public static HospitalReadmission ParseCsvRecordToHospitalReadmission(CsvReader csv)
{
// Retrieve the data from the row we know we can safely extract
HospitalReadmission record = new HospitalReadmission()
{
FacilityName = csv.GetField <string>("Facility Name"),
FacilityId = csv.GetField <int>("Facility ID"),
State = csv.GetField <string>("State"),
MeasureName = csv.GetField <string>("Measure Name"),
Footnote = csv.GetField <string?>("Footnote"),
StartDate = csv.GetField <DateTime>("Start Date"),
EndDate = csv.GetField <DateTime>("End Date"),
IndexedAt = DateTime.Now,
};
/*
* Note: Some of the number values have "N/A" if
* there is no data present, so to safely parse this
* value as an int/decimal we will use the TryParse()
* method and fallback to leaving the field null if
* the parsing fails.
*/
if (int.TryParse(csv.GetField <string>("Number of Discharges"), out int numberOfDischarges))
{
record.NumberOfDischarges = numberOfDischarges;
}
if (decimal.TryParse(csv.GetField <string>("Excess Readmission Ratio"), out decimal excessReadmissionRatio))
{
record.ExcessReadmissionRatio = excessReadmissionRatio;
}
if (decimal.TryParse(csv.GetField <string>("Predicted Readmission Rate"), out decimal predictedReadmissionRate))
{
record.PredictedReadmissionRate = predictedReadmissionRate;
}
if (decimal.TryParse(csv.GetField <string>("Expected Readmission Rate"), out decimal expectedReadmissionRate))
{
record.ExpectedReadmissionRate = expectedReadmissionRate;
}
if (int.TryParse(csv.GetField <string>("Number of Readmissions"), out int numberOfReadmissions))
{
record.NumberOfReadmissions = numberOfReadmissions;
}
return(record);
}
static async Task Main()
{
IConfigurationRoot config = new ConfigurationBuilder()
.AddJsonFile($"appsettings.json", true, true)
.Build();
string IndexName = config["IndexName"];
string ElasticsearchHostUrl = config["ElasticsearchHostUrl"];
string CsvDataPath = config["CsvDataPath"];
Console.Out.WriteLine("Connecting to ES");
// Instantiate an ElasticClient with correct connection info and options
ElasticClient client = Helpers.CreateElasticClient(ElasticsearchHostUrl);
Console.Out.WriteLine("Opening CSV");
// Create a read stream from CSV with data
using StreamReader reader = new StreamReader(CsvDataPath);
using CsvReader csv = new CsvReader(reader, CultureInfo.InvariantCulture);
Console.Out.WriteLine("Starting read");
// Start reading and load in the headers
csv.Read();
csv.ReadHeader();
List <HospitalReadmission> documents = new List <HospitalReadmission>();
int documentCount = 0;
// Read and process all rows until no more are available
while (csv.Read())
{
HospitalReadmission document = Helpers.ParseCsvRecordToHospitalReadmission(csv);
documentCount += 1;
documents.Add(document);
if (documentCount >= 500)
{
Console.Out.WriteLine("Writing batch");
await client.BulkAsync(b => b
.Index(IndexName)
.IndexMany(documents)
);
documentCount = 0;
documents.Clear();
}
}
Console.Out.WriteLine("Finishing");
await client.BulkAsync(b => b
.Index(IndexName)
.IndexMany(documents)
);
Console.Out.WriteLine("Done");
}
