public void RecognizePiiEntitiesBatch()
{
string endpoint = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");
// Instantiate a client that will be used to call the service.
var client = new TextAnalyticsClient(new Uri(endpoint), subscriptionKey);
var inputs = new List <string>
{
"A developer with SSN 859-98-0987 whose phone number is 206-867-5309 is building tools with our APIs.",
"Your ABA number - 111000025 - is the first 9 digits in the lower left hand corner of your personal check.",
"Is 998.214.865-68 your Brazilian CPF number?",
};
var resultCollection = client.RecognizePiiEntities(inputs).Value;
Debug.WriteLine($"The following Personally Identifiable Information entities were recognized:");
int i = 0;
foreach (var entities in resultCollection)
{
Debug.WriteLine($"For input: \"{inputs[i++]}\",");
Debug.WriteLine($"the following {entities.Count()} PII entit{(entities.Count() > 1 ? "ies were" : "y was")} found:");
foreach (var entity in entities)
{
Debug.WriteLine($" Text: {entity.Text}, Type: {entity.Type}, SubType: {entity.SubType ?? "N/A"}, Score: {entity.Score:0.00}, Offset: {entity.Offset}, Length: {entity.Length}");
}
}
}
public void RecognizePiiEntitiesBatchConvenience()
{
string endpoint = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");
var client = new TextAnalyticsClient(new Uri(endpoint), subscriptionKey);
var inputs = new List <string>
{
"A developer with SSN 555-55-5555 whose phone number is 555-555-5555 is building tools with our APIs.",
"Your ABA number - 111000025 - is the first 9 digits in the lower left hand corner of your personal check.",
};
#region Snippet:TextAnalyticsSample5RecognizePiiEntitiesConvenience
RecognizePiiEntitiesResultCollection results = client.RecognizePiiEntities(inputs);
#endregion
Debug.WriteLine($"The following Personally Identifiable Information entities were recognized:");
int i = 0;
foreach (RecognizePiiEntitiesResult result in results)
{
Debug.WriteLine($"For input: \"{inputs[i++]}\",");
Debug.WriteLine($"the following {result.NamedEntities.Count()} PII entit{(result.NamedEntities.Count() > 1 ? "ies were" : "y was")} found:");
foreach (NamedEntity entity in result.NamedEntities)
{
Debug.WriteLine($" Text: {entity.Text}, Type: {entity.Type}, SubType: {entity.SubType ?? "N/A"}, Score: {entity.Score:0.00}, Offset: {entity.Offset}, Length: {entity.Length}");
}
}
}
public void RecognizePiiEntities()
{
string endpoint = TestEnvironment.Endpoint;
string apiKey = TestEnvironment.ApiKey;
#region Snippet:TextAnalyticsSample5CreateClient
var client = new TextAnalyticsClient(new Uri(endpoint), new AzureKeyCredential(apiKey));
#endregion
#region Snippet:RecognizePiiEntities
string document = "A developer with SSN 859-98-0987 whose phone number is 800-102-1100 is building tools with our APIs.";
PiiEntityCollection entities = client.RecognizePiiEntities(document).Value;
Console.WriteLine($"Redacted Text: {entities.RedactedText}");
if (entities.Count > 0)
{
Console.WriteLine($"Recognized {entities.Count} PII entit{(entities.Count > 1 ? "ies" : "y")}:");
foreach (PiiEntity entity in entities)
{
Console.WriteLine($"Text: {entity.Text}, Category: {entity.Category}, SubCategory: {entity.SubCategory}, Confidence score: {entity.ConfidenceScore}");
}
}
else
{
Console.WriteLine("No entities were found.");
}
#endregion
}
public void RecognizePiiEntitiesBatchAdvanced()
{
string endpoint = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");
// Instantiate a client that will be used to call the service.
var client = new TextAnalyticsClient(new Uri(endpoint), subscriptionKey);
var inputs = new List <DocumentInput>
{
new DocumentInput("1")
{
Language = "en",
Text = "A developer with SSN 859-98-0987 whose phone number is 206-867-5309 is building tools with our APIs."
},
new DocumentInput("2")
{
Language = "en",
Text = "Your ABA number - 111000025 - is the first 9 digits in the lower left hand corner of your personal check.",
},
new DocumentInput("3")
{
Language = "en",
Text = "Is 998.214.865-68 your Brazilian CPF number?",
}
};
var resultCollection = client.RecognizePiiEntities(inputs, new TextAnalyticsRequestOptions(showStatistics: true)).Value;
int i = 0;
Debug.WriteLine($"Results of Azure Text Analytics \"Pii Entity Recognition\" Model, version: \"{resultCollection.ModelVersion}\"");
Debug.WriteLine("");
foreach (var result in resultCollection)
{
var document = inputs[i++];
Debug.WriteLine($"On document (Id={document.Id}, Language=\"{document.Language}\", Text=\"{document.Text}\"):");
Debug.WriteLine($" Recognized the following {result.Count()} PII entit{(result.Count() > 1 ? "ies" : "y ")}:");
foreach (var entity in result)
{
Debug.WriteLine($" Text: {entity.Text}, Type: {entity.Type}, SubType: {entity.SubType ?? "N/A"}, Score: {entity.Score:0.00}, Offset: {entity.Offset}, Length: {entity.Length}");
}
Debug.WriteLine($" Document statistics:");
Debug.WriteLine($" Character count: {result.Statistics.CharacterCount}");
Debug.WriteLine($" Transaction count: {result.Statistics.TransactionCount}");
Debug.WriteLine("");
}
Debug.WriteLine($"Batch operation statistics:");
Debug.WriteLine($" Document count: {resultCollection.Statistics.DocumentCount}");
Debug.WriteLine($" Valid document count: {resultCollection.Statistics.ValidDocumentCount}");
Debug.WriteLine($" Invalid document count:{resultCollection.Statistics.InvalidDocumentCount}");
Debug.WriteLine($" Transaction count:{resultCollection.Statistics.TransactionCount}");
Debug.WriteLine("");
}
//static void LanguageDetectionExample(TextAnalyticsClient client)
//{
// DetectedLanguage detectedLanguage = client.DetectLanguage("Ce document est rédigé en Français.");
// Console.WriteLine("Language:");
// Console.WriteLine($"\t{detectedLanguage.Name},\tISO-6391: {detectedLanguage.Iso6391Name}\n");
//}
static void EntityPIIExample(TextAnalyticsClient client, string inputText)
{
var response = client.RecognizePiiEntities(inputText);
Console.WriteLine("Personally Identifiable Information Entities:");
foreach (var entity in response.Value)
{
Console.WriteLine($"\tText: {entity.Text},\tCategory: {entity.Category},\tSub-Category: {entity.SubCategory}");
Console.WriteLine($"\t\tLength: {entity.GraphemeLength},\tScore: {entity.ConfidenceScore:F2}\n");
}
}
static void EntityPIIExample(TextAnalyticsClient client)
{
string inputText = "Insurance policy for SSN on file 123-12-1234 is here by approved.";
var response = client.RecognizePiiEntities(inputText);
Console.WriteLine("Personally Identifiable Information Entities:");
foreach (var entity in response.Value)
{
Console.WriteLine($"\tText: {entity.Text},\tCategory: {entity.Category},\tSub-Category: {entity.SubCategory}");
Console.WriteLine($"\t\tOffset: {entity.Offset},\tLength: {entity.Length},\tScore: {entity.Score:F3}\n");
}
}
static void EntityPII(TextAnalyticsClient client, string inputText)
{
//"Insurance policy for SSN on file 123-12-1234 is here by approved."
var response = client.RecognizePiiEntities(inputText);
Console.WriteLine("Personally Identifiable Information Entities:");
foreach (var entity in response.Value)
{
Console.WriteLine($"\tText: {entity.Text},\tCategory: {entity.Category},\tSub-Category: {entity.SubCategory}");
Console.WriteLine($"\t\tLength: {entity.GraphemeLength},\tScore: {entity.ConfidenceScore:F2}\n");
}
Console.WriteLine("\n\n");
}
public void RecognizePiiEntities()
{
string endpoint = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");
// Instantiate a client that will be used to call the service.
var client = new TextAnalyticsClient(new Uri(endpoint), subscriptionKey);
string input = "A developer with SSN 859-98-0987 whose phone number is 206-867-5309 is building tools with our APIs.";
Debug.WriteLine($"Recognizing PII entities for input: \"{input}\"");
var entities = client.RecognizePiiEntities(input).Value;
Debug.WriteLine($"Recognized {entities.Count()} PII entit{(entities.Count() > 1 ? "ies" : "y")}:");
foreach (NamedEntity entity in entities)
{
Debug.WriteLine($"Text: {entity.Text}, Type: {entity.Type}, SubType: {entity.SubType ?? "N/A"}, Score: {entity.Score}, Offset: {entity.Offset}, Length: {entity.Length}");
}
}
static void RecognizePIIExample(TextAnalyticsClient client)
{
string document = "A developer with SSN 859-98-0987 whose phone number is 800-102-1100 is building tools with our APIs.";
PiiEntityCollection entities = client.RecognizePiiEntities(document).Value;
Console.WriteLine($"Redacted Text: {entities.RedactedText}");
if (entities.Count > 0)
{
Console.WriteLine($"Recognized {entities.Count} PII entit{(entities.Count > 1 ? "ies" : "y")}:");
foreach (PiiEntity entity in entities)
{
Console.WriteLine($"Text: {entity.Text}, Category: {entity.Category}, SubCategory: {entity.SubCategory}, Confidence score: {entity.ConfidenceScore}");
}
}
else
{
Console.WriteLine("No entities were found.");
}
}
public void RecognizePiiEntities()
{
string endpoint = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
string apiKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_API_KEY");
#region Snippet:TextAnalyticsSample5CreateClient
var client = new TextAnalyticsClient(new Uri(endpoint), new AzureKeyCredential(apiKey));
#endregion
#region Snippet:RecognizePiiEntities
string document = "A developer with SSN 555-55-5555 whose phone number is 555-555-5555 is building tools with our APIs.";
IReadOnlyCollection <PiiEntity> entities = client.RecognizePiiEntities(document).Value;
Console.WriteLine($"Recognized {entities.Count()} PII entit{(entities.Count() > 1 ? "ies" : "y")}:");
foreach (PiiEntity entity in entities)
{
Console.WriteLine($"Text: {entity.Text}, Category: {entity.Category}, SubCategory: {entity.SubCategory}, Confidence score: {entity.ConfidenceScore}");
}
#endregion
}
public void RecognizePiiEntitiesWithCategories()
{
string endpoint = TestEnvironment.Endpoint;
string apiKey = TestEnvironment.ApiKey;
var client = new TextAnalyticsClient(new Uri(endpoint), new AzureKeyCredential(apiKey));
string document = @"Parker Doe has repaid all of their loans as of 2020-04-25.
Their SSN is 859-98-0987. To contact them, use their phone number 800-102-1100.
They are originally from Brazil and have document ID number 998.214.865-68";
try
{
// For sample purposes we want the service to only return SSN.
RecognizePiiEntitiesOptions options = new() { CategoriesFilter = { PiiEntityCategory.USSocialSecurityNumber } };
Response <PiiEntityCollection> response = client.RecognizePiiEntities(document, options: options);
PiiEntityCollection entities = response.Value;
Console.WriteLine($"Redacted Text: {entities.RedactedText}");
Console.WriteLine("");
Console.WriteLine($"Recognized {entities.Count} PII entities:");
foreach (PiiEntity entity in entities)
{
Console.WriteLine($" Text: {entity.Text}");
Console.WriteLine($" Category: {entity.Category}");
if (!string.IsNullOrEmpty(entity.SubCategory))
{
Console.WriteLine($" SubCategory: {entity.SubCategory}");
}
Console.WriteLine($" Confidence score: {entity.ConfidenceScore}");
Console.WriteLine("");
}
}
catch (RequestFailedException exception)
{
Console.WriteLine($"Error Code: {exception.ErrorCode}");
Console.WriteLine($"Message: {exception.Message}");
}
}
public void RecognizePiiEntities()
{
string endpoint = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");
// Instantiate a client that will be used to call the service.
var client = new TextAnalyticsClient(new Uri(endpoint), subscriptionKey);
#region Snippet:RecognizePiiEntities
string input = "A developer with SSN 555-55-5555 whose phone number is 555-555-5555 is building tools with our APIs.";
// Recognize entities containing personally identifiable information in the input text
RecognizePiiEntitiesResult result = client.RecognizePiiEntities(input);
IReadOnlyCollection <NamedEntity> entities = result.NamedEntities;
Console.WriteLine($"Recognized {entities.Count()} PII entit{(entities.Count() > 1 ? "ies" : "y")}:");
foreach (NamedEntity entity in entities)
{
Console.WriteLine($"Text: {entity.Text}, Type: {entity.Type}, SubType: {entity.SubType ?? "N/A"}, Score: {entity.Score}, Offset: {entity.Offset}, Length: {entity.Length}");
}
#endregion
}
public void RecognizePiiEntities()
{
string endpoint = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");
#region Snippet:TextAnalyticsSample5CreateClient
var client = new TextAnalyticsClient(new Uri(endpoint), new TextAnalyticsSubscriptionKeyCredential(subscriptionKey));
#endregion
#region Snippet:RecognizePiiEntities
string input = "A developer with SSN 555-55-5555 whose phone number is 555-555-5555 is building tools with our APIs.";
RecognizePiiEntitiesResult result = client.RecognizePiiEntities(input);
IReadOnlyCollection <NamedEntity> entities = result.NamedEntities;
Console.WriteLine($"Recognized {entities.Count()} PII entit{(entities.Count() > 1 ? "ies" : "y")}:");
foreach (NamedEntity entity in entities)
{
Console.WriteLine($"Text: {entity.Text}, Type: {entity.Type}, SubType: {entity.SubType}, Score: {entity.Score}, Offset: {entity.Offset}, Length: {entity.Length}");
}
#endregion
}
public void RecognizePiiEntitiesBatch()
{
string endpoint = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");
// Instantiate a client that will be used to call the service.
var client = new TextAnalyticsClient(new Uri(endpoint), new TextAnalyticsSubscriptionKeyCredential(subscriptionKey));
#region Snippet:TextAnalyticsSample5RecognizePiiEntitiesBatch
var inputs = new List <TextDocumentInput>
{
new TextDocumentInput("1", "A developer with SSN 555-55-5555 whose phone number is 555-555-5555 is building tools with our APIs.")
{
Language = "en",
},
new TextDocumentInput("2", "Your ABA number - 111000025 - is the first 9 digits in the lower left hand corner of your personal check.")
{
Language = "en",
}
};
RecognizePiiEntitiesResultCollection results = client.RecognizePiiEntities(inputs, new TextAnalyticsRequestOptions {
IncludeStatistics = true
});
#endregion
int i = 0;
Debug.WriteLine($"Results of Azure Text Analytics \"Pii Entity Recognition\" Model, version: \"{results.ModelVersion}\"");
Debug.WriteLine("");
foreach (RecognizePiiEntitiesResult result in results)
{
TextDocumentInput document = inputs[i++];
Debug.WriteLine($"On document (Id={document.Id}, Language=\"{document.Language}\", Text=\"{document.Text}\"):");
if (result.ErrorMessage != default)
{
Debug.WriteLine($"On document (Id={document.Id}, Language=\"{document.Language}\", Text=\"{document.Text}\"):");
}
else
{
Debug.WriteLine($" Recognized the following {result.NamedEntities.Count()} PII entit{(result.NamedEntities.Count() > 1 ? "ies" : "y ")}:");
foreach (NamedEntity entity in result.NamedEntities)
{
Debug.WriteLine($" Text: {entity.Text}, Type: {entity.Type}, SubType: {entity.SubType ?? "N/A"}, Score: {entity.Score:0.00}, Offset: {entity.Offset}, Length: {entity.Length}");
}
Debug.WriteLine($" Document statistics:");
Debug.WriteLine($" Character count: {result.Statistics.CharacterCount}");
Debug.WriteLine($" Transaction count: {result.Statistics.TransactionCount}");
Debug.WriteLine("");
}
}
Debug.WriteLine($"Batch operation statistics:");
Debug.WriteLine($" Document count: {results.Statistics.DocumentCount}");
Debug.WriteLine($" Valid document count: {results.Statistics.ValidDocumentCount}");
Debug.WriteLine($" Invalid document count: {results.Statistics.InvalidDocumentCount}");
Debug.WriteLine($" Transaction count: {results.Statistics.TransactionCount}");
Debug.WriteLine("");
}
