(--lia-bs-font-size-sm)","borderColor":"var(--lia-bs-border-color)","borderRadius":"var(--lia-bs-border-radius-sm)","dividerBg":"var(--lia-bs-gray-300)","itemPaddingY":"5px","itemPaddingX":"20px","headerColor":"var(--lia-bs-gray-700)","__typename":"DropdownThemeSettings"},"email":{"link":{"color":"#0069D4","hoverColor":"#0061c2","decoration":"none","hoverDecoration":"underline","__typename":"EmailLinkSettings"},"border":{"color":"#e4e4e4","__typename":"EmailBorderSettings"},"buttons":{"borderRadiusLg":"5px","paddingXLg":"16px","paddingYLg":"7px","fontWeight":"700","primaryTextColor":"#ffffff","primaryTextHoverColor":"#ffffff","primaryBgColor":"#0069D4","primaryBgHoverColor":"#005cb8","primaryBorder":"1px solid transparent","primaryBorderHover":"1px solid transparent","__typename":"EmailButtonsSettings"},"panel":{"borderRadius":"5px","borderColor":"#e4e4e4","__typename":"EmailPanelSettings"},"__typename":"EmailThemeSettings"},"emoji":{"skinToneDefault":"#ffcd43","skinToneLight":"#fae3c5","skinToneMediumLight":"#e2cfa5","skinToneMedium":"#daa478","skinToneMediumDark":"#a78058","skinToneDark":"#5e4d43","__typename":"EmojiThemeSettings"},"heading":{"color":"var(--lia-bs-body-color)","fontFamily":"Segoe UI","fontStyle":"NORMAL","fontWeight":"400","h1FontSize":"34px","h2FontSize":"32px","h3FontSize":"28px","h4FontSize":"24px","h5FontSize":"20px","h6FontSize":"16px","lineHeight":"1.3","subHeaderFontSize":"11px","subHeaderFontWeight":"500","h1LetterSpacing":"normal","h2LetterSpacing":"normal","h3LetterSpacing":"normal","h4LetterSpacing":"normal","h5LetterSpacing":"normal","h6LetterSpacing":"normal","subHeaderLetterSpacing":"2px","h1FontWeight":"var(--lia-bs-headings-font-weight)","h2FontWeight":"var(--lia-bs-headings-font-weight)","h3FontWeight":"var(--lia-bs-headings-font-weight)","h4FontWeight":"var(--lia-bs-headings-font-weight)","h5FontWeight":"var(--lia-bs-headings-font-weight)","h6FontWeight":"var(--lia-bs-headings-font-weight)","__typename":"HeadingThemeSettings"},"icons":{"size10":"10px","size12":"12px","size14":"14px","size16":"16px","size20":"20px","size24":"24px","size30":"30px","size40":"40px","size50":"50px","size60":"60px","size80":"80px","size120":"120px","size160":"160px","__typename":"IconsThemeSettings"},"imagePreview":{"bgColor":"var(--lia-bs-gray-900)","titleColor":"var(--lia-bs-white)","controlColor":"var(--lia-bs-white)","controlBgColor":"var(--lia-bs-gray-800)","__typename":"ImagePreviewThemeSettings"},"input":{"borderColor":"var(--lia-bs-gray-600)","disabledColor":"var(--lia-bs-gray-600)","focusBorderColor":"var(--lia-bs-primary)","labelMarginBottom":"10px","btnFontSize":"var(--lia-bs-font-size-sm)","focusBoxShadow":"0 0 0 3px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","checkLabelMarginBottom":"2px","checkboxBorderRadius":"3px","borderRadiusSm":"var(--lia-bs-border-radius-sm)","borderRadius":"var(--lia-bs-border-radius)","borderRadiusLg":"var(--lia-bs-border-radius-lg)","formTextMarginTop":"4px","textAreaBorderRadius":"var(--lia-bs-border-radius)","activeFillColor":"var(--lia-bs-primary)","__typename":"InputThemeSettings"},"loading":{"dotDarkColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.2)","dotLightColor":"hsla(var(--lia-bs-white-h), var(--lia-bs-white-s), var(--lia-bs-white-l), 0.5)","barDarkColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.06)","barLightColor":"hsla(var(--lia-bs-white-h), var(--lia-bs-white-s), var(--lia-bs-white-l), 0.4)","__typename":"LoadingThemeSettings"},"link":{"color":"var(--lia-bs-primary)","hoverColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) - 10%))","decoration":"none","hoverDecoration":"underline","__typename":"LinkThemeSettings"},"listGroup":{"itemPaddingY":"15px","itemPaddingX":"15px","borderColor":"var(--lia-bs-gray-300)","__typename":"ListGroupThemeSettings"},"modal":{"contentTextColor":"var(--lia-bs-body-color)","contentBg":"var(--lia-bs-white)","backgroundBg":"var(--lia-bs-black)","smSize":"440px","mdSize":"760px","lgSize":"1080px","backdropOpacity":0.3,"contentBoxShadowXs":"var(--lia-bs-box-shadow-sm)","contentBoxShadow":"var(--lia-bs-box-shadow)","headerFontWeight":"700","__typename":"ModalThemeSettings"},"navbar":{"position":"FIXED","background":{"attachment":null,"clip":null,"color":"var(--lia-bs-white)","imageAssetName":"","imageLastModified":"0","origin":null,"position":"CENTER_CENTER","repeat":"NO_REPEAT","size":"COVER","__typename":"BackgroundProps"},"backgroundOpacity":0.8,"paddingTop":"15px","paddingBottom":"15px","borderBottom":"1px solid var(--lia-bs-border-color)","boxShadow":"var(--lia-bs-box-shadow-sm)","brandMarginRight":"30px","brandMarginRightSm":"10px","brandLogoHeight":"30px","linkGap":"10px","linkJustifyContent":"flex-start","linkPaddingY":"5px","linkPaddingX":"10px","linkDropdownPaddingY":"9px","linkDropdownPaddingX":"var(--lia-nav-link-px)","linkColor":"var(--lia-bs-body-color)","linkHoverColor":"var(--lia-bs-primary)","linkFontSize":"var(--lia-bs-font-size-sm)","linkFontStyle":"NORMAL","linkFontWeight":"400","linkTextTransform":"NONE","linkLetterSpacing":"normal","linkBorderRadius":"var(--lia-bs-border-radius-sm)","linkBgColor":"transparent","linkBgHoverColor":"transparent","linkBorder":"none","linkBorderHover":"none","linkBoxShadow":"none","linkBoxShadowHover":"none","linkTextBorderBottom":"none","linkTextBorderBottomHover":"none","dropdownPaddingTop":"10px","dropdownPaddingBottom":"15px","dropdownPaddingX":"10px","dropdownMenuOffset":"2px","dropdownDividerMarginTop":"10px","dropdownDividerMarginBottom":"10px","dropdownBorderColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","controllerBgHoverColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.1)","controllerIconColor":"var(--lia-bs-body-color)","controllerIconHoverColor":"var(--lia-bs-body-color)","controllerTextColor":"var(--lia-nav-controller-icon-color)","controllerTextHoverColor":"var(--lia-nav-controller-icon-hover-color)","controllerHighlightColor":"hsla(30, 100%, 50%)","controllerHighlightTextColor":"var(--lia-yiq-light)","controllerBorderRadius":"var(--lia-border-radius-50)","hamburgerColor":"var(--lia-nav-controller-icon-color)","hamburgerHoverColor":"var(--lia-nav-controller-icon-color)","hamburgerBgColor":"transparent","hamburgerBgHoverColor":"transparent","hamburgerBorder":"none","hamburgerBorderHover":"none","collapseMenuMarginLeft":"20px","collapseMenuDividerBg":"var(--lia-nav-link-color)","collapseMenuDividerOpacity":0.16,"__typename":"NavbarThemeSettings"},"pager":{"textColor":"var(--lia-bs-link-color)","textFontWeight":"var(--lia-font-weight-md)","textFontSize":"var(--lia-bs-font-size-sm)","__typename":"PagerThemeSettings"},"panel":{"bgColor":"var(--lia-bs-white)","borderRadius":"var(--lia-bs-border-radius)","borderColor":"var(--lia-bs-border-color)","boxShadow":"none","__typename":"PanelThemeSettings"},"popover":{"arrowHeight":"8px","arrowWidth":"16px","maxWidth":"300px","minWidth":"100px","headerBg":"var(--lia-bs-white)","borderColor":"var(--lia-bs-border-color)","borderRadius":"var(--lia-bs-border-radius)","boxShadow":"0 0.5rem 1rem hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.15)","__typename":"PopoverThemeSettings"},"prism":{"color":"#000000","bgColor":"#f5f2f0","fontFamily":"var(--font-family-monospace)","fontSize":"var(--lia-bs-font-size-base)","fontWeightBold":"var(--lia-bs-font-weight-bold)","fontStyleItalic":"italic","tabSize":2,"highlightColor":"#b3d4fc","commentColor":"#62707e","punctuationColor":"#6f6f6f","namespaceOpacity":"0.7","propColor":"#990055","selectorColor":"#517a00","operatorColor":"#906736","operatorBgColor":"hsla(0, 0%, 100%, 0.5)","keywordColor":"#0076a9","functionColor":"#d3284b","variableColor":"#c14700","__typename":"PrismThemeSettings"},"rte":{"bgColor":"var(--lia-bs-white)","borderRadius":"var(--lia-panel-border-radius)","boxShadow":" var(--lia-panel-box-shadow)","customColor1":"#bfedd2","customColor2":"#fbeeb8","customColor3":"#f8cac6","customColor4":"#eccafa","customColor5":"#c2e0f4","customColor6":"#2dc26b","customColor7":"#f1c40f","customColor8":"#e03e2d","customColor9":"#b96ad9","customColor10":"#3598db","customColor11":"#169179","customColor12":"#e67e23","customColor13":"#ba372a","customColor14":"#843fa1","customColor15":"#236fa1","customColor16":"#ecf0f1","customColor17":"#ced4d9","customColor18":"#95a5a6","customColor19":"#7e8c8d","customColor20":"#34495e","customColor21":"#000000","customColor22":"#ffffff","defaultMessageHeaderMarginTop":"40px","defaultMessageHeaderMarginBottom":"20px","defaultMessageItemMarginTop":"0","defaultMessageItemMarginBottom":"10px","diffAddedColor":"hsla(170, 53%, 51%, 0.4)","diffChangedColor":"hsla(43, 97%, 63%, 0.4)","diffNoneColor":"hsla(0, 0%, 80%, 0.4)","diffRemovedColor":"hsla(9, 74%, 47%, 0.4)","specialMessageHeaderMarginTop":"40px","specialMessageHeaderMarginBottom":"20px","specialMessageItemMarginTop":"0","specialMessageItemMarginBottom":"10px","__typename":"RteThemeSettings"},"tags":{"bgColor":"var(--lia-bs-gray-200)","bgHoverColor":"var(--lia-bs-gray-400)","borderRadius":"var(--lia-bs-border-radius-sm)","color":"var(--lia-bs-body-color)","hoverColor":"var(--lia-bs-body-color)","fontWeight":"var(--lia-font-weight-md)","fontSize":"var(--lia-font-size-xxs)","textTransform":"UPPERCASE","letterSpacing":"0.5px","__typename":"TagsThemeSettings"},"toasts":{"borderRadius":"var(--lia-bs-border-radius)","paddingX":"12px","__typename":"ToastsThemeSettings"},"typography":{"fontFamilyBase":"Segoe UI","fontStyleBase":"NORMAL","fontWeightBase":"400","fontWeightLight":"300","fontWeightNormal":"400","fontWeightMd":"500","fontWeightBold":"700","letterSpacingSm":"normal","letterSpacingXs":"normal","lineHeightBase":"1.5","fontSizeBase":"16px","fontSizeXxs":"11px","fontSizeXs":"12px","fontSizeSm":"14px","fontSizeLg":"20px","fontSizeXl":"24px","smallFontSize":"14px","customFonts":[{"source":"SERVER","name":"Segoe UI","styles":[{"style":"NORMAL","weight":"400","__typename":"FontStyleData"},{"style":"NORMAL","weight":"300","__typename":"FontStyleData"},{"style":"NORMAL","weight":"600","__typename":"FontStyleData"},{"style":"NORMAL","weight":"700","__typename":"FontStyleData"},{"style":"ITALIC","weight":"400","__typename":"FontStyleData"}],"assetNames":["SegoeUI-normal-400.woff2","SegoeUI-normal-300.woff2","SegoeUI-normal-600.woff2","SegoeUI-normal-700.woff2","SegoeUI-italic-400.woff2"],"__typename":"CustomFont"},{"source":"SERVER","name":"MWF Fluent Icons","styles":[{"style":"NORMAL","weight":"400","__typename":"FontStyleData"}],"assetNames":["MWFFluentIcons-normal-400.woff2"],"__typename":"CustomFont"}],"__typename":"TypographyThemeSettings"},"unstyledListItem":{"marginBottomSm":"5px","marginBottomMd":"10px","marginBottomLg":"15px","marginBottomXl":"20px","marginBottomXxl":"25px","__typename":"UnstyledListItemThemeSettings"},"yiq":{"light":"#ffffff","dark":"#000000","__typename":"YiqThemeSettings"},"colorLightness":{"primaryDark":0.36,"primaryLight":0.74,"primaryLighter":0.89,"primaryLightest":0.95,"infoDark":0.39,"infoLight":0.72,"infoLighter":0.85,"infoLightest":0.93,"successDark":0.24,"successLight":0.62,"successLighter":0.8,"successLightest":0.91,"warningDark":0.39,"warningLight":0.68,"warningLighter":0.84,"warningLightest":0.93,"dangerDark":0.41,"dangerLight":0.72,"dangerLighter":0.89,"dangerLightest":0.95,"__typename":"ColorLightnessThemeSettings"},"localOverride":false,"__typename":"Theme"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/Loading/LoadingDot-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/Loading/LoadingDot-1745505307000","value":{"title":"Loading..."},"localOverride":false},"CachedAsset:quilt:o365.prod:pages/blogs/BlogMessagePage:board:AzureDataExplorer-1746740537110":{"__typename":"CachedAsset","id":"quilt:o365.prod:pages/blogs/BlogMessagePage:board:AzureDataExplorer-1746740537110","value":{"id":"BlogMessagePage","container":{"id":"Common","headerProps":{"backgroundImageProps":null,"backgroundColor":null,"addComponents":null,"removeComponents":["community.widget.bannerWidget"],"componentOrder":null,"__typename":"QuiltContainerSectionProps"},"headerComponentProps":{"community.widget.breadcrumbWidget":{"disableLastCrumbForDesktop":false}},"footerProps":null,"footerComponentProps":null,"items":[{"id":"blog-article","layout":"ONE_COLUMN","bgColor":null,"showTitle":null,"showDescription":null,"textPosition":null,"textColor":null,"sectionEditLevel":"LOCKED","bgImage":null,"disableSpacing":null,"edgeToEdgeDisplay":null,"fullHeight":null,"showBorder":null,"__typename":"OneColumnQuiltSection","columnMap":{"main":[{"id":"blogs.widget.blogArticleWidget","className":"lia-blog-container","props":null,"__typename":"QuiltComponent"}],"__typename":"OneSectionColumns"}},{"id":"section-1729184836777","layout":"MAIN_SIDE","bgColor":"transparent","showTitle":false,"showDescription":false,"textPosition":"CENTER","textColor":"var(--lia-bs-body-color)","sectionEditLevel":null,"bgImage":null,"disableSpacing":null,"edgeToEdgeDisplay":null,"fullHeight":null,"showBorder":null,"__typename":"MainSideQuiltSection","columnMap":{"main":[],"side":[],"__typename":"MainSideSectionColumns"}}],"__typename":"QuiltContainer"},"__typename":"Quilt","localOverride":false},"localOverride":false},"CachedAsset:text:en_US-components/common/EmailVerification-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/common/EmailVerification-1745505307000","value":{"email.verification.title":"Email Verification Required","email.verification.message.update.email":"To participate in the community, you must first verify your email address. The verification email was sent to {email}. To change your email, visit My Settings.","email.verification.message.resend.email":"To participate in the community, you must first verify your email address. The verification email was sent to {email}. Resend email."},"localOverride":false},"CachedAsset:text:en_US-pages/blogs/BlogMessagePage-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-pages/blogs/BlogMessagePage-1745505307000","value":{"title":"{contextMessageSubject} | {communityTitle}","errorMissing":"This blog post cannot be found","name":"Blog Message Page","section.blog-article.title":"Blog Post","archivedMessageTitle":"This Content Has Been Archived","section.section-1729184836777.title":"","section.section-1729184836777.description":"","section.CncIde.title":"Blog Post","section.tifEmD.description":"","section.tifEmD.title":""},"localOverride":false},"CachedAsset:quiltWrapper:o365.prod:Common:1746797692508":{"__typename":"CachedAsset","id":"quiltWrapper:o365.prod:Common:1746797692508","value":{"id":"Common","header":{"backgroundImageProps":{"assetName":null,"backgroundSize":"COVER","backgroundRepeat":"NO_REPEAT","backgroundPosition":"CENTER_CENTER","lastModified":null,"__typename":"BackgroundImageProps"},"backgroundColor":"transparent","items":[{"id":"community.widget.navbarWidget","props":{"showUserName":true,"showRegisterLink":true,"useIconLanguagePicker":true,"useLabelLanguagePicker":true,"className":"QuiltComponent_lia-component-edit-mode__0nCcm","links":{"sideLinks":[],"mainLinks":[{"children":[],"linkType":"INTERNAL","id":"gxcuf89792","params":{},"routeName":"CommunityPage"},{"children":[],"linkType":"EXTERNAL","id":"external-link","url":"/Directory","target":"SELF"},{"children":[{"linkType":"INTERNAL","id":"microsoft365","params":{"categoryId":"microsoft365"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"windows","params":{"categoryId":"Windows"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"Common-microsoft365-copilot-link","params":{"categoryId":"Microsoft365Copilot"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-teams","params":{"categoryId":"MicrosoftTeams"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-securityand-compliance","params":{"categoryId":"microsoft-security"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"azure","params":{"categoryId":"Azure"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"Common-content_management-link","params":{"categoryId":"Content_Management"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"exchange","params":{"categoryId":"Exchange"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"windows-server","params":{"categoryId":"Windows-Server"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"outlook","params":{"categoryId":"Outlook"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-endpoint-manager","params":{"categoryId":"microsoftintune"},"routeName":"CategoryPage"},{"linkType":"EXTERNAL","id":"external-link-2","url":"/Directory","target":"SELF"}],"linkType":"EXTERNAL","id":"communities","url":"/","target":"BLANK"},{"children":[{"linkType":"INTERNAL","id":"a-i","params":{"categoryId":"AI"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"education-sector","params":{"categoryId":"EducationSector"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"partner-community","params":{"categoryId":"PartnerCommunity"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"i-t-ops-talk","params":{"categoryId":"ITOpsTalk"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"healthcare-and-life-sciences","params":{"categoryId":"HealthcareAndLifeSciences"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-mechanics","params":{"categoryId":"MicrosoftMechanics"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"public-sector","params":{"categoryId":"PublicSector"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"s-m-b","params":{"categoryId":"MicrosoftforNonprofits"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"io-t","params":{"categoryId":"IoT"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"startupsat-microsoft","params":{"categoryId":"StartupsatMicrosoft"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"driving-adoption","params":{"categoryId":"DrivingAdoption"},"routeName":"CategoryPage"},{"linkType":"EXTERNAL","id":"external-link-1","url":"/Directory","target":"SELF"}],"linkType":"EXTERNAL","id":"communities-1","url":"/","target":"SELF"},{"children":[],"linkType":"EXTERNAL","id":"external","url":"/Blogs","target":"SELF"},{"children":[],"linkType":"EXTERNAL","id":"external-1","url":"/Events","target":"SELF"},{"children":[{"linkType":"INTERNAL","id":"microsoft-learn-1","params":{"categoryId":"MicrosoftLearn"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-learn-blog","params":{"boardId":"MicrosoftLearnBlog","categoryId":"MicrosoftLearn"},"routeName":"BlogBoardPage"},{"linkType":"EXTERNAL","id":"external-10","url":"https://learningroomdirectory.microsoft.com/","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-3","url":"https://docs.microsoft.com/learn/dynamics365/?WT.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-4","url":"https://docs.microsoft.com/learn/m365/?wt.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-5","url":"https://docs.microsoft.com/learn/topics/sci/?wt.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-6","url":"https://docs.microsoft.com/learn/powerplatform/?wt.mc_id=techcom_header-webpage-powerplatform","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-7","url":"https://docs.microsoft.com/learn/github/?wt.mc_id=techcom_header-webpage-github","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-8","url":"https://docs.microsoft.com/learn/teams/?wt.mc_id=techcom_header-webpage-teams","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-9","url":"https://docs.microsoft.com/learn/dotnet/?wt.mc_id=techcom_header-webpage-dotnet","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-2","url":"https://docs.microsoft.com/learn/azure/?WT.mc_id=techcom_header-webpage-m365","target":"BLANK"}],"linkType":"INTERNAL","id":"microsoft-learn","params":{"categoryId":"MicrosoftLearn"},"routeName":"CategoryPage"},{"children":[],"linkType":"INTERNAL","id":"community-info-center","params":{"categoryId":"Community-Info-Center"},"routeName":"CategoryPage"}]},"style":{"boxShadow":"var(--lia-bs-box-shadow-sm)","controllerHighlightColor":"hsla(30, 100%, 50%)","linkFontWeight":"400","dropdownDividerMarginBottom":"10px","hamburgerBorderHover":"none","linkBoxShadowHover":"none","linkFontSize":"14px","backgroundOpacity":0.8,"controllerBorderRadius":"var(--lia-border-radius-50)","hamburgerBgColor":"transparent","hamburgerColor":"var(--lia-nav-controller-icon-color)","linkTextBorderBottom":"none","brandLogoHeight":"30px","linkBgHoverColor":"transparent","linkLetterSpacing":"normal","collapseMenuDividerOpacity":0.16,"dropdownPaddingBottom":"15px","paddingBottom":"15px","dropdownMenuOffset":"2px","hamburgerBgHoverColor":"transparent","borderBottom":"1px solid var(--lia-bs-border-color)","hamburgerBorder":"none","dropdownPaddingX":"10px","brandMarginRightSm":"10px","linkBoxShadow":"none","collapseMenuDividerBg":"var(--lia-nav-link-color)","linkColor":"var(--lia-bs-body-color)","linkJustifyContent":"flex-start","dropdownPaddingTop":"10px","controllerHighlightTextColor":"var(--lia-yiq-dark)","controllerTextColor":"var(--lia-nav-controller-icon-color)","background":{"imageAssetName":"","color":"var(--lia-bs-white)","size":"COVER","repeat":"NO_REPEAT","position":"CENTER_CENTER","imageLastModified":""},"linkBorderRadius":"var(--lia-bs-border-radius-sm)","linkHoverColor":"var(--lia-bs-body-color)","position":"FIXED","linkBorder":"none","linkTextBorderBottomHover":"2px solid var(--lia-bs-body-color)","brandMarginRight":"30px","hamburgerHoverColor":"var(--lia-nav-controller-icon-color)","linkBorderHover":"none","collapseMenuMarginLeft":"20px","linkFontStyle":"NORMAL","controllerTextHoverColor":"var(--lia-nav-controller-icon-hover-color)","linkPaddingX":"10px","linkPaddingY":"5px","paddingTop":"15px","linkTextTransform":"NONE","dropdownBorderColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","controllerBgHoverColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.1)","linkBgColor":"transparent","linkDropdownPaddingX":"var(--lia-nav-link-px)","linkDropdownPaddingY":"9px","controllerIconColor":"var(--lia-bs-body-color)","dropdownDividerMarginTop":"10px","linkGap":"10px","controllerIconHoverColor":"var(--lia-bs-body-color)"},"showSearchIcon":false,"languagePickerStyle":"iconAndLabel"},"__typename":"QuiltComponent"},{"id":"community.widget.breadcrumbWidget","props":{"backgroundColor":"transparent","linkHighlightColor":"var(--lia-bs-primary)","visualEffects":{"showBottomBorder":true},"linkTextColor":"var(--lia-bs-gray-700)"},"__typename":"QuiltComponent"},{"id":"custom.widget.HeroBanner","props":{"widgetVisibility":"signedInOrAnonymous","usePageWidth":false,"useTitle":true,"cMax_items":3,"useBackground":false,"title":"","lazyLoad":false,"widgetChooser":"custom.widget.HeroBanner"},"__typename":"QuiltComponent"}],"__typename":"QuiltWrapperSection"},"footer":{"backgroundImageProps":{"assetName":null,"backgroundSize":"COVER","backgroundRepeat":"NO_REPEAT","backgroundPosition":"CENTER_CENTER","lastModified":null,"__typename":"BackgroundImageProps"},"backgroundColor":"transparent","items":[{"id":"custom.widget.MicrosoftFooter","props":{"widgetVisibility":"signedInOrAnonymous","useTitle":true,"useBackground":false,"title":"","lazyLoad":false},"__typename":"QuiltComponent"}],"__typename":"QuiltWrapperSection"},"__typename":"QuiltWrapper","localOverride":false},"localOverride":false},"CachedAsset:text:en_US-components/common/ActionFeedback-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/common/ActionFeedback-1745505307000","value":{"joinedGroupHub.title":"Welcome","joinedGroupHub.message":"You are now a member of this group and are subscribed to updates.","groupHubInviteNotFound.title":"Invitation Not Found","groupHubInviteNotFound.message":"Sorry, we could not find your invitation to the group. The owner may have canceled the invite.","groupHubNotFound.title":"Group Not Found","groupHubNotFound.message":"The grouphub you tried to join does not exist. It may have been deleted.","existingGroupHubMember.title":"Already Joined","existingGroupHubMember.message":"You are already a member of this group.","accountLocked.title":"Account Locked","accountLocked.message":"Your account has been locked due to multiple failed attempts. Try again in {lockoutTime} minutes.","editedGroupHub.title":"Changes Saved","editedGroupHub.message":"Your group has been updated.","leftGroupHub.title":"Goodbye","leftGroupHub.message":"You are no longer a member of this group and will not receive future updates.","deletedGroupHub.title":"Deleted","deletedGroupHub.message":"The group has been deleted.","groupHubCreated.title":"Group Created","groupHubCreated.message":"{groupHubName} is ready to use","accountClosed.title":"Account Closed","accountClosed.message":"The account has been closed and you will now be redirected to the homepage","resetTokenExpired.title":"Reset Password Link has Expired","resetTokenExpired.message":"Try resetting your password again","invalidUrl.title":"Invalid URL","invalidUrl.message":"The URL you're using is not recognized. Verify your URL and try again.","accountClosedForUser.title":"Account Closed","accountClosedForUser.message":"{userName}'s account is closed","inviteTokenInvalid.title":"Invitation Invalid","inviteTokenInvalid.message":"Your invitation to the community has been canceled or expired.","inviteTokenError.title":"Invitation Verification Failed","inviteTokenError.message":"The url you are utilizing is not recognized. Verify your URL and try again","pageNotFound.title":"Access Denied","pageNotFound.message":"You do not have access to this area of the community or it doesn't exist","eventAttending.title":"Responded as Attending","eventAttending.message":"You'll be notified when there's new activity and reminded as the event approaches","eventInterested.title":"Responded as Interested","eventInterested.message":"You'll be notified when there's new activity and reminded as the event approaches","eventNotFound.title":"Event Not Found","eventNotFound.message":"The event you tried to respond to does not exist.","redirectToRelatedPage.title":"Showing Related Content","redirectToRelatedPageForBaseUsers.title":"Showing Related Content","redirectToRelatedPageForBaseUsers.message":"The content you are trying to access is archived","redirectToRelatedPage.message":"The content you are trying to access is archived","relatedUrl.archivalLink.flyoutMessage":"The content you are trying to access is archived View Archived Content"},"localOverride":false},"QueryVariables:TopicReplyList:message:3566273:6":{"__typename":"QueryVariables","id":"TopicReplyList:message:3566273:6","value":{"id":"message:3566273","first":10,"sorts":{"postTime":{"direction":"DESC"}},"repliesFirst":3,"repliesFirstDepthThree":1,"repliesSorts":{"postTime":{"direction":"DESC"}},"useAvatar":true,"useAuthorLogin":true,"useAuthorRank":true,"useBody":true,"useKudosCount":true,"useTimeToRead":false,"useMedia":false,"useReadOnlyIcon":false,"useRepliesCount":true,"useSearchSnippet":false,"useAcceptedSolutionButton":false,"useSolvedBadge":false,"useAttachments":false,"attachmentsFirst":5,"useTags":true,"useNodeAncestors":false,"useUserHoverCard":false,"useNodeHoverCard":false,"useModerationStatus":true,"usePreviewSubjectModal":false,"useMessageStatus":true}},"ROOT_MUTATION":{"__typename":"Mutation"},"CachedAsset:component:custom.widget.HeroBanner-en-us-1746740526861":{"__typename":"CachedAsset","id":"component:custom.widget.HeroBanner-en-us-1746740526861","value":{"component":{"id":"custom.widget.HeroBanner","template":{"id":"HeroBanner","markupLanguage":"REACT","style":null,"texts":{"searchPlaceholderText":"Search this community","followActionText":"Follow","unfollowActionText":"Following","searchOnHoverText":"Please enter your search term(s) and then press return key to complete a search.","blogs.sidebar.pagetitle":"Latest Blogs | Microsoft Tech Community","followThisNode":"Follow this node","unfollowThisNode":"Unfollow this node"},"defaults":{"config":{"applicablePages":[],"description":null,"fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[{"id":"max_items","dataType":"NUMBER","list":false,"defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"control":"INPUT","__typename":"PropDefinition"}],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.HeroBanner","form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"},"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":null,"fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[{"id":"max_items","dataType":"NUMBER","list":false,"defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"control":"INPUT","__typename":"PropDefinition"}],"__typename":"ComponentProperties"},"form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"},"__typename":"Component","localOverride":false},"globalCss":null,"form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"}},"localOverride":false},"CachedAsset:component:custom.widget.MicrosoftFooter-en-us-1746740526861":{"__typename":"CachedAsset","id":"component:custom.widget.MicrosoftFooter-en-us-1746740526861","value":{"component":{"id":"custom.widget.MicrosoftFooter","template":{"id":"MicrosoftFooter","markupLanguage":"HANDLEBARS","style":".context-uhf {\n min-width: 280px;\n font-size: 15px;\n box-sizing: border-box;\n -ms-text-size-adjust: 100%;\n -webkit-text-size-adjust: 100%;\n & *,\n & *:before,\n & *:after {\n box-sizing: inherit;\n }\n a.c-uhff-link {\n color: #616161;\n word-break: break-word;\n text-decoration: none;\n }\n &a:link,\n &a:focus,\n &a:hover,\n &a:active,\n &a:visited {\n text-decoration: none;\n color: inherit;\n }\n & div {\n font-family: 'Segoe UI', SegoeUI, 'Helvetica Neue', Helvetica, Arial, sans-serif;\n }\n}\n.c-uhff {\n background: #f2f2f2;\n margin: -1.5625;\n width: auto;\n height: auto;\n}\n.c-uhff-nav {\n margin: 0 auto;\n max-width: calc(1600px + 10%);\n padding: 0 5%;\n box-sizing: inherit;\n &:before,\n &:after {\n content: ' ';\n display: table;\n clear: left;\n }\n @media only screen and (max-width: 1083px) {\n padding-left: 12px;\n }\n .c-heading-4 {\n color: #616161;\n word-break: break-word;\n font-size: 15px;\n line-height: 20px;\n padding: 36px 0 4px;\n font-weight: 600;\n }\n .c-uhff-nav-row {\n .c-uhff-nav-group {\n display: block;\n float: left;\n min-height: 1px;\n vertical-align: text-top;\n padding: 0 12px;\n width: 100%;\n zoom: 1;\n &:first-child {\n padding-left: 0;\n @media only screen and (max-width: 1083px) {\n padding-left: 12px;\n }\n }\n @media only screen and (min-width: 540px) and (max-width: 1082px) {\n width: 33.33333%;\n }\n @media only screen and (min-width: 1083px) {\n width: 16.6666666667%;\n }\n ul.c-list.f-bare {\n font-size: 11px;\n line-height: 16px;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: 0;\n list-style-type: none;\n li {\n word-break: break-word;\n padding: 8px 0;\n margin: 0;\n }\n }\n }\n }\n}\n.c-uhff-base {\n background: #f2f2f2;\n margin: 0 auto;\n max-width: calc(1600px + 10%);\n padding: 30px 5% 16px;\n &:before,\n &:after {\n content: ' ';\n display: table;\n }\n &:after {\n clear: both;\n }\n a.c-uhff-ccpa {\n font-size: 11px;\n line-height: 16px;\n float: left;\n margin: 3px 0;\n }\n a.c-uhff-ccpa:hover {\n text-decoration: underline;\n }\n ul.c-list {\n font-size: 11px;\n line-height: 16px;\n float: right;\n margin: 3px 0;\n color: #616161;\n li {\n padding: 0 24px 4px 0;\n display: inline-block;\n }\n }\n .c-list.f-bare {\n padding-left: 0;\n list-style-type: none;\n }\n @media only screen and (max-width: 1083px) {\n display: flex;\n flex-wrap: wrap;\n padding: 30px 24px 16px;\n }\n}\n\n.social-share {\n position: fixed;\n top: 60%;\n transform: translateY(-50%);\n left: 0;\n z-index: 1000;\n}\n\n.sharing-options {\n list-style: none;\n padding: 0;\n margin: 0;\n display: block;\n flex-direction: column;\n background-color: white;\n width: 43px;\n border-radius: 0px 7px 7px 0px;\n}\n.linkedin-icon {\n border-top-right-radius: 7px;\n}\n.linkedin-icon:hover {\n border-radius: 0;\n}\n.social-share-rss-image {\n border-bottom-right-radius: 7px;\n}\n.social-share-rss-image:hover {\n border-radius: 0;\n}\n\n.social-link-footer {\n position: relative;\n display: block;\n margin: -2px 0;\n transition: all 0.2s ease;\n}\n.social-link-footer:hover .linkedin-icon {\n border-radius: 0;\n}\n.social-link-footer:hover .social-share-rss-image {\n border-radius: 0;\n}\n\n.social-link-footer img {\n width: 40px;\n height: auto;\n transition: filter 0.3s ease;\n}\n\n.social-share-list {\n width: 40px;\n}\n.social-share-rss-image {\n width: 40px;\n}\n\n.share-icon {\n border: 2px solid transparent;\n display: inline-block;\n position: relative;\n}\n\n.share-icon:hover {\n opacity: 1;\n border: 2px solid white;\n box-sizing: border-box;\n}\n\n.share-icon:hover .label {\n opacity: 1;\n visibility: visible;\n border: 2px solid white;\n box-sizing: border-box;\n border-left: none;\n}\n\n.label {\n position: absolute;\n left: 100%;\n white-space: nowrap;\n opacity: 0;\n visibility: hidden;\n transition: all 0.2s ease;\n color: white;\n border-radius: 0 10 0 10px;\n top: 50%;\n transform: translateY(-50%);\n height: 40px;\n border-radius: 0 6px 6px 0;\n display: flex;\n align-items: center;\n justify-content: center;\n padding: 20px 5px 20px 8px;\n margin-left: -1px;\n}\n.linkedin {\n background-color: #0474b4;\n}\n.facebook {\n background-color: #3c5c9c;\n}\n.twitter {\n background-color: white;\n color: black;\n}\n.reddit {\n background-color: #fc4404;\n}\n.mail {\n background-color: #848484;\n}\n.bluesky {\n background-color: white;\n color: black;\n}\n.rss {\n background-color: #ec7b1c;\n}\n#RSS {\n width: 40px;\n height: 40px;\n}\n\n@media (max-width: 991px) {\n .social-share {\n display: none;\n }\n}\n","texts":{"New tab":"What's New","New 1":"Surface Laptop Studio 2","New 2":"Surface Laptop Go 3","New 3":"Surface Pro 9","New 4":"Surface Laptop 5","New 5":"Surface Studio 2+","New 6":"Copilot in Windows","New 7":"Microsoft 365","New 8":"Windows 11 apps","Store tab":"Microsoft Store","Store 1":"Account Profile","Store 2":"Download Center","Store 3":"Microsoft Store Support","Store 4":"Returns","Store 5":"Order tracking","Store 6":"Certified Refurbished","Store 7":"Microsoft Store Promise","Store 8":"Flexible Payments","Education tab":"Education","Edu 1":"Microsoft in education","Edu 2":"Devices for education","Edu 3":"Microsoft Teams for Education","Edu 4":"Microsoft 365 Education","Edu 5":"How to buy for your school","Edu 6":"Educator Training and development","Edu 7":"Deals for students and parents","Edu 8":"Azure for students","Business tab":"Business","Bus 1":"Microsoft Cloud","Bus 2":"Microsoft Security","Bus 3":"Dynamics 365","Bus 4":"Microsoft 365","Bus 5":"Microsoft Power Platform","Bus 6":"Microsoft Teams","Bus 7":"Microsoft Industry","Bus 8":"Small Business","Developer tab":"Developer & IT","Dev 1":"Azure","Dev 2":"Developer Center","Dev 3":"Documentation","Dev 4":"Microsoft Learn","Dev 5":"Microsoft Tech Community","Dev 6":"Azure Marketplace","Dev 7":"AppSource","Dev 8":"Visual Studio","Company tab":"Company","Com 1":"Careers","Com 2":"About Microsoft","Com 3":"Company News","Com 4":"Privacy at Microsoft","Com 5":"Investors","Com 6":"Diversity and inclusion","Com 7":"Accessiblity","Com 8":"Sustainibility"},"defaults":{"config":{"applicablePages":[],"description":"The Microsoft Footer","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.MicrosoftFooter","form":null,"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":"The Microsoft Footer","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_MicrosoftFooter_context-uhf_105bp_1 {\n min-width: 17.5rem;\n font-size: 0.9375rem;\n box-sizing: border-box;\n -ms-text-size-adjust: 100%;\n -webkit-text-size-adjust: 100%;\n & *,\n & *:before,\n & *:after {\n box-sizing: inherit;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-link_105bp_12 {\n color: #616161;\n word-break: break-word;\n text-decoration: none;\n }\n &a:link,\n &a:focus,\n &a:hover,\n &a:active,\n &a:visited {\n text-decoration: none;\n color: inherit;\n }\n & div {\n font-family: 'Segoe UI', SegoeUI, 'Helvetica Neue', Helvetica, Arial, sans-serif;\n }\n}\n.custom_widget_MicrosoftFooter_c-uhff_105bp_12 {\n background: #f2f2f2;\n margin: -1.5625;\n width: auto;\n height: auto;\n}\n.custom_widget_MicrosoftFooter_c-uhff-nav_105bp_35 {\n margin: 0 auto;\n max-width: calc(100rem + 10%);\n padding: 0 5%;\n box-sizing: inherit;\n &:before,\n &:after {\n content: ' ';\n display: table;\n clear: left;\n }\n @media only screen and (max-width: 1083px) {\n padding-left: 0.75rem;\n }\n .custom_widget_MicrosoftFooter_c-heading-4_105bp_49 {\n color: #616161;\n word-break: break-word;\n font-size: 0.9375rem;\n line-height: 1.25rem;\n padding: 2.25rem 0 0.25rem;\n font-weight: 600;\n }\n .custom_widget_MicrosoftFooter_c-uhff-nav-row_105bp_57 {\n .custom_widget_MicrosoftFooter_c-uhff-nav-group_105bp_58 {\n display: block;\n float: left;\n min-height: 0.0625rem;\n vertical-align: text-top;\n padding: 0 0.75rem;\n width: 100%;\n zoom: 1;\n &:first-child {\n padding-left: 0;\n @media only screen and (max-width: 1083px) {\n padding-left: 0.75rem;\n }\n }\n @media only screen and (min-width: 540px) and (max-width: 1082px) {\n width: 33.33333%;\n }\n @media only screen and (min-width: 1083px) {\n width: 16.6666666667%;\n }\n ul.custom_widget_MicrosoftFooter_c-list_105bp_78.custom_widget_MicrosoftFooter_f-bare_105bp_78 {\n font-size: 0.6875rem;\n line-height: 1rem;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: 0;\n list-style-type: none;\n li {\n word-break: break-word;\n padding: 0.5rem 0;\n margin: 0;\n }\n }\n }\n }\n}\n.custom_widget_MicrosoftFooter_c-uhff-base_105bp_94 {\n background: #f2f2f2;\n margin: 0 auto;\n max-width: calc(100rem + 10%);\n padding: 1.875rem 5% 1rem;\n &:before,\n &:after {\n content: ' ';\n display: table;\n }\n &:after {\n clear: both;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-ccpa_105bp_107 {\n font-size: 0.6875rem;\n line-height: 1rem;\n float: left;\n margin: 0.1875rem 0;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-ccpa_105bp_107:hover {\n text-decoration: underline;\n }\n ul.custom_widget_MicrosoftFooter_c-list_105bp_78 {\n font-size: 0.6875rem;\n line-height: 1rem;\n float: right;\n margin: 0.1875rem 0;\n color: #616161;\n li {\n padding: 0 1.5rem 0.25rem 0;\n display: inline-block;\n }\n }\n .custom_widget_MicrosoftFooter_c-list_105bp_78.custom_widget_MicrosoftFooter_f-bare_105bp_78 {\n padding-left: 0;\n list-style-type: none;\n }\n @media only screen and (max-width: 1083px) {\n display: flex;\n flex-wrap: wrap;\n padding: 1.875rem 1.5rem 1rem;\n }\n}\n.custom_widget_MicrosoftFooter_social-share_105bp_138 {\n position: fixed;\n top: 60%;\n transform: translateY(-50%);\n left: 0;\n z-index: 1000;\n}\n.custom_widget_MicrosoftFooter_sharing-options_105bp_146 {\n list-style: none;\n padding: 0;\n margin: 0;\n display: block;\n flex-direction: column;\n background-color: white;\n width: 2.6875rem;\n border-radius: 0 0.4375rem 0.4375rem 0;\n}\n.custom_widget_MicrosoftFooter_linkedin-icon_105bp_156 {\n border-top-right-radius: 7px;\n}\n.custom_widget_MicrosoftFooter_linkedin-icon_105bp_156:hover {\n border-radius: 0;\n}\n.custom_widget_MicrosoftFooter_social-share-rss-image_105bp_162 {\n border-bottom-right-radius: 7px;\n}\n.custom_widget_MicrosoftFooter_social-share-rss-image_105bp_162:hover {\n border-radius: 0;\n}\n.custom_widget_MicrosoftFooter_social-link-footer_105bp_169 {\n position: relative;\n display: block;\n margin: -0.125rem 0;\n transition: all 0.2s ease;\n}\n.custom_widget_MicrosoftFooter_social-link-footer_105bp_169:hover .custom_widget_MicrosoftFooter_linkedin-icon_105bp_156 {\n border-radius: 0;\n}\n.custom_widget_MicrosoftFooter_social-link-footer_105bp_169:hover .custom_widget_MicrosoftFooter_social-share-rss-image_105bp_162 {\n border-radius: 0;\n}\n.custom_widget_MicrosoftFooter_social-link-footer_105bp_169 img {\n width: 2.5rem;\n height: auto;\n transition: filter 0.3s ease;\n}\n.custom_widget_MicrosoftFooter_social-share-list_105bp_188 {\n width: 2.5rem;\n}\n.custom_widget_MicrosoftFooter_social-share-rss-image_105bp_162 {\n width: 2.5rem;\n}\n.custom_widget_MicrosoftFooter_share-icon_105bp_195 {\n border: 2px solid transparent;\n display: inline-block;\n position: relative;\n}\n.custom_widget_MicrosoftFooter_share-icon_105bp_195:hover {\n opacity: 1;\n border: 2px solid white;\n box-sizing: border-box;\n}\n.custom_widget_MicrosoftFooter_share-icon_105bp_195:hover .custom_widget_MicrosoftFooter_label_105bp_207 {\n opacity: 1;\n visibility: visible;\n border: 2px solid white;\n box-sizing: border-box;\n border-left: none;\n}\n.custom_widget_MicrosoftFooter_label_105bp_207 {\n position: absolute;\n left: 100%;\n white-space: nowrap;\n opacity: 0;\n visibility: hidden;\n transition: all 0.2s ease;\n color: white;\n border-radius: 0 10 0 0.625rem;\n top: 50%;\n transform: translateY(-50%);\n height: 2.5rem;\n border-radius: 0 0.375rem 0.375rem 0;\n display: flex;\n align-items: center;\n justify-content: center;\n padding: 1.25rem 0.3125rem 1.25rem 0.5rem;\n margin-left: -0.0625rem;\n}\n.custom_widget_MicrosoftFooter_linkedin_105bp_156 {\n background-color: #0474b4;\n}\n.custom_widget_MicrosoftFooter_facebook_105bp_237 {\n background-color: #3c5c9c;\n}\n.custom_widget_MicrosoftFooter_twitter_105bp_240 {\n background-color: white;\n color: black;\n}\n.custom_widget_MicrosoftFooter_reddit_105bp_244 {\n background-color: #fc4404;\n}\n.custom_widget_MicrosoftFooter_mail_105bp_247 {\n background-color: #848484;\n}\n.custom_widget_MicrosoftFooter_bluesky_105bp_250 {\n background-color: white;\n color: black;\n}\n.custom_widget_MicrosoftFooter_rss_105bp_254 {\n background-color: #ec7b1c;\n}\n#custom_widget_MicrosoftFooter_RSS_105bp_1 {\n width: 2.5rem;\n height: 2.5rem;\n}\n@media (max-width: 991px) {\n .custom_widget_MicrosoftFooter_social-share_105bp_138 {\n display: none;\n }\n}\n","tokens":{"context-uhf":"custom_widget_MicrosoftFooter_context-uhf_105bp_1","c-uhff-link":"custom_widget_MicrosoftFooter_c-uhff-link_105bp_12","c-uhff":"custom_widget_MicrosoftFooter_c-uhff_105bp_12","c-uhff-nav":"custom_widget_MicrosoftFooter_c-uhff-nav_105bp_35","c-heading-4":"custom_widget_MicrosoftFooter_c-heading-4_105bp_49","c-uhff-nav-row":"custom_widget_MicrosoftFooter_c-uhff-nav-row_105bp_57","c-uhff-nav-group":"custom_widget_MicrosoftFooter_c-uhff-nav-group_105bp_58","c-list":"custom_widget_MicrosoftFooter_c-list_105bp_78","f-bare":"custom_widget_MicrosoftFooter_f-bare_105bp_78","c-uhff-base":"custom_widget_MicrosoftFooter_c-uhff-base_105bp_94","c-uhff-ccpa":"custom_widget_MicrosoftFooter_c-uhff-ccpa_105bp_107","social-share":"custom_widget_MicrosoftFooter_social-share_105bp_138","sharing-options":"custom_widget_MicrosoftFooter_sharing-options_105bp_146","linkedin-icon":"custom_widget_MicrosoftFooter_linkedin-icon_105bp_156","social-share-rss-image":"custom_widget_MicrosoftFooter_social-share-rss-image_105bp_162","social-link-footer":"custom_widget_MicrosoftFooter_social-link-footer_105bp_169","social-share-list":"custom_widget_MicrosoftFooter_social-share-list_105bp_188","share-icon":"custom_widget_MicrosoftFooter_share-icon_105bp_195","label":"custom_widget_MicrosoftFooter_label_105bp_207","linkedin":"custom_widget_MicrosoftFooter_linkedin_105bp_156","facebook":"custom_widget_MicrosoftFooter_facebook_105bp_237","twitter":"custom_widget_MicrosoftFooter_twitter_105bp_240","reddit":"custom_widget_MicrosoftFooter_reddit_105bp_244","mail":"custom_widget_MicrosoftFooter_mail_105bp_247","bluesky":"custom_widget_MicrosoftFooter_bluesky_105bp_250","rss":"custom_widget_MicrosoftFooter_rss_105bp_254","RSS":"custom_widget_MicrosoftFooter_RSS_105bp_1"}},"form":null},"localOverride":false},"CachedAsset:text:en_US-components/community/Breadcrumb-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/community/Breadcrumb-1745505307000","value":{"navLabel":"Breadcrumbs","dropdown":"Additional parent page navigation"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageBanner-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageBanner-1745505307000","value":{"messageMarkedAsSpam":"This post has been marked as spam","messageMarkedAsSpam@board:TKB":"This article has been marked as spam","messageMarkedAsSpam@board:BLOG":"This post has been marked as spam","messageMarkedAsSpam@board:FORUM":"This discussion has been marked as spam","messageMarkedAsSpam@board:OCCASION":"This event has been marked as spam","messageMarkedAsSpam@board:IDEA":"This idea has been marked as spam","manageSpam":"Manage Spam","messageMarkedAsAbuse":"This post has been marked as abuse","messageMarkedAsAbuse@board:TKB":"This article has been marked as abuse","messageMarkedAsAbuse@board:BLOG":"This post has been marked as abuse","messageMarkedAsAbuse@board:FORUM":"This discussion has been marked as abuse","messageMarkedAsAbuse@board:OCCASION":"This event has been marked as abuse","messageMarkedAsAbuse@board:IDEA":"This idea has been marked as abuse","preModCommentAuthorText":"This comment will be published as soon as it is approved","preModCommentModeratorText":"This comment is awaiting moderation","messageMarkedAsOther":"This post has been rejected due to other reasons","messageMarkedAsOther@board:TKB":"This article has been rejected due to other reasons","messageMarkedAsOther@board:BLOG":"This post has been rejected due to other reasons","messageMarkedAsOther@board:FORUM":"This discussion has been rejected due to other reasons","messageMarkedAsOther@board:OCCASION":"This event has been rejected due to other reasons","messageMarkedAsOther@board:IDEA":"This idea has been rejected due to other reasons","messageArchived":"This post was archived on {date}","relatedUrl":"View Related Content","relatedContentText":"Showing related content","archivedContentLink":"View Archived Content"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageView/MessageViewStandard-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageView/MessageViewStandard-1745505307000","value":{"anonymous":"Anonymous","author":"{messageAuthorLogin}","authorBy":"{messageAuthorLogin}","board":"{messageBoardTitle}","replyToUser":" to {parentAuthor}","showMoreReplies":"Show More","replyText":"Reply","repliesText":"Replies","markedAsSolved":"Marked as Solution","movedMessagePlaceholder.BLOG":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.TKB":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.FORUM":"{count, plural, =0 {This reply has been} other {These replies have been} }","movedMessagePlaceholder.IDEA":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.OCCASION":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholderUrlText":"moved.","messageStatus":"Status: ","statusChanged":"Status changed: {previousStatus} to {currentStatus}","statusAdded":"Status added: {status}","statusRemoved":"Status removed: {status}","labelExpand":"expand replies","labelCollapse":"collapse replies","unhelpfulReason.reason1":"Content is outdated","unhelpfulReason.reason2":"Article is missing information","unhelpfulReason.reason3":"Content is for a different Product","unhelpfulReason.reason4":"Doesn't match what I was searching for"},"localOverride":false},"CachedAsset:text:en_US-components/messages/ThreadedReplyList-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/ThreadedReplyList-1745505307000","value":{"title":"{count, plural, one{# Reply} other{# Replies}}","title@board:BLOG":"{count, plural, one{# Comment} other{# Comments}}","title@board:TKB":"{count, plural, one{# Comment} other{# Comments}}","title@board:IDEA":"{count, plural, one{# Comment} other{# Comments}}","title@board:OCCASION":"{count, plural, one{# Comment} other{# Comments}}","noRepliesTitle":"No Replies","noRepliesTitle@board:BLOG":"No Comments","noRepliesTitle@board:TKB":"No Comments","noRepliesTitle@board:IDEA":"No Comments","noRepliesTitle@board:OCCASION":"No Comments","noRepliesDescription":"Be the first to reply","noRepliesDescription@board:BLOG":"Be the first to comment","noRepliesDescription@board:TKB":"Be the first to comment","noRepliesDescription@board:IDEA":"Be the first to comment","noRepliesDescription@board:OCCASION":"Be the first to comment","messageReadOnlyAlert:BLOG":"Comments have been turned off for this post","messageReadOnlyAlert:TKB":"Comments have been turned off for this article","messageReadOnlyAlert:IDEA":"Comments have been turned off for this idea","messageReadOnlyAlert:FORUM":"Replies have been turned off for this discussion","messageReadOnlyAlert:OCCASION":"Comments have been turned off for this event"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageReplyCallToAction-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageReplyCallToAction-1745505307000","value":{"leaveReply":"Leave a reply...","leaveReply@board:BLOG@message:root":"Leave a comment...","leaveReply@board:TKB@message:root":"Leave a comment...","leaveReply@board:IDEA@message:root":"Leave a comment...","leaveReply@board:OCCASION@message:root":"Leave a comment...","repliesTurnedOff.FORUM":"Replies are turned off for this topic","repliesTurnedOff.BLOG":"Comments are turned off for this topic","repliesTurnedOff.TKB":"Comments are turned off for this topic","repliesTurnedOff.IDEA":"Comments are turned off for this topic","repliesTurnedOff.OCCASION":"Comments are turned off for this topic","infoText":"Stop poking me!"},"localOverride":false},"Category:category:Exchange":{"__typename":"Category","id":"category:Exchange","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Outlook":{"__typename":"Category","id":"category:Outlook","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Community-Info-Center":{"__typename":"Category","id":"category:Community-Info-Center","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:EducationSector":{"__typename":"Category","id":"category:EducationSector","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:DrivingAdoption":{"__typename":"Category","id":"category:DrivingAdoption","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Azure":{"__typename":"Category","id":"category:Azure","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Windows-Server":{"__typename":"Category","id":"category:Windows-Server","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftTeams":{"__typename":"Category","id":"category:MicrosoftTeams","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:PublicSector":{"__typename":"Category","id":"category:PublicSector","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoft365":{"__typename":"Category","id":"category:microsoft365","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:IoT":{"__typename":"Category","id":"category:IoT","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:HealthcareAndLifeSciences":{"__typename":"Category","id":"category:HealthcareAndLifeSciences","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:ITOpsTalk":{"__typename":"Category","id":"category:ITOpsTalk","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftLearn":{"__typename":"Category","id":"category:MicrosoftLearn","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Blog:board:MicrosoftLearnBlog":{"__typename":"Blog","id":"board:MicrosoftLearnBlog","blogPolicies":{"__typename":"BlogPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}},"boardPolicies":{"__typename":"BoardPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:AI":{"__typename":"Category","id":"category:AI","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftMechanics":{"__typename":"Category","id":"category:MicrosoftMechanics","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftforNonprofits":{"__typename":"Category","id":"category:MicrosoftforNonprofits","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:StartupsatMicrosoft":{"__typename":"Category","id":"category:StartupsatMicrosoft","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:PartnerCommunity":{"__typename":"Category","id":"category:PartnerCommunity","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Microsoft365Copilot":{"__typename":"Category","id":"category:Microsoft365Copilot","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Windows":{"__typename":"Category","id":"category:Windows","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Content_Management":{"__typename":"Category","id":"category:Content_Management","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoft-security":{"__typename":"Category","id":"category:microsoft-security","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoftintune":{"__typename":"Category","id":"category:microsoftintune","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Rank:rank:37":{"__typename":"Rank","id":"rank:37","position":18,"name":"Copper Contributor","color":"333333","icon":null,"rankStyle":"TEXT"},"User:user:1444943":{"__typename":"User","id":"user:1444943","uid":1444943,"login":"azdelta2022","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2022-07-04T06:16:10.690-07:00"},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-8.svg?time=0"},"rank":{"__ref":"Rank:rank:37"},"entityType":"USER","eventPath":"community:gxcuf89792/user:1444943"},"ModerationData:moderation_data:3568299":{"__typename":"ModerationData","id":"moderation_data:3568299","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:3568299":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:1444943"},"id":"message:3568299","revisionNum":1,"uid":3568299,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:AzureDataExplorer"},"parent":{"__ref":"BlogTopicMessage:message:3566273"},"conversation":{"__ref":"Conversation:conversation:3566273"},"subject":"Re: Aviation flight data analytics with Azure Synapse Analytics","moderationData":{"__ref":"ModerationData:moderation_data:3568299"},"body":"
As an aviation enthusiast, I find this article really amazing.
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"64","kudosSumWeight":0,"repliesCount":0,"postTime":"2022-07-08T00:25:55.855-07:00","lastPublishTime":"2022-07-08T00:25:55.855-07:00","metrics":{"__typename":"MessageMetrics","views":1855},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AzureDatabases/category:products-services/category:communities/community:gxcuf89792board:AzureDataExplorer/message:3566273/message:3568299","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"customFields":[],"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"CachedAsset:text:en_US-components/community/Navbar-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/community/Navbar-1745505307000","value":{"community":"Community Home","inbox":"Inbox","manageContent":"Manage Content","tos":"Terms of Service","forgotPassword":"Forgot Password","themeEditor":"Theme Editor","edit":"Edit Navigation Bar","skipContent":"Skip to content","gxcuf89792":"Tech Community","external-1":"Events","s-m-b":"Nonprofit Community","windows-server":"Windows Server","education-sector":"Education Sector","driving-adoption":"Driving Adoption","Common-content_management-link":"Content Management","microsoft-learn":"Microsoft Learn","s-q-l-server":"Content Management","partner-community":"Microsoft Partner Community","microsoft365":"Microsoft 365","external-9":".NET","external-8":"Teams","external-7":"Github","products-services":"Products","external-6":"Power Platform","communities-1":"Topics","external-5":"Microsoft Security","planner":"Outlook","external-4":"Microsoft 365","external-3":"Dynamics 365","azure":"Azure","healthcare-and-life-sciences":"Healthcare and Life Sciences","external-2":"Azure","microsoft-mechanics":"Microsoft Mechanics","microsoft-learn-1":"Community","external-10":"Learning Room Directory","microsoft-learn-blog":"Blog","windows":"Windows","i-t-ops-talk":"ITOps Talk","external-link-1":"View All","microsoft-securityand-compliance":"Microsoft Security","public-sector":"Public Sector","community-info-center":"Lounge","external-link-2":"View All","microsoft-teams":"Microsoft Teams","external":"Blogs","microsoft-endpoint-manager":"Microsoft Intune","startupsat-microsoft":"Startups at Microsoft","exchange":"Exchange","a-i":"AI and Machine Learning","io-t":"Internet of Things (IoT)","Common-microsoft365-copilot-link":"Microsoft 365 Copilot","outlook":"Microsoft 365 Copilot","external-link":"Community Hubs","communities":"Products"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarHamburgerDropdown-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarHamburgerDropdown-1745505307000","value":{"hamburgerLabel":"Side Menu"},"localOverride":false},"CachedAsset:text:en_US-components/community/BrandLogo-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/community/BrandLogo-1745505307000","value":{"logoAlt":"Khoros","themeLogoAlt":"Brand Logo"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarTextLinks-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarTextLinks-1745505307000","value":{"more":"More"},"localOverride":false},"CachedAsset:text:en_US-components/authentication/AuthenticationLink-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/authentication/AuthenticationLink-1745505307000","value":{"title.login":"Sign In","title.registration":"Register","title.forgotPassword":"Forgot Password","title.multiAuthLogin":"Sign In"},"localOverride":false},"CachedAsset:text:en_US-components/nodes/NodeLink-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/nodes/NodeLink-1745505307000","value":{"place":"Place {name}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageCoverImage-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageCoverImage-1745505307000","value":{"coverImageTitle":"Cover Image"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeTitle-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeTitle-1745505307000","value":{"nodeTitle":"{nodeTitle, select, community {Community} other {{nodeTitle}}} "},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageTimeToRead-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageTimeToRead-1745505307000","value":{"minReadText":"{min} MIN READ"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageSubject-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageSubject-1745505307000","value":{"noSubject":"(no subject)"},"localOverride":false},"CachedAsset:text:en_US-components/users/UserLink-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/users/UserLink-1745505307000","value":{"authorName":"View Profile: {author}","anonymous":"Anonymous"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserRank-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserRank-1745505307000","value":{"rankName":"{rankName}","userRank":"Author rank {rankName}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageTime-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageTime-1745505307000","value":{"postTime":"Published: {time}","lastPublishTime":"Last Update: {time}","conversation.lastPostingActivityTime":"Last posting activity time: {time}","conversation.lastPostTime":"Last post time: {time}","moderationData.rejectTime":"Rejected time: {time}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageBody-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageBody-1745505307000","value":{"showMessageBody":"Show More","mentionsErrorTitle":"{mentionsType, select, board {Board} user {User} message {Message} other {}} No Longer Available","mentionsErrorMessage":"The {mentionsType} you are trying to view has been removed from the community.","videoProcessing":"Video is being processed. Please try again in a few minutes.","bannerTitle":"Video provider requires cookies to play the video. Accept to continue or {url} it directly on the provider's site.","buttonTitle":"Accept","urlText":"watch"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageCustomFields-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageCustomFields-1745505307000","value":{"CustomField.default.label":"Value of {name}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageRevision-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageRevision-1745505307000","value":{"lastUpdatedDatePublished":"{publishCount, plural, one{Published} other{Updated}} {date}","lastUpdatedDateDraft":"Created {date}","version":"Version {major}.{minor}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/QueryHandler-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/QueryHandler-1745505307000","value":{"title":"Query Handler"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageReplyButton-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageReplyButton-1745505307000","value":{"repliesCount":"{count}","title":"Reply","title@board:BLOG@message:root":"Comment","title@board:TKB@message:root":"Comment","title@board:IDEA@message:root":"Comment","title@board:OCCASION@message:root":"Comment"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageAuthorBio-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageAuthorBio-1745505307000","value":{"sendMessage":"Send Message","actionMessage":"Follow this blog board to get notified when there's new activity","coAuthor":"CO-PUBLISHER","contributor":"CONTRIBUTOR","userProfile":"View Profile","iconlink":"Go to {name} {type}"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarDropdownToggle-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarDropdownToggle-1745505307000","value":{"ariaLabelClosed":"Press the down arrow to open the menu"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserAvatar-1745505307000","value":{"altText":"{login}'s avatar","altTextGeneric":"User's avatar"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/ranks/UserRankLabel-1745505307000","value":{"altTitle":"Icon for {rankName} rank"},"localOverride":false},"CachedAsset:text:en_US-components/users/UserRegistrationDate-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/users/UserRegistrationDate-1745505307000","value":{"noPrefix":"{date}","withPrefix":"Joined {date}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeAvatar-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeAvatar-1745505307000","value":{"altTitle":"Node avatar for {nodeTitle}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeDescription-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeDescription-1745505307000","value":{"description":"{description}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageListMenu-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageListMenu-1745505307000","value":{"postTimeAsc":"Oldest","postTimeDesc":"Newest","kudosSumWeightAsc":"Least Liked","kudosSumWeightDesc":"Most Liked","sortTitle":"Sort By","sortedBy.item":" { itemName, select, postTimeAsc {Oldest} postTimeDesc {Newest} kudosSumWeightAsc {Least Liked} kudosSumWeightDesc {Most Liked} other {}}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeIcon-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeIcon-1745505307000","value":{"contentType":"Content Type {style, select, FORUM {Forum} BLOG {Blog} TKB {Knowledge Base} IDEA {Ideas} OCCASION {Events} other {}} icon"},"localOverride":false}}}},"page":"/blogs/BlogMessagePage/BlogMessagePage","query":{"boardId":"azuredataexplorer","messageSubject":"aviation-flight-data-analytics-with-azure-synapse-analytics","messageId":"3566273"},"buildId":"-gVUpXaWnPcjlrLJZ92B7","runtimeConfig":{"buildInformationVisible":false,"logLevelApp":"info","logLevelMetrics":"info","openTelemetryClientEnabled":false,"openTelemetryConfigName":"o365","openTelemetryServiceVersion":"25.3.0","openTelemetryUniverse":"prod","openTelemetryCollector":"http://localhost:4318","openTelemetryRouteChangeAllowedTime":"5000","apolloDevToolsEnabled":false,"inboxMuteWipFeatureEnabled":false},"isFallback":false,"isExperimentalCompile":false,"dynamicIds":["./components/community/Navbar/NavbarWidget.tsx","./components/community/Breadcrumb/BreadcrumbWidget.tsx","./components/customComponent/CustomComponent/CustomComponent.tsx","./components/blogs/BlogArticleWidget/BlogArticleWidget.tsx","./components/messages/MessageView/MessageViewStandard/MessageViewStandard.tsx","./components/messages/ThreadedReplyList/ThreadedReplyList.tsx","./components/external/components/ExternalComponent.tsx","../shared/client/components/common/List/UnstyledList/UnstyledList.tsx","./components/messages/MessageView/MessageView.tsx","./components/customComponent/CustomComponentContent/TemplateContent.tsx"],"appGip":true,"scriptLoader":[{"id":"analytics","src":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/pagescripts/1730819800000/analytics.js?page.id=BlogMessagePage&entity.id=board%3Aazuredataexplorer&entity.id=message%3A3566273","strategy":"afterInteractive"}]}