ML implemented

backend/Application/Endpoints/SicknessPrediction/PythonScriptRunner.cs

@@ -0,0 +1,55 @@
+using System.Diagnostics;
+
+namespace Application.Endpoints.SicknessPrediction;
+
+public class PythonScriptRunner
+{
+    public async Task<BaseResponse> RunPythonScript(string scriptPath, string args)
+    {
+        var response = new BaseResponse();
+        using (Process process = new Process())
+        {
+            process.StartInfo = new ProcessStartInfo("python", $"\"{scriptPath}\" \"{args}\"")
+            {
+                RedirectStandardOutput = true,
+                RedirectStandardError = true, // Redirect standard error to capture any errors.
+                UseShellExecute = false,
+                CreateNoWindow = true,
+            };
+
+            try
+            {
+                process.Start();
+                
+                // Read output and error streams.
+                var output = await process.StandardOutput.ReadToEndAsync();
+                var error = await process.StandardError.ReadToEndAsync();
+                
+                process.WaitForExit();
+
+                if (process.ExitCode == 0) // Assuming exit code 0 as a success.
+                {
+                    Console.WriteLine(output);
+                    response.StatusCode = HttpStatusCodes.OK;
+                    response.Message = "Success";
+                    response.Data = output;
+                }
+                else
+                {
+                    Console.WriteLine(error);
+                    response.StatusCode = HttpStatusCodes.InternalServerError;
+                    response.Message = error; // Using the error output as the message if not successful.
+                    response.Data = null;
+                }
+            }
+            catch (Exception ex)
+            {
+                response.StatusCode = HttpStatusCodes.InternalServerError;
+                response.Message = $"An error occurred while executing the Python script: {ex.Message}";
+                response.Data = null;
+            }
+
+            return response;
+        }
+    }
+}

backend/Application/Endpoints/SicknessPrediction/SicknessPredictionDto.cs

@@ -0,0 +1,6 @@
+namespace Application.Endpoints.SicknessPrediction;
+
+public class SicknessPredictionDto
+{
+    public string Text { get; set; }
+}

backend/Application/Endpoints/SicknessPrediction/SicknessPredictionHandler.cs

@@ -0,0 +1,33 @@
+namespace Application.Endpoints.SicknessPrediction;
+
+public class SicknessPredictionHandler
+{
+    public async Task<BaseResponse> GetPrediction(SicknessPredictionDto dto)
+    {
+        var validation = new SicknessPredictionValidator();
+        var validationResult = await validation.ValidateAsync(dto);
+
+        if (!validationResult.IsValid)
+        {
+            var firstError = validationResult.Errors.FirstOrDefault();
+            var errorCode = int.TryParse(firstError.ErrorCode, out var code) ? code : -1;
+            var errorMessage = firstError.ErrorMessage;
+
+            return new BaseResponse
+            {
+                StatusCode = errorCode,
+                Message = errorMessage,
+                Data = null
+            };
+        }
+        
+        var currentDirectory = Directory.GetCurrentDirectory(); // gets the current working directory
+        var applicationDirectory = Path.Combine(Directory.GetParent(currentDirectory)?.FullName, "Application");
+
+        var scriptPath = Path.Combine(applicationDirectory, "Endpoints","SicknessPrediction", "SicknessPredictionScript.py");
+        var scriptRunner = new PythonScriptRunner();
+        var result = await scriptRunner.RunPythonScript(scriptPath, dto.Text);
+
+        return result;
+    }
+}

backend/Application/Endpoints/SicknessPrediction/SicknessPredictionScript.py

@@ -0,0 +1,146 @@
+import json
+import logging
+import sys
+
+import pandas as pd
+from sklearn.model_selection import train_test_split
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.preprocessing import OneHotEncoder
+import numpy as np
+import re
+import os
+
+
+class DiseasePredictor:
+    def __init__(self, csv_path):
+        logging.info("\n\nInitializing DiseasePredictor")
+
+        self.model = RandomForestClassifier(random_state=42)
+        self.data = pd.read_csv(csv_path)
+        self.features = self.data.columns[0:-1]  # Exclude the outcome variable
+        self.outcome = self.data.columns[0]  # The outcome variable
+        self.categorical_features = self.data[self.features].select_dtypes(include=['object']).columns.tolist()
+        self.numerical_features = self.data[self.features].select_dtypes(exclude=['object']).columns.tolist()
+        self.one_hot_encoder = OneHotEncoder(handle_unknown='ignore')  # Set handle_unknown to 'ignore'
+        self.train()
+
+    def train(self):
+        logging.info("Training model")
+
+        # Preprocess the data
+        X = self.data[self.features].copy()
+        y = self.data[self.outcome]
+
+        # One-hot encode the categorical variables
+        X_encoded = pd.get_dummies(X, columns=self.categorical_features)
+        # Use the DataFrame directly instead of converting to NumPy array
+        # This maintains the feature names
+        self.feature_names = X_encoded.columns.tolist()
+        self.one_hot_encoder.fit(X[self.categorical_features])
+
+        # Split the data
+        self.X_train, self.X_test, self.y_train, self.y_test = train_test_split(X_encoded, y, test_size=0.2,
+                                                                                random_state=42)
+
+        # Train the model
+        self.model.fit(self.X_train, self.y_train)  # X_train is a DataFrame with feature names
+        logging.info(f"Training accuracy: {self.model.score(self.X_test, self.y_test):.2f}")
+
+
+    def extract_features(self, text):
+        logging.info("Extracting features from text")
+
+        feature_values = {}
+        for feature in self.features:
+            if feature != 'Age' and feature != 'Gender':
+                # These are the binary categorical features
+                feature_values[feature] = 'Yes' if feature.lower() in text.lower() else 'No'
+
+        # Extract age if mentioned
+        age_search = re.search(r'(\d+)\s*years?', text)
+        feature_values['Age'] = int(age_search.group(1)) if age_search else np.nan
+
+        # Extract gender if mentioned
+        if 'male' in text.lower():
+            feature_values['Gender'] = 'Male'
+        elif 'female' in text.lower():
+            feature_values['Gender'] = 'Female'
+        else:
+            feature_values['Gender'] = np.nan  # Missing value
+
+        logging.info(f"Tokens extracted: {feature_values}")
+
+        # Convert the features into a DataFrame to be consistent with the model's input format
+        features_df = pd.DataFrame([feature_values])
+
+        # One-hot encode the extracted features
+        aligned_features_df = pd.DataFrame(columns=self.feature_names)
+        aligned_features_df = aligned_features_df._append(features_df, ignore_index=True)
+
+        # Fill missing columns with zeros
+        missing_cols = set(self.feature_names) - set(aligned_features_df.columns)
+        for c in missing_cols:
+            aligned_features_df[c] = 0
+
+        # Ensure the order of columns matches the training data
+        aligned_features_df = aligned_features_df[self.feature_names]
+
+        # Now we no longer need to one-hot encode 'Age' since it was not one-hot encoded during training
+        return aligned_features_df
+
+    def predict(self, text):
+        logging.info("Making a prediction")
+
+        features_df_encoded = self.extract_features(text)
+        predictions = self.model.predict_proba(features_df_encoded)
+
+        # Create a dictionary to store the probabilities for each disease class
+        disease_probabilities = {}
+        for disease_class, probability in zip(self.model.classes_, predictions[0]):
+            # Map probabilities from 0 to 100 and round to two decimal places
+            mapped_probability = round(probability * 100, 2)
+            disease_probabilities[disease_class.lower()] = mapped_probability
+
+        # Sort the disease probabilities in descending order and select the top three
+        sorted_probabilities = dict(sorted(disease_probabilities.items(), key=lambda item: item[1], reverse=True)[:3])
+
+        # Generate JSON output
+        json_output = {
+            "StatusCode": 200,
+            "Message": "Prediction successfully computed.",
+            "Data": []
+        }
+        count = 0
+        for key, value in sorted_probabilities.items():
+            # Append each key and value as a dictionary to ensure proper JSON object format
+            json_output["Data"].append({"disease": key, "probability": value})
+            count += 1  # Increment the counter
+            if count == 3:
+                break
+        # Return the JSON object
+        return json.dumps(json_output, indent=4)
+
+
+# Example usage:
+
+if __name__ == "__main__":
+    if len(sys.argv) != 2:
+        logging.error("Incorrect number of arguments provided.")
+        json_output = {
+                    "StatusCode": 400,
+                    "Message": "Incorrect number of arguments provided.",
+                    "Data": []
+                }
+        print(json.dumps(json_output, indent=4))
+        sys.exit(1)
+
+    logging.basicConfig(filename='disease_prediction.log', level=logging.INFO,
+                        format='%(asctime)s %(levelname)s:%(message)s')
+
+    text = sys.argv[1]
+    script_directory = os.path.dirname(os.path.abspath(__file__))
+    csv_path = os.path.join(script_directory, 'dataset.csv')
+
+    predictor = DiseasePredictor(csv_path)
+    prediction_json = predictor.predict(text)
+    print(prediction_json)

backend/Application/Endpoints/SicknessPrediction/SicknessPredictionValidator.cs

@@ -0,0 +1,13 @@
+using FluentValidation;
+
+namespace Application.Endpoints.SicknessPrediction;
+
+public class SicknessPredictionValidator : AbstractValidator<SicknessPredictionDto>
+{
+    public SicknessPredictionValidator()
+    {
+        RuleFor(x => x.Text)
+            .NotEmpty().WithMessage("Text is required")
+            .WithErrorCode(HttpStatusCodes.BadRequest.ToString());
+    }
+}

backend/Application/Endpoints/SicknessPrediction/dataset.csv

@@ -0,0 +1,350 @@
+Disease,Fever,Cough,Fatigue,Difficulty Breathing,Age,Gender,Blood Pressure,Cholesterol Level,Outcome Variable
+Influenza,Yes,No,Yes,Yes,19,Female,Low,Normal,Positive
+Common Cold,No,Yes,Yes,No,25,Female,Normal,Normal,Negative
+Eczema,No,Yes,Yes,No,25,Female,Normal,Normal,Negative
+Asthma,Yes,Yes,No,Yes,25,Male,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,25,Male,Normal,Normal,Positive
+Eczema,Yes,No,No,No,25,Female,Normal,Normal,Positive
+Influenza,Yes,Yes,Yes,Yes,25,Female,Normal,Normal,Positive
+Influenza,Yes,Yes,Yes,Yes,25,Female,Normal,Normal,Positive
+Hyperthyroidism,No,Yes,No,No,28,Female,Normal,Normal,Negative
+Hyperthyroidism,No,Yes,No,No,28,Female,Normal,Normal,Negative
+Asthma,Yes,No,No,Yes,28,Male,High,Normal,Positive
+Allergic Rhinitis,No,Yes,Yes,No,29,Female,Normal,Low,Negative
+Anxiety Disorders,No,Yes,No,No,29,Female,Normal,High,Negative
+Common Cold,No,No,No,No,29,Female,Low,Normal,Negative
+Diabetes,No,No,No,No,29,Male,Low,Normal,Negative
+Gastroenteritis,No,Yes,No,No,29,Female,Normal,Normal,Negative
+Pancreatitis,Yes,No,No,No,29,Female,High,Normal,Negative
+Rheumatoid Arthritis,No,Yes,Yes,Yes,29,Female,High,High,Negative
+Depression,Yes,Yes,Yes,Yes,29,Male,High,Normal,Positive
+Liver Cancer,Yes,Yes,Yes,Yes,29,Female,Normal,Normal,Positive
+Stroke,Yes,Yes,Yes,Yes,29,Female,Normal,Normal,Positive
+Urinary Tract Infection,Yes,Yes,Yes,No,29,Male,High,High,Positive
+Dengue Fever,Yes,No,Yes,No,30,Female,Normal,Normal,Negative
+Dengue Fever,Yes,No,Yes,No,30,Female,Normal,Normal,Negative
+Eczema,No,Yes,Yes,No,30,Male,High,High,Negative
+Gastroenteritis,Yes,Yes,Yes,No,30,Male,High,High,Negative
+Hepatitis,Yes,Yes,Yes,Yes,30,Male,High,Normal,Negative
+Kidney Cancer,No,No,Yes,No,30,Male,Normal,Normal,Negative
+Migraine,Yes,No,No,No,30,Female,Normal,Normal,Negative
+Migraine,No,Yes,Yes,No,30,Female,Normal,Normal,Negative
+Muscular Dystrophy,No,No,Yes,No,30,Male,High,High,Negative
+Sinusitis,No,Yes,Yes,No,30,Male,Normal,Normal,Negative
+Ulcerative Colitis,Yes,Yes,No,No,30,Female,Normal,Normal,Negative
+Ulcerative Colitis,No,Yes,Yes,No,30,Female,Normal,Normal,Negative
+Asthma,Yes,Yes,No,Yes,30,Female,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,30,Female,Normal,Normal,Positive
+Asthma,Yes,Yes,Yes,Yes,30,Female,Normal,Normal,Positive
+Bipolar Disorder,No,No,Yes,No,30,Female,High,High,Positive
+Bronchitis,Yes,Yes,No,Yes,30,Female,Low,Normal,Positive
+Bronchitis,Yes,Yes,Yes,Yes,30,Male,High,High,Positive
+Bronchitis,Yes,Yes,Yes,Yes,30,Male,High,High,Positive
+Cerebral Palsy,No,No,Yes,Yes,30,Female,Normal,Normal,Positive
+Colorectal Cancer,No,No,Yes,No,30,Female,Normal,High,Positive
+Eczema,Yes,No,No,No,30,Male,High,High,Positive
+Hypertensive Heart Disease,No,No,Yes,No,30,Female,High,High,Positive
+Influenza,Yes,Yes,Yes,No,30,Male,High,Normal,Positive
+Influenza,Yes,Yes,Yes,Yes,30,Female,Normal,Normal,Positive
+Multiple Sclerosis,No,No,Yes,No,30,Female,High,High,Positive
+Myocardial Infarction (Heart...,Yes,Yes,Yes,Yes,30,Female,High,High,Positive
+Urinary Tract Infection (UTI),Yes,No,No,No,30,Female,Normal,Normal,Positive
+Asthma,No,No,No,Yes,31,Male,Normal,Low,Negative
+Osteoporosis,No,No,No,Yes,31,Male,Low,Normal,Negative
+Common Cold,Yes,No,Yes,Yes,31,Male,High,High,Positive
+Migraine,Yes,No,No,No,31,Female,Normal,Normal,Positive
+Pneumonia,Yes,No,Yes,Yes,32,Female,High,Normal,Positive
+Allergic Rhinitis,No,No,Yes,No,35,Female,Normal,Low,Negative
+Asthma,No,Yes,Yes,Yes,35,Female,Normal,High,Negative
+Asthma,Yes,Yes,Yes,Yes,35,Female,Normal,Normal,Negative
+Asthma,No,Yes,Yes,Yes,35,Female,High,Normal,Negative
+Asthma,No,Yes,Yes,Yes,35,Female,High,Normal,Negative
+Atherosclerosis,No,No,Yes,No,35,Male,Normal,Normal,Negative
+Chronic Obstructive Pulmonary...,Yes,Yes,Yes,Yes,35,Male,Normal,Normal,Negative
+Common Cold,Yes,Yes,Yes,No,35,Male,High,Normal,Negative
+Eczema,No,Yes,No,No,35,Male,High,Normal,Negative
+Epilepsy,No,No,Yes,No,35,Male,High,High,Negative
+Hypertension,Yes,Yes,Yes,No,35,Female,High,Normal,Negative
+Hyperthyroidism,Yes,Yes,Yes,No,35,Female,Normal,Normal,Negative
+Obsessive-Compulsive Disorde...,No,No,Yes,No,35,Male,Normal,Normal,Negative
+Pneumonia,Yes,Yes,Yes,Yes,35,Female,Normal,Normal,Negative
+Pneumonia,Yes,Yes,Yes,Yes,35,Female,Normal,Normal,Negative
+Psoriasis,Yes,No,No,No,35,Female,Normal,Low,Negative
+Psoriasis,No,Yes,Yes,No,35,Female,Normal,Low,Negative
+Rubella,Yes,No,Yes,No,35,Female,High,Normal,Negative
+Rubella,Yes,No,Yes,No,35,Female,High,Normal,Negative
+Urinary Tract Infection (UTI),No,Yes,Yes,No,35,Male,High,High,Negative
+Asthma,Yes,Yes,No,Yes,35,Male,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,35,Male,Normal,Normal,Positive
+Cirrhosis,No,No,Yes,No,35,Female,Normal,High,Positive
+Conjunctivitis (Pink Eye),No,Yes,No,No,35,Female,High,High,Positive
+Depression,No,No,Yes,No,35,Female,Normal,High,Positive
+Gastroenteritis,Yes,No,Yes,Yes,35,Male,Low,High,Positive
+Hyperthyroidism,Yes,Yes,Yes,No,35,Male,High,High,Positive
+Hyperthyroidism,Yes,Yes,Yes,No,35,Male,High,High,Positive
+Kidney Cancer,No,No,Yes,No,35,Male,High,High,Positive
+Liver Cancer,No,No,Yes,No,35,Female,High,High,Positive
+Liver Disease,No,No,Yes,No,35,Male,High,High,Positive
+Malaria,Yes,No,No,No,35,Male,High,High,Positive
+Malaria,Yes,No,No,No,35,Male,High,High,Positive
+Migraine,No,Yes,Yes,No,35,Male,High,High,Positive
+Migraine,Yes,No,No,No,35,Male,High,High,Positive
+Pancreatitis,No,No,Yes,No,35,Male,Normal,High,Positive
+Rheumatoid Arthritis,Yes,Yes,Yes,No,35,Male,Normal,Low,Positive
+Rheumatoid Arthritis,No,No,Yes,No,35,Female,Normal,Low,Positive
+Spina Bifida,No,No,Yes,No,35,Female,Normal,Normal,Positive
+Ulcerative Colitis,No,No,Yes,No,35,Male,High,High,Positive
+Ulcerative Colitis,Yes,No,No,No,35,Male,High,High,Positive
+Urinary Tract Infection,Yes,No,Yes,No,35,Female,Normal,High,Positive
+Allergic Rhinitis,No,Yes,No,No,38,Female,Low,Normal,Negative
+Depression,No,No,No,No,38,Female,Normal,High,Negative
+Gastroenteritis,No,No,No,No,38,Male,Normal,Low,Negative
+Influenza,No,No,No,No,38,Male,Normal,Normal,Negative
+Kidney Disease,No,No,Yes,No,38,Female,Low,Normal,Negative
+Liver Cancer,Yes,Yes,No,No,38,Female,High,Normal,Negative
+Liver Disease,No,Yes,No,Yes,38,Male,Low,Normal,Negative
+Osteoporosis,No,Yes,No,No,38,Female,Normal,High,Negative
+Stroke,Yes,Yes,No,No,38,Female,High,Normal,Negative
+Anxiety Disorders,Yes,No,Yes,Yes,38,Male,High,High,Positive
+Diabetes,Yes,No,Yes,Yes,38,Male,High,Low,Positive
+Migraine,Yes,Yes,No,No,38,Male,High,High,Positive
+Osteoarthritis,Yes,Yes,Yes,No,38,Male,High,High,Positive
+Pneumonia,Yes,Yes,Yes,Yes,38,Male,Normal,Normal,Positive
+Klinefelter Syndrome,No,No,Yes,No,39,Female,Normal,Normal,Positive
+Acne,No,No,Yes,No,40,Male,Normal,Normal,Negative
+Brain Tumor,No,No,Yes,No,40,Male,Normal,Normal,Negative
+Bronchitis,No,Yes,No,Yes,40,Female,Normal,Normal,Negative
+Cystic Fibrosis,No,No,Yes,Yes,40,Male,High,High,Negative
+Diabetes,Yes,No,No,No,40,Female,High,High,Negative
+Glaucoma,No,No,Yes,No,40,Male,High,Normal,Negative
+Osteoarthritis,No,No,Yes,No,40,Male,High,Normal,Negative
+Rabies,Yes,Yes,No,No,40,Female,High,Normal,Negative
+Rabies,Yes,Yes,No,No,40,Female,High,Normal,Negative
+Asthma,Yes,No,Yes,No,40,Male,Low,Normal,Positive
+Asthma,Yes,Yes,No,Yes,40,Female,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,40,Female,Normal,Normal,Positive
+Asthma,No,No,Yes,Yes,40,Male,High,High,Positive
+Asthma,Yes,No,Yes,Yes,40,Male,Normal,High,Positive
+Asthma,Yes,No,Yes,Yes,40,Male,Normal,High,Positive
+Chickenpox,No,Yes,No,No,40,Male,Normal,High,Positive
+Chickenpox,No,Yes,No,No,40,Male,Normal,High,Positive
+Coronary Artery Disease,No,No,Yes,No,40,Female,High,High,Positive
+"Eating Disorders (Anorexia,...",No,No,Yes,No,40,Female,High,High,Positive
+Fibromyalgia,No,No,Yes,No,40,Female,High,High,Positive
+Gastroenteritis,Yes,Yes,Yes,No,40,Male,High,High,Positive
+Hemophilia,No,No,Yes,No,40,Female,Normal,Normal,Positive
+Hyperthyroidism,No,No,Yes,No,40,Male,High,High,Positive
+Hypoglycemia,No,No,Yes,No,40,Female,High,High,Positive
+Lymphoma,No,Yes,No,No,40,Female,Normal,High,Positive
+Pneumonia,Yes,Yes,Yes,Yes,40,Female,Normal,High,Positive
+Psoriasis,No,Yes,Yes,No,40,Male,High,Normal,Positive
+Psoriasis,Yes,No,No,No,40,Male,High,Normal,Positive
+Psoriasis,No,Yes,No,No,40,Female,Normal,High,Positive
+Tuberculosis,Yes,Yes,Yes,Yes,40,Male,High,High,Positive
+Tuberculosis,Yes,Yes,Yes,Yes,40,Male,High,High,Positive
+Anxiety Disorders,No,No,No,No,42,Male,Low,Normal,Negative
+Common Cold,Yes,Yes,No,No,42,Female,High,High,Negative
+Depression,Yes,No,No,Yes,42,Male,High,Normal,Negative
+Influenza,No,Yes,No,No,42,Female,Normal,High,Negative
+Kidney Cancer,Yes,No,No,No,42,Female,Normal,Normal,Negative
+Liver Cancer,Yes,No,Yes,Yes,42,Male,Normal,Low,Negative
+Liver Disease,Yes,No,No,Yes,42,Female,Normal,Normal,Negative
+Lung Cancer,Yes,No,Yes,Yes,42,Male,Normal,Low,Negative
+Migraine,Yes,Yes,Yes,No,42,Male,High,High,Negative
+Osteoarthritis,No,No,Yes,No,42,Male,Normal,Low,Negative
+Stroke,Yes,No,Yes,No,42,Male,Normal,Low,Negative
+Urinary Tract Infection,No,Yes,Yes,Yes,42,Female,Normal,Low,Negative
+Diabetes,Yes,Yes,Yes,No,42,Male,High,Normal,Positive
+Hypothyroidism,Yes,Yes,Yes,No,42,Female,High,High,Positive
+Hypothyroidism,Yes,Yes,Yes,No,42,Female,High,High,Positive
+Kidney Disease,Yes,No,Yes,No,42,Female,High,Low,Positive
+Pneumonia,No,Yes,Yes,Yes,43,Female,High,Normal,Positive
+Allergic Rhinitis,No,Yes,Yes,No,45,Male,High,Normal,Negative
+Autism Spectrum Disorder (ASD),No,No,Yes,No,45,Male,Normal,Normal,Negative
+Crohn's Disease,Yes,No,Yes,No,45,Male,High,Normal,Negative
+Hepatitis,Yes,No,Yes,No,45,Female,High,High,Negative
+Hepatitis,Yes,No,Yes,No,45,Female,High,High,Negative
+Hyperglycemia,No,No,Yes,No,45,Male,Normal,Normal,Negative
+Kidney Cancer,No,Yes,Yes,Yes,45,Male,Normal,Low,Negative
+Kidney Disease,Yes,Yes,No,No,45,Male,Normal,High,Negative
+Melanoma,Yes,No,Yes,No,45,Male,High,Normal,Negative
+Migraine,No,No,No,No,45,Female,Low,Normal,Negative
+Ovarian Cancer,No,No,Yes,No,45,Male,Normal,Normal,Negative
+Pancreatitis,No,Yes,Yes,Yes,45,Male,Normal,Low,Negative
+Rheumatoid Arthritis,Yes,No,No,No,45,Male,Normal,Normal,Negative
+Stroke,No,No,Yes,No,45,Male,Normal,Normal,Negative
+Turner Syndrome,No,No,Yes,No,45,Male,High,High,Negative
+Turner Syndrome,No,No,Yes,No,45,Male,High,High,Negative
+Urinary Tract Infection,No,No,No,No,45,Female,Low,Normal,Negative
+Zika Virus,No,Yes,Yes,No,45,Female,High,High,Negative
+Zika Virus,No,Yes,Yes,No,45,Female,High,High,Negative
+Allergic Rhinitis,Yes,Yes,Yes,No,45,Male,High,Normal,Positive
+Anxiety Disorders,Yes,Yes,Yes,No,45,Male,High,Normal,Positive
+Asthma,Yes,Yes,No,Yes,45,Male,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,45,Male,Normal,Normal,Positive
+Cataracts,No,No,Yes,No,45,Female,Normal,High,Positive
+Crohn's Disease,No,No,Yes,No,45,Female,High,High,Positive
+Crohn's Disease,Yes,Yes,Yes,No,45,Female,High,High,Positive
+Depression,No,No,Yes,No,45,Female,High,High,Positive
+Diabetes,Yes,No,Yes,No,45,Female,High,High,Positive
+Diabetes,No,Yes,Yes,No,45,Male,Normal,High,Positive
+Hypertension,Yes,No,Yes,No,45,Male,Normal,High,Positive
+Hypothyroidism,No,No,Yes,No,45,Female,High,High,Positive
+Liver Disease,Yes,Yes,Yes,No,45,Female,Normal,High,Positive
+Multiple Sclerosis,Yes,No,No,No,45,Female,High,High,Positive
+Multiple Sclerosis,Yes,No,No,No,45,Female,High,High,Positive
+Osteoarthritis,Yes,No,Yes,Yes,45,Male,High,Normal,Positive
+Osteoporosis,Yes,Yes,Yes,No,45,Female,Normal,High,Positive
+Pneumocystis Pneumonia (PCP),Yes,Yes,Yes,No,45,Female,High,High,Positive
+Pneumonia,Yes,Yes,Yes,Yes,45,Male,High,High,Positive
+Scoliosis,No,No,No,No,45,Female,High,High,Positive
+Sickle Cell Anemia,No,No,Yes,No,45,Female,Normal,Normal,Positive
+Tetanus,No,No,Yes,No,45,Male,Normal,High,Positive
+Tetanus,No,No,Yes,No,45,Male,Normal,High,Positive
+Hypertension,No,No,No,No,48,Female,Low,High,Negative
+Hypothyroidism,No,No,Yes,No,48,Male,Normal,High,Negative
+Hypothyroidism,No,No,Yes,No,48,Male,Normal,High,Negative
+Allergic Rhinitis,Yes,No,No,No,50,Male,High,High,Negative
+Anemia,No,No,Yes,No,50,Male,Normal,Normal,Negative
+Anxiety Disorders,No,No,Yes,No,50,Male,Normal,Normal,Negative
+Cholera,Yes,No,Yes,Yes,50,Female,High,High,Negative
+Cholera,Yes,No,Yes,Yes,50,Female,High,High,Negative
+Crohn's Disease,Yes,Yes,Yes,No,50,Male,Normal,High,Negative
+Crohn's Disease,No,No,Yes,No,50,Male,Normal,High,Negative
+Depression,No,Yes,Yes,No,50,Female,Low,Low,Negative
+Diabetes,No,Yes,No,No,50,Male,Normal,High,Negative
+Endometriosis,Yes,No,No,No,50,Male,High,Normal,Negative
+Hypertension,No,Yes,No,No,50,Female,Normal,Low,Negative
+Hypothyroidism,Yes,Yes,Yes,No,50,Male,Normal,High,Negative
+Kidney Cancer,No,Yes,No,No,50,Male,Low,High,Negative
+Kidney Disease,No,Yes,No,Yes,50,Male,Normal,Normal,Negative
+Pancreatitis,No,Yes,No,No,50,Male,Low,High,Negative
+Rheumatoid Arthritis,No,Yes,No,No,50,Female,Low,Normal,Negative
+Sepsis,Yes,Yes,Yes,No,50,Male,Normal,Normal,Negative
+Sleep Apnea,Yes,No,Yes,Yes,50,Male,High,High,Negative
+Urinary Tract Infection,Yes,Yes,No,Yes,50,Male,High,Normal,Negative
+Asthma,Yes,Yes,Yes,Yes,50,Female,Normal,High,Positive
+Bronchitis,Yes,Yes,Yes,Yes,50,Male,High,High,Positive
+Down Syndrome,No,No,Yes,No,50,Female,High,High,Positive
+Ebola Virus,Yes,Yes,Yes,Yes,50,Male,Normal,Normal,Positive
+Ebola Virus,Yes,Yes,Yes,Yes,50,Male,Normal,Normal,Positive
+Eczema,No,Yes,No,No,50,Female,High,High,Positive
+Gastroenteritis,Yes,Yes,Yes,Yes,50,Female,High,Normal,Positive
+Klinefelter Syndrome,No,No,Yes,No,50,Female,Normal,Normal,Positive
+Liver Cancer,No,Yes,Yes,Yes,50,Male,High,High,Positive
+Lyme Disease,Yes,No,No,No,50,Male,Normal,High,Positive
+Lyme Disease,Yes,No,No,No,50,Male,Normal,High,Positive
+Pancreatic Cancer,No,No,Yes,No,50,Female,High,High,Positive
+Pneumothorax,No,No,Yes,Yes,50,Female,High,High,Positive
+Stroke,No,Yes,Yes,Yes,50,Male,High,High,Positive
+Ulcerative Colitis,No,Yes,Yes,No,50,Female,Normal,High,Positive
+Hypertension,Yes,Yes,No,No,52,Male,Normal,Low,Negative
+Multiple Sclerosis,No,Yes,Yes,No,52,Male,Normal,Normal,Negative
+Multiple Sclerosis,No,Yes,Yes,No,52,Male,Normal,Normal,Negative
+Appendicitis,Yes,No,Yes,No,55,Male,Normal,Normal,Negative
+Bronchitis,No,No,Yes,Yes,55,Male,High,High,Negative
+Bronchitis,Yes,Yes,Yes,Yes,55,Male,High,Normal,Negative
+Common Cold,Yes,No,Yes,Yes,55,Male,Normal,Low,Negative
+Diabetes,No,Yes,No,No,55,Female,Normal,High,Negative
+Esophageal Cancer,No,No,Yes,No,55,Male,Normal,Normal,Negative
+HIV/AIDS,Yes,No,No,No,55,Female,High,High,Negative
+HIV/AIDS,Yes,No,No,No,55,Female,High,High,Negative
+Hypertension,No,Yes,No,No,55,Female,Normal,Low,Negative
+Liver Disease,No,Yes,Yes,No,55,Male,High,Low,Negative
+Marfan Syndrome,No,No,Yes,No,55,Male,High,High,Negative
+Migraine,No,Yes,Yes,Yes,55,Female,Normal,Low,Negative
+Osteoporosis,No,No,Yes,No,55,Male,High,Normal,Negative
+Parkinson's Disease,No,No,Yes,No,55,Female,Normal,Low,Negative
+Parkinson's Disease,No,No,Yes,No,55,Female,Normal,Low,Negative
+Anxiety Disorders,Yes,Yes,No,No,55,Female,Normal,Low,Positive
+Coronary Artery Disease,No,No,Yes,No,55,Female,Normal,Normal,Positive
+Coronary Artery Disease,No,No,Yes,No,55,Female,Normal,Normal,Positive
+Hemorrhoids,No,No,No,No,55,Female,High,High,Positive
+Hypertension,Yes,No,Yes,No,55,Male,High,Normal,Positive
+Hypothyroidism,No,No,Yes,No,55,Female,High,High,Positive
+Osteoarthritis,Yes,Yes,No,No,55,Female,High,High,Positive
+Osteoporosis,Yes,No,Yes,Yes,55,Male,High,Low,Positive
+Osteoporosis,No,Yes,Yes,No,55,Female,Normal,Normal,Positive
+Osteoporosis,Yes,No,Yes,No,55,Female,Normal,Normal,Positive
+Osteoporosis,Yes,No,Yes,No,55,Female,Normal,Normal,Positive
+Polycystic Ovary Syndrome (PCOS),Yes,Yes,No,No,55,Female,Normal,Normal,Positive
+Systemic Lupus Erythematosus...,No,Yes,Yes,No,55,Female,High,High,Positive
+Typhoid Fever,No,Yes,No,No,55,Male,Normal,Low,Positive
+Typhoid Fever,No,Yes,No,No,55,Male,Normal,Low,Positive
+Influenza,Yes,Yes,Yes,Yes,56,Male,High,High,Positive
+Pneumonia,Yes,Yes,No,Yes,57,Male,Normal,High,Negative
+Breast Cancer,No,No,Yes,No,60,Male,High,High,Negative
+Coronary Artery Disease,Yes,Yes,No,No,60,Male,High,High,Negative
+Coronary Artery Disease,Yes,Yes,No,No,60,Male,High,High,Negative
+Hyperthyroidism,No,No,Yes,No,60,Male,Normal,Normal,Negative
+Measles,Yes,Yes,No,No,60,Female,High,Normal,Negative
+Measles,Yes,Yes,No,No,60,Female,High,Normal,Negative
+Osteoarthritis,No,Yes,No,Yes,60,Female,Normal,Normal,Negative
+Osteomyelitis,No,No,Yes,No,60,Male,Normal,Normal,Negative
+Osteoporosis,Yes,No,No,No,60,Male,High,High,Negative
+Osteoporosis,No,Yes,No,No,60,Male,High,High,Negative
+Osteoporosis,No,Yes,No,No,60,Male,High,High,Negative
+Polio,Yes,Yes,Yes,No,60,Male,Normal,Normal,Negative
+Asthma,Yes,Yes,Yes,Yes,60,Female,High,High,Positive
+Chronic Kidney Disease,No,No,Yes,No,60,Female,Normal,High,Positive
+Hemophilia,No,No,Yes,No,60,Female,Normal,Normal,Positive
+Hepatitis B,No,Yes,Yes,No,60,Male,Normal,Low,Positive
+Hepatitis B,No,Yes,Yes,No,60,Male,Normal,Low,Positive
+Hypertension,No,No,Yes,No,60,Female,High,Normal,Positive
+Hypertension,Yes,No,Yes,No,60,Male,High,Normal,Positive
+Hypertension,No,No,No,No,60,Female,High,High,Positive
+Kidney Cancer,Yes,Yes,Yes,No,60,Female,High,Normal,Positive
+Kidney Disease,Yes,Yes,Yes,Yes,60,Female,High,High,Positive
+Osteoporosis,Yes,No,Yes,No,60,Male,High,Normal,Positive
+Pancreatitis,Yes,Yes,Yes,No,60,Female,High,Normal,Positive
+Parkinson's Disease,Yes,Yes,No,No,60,Male,High,Normal,Positive
+Parkinson's Disease,Yes,Yes,No,No,60,Male,High,Normal,Positive
+Prader-Willi Syndrome,No,No,Yes,No,60,Female,Normal,Normal,Positive
+Rheumatoid Arthritis,No,No,Yes,No,60,Female,High,High,Positive
+Thyroid Cancer,No,No,Yes,No,60,Female,High,High,Positive
+Tuberculosis,Yes,Yes,Yes,No,60,Female,High,High,Positive
+Bladder Cancer,No,No,Yes,No,65,Male,Normal,Normal,Negative
+Diabetes,No,No,Yes,No,65,Male,Normal,High,Negative
+Otitis Media (Ear Infection),Yes,Yes,Yes,No,65,Male,Normal,Normal,Negative
+Stroke,Yes,No,Yes,No,65,Female,High,Low,Negative
+Stroke,Yes,No,Yes,No,65,Female,High,Low,Negative
+Tourette Syndrome,No,No,Yes,No,65,Male,High,High,Negative
+Urinary Tract Infection (UTI),Yes,No,Yes,No,65,Male,High,Normal,Negative
+Alzheimer's Disease,No,Yes,No,No,65,Male,Normal,High,Positive
+Alzheimer's Disease,No,Yes,No,No,65,Male,Normal,High,Positive
+Alzheimer's Disease,No,No,Yes,No,65,Female,High,High,Positive
+Bronchitis,Yes,No,Yes,Yes,65,Male,High,High,Positive
+Chronic Obstructive Pulmonary Disease (COPD),Yes,No,Yes,Yes,65,Female,High,High,Positive
+Chronic Obstructive Pulmonary Disease (COPD),Yes,No,Yes,Yes,65,Female,High,High,Positive
+Dementia,No,No,Yes,No,65,Female,High,High,Positive
+Diabetes,Yes,Yes,Yes,No,65,Female,Normal,High,Positive
+Diverticulitis,No,No,Yes,No,65,Female,High,High,Positive
+Liver Cancer,Yes,Yes,Yes,No,65,Female,High,High,Positive
+Lung Cancer,Yes,Yes,Yes,No,65,Female,High,High,Positive
+Lung Cancer,Yes,No,Yes,No,65,Female,Normal,High,Positive
+Mumps,No,No,Yes,No,65,Male,Normal,High,Positive
+Mumps,No,No,Yes,No,65,Male,Normal,High,Positive
+Osteoporosis,No,Yes,Yes,No,65,Female,High,High,Positive
+Stroke,Yes,Yes,Yes,No,65,Female,High,High,Positive
+Alzheimer's Disease,Yes,No,Yes,No,70,Female,High,Normal,Negative
+Alzheimer's Disease,Yes,No,Yes,No,70,Female,High,Normal,Negative
+Cholecystitis,No,No,Yes,No,70,Male,Normal,Normal,Negative
+Chronic Obstructive Pulmonary Disease (COPD),No,Yes,Yes,Yes,70,Male,Normal,High,Negative
+Chronic Obstructive Pulmonary Disease (COPD),No,Yes,Yes,Yes,70,Male,Normal,High,Negative
+Osteoporosis,Yes,No,No,No,70,Male,Normal,Normal,Negative
+Parkinson's Disease,No,No,Yes,No,70,Male,Normal,Normal,Negative
+Prostate Cancer,Yes,Yes,No,No,70,Male,High,Normal,Negative
+Schizophrenia,No,Yes,Yes,No,70,Male,Normal,Normal,Negative
+Gout,Yes,No,Yes,No,70,Female,Normal,High,Positive
+Migraine,No,No,Yes,No,70,Female,Normal,Normal,Positive
+Stroke,No,Yes,No,No,70,Male,Normal,High,Positive
+Stroke,No,Yes,No,No,70,Male,Normal,High,Positive
+Testicular Cancer,No,No,Yes,No,70,Female,High,High,Positive
+Tonsillitis,Yes,Yes,Yes,No,70,Female,High,High,Positive
+Williams Syndrome,No,No,Yes,No,70,Female,Normal,Normal,Positive
+Stroke,Yes,No,Yes,No,80,Female,High,High,Positive
+Stroke,Yes,No,Yes,No,80,Female,High,High,Positive
+Stroke,Yes,No,Yes,No,85,Male,High,High,Positive
+Stroke,Yes,No,Yes,No,85,Male,High,High,Positive
+Stroke,Yes,No,Yes,No,90,Female,High,High,Positive
+Stroke,Yes,No,Yes,No,90,Female,High,High,Positive

backend/Application/Endpoints/SicknessPrediction/disease_prediction.log

@@ -0,0 +1,6 @@
+Initializing DiseasePredictor
+2024-04-12 11:57:47,966 INFO:Training model
+2024-04-12 11:57:48,226 INFO:Training accuracy: 0.77
+2024-04-12 11:57:48,226 INFO:Making a prediction
+2024-04-12 11:57:48,226 INFO:Extracting features from text
+2024-04-12 11:57:48,226 INFO:Tokens extracted: {'Disease': 'No', 'Fever': 'Yes', 'Cough': 'No', 'Fatigue': 'No', 'Difficulty Breathing': 'No', 'Blood Pressure': 'Yes', 'Cholesterol Level': 'No', 'Age': 40, 'Gender': 'Male'}

backend/Application/obj/Application.csproj.nuget.dgspec.json

@@ -1,17 +1,17 @@
 {
   "format": 1,
   "restore": {
-    "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj": {}
+    "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj": {}
   },
   "projects": {
-    "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj": {
+    "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj": {
       "version": "1.0.0",
       "restore": {
-        "projectUniqueName": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj",
+        "projectUniqueName": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj",
         "projectName": "Application",
-        "projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj",
+        "projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj",
         "packagesPath": "C:\\Users\\Andrei Cerbu\\.nuget\\packages\\",
-        "outputPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\obj\\",
+        "outputPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\obj\\",
         "projectStyle": "PackageReference",
         "configFilePaths": [
           "C:\\Users\\Andrei Cerbu\\AppData\\Roaming\\NuGet\\NuGet.Config"
@@ -26,8 +26,8 @@
           "net8.0": {
             "targetAlias": "net8.0",
             "projectReferences": {
-              "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj": {
-                "projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj"
+              "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj": {
+                "projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj"
               }
             }
           }
@@ -71,14 +71,14 @@
         }
       }
     },
-    "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj": {
+    "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj": {
       "version": "1.0.0",
       "restore": {
-        "projectUniqueName": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj",
+        "projectUniqueName": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj",
         "projectName": "Core",
-        "projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj",
+        "projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj",
         "packagesPath": "C:\\Users\\Andrei Cerbu\\.nuget\\packages\\",
-        "outputPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\obj\\",
+        "outputPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\obj\\",
         "projectStyle": "PackageReference",
         "configFilePaths": [
           "C:\\Users\\Andrei Cerbu\\AppData\\Roaming\\NuGet\\NuGet.Config"

backend/Application/obj/Debug/net8.0/Application.AssemblyInfo.cs

@@ -1,6 +1,7 @@
 //------------------------------------------------------------------------------
 // <auto-generated>
 //     This code was generated by a tool.
+//     Runtime Version:4.0.30319.42000
 //
 //     Changes to this file may cause incorrect behavior and will be lost if
 //     the code is regenerated.
@@ -13,7 +14,7 @@ using System.Reflection;
 [assembly: System.Reflection.AssemblyCompanyAttribute("Application")]
 [assembly: System.Reflection.AssemblyConfigurationAttribute("Debug")]
 [assembly: System.Reflection.AssemblyFileVersionAttribute("1.0.0.0")]
-[assembly: System.Reflection.AssemblyInformationalVersionAttribute("1.0.0")]
+[assembly: System.Reflection.AssemblyInformationalVersionAttribute("1.0.0+adba50e70b255cefbcbb5b6787d20cc26e663a9e")]
 [assembly: System.Reflection.AssemblyProductAttribute("Application")]
 [assembly: System.Reflection.AssemblyTitleAttribute("Application")]
 [assembly: System.Reflection.AssemblyVersionAttribute("1.0.0.0")]

backend/Application/obj/Debug/net8.0/Application.AssemblyInfoInputs.cache

@@ -1 +1 @@
-2a4e5f5a0667b9cd53f41476d242e4588b36e9b8087ce5913d0c0c2c8bafbf9c
+5f8281cd2084c18cbbf73a9c3ff38a3e3f7498c11d32e302b17832138ac67cfc

backend/Application/obj/Debug/net8.0/Application.GeneratedMSBuildEditorConfig.editorconfig

@@ -8,6 +8,6 @@ build_property.PlatformNeutralAssembly =
 build_property.EnforceExtendedAnalyzerRules = 
 build_property._SupportedPlatformList = Linux,macOS,Windows
 build_property.RootNamespace = Application
-build_property.ProjectDir = C:\Users\Andrei Cerbu\Desktop\backend\Application\
+build_property.ProjectDir = C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\Application\
 build_property.EnableComHosting = 
 build_property.EnableGeneratedComInterfaceComImportInterop = 

backend/Application/obj/Debug/net8.0/Application.csproj.CoreCompileInputs.cache

@@ -1 +1 @@
-86e211b123fab4fbb22a62673497df80187fe50a64e6611ae90fb9b9bb002aa2
+bf1fecfef745a092f6cc68b381739de75190f61b272830851e769cee93e4d170

backend/Application/obj/Debug/net8.0/Application.csproj.FileListAbsolute.txt

@@ -13,7 +13,6 @@ C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\Application\obj\D
 C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\Application\obj\Debug\net8.0\ref\Application.dll
 C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\Application\bin\Debug\net8.0\Core.dll
 C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\Application\bin\Debug\net8.0\Core.pdb
-C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\Application\obj\Debug\net8.0\Applicat.44B5EDA2.Up2Date
 C:\Users\Andrei Cerbu\Desktop\backend\Application\bin\Debug\net8.0\Application.deps.json
 C:\Users\Andrei Cerbu\Desktop\backend\Application\bin\Debug\net8.0\Application.dll
 C:\Users\Andrei Cerbu\Desktop\backend\Application\bin\Debug\net8.0\Application.pdb
@@ -44,3 +43,4 @@ C:\Users\Andrei Cerbu\Desktop\sesiunile main\backend\Application\obj\Debug\net8.
 C:\Users\Andrei Cerbu\Desktop\sesiunile main\backend\Application\obj\Debug\net8.0\refint\Application.dll
 C:\Users\Andrei Cerbu\Desktop\sesiunile main\backend\Application\obj\Debug\net8.0\Application.pdb
 C:\Users\Andrei Cerbu\Desktop\sesiunile main\backend\Application\obj\Debug\net8.0\ref\Application.dll
+C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\Application\obj\Debug\net8.0\Application.csproj.CopyComplete

backend/Application/obj/Debug/net8.0/Application.sourcelink.json

@@ -0,0 +1 @@
+{"documents":{"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\*":"https://raw.githubusercontent.com/andrei-mihnea-cerbu/CC-FinalProj/adba50e70b255cefbcbb5b6787d20cc26e663a9e/*"}}

backend/Application/obj/project.assets.json

@@ -844,11 +844,11 @@
   "project": {
     "version": "1.0.0",
     "restore": {
-      "projectUniqueName": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj",
+      "projectUniqueName": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj",
       "projectName": "Application",
-      "projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj",
+      "projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj",
       "packagesPath": "C:\\Users\\Andrei Cerbu\\.nuget\\packages\\",
-      "outputPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\obj\\",
+      "outputPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\obj\\",
       "projectStyle": "PackageReference",
       "configFilePaths": [
         "C:\\Users\\Andrei Cerbu\\AppData\\Roaming\\NuGet\\NuGet.Config"
@@ -863,8 +863,8 @@
         "net8.0": {
           "targetAlias": "net8.0",
           "projectReferences": {
-            "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj": {
-              "projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj"
+            "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj": {
+              "projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj"
             }
           }
         }

backend/Application/obj/project.nuget.cache

@@ -1,8 +1,8 @@
 {
   "version": 2,
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+  "dgSpecHash": "6rK5hZ4j6ClAzfxuWc17Wft98VDUQupYiEeI5viBfPq8M3e7wy2vBJ/LEy/lClFvezbz4wHPGdpeQDPOA9ZtBw==",
   "success": true,
-  "projectFilePath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj",
+  "projectFilePath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj",
   "expectedPackageFiles": [
     "C:\\Users\\Andrei Cerbu\\.nuget\\packages\\awssdk.core\\3.7.100.14\\awssdk.core.3.7.100.14.nupkg.sha512",
     "C:\\Users\\Andrei Cerbu\\.nuget\\packages\\awssdk.securitytoken\\3.7.100.14\\awssdk.securitytoken.3.7.100.14.nupkg.sha512",

backend/Application/obj/project.packagespec.json

@@ -1 +1 @@
-"restore":{"projectUniqueName":"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj","projectName":"Application","projectPath":"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj","outputPath":"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\obj\\","projectStyle":"PackageReference","originalTargetFrameworks":["net8.0"],"sources":{"https://api.nuget.org/v3/index.json":{}},"frameworks":{"net8.0":{"targetAlias":"net8.0","projectReferences":{"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj":{"projectPath":"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj"}}}},"warningProperties":{"warnAsError":["NU1605"]}}"frameworks":{"net8.0":{"targetAlias":"net8.0","dependencies":{"FluentValidation":{"target":"Package","version":"[11.9.0, )"},"MongoDB.Driver":{"target":"Package","version":"[2.24.0, )"}},"imports":["net461","net462","net47","net471","net472","net48","net481"],"assetTargetFallback":true,"warn":true,"frameworkReferences":{"Microsoft.NETCore.App":{"privateAssets":"all"}},"runtimeIdentifierGraphPath":"C:\\Users\\Andrei Cerbu\\.dotnet\\sdk\\8.0.203/PortableRuntimeIdentifierGraph.json"}}
+"restore":{"projectUniqueName":"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj","projectName":"Application","projectPath":"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj","outputPath":"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\obj\\","projectStyle":"PackageReference","originalTargetFrameworks":["net8.0"],"sources":{"https://api.nuget.org/v3/index.json":{}},"frameworks":{"net8.0":{"targetAlias":"net8.0","projectReferences":{"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj":{"projectPath":"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj"}}}},"warningProperties":{"warnAsError":["NU1605"]}}"frameworks":{"net8.0":{"targetAlias":"net8.0","dependencies":{"FluentValidation":{"target":"Package","version":"[11.9.0, )"},"MongoDB.Driver":{"target":"Package","version":"[2.24.0, )"}},"imports":["net461","net462","net47","net471","net472","net48","net481"],"assetTargetFallback":true,"warn":true,"frameworkReferences":{"Microsoft.NETCore.App":{"privateAssets":"all"}},"runtimeIdentifierGraphPath":"C:\\Users\\Andrei Cerbu\\.dotnet\\sdk\\8.0.203/PortableRuntimeIdentifierGraph.json"}}

backend/Application/obj/rider.project.model.nuget.info

@@ -1 +1 @@
-17127155176596989
+17129080043820550

backend/Application/obj/rider.project.restore.info

@@ -1 +1 @@
-17127155176596989
+17129080043820550