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CESARDELATORRECESARDELATORRE
committed
Baseline for Customer Segmentation (Clustering Sample)
1 parent ba3009f commit de499c5

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‎samples/csharp/getting-started/Clustering_CustomerSegmentation/CustomerSegmentation.Predict/CustomerSegmentation.Predict.csproj‎

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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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<LangVersion>7.2</LangVersion>
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</PropertyGroup>
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<ItemGroup>
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<Compile Include="..\CustomerSegmentation.Train\ModelBuilder\ConsoleHelpers.cs" Link="ModelScorer\ConsoleHelpers.cs" />
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<Compile Include="..\CustomerSegmentation.Train\ModelBuilder\ModelHelpers.cs" Link="ModelScorer\ModelHelpers.cs" />
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<Compile Include="..\CustomerSegmentation.Train\RetailData\ClusteringPrediction.cs" Link="RetailData\ClusteringPrediction.cs" />
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<Compile Include="..\CustomerSegmentation.Train\RetailData\DataHelpers.cs" Link="RetailData\DataHelpers.cs" />
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<Compile Include="..\CustomerSegmentation.Train\RetailData\Offer.cs" Link="RetailData\Offer.cs" />
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<Compile Include="..\CustomerSegmentation.Train\RetailData\PivotData.cs" Link="RetailData\PivotData.cs" />
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<Compile Include="..\CustomerSegmentation.Train\RetailData\Transaction.cs" Link="RetailData\Transaction.cs" />
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</ItemGroup>
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<ItemGroup>
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<PackageReference Include="Microsoft.ML" Version="$(MicrosoftMLVersion)" />
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<PackageReference Include="OxyPlot.Core" Version="1.0.0" />
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</ItemGroup>
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<ItemGroup>
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<Folder Include="RetailData\" />
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</ItemGroup>
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</Project>

‎samples/csharp/getting-started/Clustering_CustomerSegmentation/CustomerSegmentation.Predict/ModelScorer/ModelEvaluator.cs‎

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using CustomerSegmentation.RetailData;
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using Microsoft.ML.Core.Data;
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using Microsoft.ML.Runtime.Api;
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using Microsoft.ML.Runtime.Data;
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using OxyPlot;
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using OxyPlot.Series;
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using System;
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using System.Collections.Generic;
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using System.Diagnostics;
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using System.IO;
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using System.Linq;
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using static CustomerSegmentation.Model.ConsoleHelpers;
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namespace CustomerSegmentation.Model
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{
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public class ModelEvaluator
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{
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private readonly string pivotDataLocation;
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private readonly string modelLocation;
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private readonly string plotLocation;
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private readonly LocalEnvironment env;
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public ModelEvaluator(string pivotDataLocation, string modelLocation, string plotLocation)
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{
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this.pivotDataLocation = pivotDataLocation;
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this.modelLocation = modelLocation;
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this.plotLocation = plotLocation;
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env = new LocalEnvironment(seed: 1); //Seed set to any number so you have a deterministic environment
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}
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public void Evaluate()
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{
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ITransformer model;
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using (var file = File.OpenRead(modelLocation))
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{
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model = TransformerChain
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.LoadFrom(env, file);
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}
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var reader = new TextLoader(env,
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new TextLoader.Arguments
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{
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Column = new[] {
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new TextLoader.Column("Features", DataKind.R4, new[] {new TextLoader.Range(0, 31) }),
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new TextLoader.Column("LastName", DataKind.Text, 32)
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},
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HasHeader = true,
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Separator = ","
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});
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ConsoleWriteHeader("Read model");
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Console.WriteLine($"Model location: {modelLocation}");
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var data = reader.Read(new MultiFileSource(pivotDataLocation));
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var predictions = model.Transform(data)
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.AsEnumerable<ClusteringPrediction>(env, false)
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.ToArray();
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SaveCustomerSegmentationPlot(predictions, plotLocation);
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OpenChartInDefaultWindow(plotLocation);
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}
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private static void SaveCustomerSegmentationPlot(IEnumerable<ClusteringPrediction> predictions, string plotLocation)
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{
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ConsoleWriteHeader("Plot Customer Segmentation");
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var plot = new PlotModel { Title = "Customer Segmentation", IsLegendVisible = true };
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var clusters = predictions.Select(p => p.SelectedClusterId).Distinct().OrderBy(x => x);
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foreach (var cluster in clusters)
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{
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var scatter = new ScatterSeries { MarkerType = MarkerType.Circle, MarkerStrokeThickness = 2, Title = $"Cluster: {cluster}", RenderInLegend=true };
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var series = predictions
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.Where(p => p.SelectedClusterId == cluster)
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.Select(p => new ScatterPoint(p.Location[0], p.Location[1])).ToArray();
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scatter.Points.AddRange(series);
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plot.Series.Add(scatter);
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}
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plot.DefaultColors = OxyPalettes.HueDistinct(plot.Series.Count).Colors;
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var exporter = new SvgExporter { Width = 600, Height = 400 };
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using (var fs = new System.IO.FileStream(plotLocation, System.IO.FileMode.Create))
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{
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exporter.Export(plot, fs);
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}
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Console.WriteLine($"Plot location: {plotLocation}");
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}
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private static void OpenChartInDefaultWindow(string plotLocation)
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{
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Console.WriteLine("Showing chart...");
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var p = new Process();
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p.StartInfo = new ProcessStartInfo(plotLocation)
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{
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UseShellExecute = true
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};
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p.Start();
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}
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}
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}

‎samples/csharp/getting-started/Clustering_CustomerSegmentation/CustomerSegmentation.Predict/Program.cs‎

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using System;
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using CustomerSegmentation.Model;
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using System.IO;
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using System.Threading.Tasks;
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using static CustomerSegmentation.Model.ConsoleHelpers;
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namespace CustomerSegmentation
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{
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public class Program
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{
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static async Task Main(string[] args)
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{
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var assetsPath = ModelHelpers.GetAssetsPath(@"..\..\..\assets");
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var pivotCsv = Path.Combine(assetsPath, "inputs", "pivot.csv");
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var modelZip = Path.Combine(assetsPath, "inputs", "retailClustering.zip");
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var plotSvg = Path.Combine(assetsPath, "outputs", "customerSegmentation.svg");
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try
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{
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var modelEvaluator = new ModelEvaluator(pivotCsv, modelZip, plotSvg);
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modelEvaluator.Evaluate();
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} catch (Exception ex)
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{
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ConsoleWriteException(ex.Message);
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}
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ConsolePressAnyKey();
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}
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}
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}

‎samples/csharp/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
2+
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

‎samples/csharp/getting-started/Clustering_CustomerSegmentation/CustomerSegmentation.Predict/assets/inputs/retailClustering.zip‎

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