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kevmalCESARDELATORRE
kevmal
authored and
CESARDELATORRE
committed
fsharp customer segmentation example (#236)
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+4035
-1
lines changed

Diff for: ‎README.md

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@@ -102,7 +102,7 @@ The official ML.NET samples are divided in multiple categories depending on the
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</td>
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<td>
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<h4>Customer segmentation &nbsp;&nbsp;&nbsp;
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<a href="samples/csharp/getting-started/Clustering_CustomerSegmentation">C#</a> &nbsp;&nbsp;&nbsp;<img src="images/app-type-getting-started.png" alt="Getting started icon"></h4>
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<a href="samples/csharp/getting-started/Clustering_CustomerSegmentation">C#</a> &nbsp; &nbsp; <a href="samples/fsharp/getting-started/Clustering_CustomerSegmentation">F#</a>&nbsp;&nbsp;&nbsp;<img src="images/app-type-getting-started.png" alt="Getting started icon"></h4>
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<h4>Clustering Iris flowers &nbsp;&nbsp;&nbsp;
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<a href="samples/csharp/getting-started/Clustering_Iris">C#</a> &nbsp; &nbsp; <a href="samples/fsharp/getting-started/Clustering_Iris">F#</a>&nbsp;&nbsp;&nbsp;<img src="images/app-type-getting-started.png" alt="Getting started icon"></h4>
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</td>

Diff for: ‎samples/fsharp/getting-started/Clustering_CustomerSegmentation/CustomerSegmentation.Predict/CustomerSegmentation.Predict.fsproj

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<Project Sdk="Microsoft.NET.Sdk">
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<PropertyGroup>
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<OutputType>Exe</OutputType>
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<TargetFramework>netcoreapp2.1</TargetFramework>
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</PropertyGroup>
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<ItemGroup>
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<Compile Include="Program.fs" />
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</ItemGroup>
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<ItemGroup>
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<PackageReference Include="Microsoft.ML" Version="0.9.0" />
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<PackageReference Include="OxyPlot.Core" Version="1.0.0" />
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</ItemGroup>
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</Project>

Diff for: ‎samples/fsharp/getting-started/Clustering_CustomerSegmentation/CustomerSegmentation.Predict/Program.fs

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open System
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open System.IO
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open Microsoft.ML
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open Microsoft.ML.Data
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open OxyPlot.Series
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open OxyPlot
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open System.Diagnostics
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let dataRoot = FileInfo(System.Reflection.Assembly.GetExecutingAssembly().Location)
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let printHeader lines =
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let defaultColor = Console.ForegroundColor
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Console.ForegroundColor <- ConsoleColor.Yellow
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printfn " "
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lines |> Seq.iter (printfn "%s")
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let maxLength = lines |> Seq.map (fun x -> x.Length) |> Seq.max
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printfn "%s" (String('#', maxLength))
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Console.ForegroundColor <- defaultColor
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let printExn lines =
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let defaultColor = Console.ForegroundColor
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Console.ForegroundColor <- ConsoleColor.Red
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printfn " "
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printfn "EXCEPTION"
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printfn "#########"
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Console.ForegroundColor <- defaultColor
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lines |> Seq.iter (printfn "%s")
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let savePivotData offersCsv transactionsCsv pivotCsv =
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printHeader ["Preprocess input files"]
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printfn "Offers file: %s" offersCsv
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printfn "Transactions file: %s" transactionsCsv
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let pivotData =
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File.ReadAllLines(transactionsCsv)
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|> Seq.skip 1 //skip header
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|> Seq.map
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(fun x ->
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let fields = x.Split ','
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fields.[0] , int fields.[1] // Name, Offer #
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)
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|> Seq.groupBy fst
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|> Seq.map
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(fun (k, xs) ->
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let offers = xs |> Seq.map snd |> Set.ofSeq
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[
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yield! Seq.init 32 (fun i -> if Seq.contains (i + 1) offers then "1" else "0")
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yield k
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]
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|> String.concat ","
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)
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File.WriteAllLines(pivotCsv,
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seq {
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yield [
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yield! Seq.init 32 (fun i -> sprintf "C%d" (i + 1))
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yield "LastName"
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] |> String.concat ","
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yield! pivotData
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})
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[<CLIMutable>]
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type ClusteringPrediction =
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{
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[<ColumnName("PredictedLabel")>]
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SelectedClusterId : uint32
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[<ColumnName("Score")>]
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Distance : float32 []
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[<ColumnName("PCAFeatures")>]
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Location : float32 []
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[<ColumnName("LastName")>]
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LastName : string
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}
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let savePlot (predictions : ClusteringPrediction []) (plotSvg : string) =
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printHeader ["Plot Customer Segmentation"]
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let pm = PlotModel(Title = "Customer Segmentation", IsLegendVisible = true)
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predictions
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|> Seq.groupBy (fun x -> x.SelectedClusterId)
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|> Seq.sortBy fst
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|> Seq.iter
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(fun (cluster,xs) ->
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let scatter =
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ScatterSeries
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(MarkerType = MarkerType.Circle,
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MarkerStrokeThickness = 2.0,
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Title = sprintf "Cluster: %d" cluster,
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RenderInLegend = true )
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xs
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|> Seq.map (fun x -> ScatterPoint(double x.Location.[0], double x.Location.[1]))
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|> scatter.Points.AddRange
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pm.Series.Add scatter
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)
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pm.DefaultColors <- OxyPalettes.HueDistinct(pm.Series.Count).Colors
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let exporter = SvgExporter(Width = 600.0, Height = 400.0)
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use f = File.OpenWrite(plotSvg)
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exporter.Export(pm,f)
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printfn "Plot location: %s" plotSvg
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[<EntryPoint>]
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let main _argv =
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let assetsPath = Path.Combine(dataRoot.Directory.FullName, @"..\..\..\assets")
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let pivotCsv = Path.Combine(assetsPath, "inputs", "pivot.csv")
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let modelZipFilePath = Path.Combine(assetsPath, "inputs", "retailClustering.zip")
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let plotSvg = Path.Combine(assetsPath, "outputs", "customerSegmentation.svg")
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let plotCsv = Path.Combine(assetsPath, "outputs", "customerSegmentation.csv")
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try
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let mlContext = MLContext(seed = Nullable 1); //Seed set to any number so you have a deterministic result
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//Create the clusters: Create data files and plot a char
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let model =
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use f = File.OpenRead modelZipFilePath
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mlContext.Model.Load(f)
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let reader =
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mlContext.Data.CreateTextReader(
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columns =
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[|
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TextLoader.Column("Features", Nullable DataKind.R4, [| TextLoader.Range(0, Nullable 31) |])
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TextLoader.Column("LastName", Nullable DataKind.Text, 32)
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|],
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hasHeader = true,
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separatorChar = ',')
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let data = reader.Read(pivotCsv)
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//Apply data transformation to create predictions/clustering
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let predictions = model.Transform(data).AsEnumerable<ClusteringPrediction>(mlContext, false) |> Seq.toArray
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//Generate data files with customer data grouped by clusters
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printHeader ["CSV Customer Segmentation"]
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File.WriteAllLines(plotCsv,
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seq {
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yield "LastName,SelectedClusterId"
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yield! predictions |> Seq.map (fun x -> sprintf "%s,%d" x.LastName x.SelectedClusterId)
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})
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printfn "CSV location: %s" plotCsv
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//Plot/paint the clusters in a chart and open it with the by-default image-tool in Windows
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savePlot predictions plotSvg
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printfn "Showing chart..."
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ProcessStartInfo(plotSvg, UseShellExecute = true)
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|> Process.Start
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|> ignore
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with
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| ex -> printExn [ex.Message]
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let defaultColor = Console.ForegroundColor
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Console.ForegroundColor <- ConsoleColor.Green
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printfn " "
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printfn "Press any key to finish."
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Console.ForegroundColor <- defaultColor
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Console.ReadKey() |> ignore
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0

Diff for: ‎samples/fsharp/getting-started/Clustering_CustomerSegmentation/CustomerSegmentation.Predict/assets/inputs/pivot.csv

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C1,C2,C3,C4,C5,C6,C7,C8,C9,C10,C11,C12,C13,C14,C15,C16,C17,C18,C19,C20,C21,C22,C23,C24,C25,C26,C27,C28,C29,C30,C31,C32,LastName
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1,0,0,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Thomas
3+
1,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Jackson
4+
1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mitchell
5+
1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,Peterson
6+
1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Wood
7+
1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,Price
8+
1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,Foster
9+
1,0,0,1,1,1,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,Sanders
10+
1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,Butler
11+
1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,1,1,0,Fisher
12+
0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,Smith
13+
0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Rodriguez
14+
0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,Martin
15+
0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,Campbell
16+
0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,Bell
17+
0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,Cox
18+
0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,Lee
19+
0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Nelson
20+
0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,Rogers
21+
0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Richardson
22+
0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Brooks
23+
0,0,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Long
24+
0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,Harris
25+
0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,Clark
26+
0,0,0,1,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,0,0,0,0,0,Sanchez
27+
0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,Wright
28+
0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Turner
29+
0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,Cooper
30+
0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Ward
31+
0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Reed
32+
0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Powell
33+
0,0,0,0,0,1,0,0,0,1,0,0,0,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,Miller
34+
0,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,Young
35+
0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,Scott
36+
0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,Kelly
37+
0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,Morales
38+
0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Gutierrez
39+
0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Brown
40+
0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Taylor
41+
0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Lewis
42+
0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Robinson
43+
0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,King
44+
0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Green
45+
0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,Baker
46+
0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Carter
47+
0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Murphy
48+
0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Rivera
49+
0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Bailey
50+
0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Diaz
51+
0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Watson
52+
0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,James
53+
0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Hughes
54+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Jones
55+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Wilson
56+
0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Hill
57+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Torres
58+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,Edwards
59+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Stewart
60+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Morgan
61+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Bennett
62+
0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Sullivan
63+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Ortiz
64+
0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Perry
65+
0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,Thompson
66+
0,0,0,0,0,0,0,0,1,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,Lopez
67+
0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Gonzalez
68+
0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,Allen
69+
0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Ramirez
70+
0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,Reyes
71+
0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,Barnes
72+
0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Hall
73+
0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,Parker
74+
0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Collins
75+
0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,Gomez
76+
0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Howard
77+
0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,Davis
78+
0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,Martinez
79+
0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Gray
80+
0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Garcia
81+
0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,White
82+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,Johnson
83+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,Moore
84+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,Phillips
85+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,Flores
86+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,Morris
87+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,Williams
88+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Walker
89+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Perez
90+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Adams
91+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Myers
92+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,Ross
93+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,Nguyen
94+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,Evans
95+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,Anderson
96+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,Cook
97+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,Jenkins
98+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Russell
99+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,Hernandez
100+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Cruz
101+
0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Roberts

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LastName,SelectedClusterId
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King,1
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Carter,1
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Diaz,1
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James,1
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Jones,3
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Torres,3
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Bennett,1
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Sullivan,1
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Ortiz,3
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Perry,1
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Thompson,3
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Lopez,3
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Gonzalez,3
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Allen,3
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Ramirez,3
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Reyes,3
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Parker,3
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Davis,3
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Martinez,3
79+
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Garcia,3
81+
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82+
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Moore,3
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Phillips,3
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Morris,3
87+
Williams,3
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Walker,1
89+
Perez,1
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Adams,1
91+
Myers,1
92+
Ross,3
93+
Nguyen,3
94+
Evans,3
95+
Anderson,3
96+
Cook,3
97+
Jenkins,3
98+
Russell,3
99+
Hernandez,1
100+
Cruz,1
101+
Roberts,3

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