GetGraphUserStatisticsReport.PS1

# GetGraphUserStatisticsReport.PS1
# A sample script showing how to gather user activity information from the Graph and assemble it into one report
# V1.3 2-Sep-2020
# V2.1 3-Aug-2022 (Increased date range for activities to go back 180 days instead of 90)
# https://github.com/12Knocksinna/Office365itpros/blob/master/GetGraphUserStatisticsReport.PS1# V2.1 3-Aug-2022 (Increased date range for activities to go back 180 days instead of 90)
# Tony Redmond
#
# https://github.com/12Knocksinna/Office365itpros/blob/master/GetGraphUserStatisticsReportV2.PS1
# Note: Guest user activity is not recorded by the Graph - only tenant accounts are processed

# V2.0 is the transitition from PowerShell lists to hash tables as the repository for data extracted from the Microsoft Graph
# with the intention of faster access for large data sets (more than 1,000 accounts in a tenant).
# There isn't a lot of error checking/handling in this script because it's designed to show the principles of how to grab and 
# process Office 365 usage data from the Graph rather than being something that meets the needs of everyone. Have fun editing it!

# Needs the Reports.Read.All permission to get user data
# Needs the AuditLog.Read.All and Directory.Read.All permissions to read user signin data
# -------------------------------------------------------------------------------------------------------------------------------

function Get-GraphData {
# Based on https://danielchronlund.com/2018/11/19/fetch-data-from-microsoft-graph-with-powershell-paging-support/
# GET data from Microsoft Graph.
    param (
        [parameter(Mandatory = $true)]
        $AccessToken,

        [parameter(Mandatory = $true)]
        $Uri
    )

    # Check if authentication was successful.
    if ($AccessToken) {
    $Headers = @{
         'Content-Type'  = "application\json"
         'Authorization' = "Bearer $AccessToken" 
         'ConsistencyLevel' = "eventual"  }

        # Create an empty array to store the result.
        $QueryResults = @()

        # Invoke REST method and fetch data until there are no pages left.
        do {
            $Results = ""
            $StatusCode = ""

            do {
                try {
                    $Results = Invoke-RestMethod -Headers $Headers -Uri $Uri -UseBasicParsing -Method "GET" -ContentType "application/json"

                    $StatusCode = $Results.StatusCode
                } catch {
                    $StatusCode = $_.Exception.Response.StatusCode.value__

                    if ($StatusCode -eq 429) {
                        Write-Warning "Got throttled by Microsoft. Sleeping for 45 seconds..."
                        Start-Sleep -Seconds 45
                    }
                    else {
                        Write-Error $_.Exception
                    }
                }
            } while ($StatusCode -eq 429)

            if ($Results.value) {
                $QueryResults += $Results.value
            }
            else {
                $QueryResults += $Results
            }

            $uri = $Results.'@odata.nextlink'
        } until (!($uri))

        # Return the result.
        $QueryResults
    }
    else {
        Write-Error "No Access Token"
    }
}

Clear-Host
# Define the values applicable for the application used to connect to the Graph (change these for your tenant)
$AppId = "d816b32c-0edb-48be-9385-30a9cfd96155"
$TenantId = "a662313f-14fc-43a2-9a7a-d2e27f4f3478"
$AppSecret = 't_rkvIn1oZ1cNceUBvJ2or1lrrIsb*:='

$OutputCSV = "c:\temp\Office365TenantUsage.csv"
$StartTime1 = Get-Date

# Construct URI and body needed for authentication
$uri = "https://login.microsoftonline.com/$tenantId/oauth2/v2.0/token"
$body = @{
    client_id     = $AppId
    scope         = "https://graph.microsoft.com/.default"
    client_secret = $AppSecret
    grant_type    = "client_credentials" }

# Get OAuth 2.0 Token
$tokenRequest = Invoke-WebRequest -Method Post -Uri $uri -ContentType "application/x-www-form-urlencoded" -Body $body -UseBasicParsing

# Unpack Access Token
$token = ($tokenRequest.Content | ConvertFrom-Json).access_token

# Base URL
$headers = @{Authorization = "Bearer $token"}

Write-Host "Fetching Teams user activity data from the Graph..."
# The Graph returns information in CSV format. We convert it to allow the data to be more easily processed by PowerShell
# Get Teams Usage Data - the replace parameter is there to remove three odd leading characters () in the CSV data returned by the 
$TeamsUserReportsURI = "https://graph.microsoft.com/v1.0/reports/getTeamsUserActivityUserDetail(period='D180')"
[array]$TeamsUserData = (Invoke-RestMethod -Uri $TeamsUserReportsURI -Headers $Headers -Method Get -ContentType "application/json") -Replace "...Report Refresh Date", "Report Refresh Date" | ConvertFrom-Csv 

Write-Host "Fetching OneDrive for Business user activity data from the Graph..."
# Get OneDrive for Business data
$OneDriveUsageUri = "https://graph.microsoft.com/v1.0/reports/getOneDriveUsageAccountDetail(period='D180')"
[array]$OneDriveData = (Get-GraphData -Uri $OneDriveUsageUri -AccessToken $Token) -Replace "...Report Refresh Date", "Report Refresh Date" | ConvertFrom-Csv
 
Write-Host "Fetching Exchange Online user activity data from the Graph..."
# Get Exchange Activity Data
$EmailReportsUri = "https://graph.microsoft.com/v1.0/reports/getEmailActivityUserDetail(period='D180')"
[array]$EmailData = (Get-GraphData -Uri $EmailReportsUri -AccessToken $Token) -Replace "...Report Refresh Date", "Report Refresh Date" | ConvertFrom-Csv

# Get Exchange Storage Data   
$MailboxUsageReportsUri = "https://graph.microsoft.com/v1.0/reports/getMailboxUsageDetail(period='D180')"
[array]$MailboxUsage = (Get-GraphData -Uri $MailboxUsageReportsUri -AccessToken $Token) -Replace "...Report Refresh Date", "Report Refresh Date" | ConvertFrom-Csv

Write-Host "Fetching SharePoint Online user activity data from the Graph..."
# Get SharePoint usage data
$SPOUsageReportsUri = "https://graph.microsoft.com/v1.0/reports/getSharePointActivityUserDetail(period='D180')"
[array]$SPOUsage = (Get-GraphData -Uri $SPOUsageReportsUri -AccessToken $Token) -Replace "...Report Refresh Date", "Report Refresh Date" | ConvertFrom-Csv

Write-Host "Fetching Yammer user activity data from the Graph..."
# Get Yammer usage data
$YammerUsageReportsUri = "https://graph.microsoft.com/v1.0/reports/getYammerActivityUserDetail(period='D180')"
[array]$YammerUsage = (Get-GraphData -Uri $YammerUsageReportsUri -AccessToken $Token) -Replace "...Report Refresh Date", "Report Refresh Date" | ConvertFrom-Csv

# Create hash table for user sign in data
$UserSignIns = @{}
# And hash table for the output data
$DataTable = @{}
# Get User sign in data
Write-Host "Fetching user sign-in data from the Graph..."
$Uri = "https://graph.microsoft.com/V1.0/users?`$select=displayName,userPrincipalName, mail, id, CreatedDateTime,signInActivity,UserType&`$top=999"
[array]$SignInData = Get-GraphData -Uri $Uri -AccessToken $Token
# Filter out guest member sign-in records
[array]$UserSignInData = $SignInData | Where-Object {$_.UserType -eq "Member"} | Sort-Object UserPrincipalName -Unique
# Update the user sign in hash table
ForEach ($U in $UserSignInData) {
     If ($U.SignInActivity.LastSignInDateTime) {
        $LastSignInDate = Get-Date($U.SignInActivity.LastSignInDateTime) -format g
        $UserSignIns.Add([String]$U.UserPrincipalName, $LastSignInDate) }
     Else {
        $UserSignIns.Add([String]$U.UserPrincipalName,$Null) }
}

$StartTime2 = Get-Date
Write-Host "Processing activity data fetched from the Graph..."
# Process Teams Data
ForEach ($T in $TeamsUserData) {
   If ([string]::IsNullOrEmpty($T."Last Activity Date")) { 
      $TeamsLastActivity = "No activity"
      $TeamsDaysSinceActive = "N/A" }
   Else {
      $TeamsLastActivity = Get-Date($T."Last Activity Date") -format "dd-MMM-yyyy" 
      $TeamsDaysSinceActive = (New-TimeSpan($TeamsLastActivity)).Days }
   $ReportLine  = [PSCustomObject] @{          
     TeamsUPN               = $T."User Principal Name"
     TeamsLastActive        = $TeamsLastActivity  
     TeamsDaysSinceActive   = $TeamsDaysSinceActive      
     TeamsReportDate        = Get-Date($T."Report Refresh Date") -format "dd-MMM-yyyy"  
     TeamsLicense           = $T."Assigned Products"
     TeamsChannelChats      = $T."Team Chat Message Count"
     TeamsPrivateChats      = $T."Private Chat Message Count"
     TeamsCalls             = $T."Call Count"
     TeamsMeetings          = $T."Meeting Count"
     TeamsRecordType        = "Teams"}
   $DataTable[$T."User Principal Name"] = $ReportLine} 

# Process Exchange Data
ForEach ($E in $EmailData) {
   $ExoDaysSinceActive = $Null
   If ([string]::IsNullOrEmpty($E."Last Activity Date")) { 
      $ExoLastActivity = "No activity"
      $ExoDaysSinceActive = "N/A" }
   Else {
      $ExoLastActivity = Get-Date($E."Last Activity Date") -format "dd-MMM-yyyy"
      $ExoDaysSinceActive = (New-TimeSpan($ExoLastActivity)).Days }
  $ReportLine  = [PSCustomObject] @{          
     ExoUPN                = $E."User Principal Name"
     ExoDisplayName        = $E."Display Name"
     ExoLastActive         = $ExoLastActivity   
     ExoDaysSinceActive    = $ExoDaysSinceActive    
     ExoReportDate         = Get-Date($E."Report Refresh Date") -format "dd-MMM-yyyy"  
     ExoSendCount          = [int]$E."Send Count"
     ExoReadCount          = [int]$E."Read Count"
     ExoReceiveCount       = [int]$E."Receive Count"
     ExoIsDeleted          = $E."Is Deleted"
     ExoRecordType         = "Exchange Activity"}
   [Array]$ExistingData = $DataTable[$E."User Principal Name"] 
   [Array]$NewData = $ExistingData + $ReportLine
   $DataTable[$E."User Principal Name"] = $NewData } 
  
ForEach ($M in $MailboxUsage) {
   If ([string]::IsNullOrEmpty($M."Last Activity Date")) { 
      $ExoLastActivity = "No activity" }
   Else {
      $ExoLastActivity = Get-Date($M."Last Activity Date") -format "dd-MMM-yyyy"
      $ExoDaysSinceActive = (New-TimeSpan($ExoLastActivity)).Days }
   $ReportLine  = [PSCustomObject] @{          
     MbxUPN                = $M."User Principal Name"
     MbxDisplayName        = $M."Display Name"
     MbxLastActive         = $ExoLastActivity 
     MbxDaysSinceActive    = $ExoDaysSinceActive          
     MbxReportDate         = Get-Date($M."Report Refresh Date") -format "dd-MMM-yyyy"  
     MbxQuotaUsed          = [Math]::Round($M."Storage Used (Byte)"/1GB,2) 
     MbxItems              = [int]$M."Item Count"
     MbxRecordType         = "Exchange Storage"}
   [Array]$ExistingData = $DataTable[$M."User Principal Name"] 
   [Array]$NewData = $ExistingData + $ReportLine
   $DataTable[$M."User Principal Name"] = $NewData } 

# SharePoint data
ForEach ($S in $SPOUsage) {
   If ([string]::IsNullOrEmpty($S."Last Activity Date")) { 
      $SPOLastActivity = "No activity"
      $SPODaysSinceActive = "N/A" }
   Else {
      $SPOLastActivity = Get-Date($S."Last Activity Date") -format "dd-MMM-yyyy"
      $SPODaysSinceActive = (New-TimeSpan ($SPOLastActivity)).Days }
   $ReportLine  = [PSCustomObject] @{          
     SPOUPN              = $S."User Principal Name"
     SPOLastActive       = $SPOLastActivity    
     SPODaysSinceActive  = $SPODaysSinceActive 
     SPOViewedEdited     = [int]$S."Viewed or Edited File Count"     
     SPOSyncedFileCount  = [int]$S."Synced File Count"
     SPOSharedExt        = [int]$S."Shared Externally File Count"
     SPOSharedInt        = [int]$S."Shared Internally File Count"
     SPOVisitedPages     = [int]$S."Visited Page Count" 
     SPORecordType       = "SharePoint Usage"}
   [Array]$ExistingData = $DataTable[$S."User Principal Name"] 
   [Array]$NewData = $ExistingData + $ReportLine
   $DataTable[$S."User Principal Name"] = $NewData }  

# OneDrive for Business data
ForEach ($O in $OneDriveData) {
   $OneDriveLastActivity = $Null
   If ([string]::IsNullOrEmpty($O."Last Activity Date")) { 
      $OneDriveLastActivity = "No activity"
      $OneDriveDaysSinceActive = "N/A" }
   Else {
      $OneDriveLastActivity = Get-Date($O."Last Activity Date") -format "dd-MMM-yyyy" 
      $OneDriveDaysSinceActive = (New-TimeSpan($OneDriveLastActivity)).Days }
   $ReportLine  = [PSCustomObject] @{          
     ODUPN               = $O."Owner Principal Name"
     ODDisplayName       = $O."Owner Display Name"
     ODLastActive        = $OneDriveLastActivity    
     ODDaysSinceActive   = $OneDriveDaysSinceActive    
     ODSite              = $O."Site URL"
     ODFileCount         = [int]$O."File Count"
     ODStorageUsed       = [Math]::Round($O."Storage Used (Byte)"/1GB,4) 
     ODQuota             = [Math]::Round($O."Storage Allocated (Byte)"/1GB,2) 
     ODRecordType        = "OneDrive Storage"}
   [Array]$ExistingData = $DataTable[$O."Owner Principal Name"] 
   [Array]$NewData = $ExistingData + $ReportLine
   $DataTable[$O."Owner Principal Name"] = $NewData }  

# Yammer Data
ForEach ($Y in $YammerUsage) {  
  If ([string]::IsNullOrEmpty($Y."Last Activity Date")) { 
      $YammerLastActivity = "No activity" 
      $YammerDaysSinceActive = "N/A" }
   Else {
      $YammerLastActivity = Get-Date($Y."Last Activity Date") -format "dd-MMM-yyyy" 
      $YammerDaysSinceActive = (New-TimeSpan ($YammerLastActivity)).Days }
  $ReportLine  = [PSCustomObject] @{          
     YUPN             = $Y."User Principal Name"
     YDisplayName     = $Y."Display Name"
     YLastActive      = $YammerLastActivity      
     YDaysSinceActive = $YammerDaysSinceActive   
     YPostedCount     = [int]$Y."Posted Count"
     YReadCount       = [int]$Y."Read Count"
     YLikedCount      = [int]$Y."Liked Count"
     YRecordType      = "Yammer Usage"}
   [Array]$ExistingData = $DataTable[$Y."User Principal Name"] 
   [Array]$NewData = $ExistingData + $ReportLine
   $DataTable[$Y."User Principal Name"] = $NewData }

Clear-Host
# Create set of users that we've collected data for - each of these users will be in the $DataTable with some information.
[System.Collections.ArrayList]$Users = @()
ForEach ($UserPrincipalName in $DataTable.Keys) { 
   If ($DataTable[$UserPrincipalName]) { #Info exists in datatable
   $obj = [PSCustomObject]@{ 
      UPN  = $UserPrincipalName}
   $Users.add($obj) | Out-Null }
}
$StartTime3 = Get-Date
# Set up progress bar
$ProgressDelta = 100/($Users.Count); $PercentComplete = 0; $UserNumber = 0
$OutData = [System.Collections.Generic.List[Object]]::new() # Create merged output file

# Process each user to extract Exchange, Teams, OneDrive, SharePoint, and Yammer statistics for their activity
ForEach ($UserPrincipalName in $Users) {
  $U = $UserPrincipalName.UPN
  $UserNumber++
  $CurrentStatus = $U + " ["+ $UserNumber +"/" + $Users.Count + "]"
  Write-Progress -Activity "Extracting information for user" -Status $CurrentStatus -PercentComplete $PercentComplete
  $PercentComplete += $ProgressDelta
   
  $UserData = $DataTable[$U]  # Extract data for the user - everything is in a single keyed access to the hash table

# Process Exchange Data
  [string]$ExoUPN = (Out-String -InputObject $UserData.ExoUPN).Trim()
  [string]$ExoLastActive = (Out-String -InputObject $UserData.ExoLastActive).Trim()
  If ([string]::IsNullOrEmpty($ExoUPN) -or $ExoLastActive -eq "No Activity") {
     $ExoDaysSinceActive  = "N/A"
     $ExoLastActive = "No Activity" 
   } Else {
     [string]$ExoLastActive = (Out-String -InputObject $UserData.ExoLastActive).Trim()
     [string]$ExoDaysSinceActive = (Out-String -InputObject $UserData.ExoDaysSinceActive).Trim() 
   }
 
# Parse OneDrive for Business usage data 
  [string]$ODUPN = (Out-String -InputObject $UserData.ODUPN).Trim()
  [string]$ODLastActive = (Out-String -InputObject $UserData.ODLastActive).Trim()  # Possibility of a second OneDrive account for some users.
  If (($ODLastActive -Like "*No Activity*") -or ([string]::IsNullOrEmpty($ODLastActive))) {$ODLastActive = "No Activity"} # this is a hack until I figure out a better way to handle the situation
  If ($null -eq [string]::IsNullOrEmpty($ODUPN) -or $ODLastActive -eq "No Activity") {
     [string]$ODDaysSinceActive  = "N/A"
     [string]$ODLastActive = "No Activity"
     $ODFiles            = 0
     $ODStorage          = 0
     $ODQuota            = 1024 
   } Else {
     [string]$ODDaysSinceActive = (Out-String -InputObject $UserData.ODDaysSinceActive).Trim()
     [string]$ODLastActive = (Out-String -InputObject $UserData.ODLastActive).Trim()
     [string]$ODFiles = (Out-String -InputObject $UserData.ODFileCount).Trim()
     [string]$ODStorage = (Out-String -InputObject $UserData.ODStorageUsed).Trim()
     [string]$ODQuota = (Out-String -InputObject $UserData.ODQuota).Trim()  
   }

# Parse Yammer usage data; Yammer isn't used everywhere, so make sure that we record zero data 
  [string]$YUPN = (Out-String -InputObject $UserData.YUPN).Trim()
  [string]$YammerLastActive = (Out-String -InputObject $UserData.YLastActive).Trim()
  If (([string]::IsNullOrEmpty($YUPN) -or ($YammerLastActive -eq "No Activity"))) { 
     [string]$YammerLastActive = "No Activity"  
     [string]$YammerDaysSinceActive  = "N/A" 
     $YammerPosts             = 0
     $YammerReads             = 0
     $YammerLikes             = 0 
   } Else {
     $YammerDaysSinceActive = (Out-String -InputObject $UserData.YDaysSinceActive).Trim()
     $YammerPosts = (Out-String -InputObject $UserData.YPostedCount).Trim()
     $YammerReads = (Out-String -InputObject $UserData.YReadCount).Trim()
     $YammerLikes = (Out-String -InputObject $UserData.YLikedCount).Trim() 
   }
  
 If ($UserData.TeamsDaysSinceActive -gt 0) {
     [string]$TeamsDaysSinceActive = (Out-String -InputObject $UserData.TeamsDaysSinceActive).Trim()
     [string]$TeamsLastActive = (Out-String -InputObject $UserData.TeamsLastActive).Trim() 
 } Else { 
     [string]$TeamsDaysSinceActive = "N/A"
     [string]$TeamsLastActive = "No Activity" 
 }
 
 If ($UserData.SPODaysSinceActive -gt 0) {
     [string]$SPODaysSinceActive = (Out-String -InputObject $UserData.SPODaysSinceActive).Trim()
     [string]$SPOLastActive = (Out-String -InputObject $UserData.SPOLastActive).Trim() 
 } Else { 
     [string]$SPODaysSinceActive = "N/A"
     [string]$SPOLastActive = "No Activity" 
 }
 
# Fetch the sign in data if available
$LastAccountSignIn = $Null; $DaysSinceSignIn = 0
$LastAccountSignIn = $UserSignIns.Item($U)
If ($null -eq $LastAccountSignIn) { 
   $LastAccountSignIn = "No sign in data found"; $DaysSinceSignIn = "N/A"
} Else { 
   $DaysSinceSignIn = (New-TimeSpan($LastAccountSignIn)).Days 
}
   
# Figure out if the account is used
[int]$ExoDays = 365; [int]$TeamsDays = 365; [int]$SPODays = 365; [int]$ODDays = 365; [int]$YammerDays = 365

# Base is 2 if someuse uses the five workloads because the Graph is usually 2 days behind, but we have some N/A values for days used
  If ($ExoDaysSinceActive -ne "N/A") {$ExoDays = $ExoDaysSinceActive -as [int]}
  If ($TeamsDaysSinceActive -eq "N/A") {$TeamsDays = 365} Else {$TeamsDays = $TeamsDaysSinceActive -as [int]}
  If ($SPODaysSinceActive -eq "N/A") {$SPODays = 365} Else {$SPODays = $SPODaysSinceActive -as [int]}  
  If ($ODDaysSinceActive -eq "N/A") {$ODDays = 365} Else {$ODDays = $ODDaysSinceActive -as [int]} 
  If ($YammerDaysSinceActive -eq "N/A") {$YammerDays = 365} Else {$YammerDays = $YammerDaysSinceActive -as [int]}
   
# Average days per workload used...
  $AverageDaysSinceUse = [Math]::Round((($ExoDays + $TeamsDays + $SPODays + $ODDays + $YammerDays)/5),2)

  Switch ($AverageDaysSinceUse) { # Figure out if account is used
   ({$PSItem -le 8})                          { $AccountStatus = "Heavy usage" }
   ({$PSItem -ge 9 -and $PSItem -le 50} )     { $AccountStatus = "Moderate usage" }   
   ({$PSItem -ge 51 -and $PSItem -le 120} )   { $AccountStatus = "Poor usage" }
   ({$PSItem -ge 121 -and $PSItem -le 300 } ) { $AccountStatus = "Review account"  }
   default                                    { $AccountStatus = "Account unused" }
  } # End Switch

# And an override if someone has been active in just one workload in the last 14 days
  [int]$DaysCheck = 14 # Set this to your chosen value if you want to use a different period.
  If (($ExoDays -le $DaysCheck) -or ($TeamsDays -le $DaysCheck) -or ($SPODays -le $DaysCheck) -or ($ODDays -le $DaysCheck) -or ($YammerDays -le $DaysCheck)) {
     $AccountStatus = "Account in use"}

If ((![string]::IsNullOrEmpty($ExoUPN))) {
# Build a line for the report file with the collected data for all workloads and write it to the list
  $OutLine  = [PSCustomObject] @{          
     UPN                     = $U
     DisplayName             = (Out-String -InputObject $UserData.ExoDisplayName).Trim()
     Status                  = $AccountStatus
     LastSignIn              = $LastAccountSignIn
     DaysSinceSignIn         = $DaysSinceSignIn 
     EXOLastActive           = $ExoLastActive  
     EXODaysSinceActive      = $ExoDaysSinceActive  
     EXOQuotaUsed            = (Out-String -InputObject $UserData.MbxQuotaUsed).Trim()
     EXOItems                = (Out-String -InputObject $UserData.MbxItems).Trim()
     EXOSendCount            = (Out-String -InputObject $UserData.ExoSendCount).Trim()
     EXOReadCount            = (Out-String -InputObject $UserData.ExoReadCount).Trim()
     EXOReceiveCount         = (Out-String -InputObject $UserData.ExoReceiveCount).Trim()
     TeamsLastActive         = $TeamsLastActive
     TeamsDaysSinceActive    = $TeamsDays 
     TeamsChannelChat        = (Out-String -InputObject $UserData.TeamsChannelChats).Trim()
     TeamsPrivateChat        = (Out-String -InputObject $UserData.TeamsPrivateChats).Trim()
     TeamsMeetings           = (Out-String -InputObject $UserData.TeamsMeetings).Trim()
     TeamsCalls              = (Out-String -InputObject $UserData.TeamsCalls).Trim()
     SPOLastActive           = $SPOLastActive
     SPODaysSinceActive      = $SPODays 
     SPOViewedEditedFiles    = (Out-String -InputObject $UserData.SPOViewedEdited).Trim()
     SPOSyncedFiles          = (Out-String -InputObject $UserData.SPOSyncedFileCount).Trim()
     SPOSharedExtFiles       = (Out-String -InputObject $UserData.SPOSharedExt).Trim()
     SPOSharedIntFiles       = (Out-String -InputObject $UserData.SPOSharedInt).Trim()
     SPOVisitedPages         = (Out-String -InputObject $UserData.SPOVisitedPages).Trim()
     OneDriveLastActive      = $ODLastActive
     OneDriveDaysSinceActive = $ODDaysSinceActive
     OneDriveFiles           = $ODFiles
     OneDriveStorage         = $ODStorage
     OneDriveQuota           = $ODQuota
     YammerLastActive        = $YammerLastActive  
     YammerDaysSinceActive   = $YammerDaysSinceActive
     YammerPosts             = $YammerPosts
     YammerReads             = $YammerReads
     YammerLikes             = $YammerLikes
     License                 = (Out-String -InputObject $UserData.TeamsLicense).Trim()
     OneDriveSite            = (Out-String -InputObject $UserData.ODSite).Trim()
     IsDeleted               = (Out-String -InputObject $UserData.ExoIsDeleted).Trim()
     EXOReportDate           = (Out-String -InputObject $UserData.ExoReportDate).Trim()
     TeamsReportDate         = (Out-String -InputObject $UserData.TeamsReportDate).Trim()
     UsageFigure             = $AverageDaysSinceUse }
   $OutData.Add($OutLine)   } 
 } #End processing user data

Clear-Host
$StartTime4 = Get-Date
$GraphTime = $StartTime2 - $StartTime1
$PrepTime = $StartTime3 - $StartTime2
$ReportTime = $StartTime4 - $StartTime3
$ScriptTime = $StartTime4 - $StartTime1
$AccountsPerMinute = [math]::Round(($Outdata.count/($ScriptTime.TotalSeconds/60)),2)
$GraphElapsed = $GraphTime.Minutes.ToString() + ":" + $GraphTime.Seconds.ToString()
$PrepElapsed = $PrepTime.Minutes.ToString() + ":" + $PrepTime.Seconds.ToString()
$ReportElapsed = $ReportTime.Minutes.ToString() + ":" + $ReportTime.Seconds.ToString()
$ScriptElapsed = $ScriptTime.Minutes.ToString() + ":" + $ScriptTime.Seconds.ToString()

Write-Host " "
Write-Host "Statistics for Graph Report Script V2.0"
Write-Host "---------------------------------------"
Write-Host "Time to fetch data from Microsoft Graph:" $GraphElapsed
Write-Host "Time to prepare date for processing:    " $PrepElapsed
Write-Host "Time to create report from data:        " $ReportElapsed
Write-Host "Total time for script:                  " $ScriptElapsed
Write-Host "Total accounts processed:               " $Outdata.count
Write-Host "Accounts processsed per minute:         " $AccountsPerMinute
Write-Host " "
Write-Host "Output CSV file available in " $OutputCSV

$OutData | Sort-Object {$_.ExoLastActive -as [DateTime]} -Descending | Out-GridView  
$OutData | Sort-Object $AccountStatus | Export-CSV $OutputCSV -NoTypeInformation

# An example script used to illustrate a concept. More information about the topic can be found in the Office 365 for IT Pros eBook https://gum.co/O365IT/
# and/or a relevant article on https://office365itpros.com or https://www.practical365.com. See our post about the Office 365 for IT Pros repository 
# https://office365itpros.com/office-365-github-repository/ for information about the scripts we write.

# Do not use our scripts in production until you are satisfied that the code meets the needs of your organization. Never run any code downloaded from 
# the Internet without first validating the code in a non-production environment.