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This code is part of the ML.NET taxi fare prediction demo.
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/// <summary> | |
/// The program class. | |
/// </summary> | |
class Program | |
{ | |
// file paths to data files | |
static readonly string dataPath = Path.Combine(Environment.CurrentDirectory, "yellow_tripdata_2018-12.csv"); | |
/// <summary> | |
/// The main application entry point. | |
/// </summary> | |
/// <param name="args">The command line arguments.</param> | |
static void Main(string[] args) | |
{ | |
// create the machine learning context | |
var mlContext = new MLContext(); | |
// set up the text loader | |
var textLoader = mlContext.Data.CreateTextLoader( | |
new TextLoader.Options() | |
{ | |
Separators = new[] { ',' }, | |
HasHeader = true, | |
Columns = new[] | |
{ | |
new TextLoader.Column("VendorId", DataKind.String, 0), | |
new TextLoader.Column("RateCode", DataKind.String, 5), | |
new TextLoader.Column("PassengerCount", DataKind.Single, 3), | |
new TextLoader.Column("TripDistance", DataKind.Single, 4), | |
new TextLoader.Column("PaymentType", DataKind.String, 9), | |
new TextLoader.Column("FareAmount", DataKind.Single, 10) | |
} | |
} | |
); | |
// load the data | |
Console.Write("Loading training data...."); | |
var dataView = textLoader.Load(dataPath); | |
Console.WriteLine("done"); | |
// split into a training and test partition | |
var partitions = mlContext.Regression.TrainTestSplit(dataView, testFraction: 0.2); | |
// rest of the code goes here... | |
} | |
} | |
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