Anomaly Detectorwas on public preview on 3/26. We are pleased to see the adoption from a variety of customers across different industry verticals. We’d like to use this blog to provide additional details on Anomaly Detector and how to use it to achieve the best result with code walkthrough.
Overview
Anomaly detection aims to discover unexpected events or rare items in data. Accurate anomaly detection leads to prompt troubleshooting, which helps to avoid revenue loss and maintain brand reputation. At Microsoft, hundreds of teams rely on the technology we have built to monitor millions of metrics from Bing, Office, and Azure.
Anomaly Detector provides two APIs that detect anomalies automatically in time series with simple parameters, which require no machine learning background. It is designed for the scenarios of operational monitoring, business KPI monitoring, and IoT monitoring. Using Anomaly Detector APIs, you can infuse anomaly detection capabilities into your own platform and business process.
Who can use Anomaly Detector
Anomaly Detector is designed for anyone who can make a REST API call with script or code. It hides details of anomaly detection algorithms into only one main parameter to adjust the sensitivity of the detection. That makes it a perfect fit for integrating Microsoft anomaly detection capabilities into your business applications if you are tired of tuning the parameters for your AI algorithms or if you have no machine learning background.
Highlights
A gallery of algorithms
State of art anomaly detection system often uses a one size fit all approach. Which mean they apply some specific algorithm on all types of time series. Our learning is that each algorithm can handle some specific type of time series better. Our innovation is that we provide a generic framework to plug in different algorithm ensembles to handle a wide spectrum of different time series. In our different ensembles, we have following algorithms used.
The following picture shows the algorithm selecting flow of Anomaly Detector. We will use another blog for more details on the algorithms.
Detecting all kinds of anomalies through one single endpoint
Besides spikes and dips, Anomaly Detector also detects many other kinds of anomalies, such as trend change and off-cycle softness, all in one single API endpoint.
Maintain simplicity outside: One parameter tuning
While running the Anomaly Detection service in Microsoft for several years, we have kept improving the one parameter strategy to make the tuning easier. The main parameter you need to customize is “Sensitivity”, which is from 1 to 99 to adjust the outcome to fit the scenario. Other advanced parameters are reserved for data scientists for further tuning.
To support one parameter tuning, we have put together a gallery of anomaly detection algorithms and designed a sophisticated strategy to leverage the collective power of machine learning to gain good precision and recall.
When we get the time series from an API request, the first thing is to extract features from the time series, for example continuity, mean, STD, trend, and period. With those features, the system selects the most appropriate algorithm.
It is not easy to find a good balance in recall and precision in one single detection without enough context. Anomaly Detector separates improving recall and precision into two steps. Firstly, it makes sure the recall is high. Then, it uses those features, which are extracted from the time series plus the sensitivity, which is the only parameter provided by the caller, to apply filtering on the results. This strategy has proved to provide better results.
Code walkthrough
The best way to show you the code and results is through Jupyter notebook, which you can see the code and visualization side by side. Let's go.
By calling the API on your data's latest points, you can monitor your data as it's created.
The following example simulates using the Anomaly Detector API on streaming data. Sections of the example time series are sent to the API over multiple iterations, and the anomaly status of each section's last data point is saved. The data set used in this example has a pattern that repeats roughly every seven data points (the period in the request's JSON file), so for best results, the data set is sent in groups of 29 points (4 * period + an extra data point.).
Fill in the API access key and endpoint you received after creating your Anomaly Detector resource in the code block below. Referhereon how to create AD resource.
The following request URLs must be combined with the appropriate endpoint for your subscription. For example:
To detect anomalies throughout a batch of data points over a given time range, use the following request URI with your time series data:
/timeseries/entire/detect.
By sending your time series data at once, the API will generate a model using the entire series, and analyze each data point with it.
Streaming detection
To continuously detect anomalies on streaming data, use the following request URI with your latest data point:
/timeseries/last/detect'.
By sending new data points as you generate them, you can monitor your data in real time. A model will be generated with the data points you send, and the API will determine if the latest point in the time series is an anomaly.
# To start sending requests to the Anomaly Detector API, paste your subscription key below,# and replace the endpoint variable with the endpoint for your region.
subscription_key = ''
endpoint_latest = 'https://westus2.api.cognitive.microsoft.com/anomalydetector/v1.0/timeseries/last/detect'
You import necessary libraries for numerical calculation and visualization in the following code block.
import requests
import json
import pandas as pd
import numpy as np
from __future__ import print_function
import warnings
warnings.filterwarnings('ignore')
# Import library to display resultsimport matplotlib.pyplot as plt
%matplotlib inline
from bokeh.plotting import figure,output_notebook, show
from bokeh.palettes import Blues4
from bokeh.models import ColumnDataSource,Slider
import datetime
from bokeh.io import push_notebook
from dateutil import parser
from ipywidgets import interact, widgets, fixed
output_notebook()
The code block below shows you a detect function, which takes three parameters as inputs and returns the api call response in json data.
The three parameters are
The apiendpointyou defined earlier
subscription_keyyou defined earlier
request_datathe time series data you post to the api point
The return data is the meta data related to the anomaly detection results that you can find in the api definition.
The code block below shows you abuild_figurefunction, which takes three parameters as inputs and do the visualization upon extracted results, that is, sample data, anomalies, upper bound and lower bound, expected values...
The code block below shows you adetect_anomalyfunction, which takessensitivityas input and repeatly call thedetectfunction to simulate monitor streaming data as new data is created.
The following cells call the Anomaly Detector API with an example time series data set and different sensitivities for anomaly detection. Varying the sensitivity of the Anomaly Detector API can improve how well the response fits your data.
After all cells are executed, you would see following charts showing how sensitivity setting impacts the expected value bounds. The sensitivity is a way we allow users to tune the model with the understanding that different business or person could have different tolerance on even the same dataset. The higher the sensitivity, the narrower the band, as a result, you would get more anomalies.
Detect all anomalies within time series data in a batch with "entire" API
This notebook shows you how to send a batch anomaly detection request, and visualize the anomalies found throughout the example data set. The graph created at the end of this notebook will display the following items:
Anomalies found throughout the data set, highlighted.
The expected values versus the values contained in the data set.
Anomaly detection boundaries
You need to fill in the API access key and endpoint you received after creating your Anomaly Detector resource in the code block below.
# To start sending requests to the Anomaly Detector API, paste your subscription key below,# and replace the endpoint variable with the endpoint for your region.
subscription_key = ''
endpoint = 'https://westus2.api.cognitive.microsoft.com/anomalydetector/v1.0/timeseries/entire/detect'
You import necessary libraries for numerical calculation and visualization in the following code block.
import requests
import json
import pandas as pd
import numpy as np
from __future__ import print_function
import warnings
warnings.filterwarnings('ignore')
# Import library to display resultsimport matplotlib.pyplot as plt
%matplotlib inline
from bokeh.plotting import figure,output_notebook, show
from bokeh.palettes import Blues4
from bokeh.models import ColumnDataSource,Slider
import datetime
from bokeh.io import push_notebook
from dateutil import parser
from ipywidgets import interact, widgets, fixed
output_notebook()
The code block below shows you a detect function, which takes three parameters as inputs and returns the api call response in json data.
The three parameters are
The apiendpointyou defined earlier
subscription_keyyou defined earlier
request_datathe time series data you post to the api point
The return data is the meta data related to the anomaly detection results that you can find in the api definition.
The code block below shows you abuild_figurefunction, which takes two parameters as inputs and do the visualization upon extracted results, that is, sample data, anomalies, upper bound and lower bound, expected values...
The following cells call the Anomaly Detector API with two different example time series data sets, and different sensitivities for anomaly detection. Changing the sensitivity of the API to fit the result better for your own scenarios.
Example 1: time series with an hourly sampling frequency
After above cells are executed, you would see following charts showing how sensitivity setting impacts the expected value bounds of example#2.
After the code walkthrough, you should have a good understanding how to use the API. For more information, please go to thedocumentationsite. Especially read thebest practicesarticle first. Feel free to reply to this post if you have further questions!
Thank you for this blog post Tony_Xing, I will share this with the people who attended our workshop on deploying custom sci-kit learn anomaly detection solutions to ACI/AKS (https://azure.github.io/LearnAI_Azure_ML/).
Excellent content Tony_Xing . Please keep sharing such valuable insights!!!
Share
"}},"component({\"componentId\":\"custom.widget.MicrosoftFooter\"})":{"__typename":"Component","render({\"context\":{\"component\":{\"entities\":[],\"props\":{}},\"page\":{\"entities\":[\"board:AzureDevCommunityBlog\",\"message:490162\"],\"name\":\"BlogMessagePage\",\"props\":{},\"url\":\"https://techcommunity.microsoft.com\"}}})":{"__typename":"ComponentRenderResult","html":""}},"cachedText({\"lastModified\":\"1731977288000\",\"locale\":\"en-US\",\"namespaces\":[\"components/community/NavbarDropdownToggle\"]})":[{"__ref":"CachedAsset:text:en_US-components/community/NavbarDropdownToggle-1731977288000"}],"cachedText({\"lastModified\":\"1731977288000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/users/UserAvatar\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1731977288000"}],"cachedText({\"lastModified\":\"1731977288000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/ranks/UserRankLabel\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1731977288000"}],"cachedText({\"lastModified\":\"1731977288000\",\"locale\":\"en-US\",\"namespaces\":[\"components/users/UserRegistrationDate\"]})":[{"__ref":"CachedAsset:text:en_US-components/users/UserRegistrationDate-1731977288000"}],"cachedText({\"lastModified\":\"1731977288000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeAvatar\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeAvatar-1731977288000"}],"cachedText({\"lastModified\":\"1731977288000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeDescription\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeDescription-1731977288000"}],"message({\"id\":\"message:506510\"})":{"__ref":"BlogReplyMessage:message:506510"},"message({\"id\":\"message:1898738\"})":{"__ref":"BlogReplyMessage:message:1898738"},"message({\"id\":\"message:3891999\"})":{"__ref":"BlogReplyMessage:message:3891999"},"message({\"id\":\"message:3892004\"})":{"__ref":"BlogReplyMessage:message:3892004"},"cachedText({\"lastModified\":\"1731977288000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeIcon\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeIcon-1731977288000"}]},"CachedAsset:pages-1735807261123":{"__typename":"CachedAsset","id":"pages-1735807261123","value":[{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"BlogViewAllPostsPage","type":"BLOG","urlPath":"/category/:categoryId/blog/:boardId/all-posts/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"CasePortalPage","type":"CASE_PORTAL","urlPath":"/caseportal","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"CreateGroupHubPage","type":"GROUP_HUB","urlPath":"/groups/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"CaseViewPage","type":"CASE_DETAILS","urlPath":"/case/:caseId/:caseNumber","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"InboxPage","type":"COMMUNITY","urlPath":"/inbox","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"HelpFAQPage","type":"COMMUNITY","urlPath":"/help","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"IdeaMessagePage","type":"IDEA_POST","urlPath":"/idea/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"IdeaViewAllIdeasPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId/all-ideas/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"LoginPage","type":"USER","urlPath":"/signin","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"BlogPostPage","type":"BLOG","urlPath":"/category/:categoryId/blogs/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"UserBlogPermissions.Page","type":"COMMUNITY","urlPath":"/c/user-blog-permissions/page","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ThemeEditorPage","type":"COMMUNITY","urlPath":"/designer/themes","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"TkbViewAllArticlesPage","type":"TKB","urlPath":"/category/:categoryId/kb/:boardId/all-articles/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730142000000,"localOverride":null,"page":{"id":"AllEvents","type":"CUSTOM","urlPath":"/Events","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"OccasionEditPage","type":"EVENT","urlPath":"/event/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"OAuthAuthorizationAllowPage","type":"USER","urlPath":"/auth/authorize/allow","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"PageEditorPage","type":"COMMUNITY","urlPath":"/designer/pages","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"PostPage","type":"COMMUNITY","urlPath":"/category/:categoryId/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ForumBoardPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"TkbBoardPage","type":"TKB","urlPath":"/category/:categoryId/kb/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"EventPostPage","type":"EVENT","urlPath":"/category/:categoryId/events/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"UserBadgesPage","type":"COMMUNITY","urlPath":"/users/:login/:userId/badges","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"GroupHubMembershipAction","type":"GROUP_HUB","urlPath":"/membership/join/:nodeId/:membershipType","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"IdeaReplyPage","type":"IDEA_REPLY","urlPath":"/idea/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"UserSettingsPage","type":"USER","urlPath":"/mysettings/:userSettingsTab","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"GroupHubsPage","type":"GROUP_HUB","urlPath":"/groups","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ForumPostPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"OccasionRsvpActionPage","type":"OCCASION","urlPath":"/event/:boardId/:messageSubject/:messageId/rsvp/:responseType","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"VerifyUserEmailPage","type":"USER","urlPath":"/verifyemail/:userId/:verifyEmailToken","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"AllOccasionsPage","type":"OCCASION","urlPath":"/category/:categoryId/events/:boardId/all-events/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"EventBoardPage","type":"EVENT","urlPath":"/category/:categoryId/events/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"TkbReplyPage","type":"TKB_REPLY","urlPath":"/kb/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"IdeaBoardPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"CommunityGuideLinesPage","type":"COMMUNITY","urlPath":"/communityguidelines","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"CaseCreatePage","type":"SALESFORCE_CASE_CREATION","urlPath":"/caseportal/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"TkbEditPage","type":"TKB","urlPath":"/kb/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"KhorosSignInPage","type":"USER","urlPath":"/kh-signin","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ForgotPasswordPage","type":"USER","urlPath":"/forgotpassword","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"IdeaEditPage","type":"IDEA","urlPath":"/idea/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"TagPage","type":"COMMUNITY","urlPath":"/tag/:tagName","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"BlogBoardPage","type":"BLOG","urlPath":"/category/:categoryId/blog/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"OccasionMessagePage","type":"OCCASION_TOPIC","urlPath":"/event/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ManageContentPage","type":"COMMUNITY","urlPath":"/managecontent","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ClosedMembershipNodeNonMembersPage","type":"GROUP_HUB","urlPath":"/closedgroup/:groupHubId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"CommunityPage","type":"COMMUNITY","urlPath":"/","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ForumMessagePage","type":"FORUM_TOPIC","urlPath":"/discussions/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"IdeaPostPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730142000000,"localOverride":null,"page":{"id":"CommunityHub.Page","type":"CUSTOM","urlPath":"/Directory","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"BlogMessagePage","type":"BLOG_ARTICLE","urlPath":"/blog/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"RegistrationPage","type":"USER","urlPath":"/register","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"EditGroupHubPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ForumEditPage","type":"FORUM","urlPath":"/discussions/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ResetPasswordPage","type":"USER","urlPath":"/resetpassword/:userId/:resetPasswordToken","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730142000000,"localOverride":null,"page":{"id":"AllBlogs.Page","type":"CUSTOM","urlPath":"/blogs","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"TkbMessagePage","type":"TKB_ARTICLE","urlPath":"/kb/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"BlogEditPage","type":"BLOG","urlPath":"/blog/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ManageUsersPage","type":"USER","urlPath":"/users/manage/:tab?/:manageUsersTab?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ForumReplyPage","type":"FORUM_REPLY","urlPath":"/discussions/:boardId/:messageSubject/:messageId/replies/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"PrivacyPolicyPage","type":"COMMUNITY","urlPath":"/privacypolicy","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"NotificationPage","type":"COMMUNITY","urlPath":"/notifications","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"UserPage","type":"USER","urlPath":"/users/:login/:userId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"OccasionReplyPage","type":"OCCASION_REPLY","urlPath":"/event/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ManageMembersPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/manage/:tab?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"SearchResultsPage","type":"COMMUNITY","urlPath":"/search","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"BlogReplyPage","type":"BLOG_REPLY","urlPath":"/blog/:boardId/:messageSubject/:messageId/replies/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"GroupHubPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"TermsOfServicePage","type":"COMMUNITY","urlPath":"/termsofservice","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"CategoryPage","type":"CATEGORY","urlPath":"/category/:categoryId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"ForumViewAllTopicsPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId/all-topics/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"localOverride":null,"page":{"id":"TkbPostPage","type":"TKB","urlPath":"/category/:categoryId/kbs/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1735807261123,"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}"},"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},"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":"en","possibleValues":["en-US"]}},"deleted":false,"repliesSortOrderSetting":{"__typename":"RepliesUserSortOrderSetting","sortOrder":{"__typename":"InheritableStringSettingWithPossibleValues","key":"config.user_replies_sort_order","value":"DEFAULT"}}},"Theme:customTheme1":{"__typename":"Theme","id":"customTheme1"},"Category:category:Azure":{"__typename":"Category","id":"category:Azure","entityType":"CATEGORY","displayId":"Azure","nodeType":"category","depth":3,"title":"Azure","shortTitle":"Azure","parent":{"__ref":"Category:category:products-services"},"categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:top":{"__typename":"Category","id":"category:top","displayId":"top","nodeType":"category","depth":0,"title":"Top","entityType":"CATEGORY","shortTitle":"Top"},"Category:category:communities":{"__typename":"Category","id":"category:communities","displayId":"communities","nodeType":"category","depth":1,"parent":{"__ref":"Category:category:top"},"title":"Communities","entityType":"CATEGORY","shortTitle":"Communities"},"Category:category:products-services":{"__typename":"Category","id":"category:products-services","displayId":"products-services","nodeType":"category","depth":2,"parent":{"__ref":"Category:category:communities"},"title":"Products","entityType":"CATEGORY","shortTitle":"Products"},"Blog:board:AzureDevCommunityBlog":{"__typename":"Blog","id":"board:AzureDevCommunityBlog","entityType":"BLOG","displayId":"AzureDevCommunityBlog","nodeType":"board","depth":4,"conversationStyle":"BLOG","title":"Microsoft Developer Community Blog","description":"","avatar":null,"profileSettings":{"__typename":"ProfileSettings","language":null},"parent":{"__ref":"Category:category:Azure"},"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:Azure"}}]},"userContext":{"__typename":"NodeUserContext","canAddAttachments":false,"canUpdateNode":false,"canPostMessages":false,"isSubscribed":false},"boardPolicies":{"__typename":"BoardPolicies","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":[]}}},"shortTitle":"Microsoft Developer Community Blog","repliesSortOrderProperties":{"__typename":"RepliesSortOrderProperties","sortOrder":"REVERSE_PUBLISH_TIME"},"tagProperties":{"__typename":"TagNodeProperties","tagsEnabled":{"__typename":"PolicyResult","failureReason":null}},"requireTags":false,"tagType":"PRESET_ONLY"},"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":5,"name":"Microsoft","color":"333333","icon":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}"},"rankStyle":"OUTLINE"},"User:user:324790":{"__typename":"User","id":"user:324790","uid":324790,"login":"Tony_Xing","deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-3.svg"},"rank":{"__ref":"Rank:rank:4"},"email":"","messagesCount":6,"biography":null,"topicsCount":6,"kudosReceivedCount":18,"kudosGivenCount":4,"kudosWeight":1,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2019-04-22T00:07:11.964-07:00","confirmEmailStatus":null},"followersCount":null,"solutionsCount":0},"BlogTopicMessage:message:490162":{"__typename":"BlogTopicMessage","uid":490162,"subject":"Introducing Azure Anomaly Detector API","id":"message:490162","revisionNum":17,"author":{"__ref":"User:user:324790"},"depth":0,"hasGivenKudo":false,"board":{"__ref":"Blog:board:AzureDevCommunityBlog"},"conversation":{"__ref":"Conversation:conversation:490162"},"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":null},"shortScheduledTimezone":null},"readOnly":false,"editFrozen":false,"moderationData":{"__ref":"ModerationData:moderation_data:490162"},"teaser":"","body":"
Anomaly Detectorwas on public preview on 3/26. We are pleased to see the adoption from a variety of customers across different industry verticals. We’d like to use this blog to provide additional details on Anomaly Detector and how to use it to achieve the best result with code walkthrough.
\n
\n
Overview
\n
Anomaly detection aims to discover unexpected events or rare items in data. Accurate anomaly detection leads to prompt troubleshooting, which helps to avoid revenue loss and maintain brand reputation. At Microsoft, hundreds of teams rely on the technology we have built to monitor millions of metrics from Bing, Office, and Azure.
\n
Anomaly Detector provides two APIs that detect anomalies automatically in time series with simple parameters, which require no machine learning background. It is designed for the scenarios of operational monitoring, business KPI monitoring, and IoT monitoring. Using Anomaly Detector APIs, you can infuse anomaly detection capabilities into your own platform and business process.
\n
\n
Who can use Anomaly Detector
\n
Anomaly Detector is designed for anyone who can make a REST API call with script or code. It hides details of anomaly detection algorithms into only one main parameter to adjust the sensitivity of the detection. That makes it a perfect fit for integrating Microsoft anomaly detection capabilities into your business applications if you are tired of tuning the parameters for your AI algorithms or if you have no machine learning background.
\n
\n
Highlights
\n
\n
A gallery of algorithms
\n
State of art anomaly detection system often uses a one size fit all approach. Which mean they apply some specific algorithm on all types of time series. Our learning is that each algorithm can handle some specific type of time series better. Our innovation is that we provide a generic framework to plug in different algorithm ensembles to handle a wide spectrum of different time series. In our different ensembles, we have following algorithms used.
The following picture shows the algorithm selecting flow of Anomaly Detector. We will use another blog for more details on the algorithms.
\n
\n
\n
Detecting all kinds of anomalies through one single endpoint
\n
Besides spikes and dips, Anomaly Detector also detects many other kinds of anomalies, such as trend change and off-cycle softness, all in one single API endpoint.
\n
Maintain simplicity outside: One parameter tuning
\n
While running the Anomaly Detection service in Microsoft for several years, we have kept improving the one parameter strategy to make the tuning easier. The main parameter you need to customize is “Sensitivity”, which is from 1 to 99 to adjust the outcome to fit the scenario. Other advanced parameters are reserved for data scientists for further tuning.
To support one parameter tuning, we have put together a gallery of anomaly detection algorithms and designed a sophisticated strategy to leverage the collective power of machine learning to gain good precision and recall.
\n
When we get the time series from an API request, the first thing is to extract features from the time series, for example continuity, mean, STD, trend, and period. With those features, the system selects the most appropriate algorithm.
\n
It is not easy to find a good balance in recall and precision in one single detection without enough context. Anomaly Detector separates improving recall and precision into two steps. Firstly, it makes sure the recall is high. Then, it uses those features, which are extracted from the time series plus the sensitivity, which is the only parameter provided by the caller, to apply filtering on the results. This strategy has proved to provide better results.
\n
\n
\n
Code walkthrough
\n
The best way to show you the code and results is through Jupyter notebook, which you can see the code and visualization side by side. Let's go.
By calling the API on your data's latest points, you can monitor your data as it's created.
\n
The following example simulates using the Anomaly Detector API on streaming data. Sections of the example time series are sent to the API over multiple iterations, and the anomaly status of each section's last data point is saved. The data set used in this example has a pattern that repeats roughly every seven data points (the period in the request's JSON file), so for best results, the data set is sent in groups of 29 points (4 * period + an extra data point.).
\n
Fill in the API access key and endpoint you received after creating your Anomaly Detector resource in the code block below. Referhereon how to create AD resource.
\n
\n
The following request URLs must be combined with the appropriate endpoint for your subscription. For example:
To detect anomalies throughout a batch of data points over a given time range, use the following request URI with your time series data:
\n
/timeseries/entire/detect.
\n
By sending your time series data at once, the API will generate a model using the entire series, and analyze each data point with it.
\n
\n
Streaming detection
\n
To continuously detect anomalies on streaming data, use the following request URI with your latest data point:
\n
/timeseries/last/detect'.
\n
By sending new data points as you generate them, you can monitor your data in real time. A model will be generated with the data points you send, and the API will determine if the latest point in the time series is an anomaly.
\n
# To start sending requests to the Anomaly Detector API, paste your subscription key below,\n# and replace the endpoint variable with the endpoint for your region.\nsubscription_key = '' \nendpoint_latest = 'https://westus2.api.cognitive.microsoft.com/anomalydetector/v1.0/timeseries/last/detect'\n
\n
You import necessary libraries for numerical calculation and visualization in the following code block.
The code block below shows you abuild_figurefunction, which takes three parameters as inputs and do the visualization upon extracted results, that is, sample data, anomalies, upper bound and lower bound, expected values...
The code block below shows you adetect_anomalyfunction, which takessensitivityas input and repeatly call thedetectfunction to simulate monitor streaming data as new data is created.
The following cells call the Anomaly Detector API with an example time series data set and different sensitivities for anomaly detection. Varying the sensitivity of the Anomaly Detector API can improve how well the response fits your data.
After all cells are executed, you would see following charts showing how sensitivity setting impacts the expected value bounds. The sensitivity is a way we allow users to tune the model with the understanding that different business or person could have different tolerance on even the same dataset. The higher the sensitivity, the narrower the band, as a result, you would get more anomalies.
\n
\n
\n
\n
\n
Detect all anomalies within time series data in a batch with \"entire\" API
This notebook shows you how to send a batch anomaly detection request, and visualize the anomalies found throughout the example data set. The graph created at the end of this notebook will display the following items:
\n
\n
Anomalies found throughout the data set, highlighted.
\n
The expected values versus the values contained in the data set.
\n
Anomaly detection boundaries
\n
\n
You need to fill in the API access key and endpoint you received after creating your Anomaly Detector resource in the code block below.
\n
# To start sending requests to the Anomaly Detector API, paste your subscription key below,\n# and replace the endpoint variable with the endpoint for your region. \nsubscription_key = '' \nendpoint = 'https://westus2.api.cognitive.microsoft.com/anomalydetector/v1.0/timeseries/entire/detect'\n
\n
You import necessary libraries for numerical calculation and visualization in the following code block.
The code block below shows you abuild_figurefunction, which takes two parameters as inputs and do the visualization upon extracted results, that is, sample data, anomalies, upper bound and lower bound, expected values...
The following cells call the Anomaly Detector API with two different example time series data sets, and different sensitivities for anomaly detection. Changing the sensitivity of the API to fit the result better for your own scenarios.
\n
Example 1: time series with an hourly sampling frequency
After above cells are executed, you would see following charts showing how sensitivity setting impacts the expected value bounds of example#2.
\n
\n
After the code walkthrough, you should have a good understanding how to use the API. For more information, please go to thedocumentationsite. Especially read thebest practicesarticle first. Feel free to reply to this post if you have further questions!
\n
\n
","body@stringLength":"39225","rawBody":"
Anomaly Detectorwas on public preview on 3/26. We are pleased to see the adoption from a variety of customers across different industry verticals. We’d like to use this blog to provide additional details on Anomaly Detector and how to use it to achieve the best result with code walkthrough.
\n
\n
Overview
\n
Anomaly detection aims to discover unexpected events or rare items in data. Accurate anomaly detection leads to prompt troubleshooting, which helps to avoid revenue loss and maintain brand reputation. At Microsoft, hundreds of teams rely on the technology we have built to monitor millions of metrics from Bing, Office, and Azure.
\n
Anomaly Detector provides two APIs that detect anomalies automatically in time series with simple parameters, which require no machine learning background. It is designed for the scenarios of operational monitoring, business KPI monitoring, and IoT monitoring. Using Anomaly Detector APIs, you can infuse anomaly detection capabilities into your own platform and business process.
\n
\n
Who can use Anomaly Detector
\n
Anomaly Detector is designed for anyone who can make a REST API call with script or code. It hides details of anomaly detection algorithms into only one main parameter to adjust the sensitivity of the detection. That makes it a perfect fit for integrating Microsoft anomaly detection capabilities into your business applications if you are tired of tuning the parameters for your AI algorithms or if you have no machine learning background.
\n
\n
Highlights
\n
\n
A gallery of algorithms
\n
State of art anomaly detection system often uses a one size fit all approach. Which mean they apply some specific algorithm on all types of time series. Our learning is that each algorithm can handle some specific type of time series better. Our innovation is that we provide a generic framework to plug in different algorithm ensembles to handle a wide spectrum of different time series. In our different ensembles, we have following algorithms used.
The following picture shows the algorithm selecting flow of Anomaly Detector. We will use another blog for more details on the algorithms.
\n
\n
\n
Detecting all kinds of anomalies through one single endpoint
\n
Besides spikes and dips, Anomaly Detector also detects many other kinds of anomalies, such as trend change and off-cycle softness, all in one single API endpoint.
\n
Maintain simplicity outside: One parameter tuning
\n
While running the Anomaly Detection service in Microsoft for several years, we have kept improving the one parameter strategy to make the tuning easier. The main parameter you need to customize is “Sensitivity”, which is from 1 to 99 to adjust the outcome to fit the scenario. Other advanced parameters are reserved for data scientists for further tuning.
To support one parameter tuning, we have put together a gallery of anomaly detection algorithms and designed a sophisticated strategy to leverage the collective power of machine learning to gain good precision and recall.
\n
When we get the time series from an API request, the first thing is to extract features from the time series, for example continuity, mean, STD, trend, and period. With those features, the system selects the most appropriate algorithm.
\n
It is not easy to find a good balance in recall and precision in one single detection without enough context. Anomaly Detector separates improving recall and precision into two steps. Firstly, it makes sure the recall is high. Then, it uses those features, which are extracted from the time series plus the sensitivity, which is the only parameter provided by the caller, to apply filtering on the results. This strategy has proved to provide better results.
\n
\n
\n
Code walkthrough
\n
The best way to show you the code and results is through Jupyter notebook, which you can see the code and visualization side by side. Let's go.
By calling the API on your data's latest points, you can monitor your data as it's created.
\n
The following example simulates using the Anomaly Detector API on streaming data. Sections of the example time series are sent to the API over multiple iterations, and the anomaly status of each section's last data point is saved. The data set used in this example has a pattern that repeats roughly every seven data points (the period in the request's JSON file), so for best results, the data set is sent in groups of 29 points (4 * period + an extra data point.).
\n
Fill in the API access key and endpoint you received after creating your Anomaly Detector resource in the code block below. Referhereon how to create AD resource.
\n
\n
The following request URLs must be combined with the appropriate endpoint for your subscription. For example:
To detect anomalies throughout a batch of data points over a given time range, use the following request URI with your time series data:
\n
/timeseries/entire/detect.
\n
By sending your time series data at once, the API will generate a model using the entire series, and analyze each data point with it.
\n
\n
Streaming detection
\n
To continuously detect anomalies on streaming data, use the following request URI with your latest data point:
\n
/timeseries/last/detect'.
\n
By sending new data points as you generate them, you can monitor your data in real time. A model will be generated with the data points you send, and the API will determine if the latest point in the time series is an anomaly.
\n
# To start sending requests to the Anomaly Detector API, paste your subscription key below,\n# and replace the endpoint variable with the endpoint for your region.\nsubscription_key = '' \nendpoint_latest = 'https://westus2.api.cognitive.microsoft.com/anomalydetector/v1.0/timeseries/last/detect'\n
\n
You import necessary libraries for numerical calculation and visualization in the following code block.
The code block below shows you abuild_figurefunction, which takes three parameters as inputs and do the visualization upon extracted results, that is, sample data, anomalies, upper bound and lower bound, expected values...
The code block below shows you adetect_anomalyfunction, which takessensitivityas input and repeatly call thedetectfunction to simulate monitor streaming data as new data is created.
The following cells call the Anomaly Detector API with an example time series data set and different sensitivities for anomaly detection. Varying the sensitivity of the Anomaly Detector API can improve how well the response fits your data.
After all cells are executed, you would see following charts showing how sensitivity setting impacts the expected value bounds. The sensitivity is a way we allow users to tune the model with the understanding that different business or person could have different tolerance on even the same dataset. The higher the sensitivity, the narrower the band, as a result, you would get more anomalies.
\n
\n
\n
\n
\n
Detect all anomalies within time series data in a batch with \"entire\" API
This notebook shows you how to send a batch anomaly detection request, and visualize the anomalies found throughout the example data set. The graph created at the end of this notebook will display the following items:
\n
\n
Anomalies found throughout the data set, highlighted.
\n
The expected values versus the values contained in the data set.
\n
Anomaly detection boundaries
\n
\n
You need to fill in the API access key and endpoint you received after creating your Anomaly Detector resource in the code block below.
\n
# To start sending requests to the Anomaly Detector API, paste your subscription key below,\n# and replace the endpoint variable with the endpoint for your region. \nsubscription_key = '' \nendpoint = 'https://westus2.api.cognitive.microsoft.com/anomalydetector/v1.0/timeseries/entire/detect'\n
\n
You import necessary libraries for numerical calculation and visualization in the following code block.
The code block below shows you abuild_figurefunction, which takes two parameters as inputs and do the visualization upon extracted results, that is, sample data, anomalies, upper bound and lower bound, expected values...
The following cells call the Anomaly Detector API with two different example time series data sets, and different sensitivities for anomaly detection. Changing the sensitivity of the API to fit the result better for your own scenarios.
\n
Example 1: time series with an hourly sampling frequency
After above cells are executed, you would see following charts showing how sensitivity setting impacts the expected value bounds of example#2.
\n
\n
After the code walkthrough, you should have a good understanding how to use the API. For more information, please go to thedocumentationsite. Especially read thebest practicesarticle first. Feel free to reply to this post if you have further questions!
\n
\n
","kudosSumWeight":6,"repliesCount":4,"postTime":"2019-04-30T08:00:00.021-07:00","images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wx","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE0aUM5QzJGNEQ0MTA1NjVERDY?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wy","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE2aTI3OEExMTE4OEVCREE1NTc?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wz","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE3aTA1MjMwNUJCMzMzMjQ0QjQ?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3w0","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE5aTRENDREM0Q5NzBENDZERTc?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3w1","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIwaUZEQjE2MzUzODUyNzRDNDE?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3w2","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIyaTU4NEMyMDg5Q0M0OTFBREY?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3w3","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIzaTg0NUZGNjhEOUM2N0M4MDQ?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3w4","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI0aTRENzIzNkI2RThGMjA5Qzg?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3w5","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI1aUMxMUE1NTgxMUVEQzEyMkE?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wxMA","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI2aTVFOEQwMjNEMERBQjhFNTg?revision=17\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wxMQ","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI3aTAwNzI5M0RFNDZERUQ0NzA?revision=17\"}"}}],"totalCount":11,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"attachments":{"__typename":"AttachmentConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"tags":{"__typename":"TagConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"timeToRead":10,"rawTeaser":"","introduction":"","coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""},"currentRevision":{"__ref":"Revision:revision:490162_17"},"latestVersion":{"__typename":"FriendlyVersion","major":"8","minor":"0"},"metrics":{"__typename":"MessageMetrics","views":39961},"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":"MjQuMTB8Mi4xfG98MTB8MTA3OjAsMTMyOjF8MQ","node":{"__ref":"BlogReplyMessage:message:506510"}},{"__typename":"MessageEdge","cursor":"MjQuMTB8Mi4xfG98MTB8MTA3OjAsMTMyOjF8Mg","node":{"__ref":"BlogReplyMessage:message:1898738"}},{"__typename":"MessageEdge","cursor":"MjQuMTB8Mi4xfG98MTB8MTA3OjAsMTMyOjF8Mw","node":{"__ref":"BlogReplyMessage:message:3891999"}},{"__typename":"MessageEdge","cursor":"MjQuMTB8Mi4xfG98MTB8MTA3OjAsMTMyOjF8NA","node":{"__ref":"BlogReplyMessage:message:3892004"}}],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[],"revisions({\"constraints\":{\"isPublished\":{\"eq\":true}},\"first\":1})":{"__typename":"RevisionConnection","totalCount":17}},"Conversation:conversation:490162":{"__typename":"Conversation","id":"conversation:490162","solved":false,"topic":{"__ref":"BlogTopicMessage:message:490162"},"lastPostingActivityTime":"2023-08-05T03:27:12.658-07:00","lastPostTime":"2023-08-05T03:27:12.658-07:00","unreadReplyCount":4,"isSubscribed":false},"ModerationData:moderation_data:490162":{"__typename":"ModerationData","id":"moderation_data:490162","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE0aUM5QzJGNEQ0MTA1NjVERDY?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE0aUM5QzJGNEQ0MTA1NjVERDY?revision=17","title":"alg_selection.png","associationType":"BODY","width":1206,"height":751,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE2aTI3OEExMTE4OEVCREE1NTc?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE2aTI3OEExMTE4OEVCREE1NTc?revision=17","title":"different_anomalies.png","associationType":"BODY","width":2000,"height":1000,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE3aTA1MjMwNUJCMzMzMjQ0QjQ?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE3aTA1MjMwNUJCMzMzMjQ0QjQ?revision=17","title":"detection_flow.png","associationType":"BODY","width":964,"height":302,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE5aTRENDREM0Q5NzBENDZERTc?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjE5aTRENDREM0Q5NzBENDZERTc?revision=17","title":"last_95.png","associationType":"BODY","width":800,"height":600,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIwaUZEQjE2MzUzODUyNzRDNDE?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIwaUZEQjE2MzUzODUyNzRDNDE?revision=17","title":"last_85.png","associationType":"BODY","width":800,"height":600,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIyaTU4NEMyMDg5Q0M0OTFBREY?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIyaTU4NEMyMDg5Q0M0OTFBREY?revision=17","title":"batch_e1_95.png","associationType":"BODY","width":800,"height":600,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIzaTg0NUZGNjhEOUM2N0M4MDQ?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjIzaTg0NUZGNjhEOUM2N0M4MDQ?revision=17","title":"batch_e1_90.png","associationType":"BODY","width":800,"height":600,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI0aTRENzIzNkI2RThGMjA5Qzg?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI0aTRENzIzNkI2RThGMjA5Qzg?revision=17","title":"batch_e1_85.png","associationType":"BODY","width":800,"height":600,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI1aUMxMUE1NTgxMUVEQzEyMkE?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI1aUMxMUE1NTgxMUVEQzEyMkE?revision=17","title":"batch_e2_95.png","associationType":"BODY","width":800,"height":600,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI2aTVFOEQwMjNEMERBQjhFNTg?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI2aTVFOEQwMjNEMERBQjhFNTg?revision=17","title":"batch_e2_90.png","associationType":"BODY","width":800,"height":600,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI3aTAwNzI5M0RFNDZERUQ0NzA?revision=17\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00OTAxNjItMTEyMjI3aTAwNzI5M0RFNDZERUQ0NzA?revision=17","title":"batch_e2_85.png","associationType":"BODY","width":800,"height":600,"altText":null},"Revision:revision:490162_17":{"__typename":"Revision","id":"revision:490162_17","lastEditTime":"2019-11-05T02:00:42.356-08:00"},"CachedAsset:theme:customTheme1-1735807260664":{"__typename":"CachedAsset","id":"theme:customTheme1-1735807260664","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","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":"#333333","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"},"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-components/common/EmailVerification-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/common/EmailVerification-1731977288000","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-shared/client/components/common/Loading/LoadingDot-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/Loading/LoadingDot-1731977288000","value":{"title":"Loading..."},"localOverride":false},"CachedAsset:quilt:o365.prod:pages/blogs/BlogMessagePage:board:AzureDevCommunityBlog-1735909610323":{"__typename":"CachedAsset","id":"quilt:o365.prod:pages/blogs/BlogMessagePage:board:AzureDevCommunityBlog-1735909610323","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":[{"id":"custom.widget.Social_Sharing","className":null,"props":{"widgetVisibility":"signedInOrAnonymous","useTitle":true,"useBackground":true,"title":"Share","lazyLoad":false},"__typename":"QuiltComponent"}],"__typename":"MainSideSectionColumns"}}],"__typename":"QuiltContainer"},"__typename":"Quilt","localOverride":false},"localOverride":false},"CachedAsset:text:en_US-pages/blogs/BlogMessagePage-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-pages/blogs/BlogMessagePage-1731977288000","value":{"title":"{contextMessageSubject} | {communityTitle}","errorMissing":"This blog post cannot be found","name":"Blog Message Page","section.blog-article.title":"Blog Post","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:1735807203478":{"__typename":"CachedAsset","id":"quiltWrapper:o365.prod:Common:1735807203478","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":"microsoft-teams","params":{"categoryId":"MicrosoftTeams"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"windows","params":{"categoryId":"Windows"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-securityand-compliance","params":{"categoryId":"MicrosoftSecurityandCompliance"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"outlook","params":{"categoryId":"Outlook"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"planner","params":{"categoryId":"Planner"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"windows-server","params":{"categoryId":"Windows-Server"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"azure","params":{"categoryId":"Azure"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"exchange","params":{"categoryId":"Exchange"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-endpoint-manager","params":{"categoryId":"microsoft-endpoint-manager"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"s-q-l-server","params":{"categoryId":"SQL-Server"},"routeName":"CategoryPage"},{"linkType":"EXTERNAL","id":"external-link-2","url":"/Directory","target":"SELF"}],"linkType":"EXTERNAL","id":"communities","url":"/","target":"BLANK"},{"children":[{"linkType":"INTERNAL","id":"education-sector","params":{"categoryId":"EducationSector"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"a-i","params":{"categoryId":"AI"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"i-t-ops-talk","params":{"categoryId":"ITOpsTalk"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"partner-community","params":{"categoryId":"PartnerCommunity"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-mechanics","params":{"categoryId":"MicrosoftMechanics"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"healthcare-and-life-sciences","params":{"categoryId":"HealthcareAndLifeSciences"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"public-sector","params":{"categoryId":"PublicSector"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"io-t","params":{"categoryId":"IoT"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"driving-adoption","params":{"categoryId":"DrivingAdoption"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"s-m-b","params":{"categoryId":"SMB"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"startupsat-microsoft","params":{"categoryId":"StartupsatMicrosoft"},"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","useTitle":true,"usePageWidth":false,"useBackground":false,"cMax_items":3,"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-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/common/ActionFeedback-1731977288000","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."},"localOverride":false},"QueryVariables:TopicReplyList:message:490162:17":{"__typename":"QueryVariables","id":"TopicReplyList:message:490162:17","value":{"id":"message:490162","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":true,"useNodeHoverCard":false,"useModerationStatus":true,"usePreviewSubjectModal":false,"useMessageStatus":true}},"ROOT_MUTATION":{"__typename":"Mutation"},"CachedAsset:component:custom.widget.HeroBanner-en-1735807329202":{"__typename":"CachedAsset","id":"component:custom.widget.HeroBanner-en-1735807329202","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."},"defaults":{"config":{"applicablePages":[],"dynamicByCoreNode":null,"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":[],"dynamicByCoreNode":null,"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.Social_Sharing-en-1735807329202":{"__typename":"CachedAsset","id":"component:custom.widget.Social_Sharing-en-1735807329202","value":{"component":{"id":"custom.widget.Social_Sharing","template":{"id":"Social_Sharing","markupLanguage":"HANDLEBARS","style":".social-share {\n .sharing-options {\n position: relative;\n margin: 0;\n padding: 0;\n line-height: 10px;\n display: flex;\n justify-content: left;\n gap: 5px;\n list-style-type: none;\n li {\n text-align: left;\n a {\n min-width: 30px;\n min-height: 30px;\n display: block;\n padding: 1px;\n .social-share-linkedin {\n img {\n background-color: rgb(0, 119, 181);\n }\n }\n .social-share-facebook {\n img {\n background-color: rgb(59, 89, 152);\n }\n }\n .social-share-x {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .social-share-rss {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .social-share-reddit {\n img {\n background-color: rgb(255, 69, 0);\n }\n }\n .social-share-email {\n img {\n background-color: rgb(132, 132, 132);\n }\n }\n }\n a {\n img {\n height: 2rem;\n }\n }\n }\n }\n}\n","texts":null,"defaults":{"config":{"applicablePages":[],"dynamicByCoreNode":false,"description":"Adds buttons to share to various social media websites","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.Social_Sharing","form":null,"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"dynamicByCoreNode":false,"description":"Adds buttons to share to various social media websites","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_Social_Sharing_social-share_c7xxz_1 {\n .custom_widget_Social_Sharing_sharing-options_c7xxz_2 {\n position: relative;\n margin: 0;\n padding: 0;\n line-height: 0.625rem;\n display: flex;\n justify-content: left;\n gap: 0.3125rem;\n list-style-type: none;\n li {\n text-align: left;\n a {\n min-width: 1.875rem;\n min-height: 1.875rem;\n display: block;\n padding: 0.0625rem;\n .custom_widget_Social_Sharing_social-share-linkedin_c7xxz_18 {\n img {\n background-color: rgb(0, 119, 181);\n }\n }\n .custom_widget_Social_Sharing_social-share-facebook_c7xxz_23 {\n img {\n background-color: rgb(59, 89, 152);\n }\n }\n .custom_widget_Social_Sharing_social-share-x_c7xxz_28 {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-rss_c7xxz_33 {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-reddit_c7xxz_38 {\n img {\n background-color: rgb(255, 69, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-email_c7xxz_43 {\n img {\n background-color: rgb(132, 132, 132);\n }\n }\n }\n a {\n img {\n height: 2rem;\n }\n }\n }\n }\n}\n","tokens":{"social-share":"custom_widget_Social_Sharing_social-share_c7xxz_1","sharing-options":"custom_widget_Social_Sharing_sharing-options_c7xxz_2","social-share-linkedin":"custom_widget_Social_Sharing_social-share-linkedin_c7xxz_18","social-share-facebook":"custom_widget_Social_Sharing_social-share-facebook_c7xxz_23","social-share-x":"custom_widget_Social_Sharing_social-share-x_c7xxz_28","social-share-rss":"custom_widget_Social_Sharing_social-share-rss_c7xxz_33","social-share-reddit":"custom_widget_Social_Sharing_social-share-reddit_c7xxz_38","social-share-email":"custom_widget_Social_Sharing_social-share-email_c7xxz_43"}},"form":null},"localOverride":false},"CachedAsset:component:custom.widget.MicrosoftFooter-en-1735807329202":{"__typename":"CachedAsset","id":"component:custom.widget.MicrosoftFooter-en-1735807329202","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","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":[],"dynamicByCoreNode":false,"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":[],"dynamicByCoreNode":false,"description":"The Microsoft Footer","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_MicrosoftFooter_context-uhf_f95yq_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_f95yq_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_f95yq_12 {\n background: #f2f2f2;\n margin: -1.5625;\n width: auto;\n height: auto;\n}\n.custom_widget_MicrosoftFooter_c-uhff-nav_f95yq_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_f95yq_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_f95yq_57 {\n .custom_widget_MicrosoftFooter_c-uhff-nav-group_f95yq_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_f95yq_78.custom_widget_MicrosoftFooter_f-bare_f95yq_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_f95yq_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_f95yq_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_f95yq_107:hover {\n text-decoration: underline;\n }\n ul.custom_widget_MicrosoftFooter_c-list_f95yq_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_f95yq_78.custom_widget_MicrosoftFooter_f-bare_f95yq_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","tokens":{"context-uhf":"custom_widget_MicrosoftFooter_context-uhf_f95yq_1","c-uhff-link":"custom_widget_MicrosoftFooter_c-uhff-link_f95yq_12","c-uhff":"custom_widget_MicrosoftFooter_c-uhff_f95yq_12","c-uhff-nav":"custom_widget_MicrosoftFooter_c-uhff-nav_f95yq_35","c-heading-4":"custom_widget_MicrosoftFooter_c-heading-4_f95yq_49","c-uhff-nav-row":"custom_widget_MicrosoftFooter_c-uhff-nav-row_f95yq_57","c-uhff-nav-group":"custom_widget_MicrosoftFooter_c-uhff-nav-group_f95yq_58","c-list":"custom_widget_MicrosoftFooter_c-list_f95yq_78","f-bare":"custom_widget_MicrosoftFooter_f-bare_f95yq_78","c-uhff-base":"custom_widget_MicrosoftFooter_c-uhff-base_f95yq_94","c-uhff-ccpa":"custom_widget_MicrosoftFooter_c-uhff-ccpa_f95yq_107"}},"form":null},"localOverride":false},"CachedAsset:text:en_US-components/community/Breadcrumb-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/community/Breadcrumb-1731977288000","value":{"navLabel":"Breadcrumbs","dropdown":"Additional parent page navigation"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageBanner-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageBanner-1731977288000","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"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageView/MessageViewStandard-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageView/MessageViewStandard-1731977288000","value":{"anonymous":"Anonymous","author":"{messageAuthorLogin}","authorBy":"{messageAuthorLogin}","board":"{messageBoardTitle}","replyToUser":" to {parentAuthor}","showMoreReplies":"Show More","replyText":"Reply","repliesText":"Replies","markedAsSolved":"Marked as Solved","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-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/ThreadedReplyList-1731977288000","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-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageReplyCallToAction-1731977288000","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:Planner":{"__typename":"Category","id":"category:Planner","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:Windows-Server":{"__typename":"Category","id":"category:Windows-Server","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:SQL-Server":{"__typename":"Category","id":"category:SQL-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:SMB":{"__typename":"Category","id":"category:SMB","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:microsoft-endpoint-manager":{"__typename":"Category","id":"category:microsoft-endpoint-manager","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftSecurityandCompliance":{"__typename":"Category","id":"category:MicrosoftSecurityandCompliance","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: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:Windows":{"__typename":"Category","id":"category:Windows","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"User:user:308605":{"__typename":"User","id":"user:308605","uid":308605,"login":"wopauli","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2019-03-26T14:53:58.724-07:00","confirmEmailStatus":null,"registrationAccessLevel":null,"ssoRegistrationFields":[]},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0zMDg2MDUtMTEzMDM1aTQzQzAzOEVBOEM5MzMwNEU"},"rank":{"__ref":"Rank:rank:4"},"messagesCount":17,"kudosGivenCount":12,"kudosReceivedCount":40,"kudosWeight":1,"ssoId":null,"followersCount":null,"solutionsCount":0},"ModerationData:moderation_data:506510":{"__typename":"ModerationData","id":"moderation_data:506510","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:506510":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:308605"},"id":"message:506510","revisionNum":2,"uid":506510,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:AzureDevCommunityBlog"},"parent":{"__ref":"BlogTopicMessage:message:490162"},"conversation":{"__ref":"Conversation:conversation:490162"},"subject":"Re: Introducing Azure Anomaly Detector API","moderationData":{"__ref":"ModerationData:moderation_data:506510"},"body":"
Thank you for this blog post Tony_Xing, I will share this with the people who attended our workshop on deploying custom sci-kit learn anomaly detection solutions to ACI/AKS (https://azure.github.io/LearnAI_Azure_ML/).
Excellent content Tony_Xing . Please keep sharing such valuable insights!!!
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"87","kudosSumWeight":0,"repliesCount":0,"postTime":"2023-08-05T03:27:12.658-07:00","lastPublishTime":"2023-08-05T03:27:12.658-07:00","metrics":{"__typename":"MessageMetrics","views":4098},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[]},"CachedAsset:text:en_US-components/community/Navbar-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/community/Navbar-1731977288000","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":"Small and Medium Businesses","windows-server":"Windows Server","education-sector":"Education Sector","driving-adoption":"Driving Adoption","microsoft-learn":"Microsoft Learn","s-q-l-server":"SQL Server","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":"Security, Compliance & Identity","planner":"Planner","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":"Security, Compliance, and Identity","public-sector":"Public Sector","community-info-center":"Lounge","external-link-2":"View All","microsoft-teams":"Microsoft Teams","external":"Blogs","microsoft-endpoint-manager":"Microsoft Intune and Configuration Manager","startupsat-microsoft":"Startups at Microsoft","exchange":"Exchange","a-i":"AI and Machine Learning","io-t":"Internet of Things (IoT)","outlook":"Outlook","external-link":"Community Hubs","communities":"Products"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarHamburgerDropdown-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarHamburgerDropdown-1731977288000","value":{"hamburgerLabel":"Side Menu"},"localOverride":false},"CachedAsset:text:en_US-components/community/BrandLogo-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/community/BrandLogo-1731977288000","value":{"logoAlt":"Khoros","themeLogoAlt":"Brand Logo"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarTextLinks-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarTextLinks-1731977288000","value":{"more":"More"},"localOverride":false},"CachedAsset:text:en_US-components/authentication/AuthenticationLink-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/authentication/AuthenticationLink-1731977288000","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-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/nodes/NodeLink-1731977288000","value":{"place":"Place {name}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageCoverImage-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageCoverImage-1731977288000","value":{"coverImageTitle":"Cover Image"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeTitle-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeTitle-1731977288000","value":{"nodeTitle":"{nodeTitle, select, community {Community} other {{nodeTitle}}} "},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageTimeToRead-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageTimeToRead-1731977288000","value":{"minReadText":"{min} MIN READ"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageSubject-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageSubject-1731977288000","value":{"noSubject":"(no subject)"},"localOverride":false},"CachedAsset:text:en_US-components/users/UserLink-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/users/UserLink-1731977288000","value":{"authorName":"View Profile: {author}","anonymous":"Anonymous"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserRank-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserRank-1731977288000","value":{"rankName":"{rankName}","userRank":"Author rank {rankName}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageTime-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageTime-1731977288000","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-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageBody-1731977288000","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-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageCustomFields-1731977288000","value":{"CustomField.default.label":"Value of {name}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageRevision-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageRevision-1731977288000","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-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/QueryHandler-1731977288000","value":{"title":"Query Handler"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageReplyButton-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageReplyButton-1731977288000","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-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageAuthorBio-1731977288000","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/customComponent/CustomComponent-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/customComponent/CustomComponent-1731977288000","value":{"errorMessage":"Error rendering component id: {customComponentId}","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/community/NavbarDropdownToggle-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarDropdownToggle-1731977288000","value":{"ariaLabelClosed":"Press the down arrow to open the menu"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserAvatar-1731977288000","value":{"altText":"{login}'s avatar","altTextGeneric":"User's avatar"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/ranks/UserRankLabel-1731977288000","value":{"altTitle":"Icon for {rankName} rank"},"localOverride":false},"CachedAsset:text:en_US-components/users/UserRegistrationDate-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-components/users/UserRegistrationDate-1731977288000","value":{"noPrefix":"{date}","withPrefix":"Joined {date}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeAvatar-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeAvatar-1731977288000","value":{"altTitle":"Node avatar for {nodeTitle}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeDescription-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeDescription-1731977288000","value":{"description":"{description}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeIcon-1731977288000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeIcon-1731977288000","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":"azuredevcommunityblog","messageSubject":"introducing-azure-anomaly-detector-api","messageId":"490162"},"buildId":"HRH9asyXK5xcdgT_PgIf7","runtimeConfig":{"buildInformationVisible":false,"logLevelApp":"info","logLevelMetrics":"info","openTelemetryClientEnabled":false,"openTelemetryConfigName":"o365","openTelemetryServiceVersion":"24.10.0","openTelemetryUniverse":"prod","openTelemetryCollector":"http://localhost:4318","openTelemetryRouteChangeAllowedTime":"5000","khorosSignInIdpId":"kh-auth-idp","apolloDevToolsEnabled":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"],"appGip":true,"scriptLoader":[{"id":"analytics","src":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/pagescripts/1729284608000/analytics.js?page.id=BlogMessagePage&entity.id=board%3Aazuredevcommunityblog&entity.id=message%3A490162","strategy":"afterInteractive"}]}