#i "nuget:https://pkgs.dev.azure.com/dnceng/public/_packaging/dotnet5/nuget/v3/index.json"
#i "nuget:https://pkgs.dev.azure.com/dnceng/public/_packaging/dotnet-tools/nuget/v3/index.json"

#r "nuget:Microsoft.DotNet.Interactive.ExtensionLab,*-*"

using System.IO;
using System.Net.Http;

string housingPath = "housing.csv";

if (!File.Exists(housingPath))
{
    var contents = await new HttpClient()
        .GetStringAsync("https://raw.githubusercontent.com/ageron/handson-ml2/master/datasets/housing/housing.csv");
        
    File.WriteAllText("housing.csv", contents);
}

using Microsoft.Data.Analysis;
using Microsoft.ML;
using System.Collections.Generic;

var housingData = DataFrame.LoadCsv(housingPath);

housingData.ExploreWithSandDance();