public static void predict(PredictedValueClass pro, TextBox txtRegression)
{
string apiKey = "xY7y2pEuEEuC15hNAVsWyOgLb17wfTSYXeVrCZ/ItnWTSLOtBxR8o897nctz3SAk4wtCfGebpz10iMC8YpZCng==";
string url = "https://ussouthcentral.services.azureml.net/workspaces/8ac8e85e1193499f96198bb430b8dfcf/services/cc0caa25467f4741b3e441e2e569013d/execute?api-version=2.0&details=true";
predict(pro, apiKey, url, txtRegression);
}
public static void classify(PredictedValueClass pro, TextBox txtBox1)
{
string apiKey = "uT/tI1EzmRF15RVzGcPpgnwEXyUivx5ucb0LCePwpK+6aN5DNVDh4zFcej1qysS/ELfK/Ww3CMgLkC4tnwssuw==";
string url = "https://ussouthcentral.services.azureml.net/workspaces/8ac8e85e1193499f96198bb430b8dfcf/services/dd23d43566cc4514aea0bde2bd1d7c2c/execute?api-version=2.0&details=true";
calculate(apiKey, url, txtBox1, pro);
}
public static void classify(PredictedValueClass pro, TextBox txtBox1)
{
string apiKey = "FtV6rX/k/I/ivZ4n/Hk0mkaiAy0GGmUrxCdNw72RbigP4pLvNZ2S0Rt0PUqxTT794yw4qyjfLwMr+/mDSUoe6A==";
string url = "https://ussouthcentral.services.azureml.net/workspaces/8ac8e85e1193499f96198bb430b8dfcf/services/b7b5380abffe43d09185aaea5a5a4f77/execute?api-version=2.0&details=true";
//string dateTime = pro.date_value;
//DateTime dt = Convert.ToDateTime(dateTime);
//pro.Month_value = dt.Month.ToString();
//pro.DayOfWeek_value = dictionary[dt.DayOfWeek.ToString()];
calculate(apiKey, url, txtBox1, pro);
}
protected void Page_Load(object sender, EventArgs e)
{
PredictedValueClass pricepredication = new PredictedValueClass();
pricepredication.CarrierName = txtBoxcarrierName.Text;
pricepredication.destination_value = txtBoxDestination.Text;
pricepredication.origin_value = txtBoxOrigin.Text;
pricepredication.Monthvalue = txtDropBoxHour.Text;
FlightPricePrediction.classify(pricepredication, predictflight);
//Classification.classify(predicted, txtclassification);
}
protected void do_Prediction(object sender, EventArgs e)
{
PredictedValueClass predicted = new PredictedValueClass();
predicted.destination_value = txtBoxDest.Text;
predicted.origin_value = txtBoxOrigin.Text;
predicted.date_value = txtBoxDate.Text;
predicted.hour_value = txtDropBoxHour.Text;
predicted.flightNum_value = txtFlightNum.Text;
predicted.temp_value = txtTemperature.Text;
predicted.seaLevelPressure_value = txtSeaLevelPressure.Text;
predicted.visibility_value = txtVisiblity.Text;
Classification.classify(predicted, txtclassification);
}
public static void calculate(string api, string uri, TextBox txtBox, PredictedValueClass pro)
{
using (var client = new HttpClient())
{
var scoreRequest = new
{
Inputs = new Dictionary <string, StringTablePred>()
{
{
"input1",
new StringTablePred()
{
ColumnNames = new string[] { "FlightNum", "Hour", "TemperatureF", "Sea_Level_PressureIn", "VisibilityMPH", },
Values = new string[, ] {
{ pro.flightNum_value, pro.hour_value, pro.temp_value, pro.seaLevelPressure_value, pro.visibility_value },
}
}
},
},
GlobalParameters = new Dictionary <string, string>()
{
}
};
string apiKey = api;
client.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", apiKey);
client.BaseAddress = new Uri(uri);
HttpResponseMessage response = client.PostAsJsonAsync("", scoreRequest).Result;
if (response.IsSuccessStatusCode)
{
string Jsonresponse = response.Content.ReadAsStringAsync().Result;
var responseBody = JsonConvert.DeserializeObject <RRSResponseObject>(Jsonresponse);
if (responseBody.Results.output1.value.Values[0][5].Equals("1", StringComparison.Ordinal))
{
txtBox.Text = "Cancelled";
}
else
{
txtBox.Text = "Not Cancelled";
}
}
}
}
protected void do_Prediction(object sender, EventArgs e)
{
Dictionary <string, string> dictionary =
new Dictionary <string, string>();
InitializeDictionary(dictionary);
PredictedValueClass predicted = new PredictedValueClass();
predicted.date_value = txtBoxDate.Text;
predicted.hour_value = txtDropBoxHour.Text;
predicted.arrivalTime_value = txtArrivalTime.Text;
predicted.departureDelay_value = txtDepartureDelay.Text;
predicted.flightNum_value = txtFlightNum.Text;
predicted.visibility_value = txtVisibility.Text;
string dateTime = predicted.date_value;
DateTime dt = Convert.ToDateTime(dateTime);
predicted.day_value = dt.Day.ToString();
predicted.dayofweek_value = dictionary[dt.DayOfWeek.ToString()];
Prediction.predict(predicted, txtRegression);
}
public static void calculate(string api, string uri, TextBox txtBox, PredictedValueClass pro)
{
using (var client = new HttpClient())
{
var scoreRequest = new
{
Inputs = new Dictionary <string, StringTablepricepred>()
{
{
"input1",
new StringTablepricepred()
{
ColumnNames = new string[] { "Month", "UniqueCarrier", "Origin", "Dest", },
Values = new string[, ] {
{ pro.Monthvalue, pro.CarrierName, pro.origin_value, pro.destination_value },
}
}
},
},
GlobalParameters = new Dictionary <string, string>()
{
}
};
string apiKey = api;
client.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", apiKey);
client.BaseAddress = new Uri(uri);
HttpResponseMessage response = client.PostAsJsonAsync("", scoreRequest).Result;
if (response.IsSuccessStatusCode)
{
string Jsonresponse = response.Content.ReadAsStringAsync().Result;
var responseBody = JsonConvert.DeserializeObject <RRSResponseObject>(Jsonresponse);
txtBox.Text = responseBody.Results.output1.value.Values[0][4];
}
}
}
public static void predict(PredictedValueClass pro, string api, string uri, TextBox txtBox)
{
using (var client = new HttpClient())
{
var scoreRequest = new
{
Inputs = new Dictionary <string, StringTablePred>()
{
{
"input1",
new StringTablePred()
{
ColumnNames = new string[] { "DayofMonth", "DayOfWeek", "ArrTime", "FlightNum", "DepDelay", "Hour", "VisibilityMPH", },
Values = new string[, ] {
{ pro.day_value, pro.dayofweek_value, pro.arrivalTime_value, pro.flightNum_value, pro.departureDelay_value, pro.hour_value, pro.visibility_value },
}
}
},
},
GlobalParameters = new Dictionary <string, string>()
{
}
};
string apiKey = api;
client.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", apiKey);
client.BaseAddress = new Uri(uri);
HttpResponseMessage response = client.PostAsJsonAsync("", scoreRequest).Result;
if (response.IsSuccessStatusCode)
{
string Jsonresponse = response.Content.ReadAsStringAsync().Result;
var responseBody = JsonConvert.DeserializeObject <RRSResponseObject>(Jsonresponse);
txtBox.Text = responseBody.Results.output1.value.Values[0][7];
}
}
}