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 // Add input datavar input = new ModelInput();input.Title = 'The Nightmare Before Christmas';input.Description = 'Jack Skellington, king of Halloween Town, ' + 'discovers Christmas Town, but his attempts to bring Christmas to his home causes confusion.';input.Rating = 'PG';// Load model and predict output of sample dataModelOutput result = ConsumeModel.Predict(input);Console.WriteLine(result.Prediction);

 //file location: MLNET-kontent-taxonomy-app/MovieListing.csclass MovieListing { IDeliveryClient client; public MovieListing(KontentKeys keys) { client = DeliveryClientBuilder .WithOptions(builder => builder .WithProjectId(keys.ProjectId) .UsePreviewApi(keys.PreviewApiKey) .Build()) .Build(); } public async Task> GetMovies() { DeliveryItemListingResponse response = await client.GetItemsAsync( new EqualsFilter('system.type', 'movie'), new ElementsParameter('title', 'rating', 'description', 'listed_in') ); return response; } }

 //file location: MLNET-kontent-taxonomy-app/Models/Movie.cspublic partial class Movie { public const string Codename = 'movie'; public const string DescriptionCodename = 'description'; public const string ListedInCodename = 'listed_in'; public const string RatingCodename = 'rating'; public const string ReleaseDateCodename = 'release_date'; public const string TitleCodename = 'title'; public string Description { get; set; } [JsonProperty('listed_in')] public IEnumerable ListedIn { get; set; } [JsonProperty('rating')] public IEnumerable Rating { get; set; } [JsonProperty('release_date')] public DateTime? ReleaseDate { get; set; } public ContentItemSystemAttributes System { get; set; } [JsonProperty('title')] public string Title { get; set; } }

 //file location: MLNET-kontent-taxonomy-app/TaxonomyPredictor.cs//generated using: https://github.com/Kentico/kontent-generators-netclass TaxonomyPredictor { public string GetTaxonomy(Movie movie) { // Add input data var input = new ModelInput(); input.Title = movie.Title; input.Rating = movie.Rating.ToList().First().Name; input.Description = movie.Description; // Load model and predict output of sample data ModelOutput result = ConsumeModel.Predict(input); Console.WriteLine('Listing best match: ' + result.Prediction); //formatting to meet Kontent codename requirements //ex: Children & Family Movies => children___family_movies var formatted_prediction = result.Prediction.Replace(' ', '_').Replace('&', '_').ToLower(); return formatted_prediction; } }

//file location: MLNET-kontent-taxonomy-app/Program.csMovieListing movieListing = new MovieListing(keys);TaxonomyPredictor predictor = new TaxonomyPredictor();var movies = movieListing.GetMovies();foreach (Movie movie in movies.Result.Items){ if (movie.ListedIn.Count() < 1) { string formatted_prediction = predictor.GetTaxonomy(movie); Console.WriteLine(formatted_prediction); }}

 //file location: MLNET-kontent-taxonomy-app/TaxonomyImporter.csclass TaxonomyImporter { ManagementClient client; public TaxonomyImporter(KontentKeys keys) { ManagementOptions options = new ManagementOptions { ProjectId = keys.ProjectId, ApiKey = keys.ManagementApiKey, }; // Initializes an instance of the ManagementClient client client = new ManagementClient(options); } public async Task UpsertTaxonomy(Movie movie, string listing_prediction) { MovieImport stronglyTypedElements = new MovieImport { ListedIn = new[] { TaxonomyTermIdentifier.ByCodename(listing_prediction) } }; // Specifies the content item and the language variant ContentItemIdentifier itemIdentifier = ContentItemIdentifier.ByCodename(movie.System.Codename); LanguageIdentifier languageIdentifier = LanguageIdentifier.ByCodename(movie.System.Language); ContentItemVariantIdentifier identifier = new ContentItemVariantIdentifier(itemIdentifier, languageIdentifier); // Upserts a language variant of your content item ContentItemVariantModel response = await client.UpsertContentItemVariantAsync(identifier, stronglyTypedElements); return response.Elements.Title + ' updated.'; } }

 //file location: MLNET-kontent-taxonomy-app/Models/MovieImport.cspublic partial class MovieImport : Movie { [JsonProperty('listed_in')] public new IEnumerable ListedIn { get; set; } [JsonProperty('rating')] public new IEnumerable Rating { get; set; } }

//file location: MLNET-kontent-taxonomy-app/Program.csclass Program{ static void Main(string[] args) { Console.WriteLine('Starting program...'); var environmentName = Environment.GetEnvironmentVariable('ASPNETCORE_ENVIRONMENT'); var configuration = new ConfigurationBuilder() .AddJsonFile('appsettings.json', optional: true, reloadOnChange: true) .AddJsonFile($'appsettings.{environmentName}.json', optional: true, reloadOnChange: true) .Build(); //file location: MLNET-kontent-taxonomy-app/Configuration/KontentKeys.cs var keys = new KontentKeys(); ConfigurationBinder.Bind(configuration.GetSection('KontentKeys'), keys); MovieListing movieListing = new MovieListing(keys); TaxonomyPredictor predictor = new TaxonomyPredictor(); TaxonomyImporter importer = new TaxonomyImporter(keys); var movies = movieListing.GetMovies(); foreach (Movie movie in movies.Result.Items) { if (movie.ListedIn.Count() < 1) { string formatted_prediction = predictor.GetTaxonomy(movie); var upsertResponse = importer.UpsertTaxonomy(movie, formatted_prediction).Result; Console.WriteLine(upsertResponse); } } Console.WriteLine('Program finished.'); } }

 //file location: MLNET-kontent-taxonomy-app/Configuration/KontentKeys.cspublic class KontentKeys { public string ProjectId { get; set; } public string PreviewApiKey { get; set; } public string ManagementApiKey { get; set; } }

 //file location: MLNET-kontent-taxonomy-app/appsettings.json{ 'KontentKeys': { 'ProjectId': '', 'PreviewApiKey': '', 'ManagementApiKey': '' }}