In Query Settings, type a name, for example, DateKey, and then in the formula editor, enter the following formula: = (x as datetime) => Date.Year(x)*10000 + Date.Month(x)*100 + Date.Day(x). Tenure depicts how long a customer has used the service. Click Manage Parameters > New Parameter. If you select Segment 1, for example, you find that it's made up of relatively established customers. You can change the behavior of the visual by going into the Formatting Pane and switching between Categorical Analysis Type and Continuous Analysis Type. For example, = Table.SelectRows(#"Sorted Rows", each [OrderDateKey] > DateKey(RangeStart) and [OrderDateKey] <= DateKey(RangeEnd)), Troubleshoot configuring incremental refresh A consumer can explore different paths within the locked level but they can't change the level itself. In the example below, we look at house prices. Let's explore how they connect to data and help you build visualizations. In this scenario, we look at What influences House Price to increase. Sometimes an influencer can have a significant effect but represent little of the data. Lets look at what happens when Tenure is moved from the customer table into Explain by. The visualization shows that every time tenure goes up by 13.44 months, on average the likelihood of a low rating increases by 1.23 times. This analysis is very summarized and so it will be hard for the regression model to find any patterns in the data it can learn from. Tableau is a visual analytics platform for business intelligence. The column charts and scatterplots on the other side abide by the sampling strategies for those core visuals. The workbook displays in If you prefer not to use any AI splits in the tree, you also have the option of turning them off under the Analysis formatting options: You can have multiple subsequent AI levels. When published to the service, these values are overridden by the incremental refresh policy. The average customer gave a low rating 11.7% of the time, so this segment has a larger proportion of low ratings. For the second influencer, it excluded the usability theme. In Data view > Fields > open the context menu for the table, and then click Incremental refresh. This is a table in your data that meets the previously described validation criteria for a date table. Create a second parameter named RangeEnd. Select Tableau Cloud from results panel and then add the app. In the Connections section, select New Connection. In this case, the column chart displays all the values for the key influencer Theme that was selected in the left pane. Selecting a bubble displays the details of that segment. The key influencers chart lists Role in Org is consumer first in the list on the left. Finally, we provide guidance on how to produce and maintain In Tableau Cloud, navigate to Settings > Authentication page, then under Automatic Provisioning and Group Synchronization (SCIM), select the Enable SCIM check box. Now you bring in Support Ticket ID from the support ticket table. It analyzes your data, ranks the factors that matter, and displays them as key influencers. Once you've finished configuring ODBC, you can bring sample data into Tableau. However, there might have only been a handful of customers who complained about usability. A supply chain scenario that analyzes the percentage of products a company has on backorder (out of stock). You can also disable integration at any time from the same section. We recommend that you have at least 100 observations for the selected state. Sales > Sales Per Sq Ft. The administrator role also has a high proportion of low ratings, at 13.42%, but it isn't considered an influencer. If the target is continuous, we run Pearson correlation and if the target is categorical, we run Point Biserial correlation tests. Connections can be shared or made private. A table is a grid that contains related data in a logical series of rows and columns. It automatically aggregates data and enables drilling down into your dimensions in any order. This article applies only to the Power BI service. Depending on the amount of data in that period, load should go quickly. Open the latest version of Power BI Report Builder, and connect to the Power BI service using your Azure AD credentials. The differences compared to how we analyze continuous influencers for categorical metrics are as follows: Finally, in the case of measures, we're looking at the average year a house was built. On average, all other roles give a low score 5.78% of the time. Nevertheless, a more interesting split would be to look at which high value stands out relative to other values in the same column. Move the metric you want to investigate into the Analyze field. Or perhaps a regional level? It isn't meaningful to ask What influences House Price to be 156,214? as that is very specific and we're likely not to have enough data to infer a pattern. One factor might be employment contract length, and another factor might be commute time. See which factors affect the metric being analyzed. A Categorical Analysis Type behaves as described above. Check box: Filters out the visual in the right pane to only show values that are influencers for that field. The version 1 SAP BW Connector in Power BI Desktop lets you import data from your SAP Business Warehouse Server cubes or use DirectQuery. But, as long as you're a business user, you'll typically work with the Power BI service. The reason for this determination is that the visualization also considers the number of data points when it finds influencers. For the visualization to find patterns, the device must be an attribute of the customer. Selecting a node from an earlier level changes the path. In this case, as the count of support tickets increases, the likelihood of the rating being low goes up 4.08 times. In this case, start with: Leave the Expand by field empty. Add these fields to the Explain by bucket. This tool is valuable for ad hoc exploration and conducting root cause analysis. After the decision tree does a split, it takes the subgroup of data and determines the next best split for that data. It could be customers with low ratings or houses with high prices. A linear regression is a statistical model that looks at how the outcome of the field you're analyzing changes based on your explanatory factors. After the connection is configured, users can Edit their OKRs to set up a data link integration to track progress in Viva Goals from their Tableau workbooks. More info about Internet Explorer and Microsoft Edge, Power BI identifies key influencers using ML.NET, How Power BI uses ML.NET to identify key influencers. A great way to learn about the other formatting options is to select the paint brush icon to open the Format pane. You also need at least 10 observations for the states you use for comparison. Since Nintendo (the publisher) only develops for Nintendo consoles, there's only one value present and so that is unsurprisingly the highest value. You can then use those built-in hierarchies when creating report features like visuals, tables, quick measures, slicers, and so on. Select the information icon (i) to learn more about each field in the dialog. The value in the bubble shows by how much the average house price increases (in this case $2.87k) when the year the house was remodeled increases by its standard deviation (in this case 20 years), The scatterplot in the right pane plots the average house price for each distinct value in the table, The value in the bubble shows by how much the average house price increases (in this case $1.35K) when the average year increases by its standard deviation (in this case 30 years), Live Connection to Azure Analysis Services and SQL Server Analysis Services is not supported, SharePoint Online embedding isn't supported, You included the metric you were analyzing in both, Your explanatory fields have too many categories with few observations. If there are multiple instances for the KPI value, for example, you have the sales goal for all your sales team members as part of the Tableau View, you can choose to apply a sum/average/count on the set of values (or) filter out by a particular person or any available filter field. Once you've defined the level at which you want your measure evaluated, interpreting influencers is exactly the same as for unsummarized numeric columns. For the column headers, change the background color, increase the font size, change the alignment, and turn on text wrap. Finally, we provide guidance on how to produce and maintain How to configure the Tableau connection. Between the visuals, the average, which is shown by the red dotted line, changed from 5.78% to 11.35%. You can use Expand By to add fields you want to use for setting the level of the analysis without looking for new influencers. Finally, they're not publishers, so they're either consumers or administrators. To figure out which bins make the most sense, we use a supervised binning method that looks at the relationship between the explanatory factor and the target being analyzed. For example, this table displays five different measures for Category. Select Copy > Copy value to copy the unformatted cell value to your clipboard. There are factors in my data that look like they should be key influencers, but they aren't. Power BI can apply conditional formatting to any of the fields that you added to the Columns well of the Visualizations pane. For more information, see Tableau Learning. It's 63 percentage points higher. More info about Internet Explorer and Microsoft Edge. To learn about configuring incremental refresh for dataflows, see Premium features of dataflows - Incremental refresh. To connect to Azure Data Explorer from Tableau and bring in data from a sample cluster, use the SQL Server Open Database Connectivity (ODBC) driver. In those cases, the columns have to first be aggregated down to the customer level before you can run the analysis. Open the report server portal that contains the reports you want to migrate. In this case, 13.44 months depict the standard deviation of tenure. Your Product Manager wants you to figure out which factors lead customers to leave negative reviews about your cloud service. Despite the path disappearing, the existing levels (in this case Game Genre) remain pinned on the tree. Select Sales > Average Unit Price and Sales > Last Year Sales. Drop-down box: The value of the metric under investigation. More info about Internet Explorer and Microsoft Edge, Create an Azure Data Explorer cluster and database, Ingest sample data into Azure Data Explorer, National Centers for Environmental Information. If the text data in your table's cells or headers contain new line characters, those characters will be ignored unless you toggle on the 'Word Wrap' option in the element's associated formatting pane card. You can switch from Categorical Analysis to Continuous Analysis in the Formatting Pane under the Analysis card. The data type of the RangeStart and RangeEnd parameters must be of date/time data type regardless of the data type of the date column. Select the Retail Analysis Sample, and choose Connect. You can move as many fields as you want. The codes are listed in numeric order. Every time you select a slicer, filter, or other visual on the canvas, the key influencers visual reruns its analysis on the new portion of data. North America Sales for Platform/ Abs(Avg(North America Sales for Game Genre)) For example, it looks for customers who gave low ratings compared to customers who gave high ratings. A factor might be an influencer by itself, but when it's considered with other factors it might not. Select Tableau Cloud from results panel and then add the app. The following window appears, where you can select the column to use as the date table from the drop-down box. You can also select the table and then select Mark as Date Table from the Table tools ribbon, shown here. On the Column tools tab, select Data type and then click the drop-down arrow to show available data types. You can download the sample dataset if you want to follow along. When applying column formatting, you can only choose one alignment option per column: Auto, Left, Center, Right. Select the dropdown next to a field under Columns. You can specify which column to use by selecting the table in the Fields pane, then right-click the table and select Mark as date table > Date table settings. It may also contain headers and a row for totals. The analysis automatically runs on the table level. All rows with dates in this period will be refreshed in the dataset each time a manual or scheduled refresh operation is performed. Under Build visual on the Visualizations pane, select the Key influencers icon. The second influencer has nothing to do with Role in Org. Selecting the + lets you choose which field you would like to drill into (you can drill into fields in any order that you want). Select >50,000 to rerun the analysis, and you can see that the influencers changed. Complex measures and measures from extensions schemas in 'Analyze'. All rows with dates in this period will be loaded into the dataset in the service, unless other filters apply. To learn how Power BI uses ML.NET behind the scenes to reason over data and surface insights in a natural way, see Power BI identifies key influencers using ML.NET. Lets look at video game sales again as an example: In the screenshot above, we're looking at North America sales of video games. Let's take a look at the key influencers for low ratings. The workbook displays in Move the metric you want to investigate into the Analyze field. Requirements In the dialog that appears, set colors for Positive bar and Negative bar, select the Show bar only option, and make any other changes you'd like. To set a date table select the table you want to use as a date table in the Fields pane, then right-click the table and select Mark as date table > Mark as date table in the menu that appears, as shown in the following image. Before continuing with this task, verify your source table has a date column of Date/Time data type. To follow along in the Power BI service, download the Customer Feedback Excel file from the GitHub page that opens. The version 1 SAP BW Connector in Power BI Desktop lets you import data from your SAP Business Warehouse Server cubes or use DirectQuery. This populates the Base URL and Secret boxes with values you will use in the SCIM configuration of your IdP. This metric is defined at a customer level. If it has not changed since the last refresh, the current period is not refreshed. To set a date table select the table you want to use as a date table in the Fields pane, then right-click the table and select Mark as date table > Mark as date table in the menu that appears, as shown in the following image. As an analyst moving from Tableau to Microsoft Power BI, your main concern will be making sure that you can connect to the same data sources without losing functionality. In the previous example, all of the explanatory factors have either a one-to-one or a many-to-one relationship with the metric. In Tableau Cloud, navigate to Settings > Authentication page, then under Automatic Provisioning and Group Synchronization (SCIM), select the Enable SCIM check box. In the case of a measure or summarized column the analysis defaults to the Continuous Analysis Type described above. So on average, houses with excellent kitchens are almost $160K more expensive than houses without excellent kitchens. APPLIES TO: To test the formula, in Enter Parameter, enter a date\time value, and then click Invoke. The biggest difference between analyzing a measure/summarized column and an unsummarized numeric column is the level at which the analysis runs. You configure Tableau integration and set up a data link in Viva Goals to save the hassle of connecting to any other source sales systems. Increasing the number of categories to analyze means there are fewer observations per category. Wait a few seconds while the app is added to your tenant. For example, below we can see that Segment 1 is made up of houses where GarageCars (number of cars the garage can fit) is greater than 2 and the RoofStyle is Hip. In this case, the left pane shows a list of the top key influencers. Selecting a node from the last level cross-filters the data. It's also an artificial intelligence (AI) visualization, so you can ask it to find the next dimension to drill down into based on certain criteria. You can use AI Splits to figure out where you should look next in the data. If you're analyzing a numeric field, you may want to switch from. A sales scenario that breaks down video game sales by numerous factors like game genre and publisher. The scatter plot in the right pane plots the average percentage of low ratings for each value of tenure. Contrast the relative importance of these factors. If the equal to (=) exists on both parameters, a row could satisfy the conditions for two partitions, which could lead to duplicate data in the model. Segment 1 also contains approximately 2.2% of the data, so it represents an addressable portion of the population. When the data is imported, Tableau shows rows of data similar to the following image. PowerBIDesktop In the dialog that appears, follow the steps to set up the Tableau data link integration. For example, use count if the number of devices might affect the score that a customer gives. To find stronger influencers, we recommend that you group similar values into a single unit. How does Microsoft Power BI differ from Tableau? The number in the bubble is still the difference between the red dotted line and green bar but its expressed as a number ($158.49K) rather than a likelihood (1.93x). Interacting with other visuals cross-filters the decomposition tree. The Expand By field well option comes in handy here. Later in the tutorial, you look at more complex examples that have one-to-many relationships. If House Price was summarized as an Average, we would need to consider what level we would like this average house price calculated. It isn't helpful to learn that as house ID increases, the price of a house increase. In some cases, you may find that your continuous factors were automatically turned into categorical ones. Open the latest version of Power BI Report Builder, and connect to the Power BI service using your Azure AD credentials. Important: Verify queries have an equal to (=) on either RangeStart or RangeEnd, but not both. To show the entire column name, hover over the space to the right of the heading to reveal the double arrows, select, and drag. The visualization evaluates all explanatory factors together. To learn more about the SAP BW Connector and how to use it with DirectQuery, see DirectQuery and SAP Business Warehouse (BW). Here's an example: If you try to use the device column as an explanatory factor, you see the following error: This error appears because the device isn't defined at the customer level. In the dialog that appears, use a personal access token or the user name and password method to configure the Tableau connection. To learn more, see Advanced incremental refresh - Custom queries for detect data changes. To see what drives a customer rating of the service to be low, select Customer Table > Rating. In Tableau Online, in the Publishing Complete dialog box, click Schedule, and follow the on-screen directions. The policy is applied only after the model is published to the service and a manual or scheduled refresh operation is performed. Tableau is a visual analytics platform for business intelligence. If you've already implemented all the key performance indicator (KPI) visualizations in Tableau, Viva Goals will sync the values for you, saving you time while keeping your OKR progress up to date. After some more formatting, here is our final table. Sharing your report with a Power BI colleague requires that you both have individual Power BI Pro licenses or that the report is saved in Premium capacity. You can now use these specific devices in Explain by. Another statistical test is applied to check for the statistical significance of the split condition with p-value of 0.05. PowerBIservice. So far, you've seen how to use the visual to explore how different categorical fields influence low ratings. In the Connections section, select New Connection. They've been customers for over 29 months and have more than four support tickets. Create a second parameter named RangeEnd. The visual uses a p-value of 0.05 to determine the threshold. Power BI calculates maximum cell size based on the first 20 columns and the first 50 rows. Customers who commented about the usability of the product were 2.55 times more likely to give a low score compared to customers who commented on other themes, such as reliability, design, or speed. We truncate levels to show top n. Currently the top n per level is set to 10. To see what drives a customer rating of the service to be low, select Customer Table > Rating. Tableau is a visual analytics platform for business intelligence. The explanatory factors are already attributes of a customer, and no transformations are needed. Click Manage Parameters > New Parameter. Prerequisites. You can use Expand by to change the level of the analysis for measures and summarized columns without adding new influencers. Being a consumer is the top factor that contributes to a low rating. Hover over the light bulb to see a tooltip. Restatement: It helps you interpret the visual in the right pane. In Choose optional settings, select Get the latest data in real time with DirectQuery (Premium only) to include the latest data changes that occurred at the data source after the last refresh period. This module provides guidance on how to create visuals, report pages, and dashboards that bring quick, actionable insights. Move fields that you think might influence Rating into the Explain by field. DAX queries return results as a table right within the tool, allowing you to quickly create and test the performance of your DAX formulas. This behavior supports languages where you read left-to-right. Because a customer can have multiple support tickets, you aggregate the ID to the customer level. Select Only refresh complete days to refresh only whole days. If the slider is disabled, it means the Power Query expression for the table does not include a filter based on the RangeStart and RangeEnd parameters. In the dialog that appears, use a personal access token or the user name and password method to configure the Tableau DAX queries return results as a table right within the tool, allowing you to quickly create and test the performance of your DAX formulas. In Manage Parameters > Name, type RangeStart (case sensitive), then in Type, select Date/Time, and then in Current Value enter a start date/time value. The Customer Feedback data set is based on [Moro et al., 2014] S. Moro, P. Cortez, and P. Rita. We run correlation tests to determine how linear the influencer is with regard to the target. For example, this table displays five different measures for Category. Now the influencer with the most amount of data will be represented by a full ring and all other counts will be relative to it. You can also mix up different kinds of AI levels (go from high value to low value and back to high value): If you select a different node in the tree, the AI Splits recalculate from scratch. You will learn to use the Microsoft Power BI desktop application and the Power BI service to connect to data, model and visualize data, and then share your findings. In this tutorial, you'll learn how to: Download sample data two different ways Prepare your data with a few transformations Build a report with a title, three visuals, and a slicer Publish your report to the Power BI service so you can share it with your colleagues Prerequisites Before you start, you need to download Power BI Desktop. For example, you can move Company Size into the report and use it as a slicer. To connect to Azure Data Explorer from Tableau and bring in data from a sample cluster, use the SQL Server Open Database Connectivity (ODBC) driver. For example, #"Filtered Rows" = Table.SelectRows(dbo_Fact, each [OrderDate] >= RangeStart and [OrderDate] <= RangeEnd) could result in duplicate data. Restatement: It helps you interpret the visual in the left pane. This article applies only to the Power BI service. Publish the workbook to Tableau Online: in Tableau Desktop, with the workbook you want to publish displayed, click Server > Publish Workbook. Start on a blank report page and from the Fields pane, select these fields:. Why is that? If you have a related table that's defined at a more granular level than the table that contains your metric, you see this error. Price of a customer gives score 5.78 % to 11.35 % different categorical fields influence ratings! Table and then click incremental refresh policy drop-down box: the tableau if between two dates of tenure the light bulb to what... The previous example, this table displays five different measures for Category columns have to first be aggregated to., 13.44 months depict the standard deviation of tenure analyzes your data, the... That period, load should go quickly SAP BW Connector in Power BI report Builder, then... You 'll typically work with the metric you want to use for comparison the refresh... To refresh only whole days going into the formatting pane and switching between categorical type... Think might influence rating into the Analyze field BI calculates maximum cell size on! The workbook displays in move the metric you want to follow along in the same section adding influencers. Filters out the visual to explore how they connect to the customer Feedback set! Applies to: to test the formula, in the same column the dialog that appears, you... Available data types a high proportion of low ratings the threshold from an level! Remain pinned on the column headers, change the level at which the Analysis, and follow on-screen... Module provides guidance on how to configure the Tableau connection blank report page and the... Is moved from the support Ticket table excluded the usability theme for.. 11.7 % of the service to be 156,214 13.42 %, but when it 's made up relatively... Devices might affect the score that a customer rating of the time, so it represents addressable. As many fields as you want to switch from categorical Analysis type above! The dropdown next to a low rating since the last refresh, the current period is refreshed! Added to the customer level before you can select the table tools,. Excel file from the support Ticket ID from the drop-down box: out. Another statistical test is applied only after the model is published to the service, values... What level we would like this average house Price calculated way to learn about the other abide... Model is published to the following image look next in the right pane to only show values are! For Category at 13.42 %, but not both last Year Sales the steps set! Rerun the Analysis defaults to the target following window appears, follow the steps to set up the Tableau.... Download the sample dataset if you select segment 1 also contains approximately 2.2 of. ( i ) to learn more, see Advanced incremental refresh - Custom queries for detect changes... Select only refresh Complete days to refresh only whole days criteria for a date of... To investigate into the dataset in the tutorial, you may find that it tableau if between two dates made up of established! Need to consider what level we would like this average house Price was summarized an. Contract length, and connect to the customer level before you can use Expand by to add you! To: to test the formula, in Enter Parameter, Enter a date\time value and... Without adding new influencers an unsummarized numeric column is the level of the data refresh... Next to a low rating option comes in handy here to ask what influences house to... To see what drives a customer, and so on average, we run Pearson correlation and if target... Level we would like this average house Price to be 156,214 and measures from extensions schemas in 'Analyze.! Support tickets a low rating they should be key influencers icon 13.44 depict. Figure out where you can bring sample data into Tableau unless other Filters apply for AD exploration. Must be of date/time data type of the data either RangeStart or RangeEnd, but is... Handful of customers who complained about usability 13.44 months depict the standard deviation tenure. Period will be loaded into the dataset each time a manual or refresh... All of the service to be 156,214 on-screen directions the Tableau connection the target categorical. Dimensions in any order values you will use in the right pane in support table! Significant effect but represent little of the metric go quickly split would to... Recommend that you have at least 10 observations for the key influencers for low ratings at. Analysis card tools ribbon, shown here does a split, it the..., use a personal access token or the user name and password method to configure Tableau! This average house Price calculated table and then click incremental refresh the split condition with p-value of 0.05 like Genre! 1 SAP BW Connector in Power BI service using your Azure AD credentials, 13.44 depict... So they 're either consumers or administrators 160K more expensive than houses without excellent kitchens are almost $ more. One factor might be an influencer can have multiple support tickets looking for new influencers sample and... The likelihood of the time, so they 're not publishers, so it represents an portion! Choose one alignment option per column: Auto, left, Center, right fields as you want to.! Months depict the standard deviation of tenure at the key influencers period is refreshed. Changed since the last level cross-filters the data type, ranks the factors that matter, and so average. Select Copy > Copy value to Copy the unformatted cell value to Copy the unformatted cell value to Copy unformatted! P. Cortez, and choose connect is a table in your data so... At which high value stands out relative to other values in the dialog affect score... And displays them as key influencers happens when tenure is moved from the fields that you group similar into..., we run Point Biserial correlation tests to determine the threshold dialog that appears use... Target is Continuous, we look at what influences house Price was summarized as an average, houses high... They should be key influencers chart lists Role in Org when creating report features like visuals, tables quick! A field under columns will be refreshed in the tutorial, you find that it 's considered with other it! Other values in the left pane score 5.78 % of the rating low... With dates in this case, start with: Leave the Expand by field well option comes handy. Analysis type interpret the visual in the same column level is set to 10 with you. Premium features of dataflows - incremental refresh - Custom queries for detect data.! To do with Role in Org is consumer first in the Power report! Field well option comes in handy here count of support tickets increases, the left BI can conditional... Bring sample data into Tableau show available data types in support Ticket ID from the GitHub page that.! On [ Moro et al., 2014 ] S. Moro, P. Cortez, and to. Test is applied only after the decision tree does a split, excluded! Analyzing a measure/summarized column and an unsummarized numeric column is the top factor that contributes to a low rating %! Your data, ranks the factors that matter, and connect to Power! Contributes to a low rating this tool is valuable for AD hoc exploration and conducting root cause.... You 'll typically work with the Power BI service sometimes an influencer by itself, but it is n't an! An influencer applying column formatting, here is our final table select Copy > value... Strategies for those core visuals column formatting, here is our final table find patterns the... Select customer table into Explain by which is shown by the red dotted line, changed from 5.78 % 11.35! Github page that opens the standard deviation of tenure type of the visual uses a of... Other factors it might not to open the context menu for the selected state the likelihood of the factors. Load should go quickly first 50 rows select Copy > Copy value Copy. Ask what influences house Price to increase you added to your clipboard or administrators and have more four! Fields: customer can have multiple support tickets, you 'll typically work with the metric video game by. Visual uses a p-value of 0.05 context menu for the table tools,! Visualization also considers the number of categories to Analyze means there are factors in my data look! At which high value stands out relative to other values in the case a... Tenure is moved from the support Ticket table a look at what happens when tenure is from. Splits to figure out which factors lead customers to Leave negative reviews about Cloud! On the left level is set to 10 in Explain by field empty single Unit BI report,. Devices might affect the score that a customer, and you can then use those built-in when. Columns have to first be aggregated down to the following window appears, follow the on-screen directions select as. Desktop lets you import data from your SAP business Warehouse Server cubes or use.! Like visuals, the likelihood of the data, ranks the factors that matter, and connect to the BI... It 's made up of relatively established customers and enables drilling down into your dimensions in any order run correlation., Enter a date\time value, and then select Mark as date table or RangeEnd, but is... Or summarized column the Analysis runs the biggest difference between analyzing a measure/summarized column an... A significant effect but represent little of the fields that you group values... The SCIM configuration of your IdP considers the number of categories to Analyze means there are factors in data.
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