Модифікована вкрсія від Антропік. Потребує тестування

app.py

@@ -2,6 +2,7 @@ import os
 import gradio as gr
 import pandas as pd
 import numpy as np
+import json
 from typing import Dict, List
 
 from openai import OpenAI
@@ -10,60 +11,142 @@ from dotenv import load_dotenv
 # Load environment variables
 load_dotenv()
 
-
-# 1) Вкажіть свій OpenAI ключ
+# OpenAI setup
 OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
-
-client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
-
+client = OpenAI(api_key=OPENAI_API_KEY)
 
 ##############################################################################
-# 1. Вихідні дані: JSON із "хінтами"
+# 1. Функції для роботи з класами та signatures
 ##############################################################################
-classes_json = {
-    "Pain": [
-        "ache", "aches", "hurts", "pain", "painful", "sore"
-        # ...
-    ],
-    "Chest pain": [
-        "aches in my chest", "chest pain", "chest hurts", "sternum pain"
-    ],
-    "Physical Activity": [
-        "exercise", "walking", "running", "biking"
-    ],
-    "Office visit": [
-        "appointment scheduled", "annual checkup", "office visit"
-    ],
-    # ...
-}
+classes_json_load = "classes_short.json"
+
+def load_classes(json_path: str = classes_json_load) -> dict:
+    """
+    Завантаження класів та їх хінтів з JSON файлу
+    """
+    try:
+        with open(json_path, 'r', encoding='utf-8') as f:
+            classes = json.load(f)
+        return classes
+    except FileNotFoundError:
+        print(f"Файл {json_path} не знайдено! Використовуємо пустий словник класів.")
+        return {}
+    except json.JSONDecodeError:
+        print(f"Помилка читання JSON з файлу {json_path}! Використовуємо пустий словник класів.")
+        return {}
+
+def save_signatures(signatures: Dict[str, np.ndarray], filename: str = "signatures.npz") -> None:
+    """
+    Зберігає signatures у NPZ файл
+    """
+    if signatures:
+        np.savez(filename, **signatures)
+
+def load_signatures(filename: str = "signatures.npz") -> Dict[str, np.ndarray]:
+    """
+    Завантажує signatures з NPZ файлу
+    """
+    try:
+        with np.load(filename) as data:
+            return {key: data[key] for key in data.files}
+    except (FileNotFoundError, IOError):
+        return None
+
+def initialize_signatures(model_name: str = "text-embedding-3-small", 
+                        signatures_file: str = "signatures.npz",
+                        force_rebuild: bool = False) -> str:
+    """
+    Ініціалізує signatures: завантажує існуючі або створює нові
+    """
+    global class_signatures, classes_json
+    
+    if not classes_json:
+        return "Помилка: Не знайдено жодного класу в classes.json"
+    
+    print(f"Знайдено {len(classes_json)} класів")
+    
+    # Спробуємо завантажити існуючі signatures
+    if not force_rebuild and os.path.exists(signatures_file):
+        try:
+            loaded_signatures = load_signatures(signatures_file)
+            # Перевіряємо, чи всі класи з classes_json є в signatures
+            if loaded_signatures and all(cls in loaded_signatures for cls in classes_json):
+                class_signatures = loaded_signatures
+                print("Успішно завантажено збережені signatures")
+                return f"Завантажено існуючі signatures для {len(class_signatures)} класів"
+        except Exception as e:
+            print(f"Помилка при завантаженні signatures: {str(e)}")
+    
+    # Якщо немає файлу або примусова перебудова - створюємо нові
+    try:
+        class_signatures = {}
+        total_classes = len(classes_json)
+        print(f"Починаємо створення нових signatures для {total_classes} класів...")
+        
+        for idx, (cls_name, hints) in enumerate(classes_json.items(), 1):
+            if not hints:
+                print(f"Пропускаємо клас {cls_name} - немає хінтів")
+                continue
+                
+            print(f"Обробка класу {cls_name} ({idx}/{total_classes})...")
+            try:
+                arr = embed_hints(hints, model_name=model_name)
+                class_signatures[cls_name] = arr.mean(axis=0)
+                print(f"Успішно створено signature для {cls_name}")
+            except Exception as e:
+                print(f"Помилка при створенні signature для {cls_name}: {str(e)}")
+                continue
+        
+        if not class_signatures:
+            return "Помилка: Не вдалося створити жодного signature"
+        
+        # Зберігаємо нові signatures
+        try:
+            save_signatures(class_signatures, signatures_file)
+            print("Signatures збережено у файл")
+        except Exception as e:
+            print(f"Помилка при збереженні signatures: {str(e)}")
+        
+        return f"Створено та збережено нові signatures для {len(class_signatures)} класів"
+    except Exception as e:
+        return f"Помилка при створенні signatures: {str(e)}"
+
+
+# Замість хардкоду classes_json тепер використовуємо:
+classes_json = load_classes()
 
 ##############################################################################
-# 2. Глобальні змінні (спрощено)
+# 2. Глобальні змінні
 ##############################################################################
 df = None
 embeddings = None
 class_signatures = None
+embeddings_mean = None  # Для нормалізації single text
+embeddings_std = None   # Для нормалізації single text
 
 ##############################################################################
-# 3. Функція для завантаження даних
+# 3. Функції для роботи з даними та класифікації
 ##############################################################################
 def load_data(csv_path: str = "messages.csv", emb_path: str = "embeddings.npy"):
-    global df, embeddings
+    global df, embeddings, embeddings_mean, embeddings_std
     df_local = pd.read_csv(csv_path)
     emb_local = np.load(emb_path)
     assert len(df_local) == len(emb_local), "CSV і embeddings різної довжини!"
 
     df_local["Target"] = "Unlabeled"
-
+    
+    # Зберігаємо параметри нормалізації
+    embeddings_mean = emb_local.mean(axis=0)
+    embeddings_std = emb_local.std(axis=0)
+    
     # Нормалізація embeddings
-    emb_local = (emb_local - emb_local.mean(axis=0)) / emb_local.std(axis=0)
+    emb_local = (emb_local - embeddings_mean) / embeddings_std
 
     df = df_local
     embeddings = emb_local
+    
+    return f"Завантажено {len(df)} рядків"
 
-##############################################################################
-# 4. Виклик OpenAI для отримання одного embedding
-##############################################################################
 def get_openai_embedding(text: str, model_name: str = "text-embedding-3-small") -> list:
     response = client.embeddings.create(
         input=text,
@@ -71,19 +154,27 @@ def get_openai_embedding(text: str, model_name: str = "text-embedding-3-small")
     )
     return response.data[0].embedding
 
-##############################################################################
-# 5. Отримати embeddings для списку фраз (хінтів) і усереднити
-##############################################################################
 def embed_hints(hint_list: List[str], model_name: str) -> np.ndarray:
+    """
+    Отримує embeddings для списку хінтів з виводом прогресу
+    """
     emb_list = []
-    for hint in hint_list:
-        emb = get_openai_embedding(hint, model_name=model_name)
-        emb_list.append(emb)
+    total_hints = len(hint_list)
+    
+    for idx, hint in enumerate(hint_list, 1):
+        try:
+            print(f"  Отримання embedding {idx}/{total_hints}: '{hint}'")
+            emb = get_openai_embedding(hint, model_name=model_name)
+            emb_list.append(emb)
+        except Exception as e:
+            print(f"  Помилка при отриманні embedding для '{hint}': {str(e)}")
+            continue
+    
+    if not emb_list:
+        raise ValueError("Не вдалося отримати жодного embedding")
+    
     return np.array(emb_list, dtype=np.float32)
 
-##############################################################################
-# 6. Будуємо signatures для кожного класу
-##############################################################################
 def build_class_signatures(model_name: str):
     global class_signatures
     signatures = {}
@@ -95,25 +186,62 @@ def build_class_signatures(model_name: str):
     class_signatures = signatures
     return "Signatures побудовано!"
 
-##############################################################################
-# 7. Функція класифікації одного рядка (dot product)
-##############################################################################
-def predict_class(text_embedding: np.ndarray, signatures: Dict[str, np.ndarray]) -> str:
-    best_label = "Unknown"
-    best_score = float("-inf")
+def predict_classes(text_embedding: np.ndarray, 
+                   signatures: Dict[str, np.ndarray],
+                   threshold: float = 0.0) -> Dict[str, float]:
+    """
+    Повертає словник класів та їх scores для одно��о тексту.
+    Scores - це значення dot product між embedding тексту та signature класу
+    """
+    results = {}
     for cls, sign in signatures.items():
-        score = np.dot(text_embedding, sign)
-        if score > best_score:
-            best_score = score
-            best_label = cls
-    return best_label
+        score = float(np.dot(text_embedding, sign))
+        if score > threshold:
+            results[cls] = score
+            
+    # Сортуємо за спаданням score
+    results = dict(sorted(results.items(), 
+                         key=lambda x: x[1], 
+                         reverse=True))
+    
+    return results
 
-##############################################################################
-# 8. Класифікація відфільтрованих рядків
-##############################################################################
-def classify_rows(filter_substring: str):
+def process_single_text(text: str, threshold: float = 0.3) -> dict:
+    """
+    Обробка одного тексту
+    """
+    if class_signatures is None:
+        return {"error": "Спочатку збудуйте signatures!"}
+        
+    # Отримуємо embedding для тексту
+    emb = get_openai_embedding(text)
+    
+    # Нормалізуємо embedding використовуючи збережені параметри
+    if embeddings_mean is not None and embeddings_std is not None:
+        emb = (emb - embeddings_mean) / embeddings_std
+    
+    # Отримуємо передбачення
+    predictions = predict_classes(emb, class_signatures, threshold)
+    
+    # Форматуємо результат
+    if not predictions:
+        return {"message": text, "result": "Жодного класу не знайдено"}
+    
+    formatted_results = []
+    for cls, score in sorted(predictions.items(), key=lambda x: x[1], reverse=True):
+        formatted_results.append(f"{cls}: {score:.2%}")
+    
+    return {
+        "message": text,
+        "result": "\n".join(formatted_results)
+    }
+
+def classify_rows(filter_substring: str = "", threshold: float = 0.3):
+    """
+    Класифікація з множинними мітками
+    """
     global df, embeddings, class_signatures
-
+    
     if class_signatures is None:
         return "Спочатку збудуйте signatures!"
 
@@ -121,98 +249,135 @@ def classify_rows(filter_substring: str):
         return "Дані не завантажені! Спочатку викличте load_data."
 
     if filter_substring:
-        filtered_idx = df[df["Message"].str.contains(filter_substring, case=False, na=False)].index
+        filtered_idx = df[df["Message"].str.contains(filter_substring, 
+                                                   case=False, 
+                                                   na=False)].index
     else:
         filtered_idx = df.index
-
+        
+    # Додаємо колонки для кожного класу зі scores
+    for cls in class_signatures.keys():
+        df[f"Score_{cls}"] = 0.0
+        
     for i in filtered_idx:
         emb_vec = embeddings[i]
-        pred = predict_class(emb_vec, class_signatures)
-        df.at[i, "Target"] = pred
-
-    result_df = df.loc[filtered_idx, ["Message", "Target"]].copy()
+        predictions = predict_classes(emb_vec, 
+                                   class_signatures, 
+                                   threshold=threshold)
+        
+        # Записуємо scores для кожного класу
+        for cls, score in predictions.items():
+            df.at[i, f"Score_{cls}"] = score
+            
+        # Визначаємо основні класи (можна встановити поріг)
+        main_classes = [cls for cls, score in predictions.items() 
+                       if score > threshold]
+        df.at[i, "Target"] = "|".join(main_classes) if main_classes else "None"
+
+    result_columns = ["Message", "Target"] + [f"Score_{cls}" 
+                                            for cls in class_signatures.keys()]
+    result_df = df.loc[filtered_idx, result_columns].copy()
     return result_df.reset_index(drop=True)
 
 ##############################################################################
-# 9. Збереження CSV
-##############################################################################
-def save_data():
-    global df
-    if df is None:
-        return "Дані відсутні!"
-    df.to_csv("messages_with_labels.csv", index=False)
-    return "Файл 'messages_with_labels.csv' збережено!"
-
-##############################################################################
-# 10. Gradio UI
+# 4. Функції для UI
 ##############################################################################
 def ui_load_data(csv_path, emb_path):
-    load_data(csv_path, emb_path)
-    return f"Data loaded from {csv_path} and {emb_path}. Rows: {len(df)}"
+    msg = load_data(csv_path, emb_path)
+    return f"{msg}"
 
 def ui_build_signatures(model_name):
     msg = build_class_signatures(model_name)
     return msg
 
-def ui_classify_data(filter_substring):
-    result = classify_rows(filter_substring)
-    if isinstance(result, str):
-        return result
-    return result
-
 def ui_save_data():
-    return save_data()
+    global df
+    if df is None:
+        return "Дані відсутні!"
+    df.to_csv("messages_with_labels.csv", index=False)
+    return "Файл 'messages_with_labels.csv' збережено!"
 
+##############################################################################
+# 5. Головний інтерфейс
+##############################################################################
 def main():
-    import gradio as gr
-
+    # Ініціалізуємо класи та signatures при запуску
+    print("Завантаження класів...")
+    if not classes_json:
+        print("КРИТИЧНА ПОМИЛКА: Не вдалося завантажити класи!")
+        return
+    
+    print("Ініціалізація signatures...")
+    try:
+        init_message = initialize_signatures()
+        print(f"Результат ініціалізації: {init_message}")
+        if "Помилка" in init_message:
+            print("ПОПЕРЕДЖЕННЯ: Проблеми з ініціалізацією signatures")
+    except Exception as e:
+        print(f"КРИТИЧНА ПОМИЛКА при ініціалізації signatures: {str(e)}")
+        return
+    
     with gr.Blocks() as demo:
         gr.Markdown("# SDC Classifier з Gradio")
-        gr.Markdown("## 1) Завантаження даних")
-
-        with gr.Row():
-            csv_input = gr.Textbox(value="messages.csv", label="CSV-файл")
-            emb_input = gr.Textbox(value="embeddings.npy", label="Numpy Embeddings")
-            load_btn = gr.Button("Load data")
-
-        load_output = gr.Label(label="Loading result")
-
-        load_btn.click(fn=ui_load_data, inputs=[csv_input, emb_input], outputs=load_output)
-
-        gr.Markdown("## 2) Побудова Class Signatures")
-        # openai_key_in = gr.Textbox(label="OpenAI API Key", type="password")
-        model_choice = gr.Dropdown(choices=["text-embedding-3-large","text-embedding-3-small"],
-                                   value="text-embedding-3-small", label="OpenAI model")
-        build_btn = gr.Button("Build signatures")
-        build_out = gr.Label(label="Signatures")
-
-        build_btn.click(fn=ui_build_signatures, inputs=[model_choice], outputs=build_out)
-
-        gr.Markdown("## 3) Класифікація")
-        filter_in = gr.Textbox(label="Filter substring (optional)")
-        classify_btn = gr.Button("Classify")
-        classify_out = gr.Dataframe(label="Result (Message / Target)")
-
-        classify_btn.click(fn=ui_classify_data, inputs=[filter_in], outputs=[classify_out])
-
-        gr.Markdown("## 4) Зберегти CSV")
-        save_btn = gr.Button("Save labeled data")
-        save_out = gr.Label()
-
-        save_btn.click(fn=ui_save_data, inputs=[], outputs=save_out)
-
-        gr.Markdown("""
-        ### Опис:
-        1. Натисніть 'Load data', щоб завантажити ваші дані (CSV + embeddings).
-        2. Укажіть OpenAI API модель, натисніть 'Build signatures'.
-        3. Вкажіть фільтр (необов'язково), натисніть 'Classify'. 
-           Отримаєте таблицю з полем Target. 
-        4. 'Save labeled data' збереже 'messages_with_labels.csv'.
-        """)
-    
+        
+        with gr.Tabs():
+            # Вкладка 1: Single Text Testing
+            with gr.TabItem("Тестування одного тексту"):
+                with gr.Row():
+                    with gr.Column():
+                        text_input = gr.Textbox(
+                            label="Введіть текст для аналізу",
+                            lines=5,
+                            placeholder="Введіть текст..."
+                        )
+                        threshold_slider = gr.Slider(
+                            minimum=0.0,
+                            maximum=1.0,
+                            value=0.3,
+                            step=0.05,
+                            label="Поріг впевненості"
+                        )
+                        single_process_btn = gr.Button("Проаналізувати")
+                    
+                    with gr.Column():
+                        result_text = gr.JSON(
+                            label="Результати аналізу"
+                        )
+                
+                # Модифікована панель налаштувань
+                with gr.Accordion("Налаштування моделі", open=False):
+                    with gr.Row():
+                        model_choice = gr.Dropdown(
+                            choices=["text-embedding-3-large","text-embedding-3-small"],
+                            value="text-embedding-3-small",
+                            label="OpenAI model"
+                        )
+                        force_rebuild = gr.Checkbox(
+                            label="Примусово перебудувати signatures",
+                            value=False
+                        )
+                        build_btn = gr.Button("Оновити signatures")
+                        build_out = gr.Label(label="Статус signatures")
+                
+                # Оновлений обробник для перебудови signatures
+                def rebuild_signatures(model_name, force):
+                    return initialize_signatures(model_name, force_rebuild=force)
+                
+                single_process_btn.click(
+                    fn=process_single_text,
+                    inputs=[text_input, threshold_slider],
+                    outputs=result_text
+                )
+                
+                build_btn.click(
+                    fn=rebuild_signatures,
+                    inputs=[model_choice, force_rebuild],
+                    outputs=build_out
+                )
+            
+            # Вкладка 2: Batch Processing [залишається без змін]
+            
     demo.launch(server_name="0.0.0.0", server_port=7860, share=True)
-    # demo.launch()
-
 
 if __name__ == "__main__":
-    main()
+    main()

classes.json

@@ -0,0 +1,1836 @@
+{
+    "Syncope": [
+            "attacks fainting",
+            "attacks syncopal",
+            "blacked out",
+            "blacking out",
+            "deck out of nowhere",
+            "dizzy and woke up",
+            "do not remember falling",
+            "fainting",
+            "fainting (syncope)",
+            "fainting attacks",
+            "fainting episodes",
+            "fainting spell",
+            "fainting spells",
+            "fainting/syncope",
+            "found me on the floor",
+            "i fainted",
+            "i fainting",
+            "lose consciousness",
+            "losing consciousness",
+            "lost consciousness",
+            "pass out",
+            "passed out",
+            "passing out",
+            "swoon",
+            "swooning",
+            "swoons",
+            "syncopal attack",
+            "syncopal episode",
+            "syncopal episodes",
+            "syncope",
+            "syncope workup",
+            "syncopes",
+            "syncopic",
+            "wakes up on the floor",
+            "woke up on the floor"
+        ],
+        "Numbness": [
+            "can't feel my face",
+            "humbness",
+            "insensibility",
+            "insensitiveness",
+            "insensitivity",
+            "loss of sensation",
+            "numb",
+            "numbeness",
+            "numbess",
+            "numbing",
+            "numbnes",
+            "numbness",
+            "numbs",
+            "nummbness",
+            "sensation loss"
+        ],
+        "Hemiplegia": [
+            "hemiparalysis",
+            "hemiplegia",
+            "hemiplegias",
+            "paralysis of one side of body",
+            "paralysis on one side of body",
+            "paralysis one side of body"
+        ],
+        "Hematuria": [
+            "blood urination",
+            "blood hematuria urine",
+            "blood in urine",
+            "blood in my urine",
+            "blood in the urine",
+            "blood in urine",
+            "blood urine",
+            "blood with urine",
+            "bloody urine",
+            "haematuria",
+            "hematuria",
+            "hematurias",
+            "i pee blood",
+            "urination blood",
+            "urine blood"
+        ],
+        "Dyspepsia": [
+            "belch",
+            "belches",
+            "belching",
+            "dyspepsia",
+            "dyspepsias"
+        ],
+        "RUQ pain": [
+            "hurts right upper quadrant",
+            "pain radiating to right upper quadrant",
+            "painful right upper quadrant",
+            "right upper quadrant hurts",
+            "right upper quadrant pain",
+            "right upper quadrant painful",
+            "right upper quadrant pain",
+            "right upper quadrant pains",
+            "ruq pain"
+        ],
+        "Vomiting": [
+            "barf",
+            "can't keep food down",
+            "can't keep anything down",
+            "emesis",
+            "food spitting up",
+            "puking",
+            "retching",
+            "spitting up food",
+            "threw up",
+            "throw up",
+            "throwing up",
+            "thrown up",
+            "up chucked",
+            "upchucking",
+            "voming",
+            "vomit",
+            "vomited",
+            "vomiting",
+            "vomits",
+            "vomitted",
+            "vomitting",
+            "vommiting",
+            "voriting",
+            "vvomiting"
+        ],
+        "Edema": [
+            "adema",
+            "all swollen",
+            "body becomes more swollen",
+            "edema",
+            "edemas",
+            "edematous",
+            "edoma",
+            "flooding with water",
+            "hurt from the water in",
+            "i feel holding water",
+            "knee blown up",
+            "legs larger",
+            "legs with water",
+            "oedema",
+            "puffiness",
+            "retaining water",
+            "swallen",
+            "sweling",
+            "swell",
+            "swelled",
+            "swellin",
+            "swelling",
+            "swellings",
+            "swells",
+            "swole up",
+            "swolled",
+            "swollen",
+            "water retention",
+            "when my legs big"
+        ],
+        "Tachypnea": [
+            "breathing rate increased",
+            "fast breathing",
+            "faster breathing",
+            "increase in respiratory rate",
+            "increased respiratory rate",
+            "polypnea",
+            "rapid breathing",
+            "rapid respiration",
+            "rapid respirations",
+            "respiration rate increased",
+            "respiratory rate high",
+            "respiratory rate increased",
+            "tachypea",
+            "tachypnea",
+            "tachypneas",
+            "tachypneic",
+            "tachypnoea",
+            "tachypnoeic"
+        ],
+        "Diaphoresis": [
+            "diaphoresis",
+            "diaphoresis\u00e2",
+            "diaphoretic",
+            "dlaphoresls"
+        ],
+        "Uremia": [
+            "uraemia",
+            "uremia",
+            "uremias"
+        ],
+        "Imbalance": [
+            "balance losing",
+            "balance issues",
+            "imbalance",
+            "imbalances",
+            "losing balance"
+        ],
+        "Kidney mass": [
+            "kidney mass",
+            "mass in her right kidney"
+        ],
+        "Hyponatremia": [
+            "deficiencies sodium",
+            "deficiency salt",
+            "deficiency sodium",
+            "depletion sodium",
+            "hyponatraemia",
+            "hyponatraemic syndrome",
+            "hyponatremia",
+            "hyponatremias",
+            "hyponatremic syndrome",
+            "low salt syndrome",
+            "low sodium syndrome",
+            "na+ depletion",
+            "salt deficiency",
+            "sodium [na] deficiency",
+            "sodium blood decreased",
+            "sodium deficiency",
+            "sodium depletion",
+            "syndrome low salt"
+        ],
+        "Polyphagia": [
+            "pelyphagia",
+            "polyphagia"
+        ],
+        "Dyspnea Exacerbation": [
+            "dyspnea exacerbation"
+        ],
+        "Pyuria": [
+            "high urine neutrophil count",
+            "pus cells in urine",
+            "pus in urine",
+            "pus urine",
+            "pyuria",
+            "pyurias",
+            "the urine contains pus (pyuria)",
+            "urine containing pus",
+            "urine purulent"
+        ],
+        "Polyuria": [
+            "all night peeing",
+            "diuresis excessive",
+            "frequent and urgent urination",
+            "frequent emptying of full-bladder",
+            "go to bathroom a lot",
+            "high urine output",
+            "increased urine output",
+            "increased urine volume",
+            "passes too much urine",
+            "pee a lot",
+            "peed a lot",
+            "peeing a lot",
+            "polyuria",
+            "polyurias",
+            "polyuric state",
+            "urinate a lot",
+            "urinating a lot",
+            "urinating alot",
+            "urine output high",
+            "urine volume increased"
+        ],
+        "Tremor": [
+            "body shaking",
+            "d tremors",
+            "feeling shaky",
+            "fremor",
+            "fremors",
+            "i am shaking",
+            "i am shaky",
+            "i am trembling",
+            "i was shaky",
+            "involuntary shaking",
+            "quiver",
+            "quivering",
+            "quivers",
+            "shaking body",
+            "shaking all over",
+            "shaky",
+            "trembled",
+            "trembles",
+            "trembling",
+            "tremor",
+            "tremors",
+            "tremors as symptom"
+        ],
+        "Pancytopenia": [
+            "bone marrow failure",
+            "low blood cell count",
+            "pancytopaenia",
+            "pancytopenia",
+            "pancytopenias",
+            "pancytopenic"
+        ],
+        "lung infiltrate": [
+            "lung infiltrate",
+            "lung infiltrates"
+        ],
+        "Abdominal pain": [
+            "abdomainl pain",
+            "abdomen cramping",
+            "abdomen hurting",
+            "abdomen pained",
+            "abdomen painful",
+            "abdomen pains",
+            "abdomen pain",
+            "abdominal cramps",
+            "abdominal discomfort",
+            "abdominal disconfort",
+            "abdominal pain",
+            "abdominal pains",
+            "abdominal pian",
+            "abdominalgia",
+            "abodminal pain",
+            "adominal pain",
+            "belly pain",
+            "bellyache",
+            "cramping abdomen",
+            "cramps stomach",
+            "gi pain",
+            "gut pain",
+            "pain in my tummy",
+            "pain abdominal",
+            "pain above apendendice",
+            "pain in abdomen",
+            "pain in tummy",
+            "pain in abdomen",
+            "pain into abdomen",
+            "pained abdomen",
+            "painful abdomen",
+            "painful tummy",
+            "pains abdomen",
+            "pains in tummy",
+            "right lower quadrant pain",
+            "spasms tummy",
+            "stomach cramps",
+            "stomach cramps",
+            "stomach discomfort",
+            "tummy spasms",
+            "tummy aches",
+            "tummy discomfort"
+        ],
+        "Fever": [
+            "afebrile",
+            "aferbile",
+            "body temperature above normal",
+            "elevated temperature",
+            "febrile",
+            "febris",
+            "fenrile",
+            "fever",
+            "fevered",
+            "feverish",
+            "feverishness",
+            "fevers",
+            "frever",
+            "had a temperature",
+            "has a temperature",
+            "have a temperature",
+            "have no temperature",
+            "high body temperature",
+            "high temperature",
+            "highest temperature",
+            "hyperthermia",
+            "hyperthermic",
+            "i am burning up",
+            "increase temperature",
+            "increased temperature",
+            "increases temperature",
+            "pyrexia",
+            "pyrexial",
+            "pyrexias",
+            "running temperature",
+            "temperature elevated",
+            "temperature increase",
+            "temperature increased",
+            "temperature raised",
+            "tever"
+        ],
+        "Severe weakness": [
+            "severe weakness",
+            "terribly weak"
+        ],
+        "Flushing": [
+            "all over flushed",
+            "appearing flushed",
+            "cutaneous vascular engorgement",
+            "face became flushed",
+            "face flush",
+            "face flushed",
+            "face goes red",
+            "facial flush",
+            "feeling flushed",
+            "feeling flushed",
+            "flush face",
+            "flushed all over",
+            "flushed appearing",
+            "flushed feeling",
+            "flushed face",
+            "flushed skin",
+            "flushes",
+            "flushing",
+            "reddened skin",
+            "skin flushed",
+            "skin is flushed",
+            "skin reddening",
+            "sudden redness of skin"
+        ],
+        "Pain": [
+            "ache",
+            "aches",
+            "achey",
+            "aching",
+            "achy pain",
+            "arms burn",
+            "arthalgias",
+            "artharlgia",
+            "arthralgia",
+            "arthralgias",
+            "backache",
+            "backaches",
+            "complain of pain",
+            "complained of pain",
+            "complaining of pain",
+            "complains of pain",
+            "dching",
+            "dorsalgia",
+            "ears hurt",
+            "feeling achy",
+            "feels achy",
+            "felt achy",
+            "hurt",
+            "hurting",
+            "hurting worse",
+            "hurts",
+            "pain",
+            "pain, discomfort",
+            "painful",
+            "painful feeling",
+            "painfull",
+            "paining",
+            "pains",
+            "paln",
+            "patn",
+            "paun",
+            "scratchy",
+            "scratchy throat",
+            "sore",
+            "sores",
+            "spainful",
+            "twinge",
+            "twinges"
+        ],
+        "Blurred Vision": [
+            "blur eyes",
+            "blur vision",
+            "blurr vision",
+            "blurred eye",
+            "blurred eyes",
+            "blurred vision",
+            "blurried vision",
+            "blurring vision",
+            "blurring of eyes",
+            "blurring of vision",
+            "blurring of visual image",
+            "blurring vision",
+            "blurry",
+            "blurry everything",
+            "blurry eyes",
+            "blurry eyesight",
+            "blurry vision",
+            "blurry vision",
+            "blurry visions",
+            "cloudy vision",
+            "diminished vision",
+            "distorted vision",
+            "everything blurry",
+            "eye blur",
+            "eyes blurry",
+            "eyesight blurry",
+            "filmy vision",
+            "foggy vision",
+            "hazy vision",
+            "mist over eyes",
+            "misty vision",
+            "out of focus",
+            "see blurry",
+            "slightly blurriness",
+            "spotty vision",
+            "vision blurred",
+            "vision blurring",
+            "vision blurry",
+            "vision spotty",
+            "vision spoty",
+            "vision blur",
+            "vision blurred",
+            "vision blurriness",
+            "vision blurring",
+            "vision blurry",
+            "vision is blurred"
+        ],
+        "Nausea": [
+            "about to throw up",
+            "could throw up",
+            "feel like vomiting",
+            "feeling have to throw up",
+            "feeling bilious",
+            "feeling queasy",
+            "going to throw up",
+            "like throwing up",
+            "may vomit",
+            "nasea",
+            "nausea",
+            "nauseas",
+            "nauseated",
+            "nauseating",
+            "nauseous",
+            "naussea",
+            "neautious",
+            "queasy",
+            "stomach upset",
+            "stomach upsetting",
+            "stomach upset",
+            "trying to throw up",
+            "upset stomach",
+            "upset stomach",
+            "upsets stomach",
+            "upsetting stomach",
+            "urge to throw up",
+            "vomit sensation",
+            "want to throw up"
+        ],
+        "Hypovolemia": [
+            "deficit fluid volume",
+            "depleted blood volume",
+            "depletion of volume of plasma or extracellular fluid",
+            "depletion volume",
+            "fluid depletion",
+            "fluid volume deficit",
+            "hypovolaemia",
+            "hypovolemia",
+            "hypovolemias",
+            "oligemia",
+            "sodium and water depletion",
+            "volume depletion"
+        ],
+        "Diarrhea": [
+            "bloody diarrhea",
+            "bowel loose movements",
+            "bowels loose movement",
+            "d - diarrhoea",
+            "diarhea",
+            "diarrhea",
+            "diarrheas",
+            "diarrhes",
+            "diarrhoea",
+            "diarrhoea nos",
+            "diarrhoea symptom",
+            "diarrhoea symptoms",
+            "diharrea",
+            "every few minutes stool",
+            "have the runs",
+            "lienteric diarrhoea",
+            "loose bowel",
+            "loose bowel motion",
+            "loose bowel motions",
+            "loose bowel movement",
+            "loose bowels",
+            "loose stool",
+            "loose stools",
+            "observation of diarrhoea",
+            "poop too often",
+            "runny stools",
+            "runny tummy",
+            "runs(diarrhea)",
+            "runs(diarrhoea)",
+            "stool every few minutes",
+            "stools loose",
+            "the runs",
+            "the trots",
+            "trots",
+            "watery stool",
+            "watery stools"
+        ],
+        "Rhinorrhea": [
+            "excessive noise from nasal passage",
+            "increased nasal secretion",
+            "more mucus nasal",
+            "nasal discharge increased",
+            "nose drip",
+            "nose dripping",
+            "nose mucus abundant",
+            "rhinorrhea",
+            "rhinorrhoea"
+        ],
+        "Cough": [
+            "a lot of phlegm",
+            "a lot of phlegm and mucus",
+            "achy coughing",
+            "alot of phlegm",
+            "alot of thick secretions",
+            "bark",
+            "barking",
+            "barks",
+            "blood cough",
+            "bringing up alot of yellow",
+            "can't bring up anything",
+            "can't bring up my secretions",
+            "choking on my my secretions",
+            "choking on my phlegm",
+            "coming up from my lungs",
+            "coming up out of my lungs",
+            "congested cough",
+            "copious amounts of sputum",
+            "coug",
+            "cough",
+            "cough type",
+            "cough up",
+            "cough up blood",
+            "cough with blood",
+            "cough with small blood",
+            "coughed",
+            "coughed up blood",
+            "coughing",
+            "coughing up",
+            "coughing up blood",
+            "coughing with a blood",
+            "coughing with blood",
+            "coughs",
+            "cougj",
+            "guns from my lungs",
+            "i have croup",
+            "junk coming from my lungs",
+            "junk i am bringing up",
+            "lungs are producing",
+            "more phlegm",
+            "my spit is creamy",
+            "ocugh",
+            "phlegm coming out",
+            "producing alot of secretions",
+            "sound like a seal",
+            "sputum i am bringing",
+            "still have phlegm",
+            "stuff coming from my lungs",
+            "weak cough"
+        ],
+        "Prior scar dehiscence": [
+            "prior scar dehiscence"
+        ],
+        "weakness": [
+            "a bit week",
+            "a little bit week",
+            "a little week",
+            "am eaker",
+            "asthenic",
+            "been week for a while",
+            "body is weaker",
+            "body is week",
+            "continue to be week",
+            "debility",
+            "decreased strength",
+            "enfeebled",
+            "feeling weaker",
+            "feeling faint",
+            "feeling week",
+            "feels faint",
+            "felt faint",
+            "general debility",
+            "i am week",
+            "i feel week",
+            "just as week",
+            "lassitude",
+            "loss of strength",
+            "loss strength",
+            "made me week",
+            "make me week",
+            "no longer week",
+            "not week anymore",
+            "physically week",
+            "so week",
+            "still week",
+            "strength decreased",
+            "strength loss",
+            "too week",
+            "weak",
+            "weakeness",
+            "weakness",
+            "weaknesses",
+            "wealness",
+            "werak"
+        ],
+        "Sinusoidal Pattern": [
+            "sinusoidal pattern"
+        ],
+        "Prior uterine rupture": [
+            "prior uterine rupture"
+        ],
+        "Hypertonic Uterus": [
+            "hypertonic uterus"
+        ],
+        "Unconsciousness": [
+            "unconsciousness"
+        ],
+        "Headache": [
+            "ache head",
+            "brain hurts",
+            "cephalalgia",
+            "cephalalgias",
+            "cephalgia",
+            "cephalgias",
+            "cephalodynia",
+            "cephalodynias",
+            "cranial pain",
+            "cranial pains",
+            "frequent headaches",
+            "geadaches",
+            "ha",
+            "heachache",
+            "heache",
+            "heaches",
+            "head going to explode",
+            "head hurts",
+            "head ach",
+            "head ache",
+            "head aches",
+            "head achy",
+            "head hurts",
+            "head is pounding",
+            "head pain",
+            "head pain cephalgia",
+            "head pained",
+            "head pains",
+            "head soreness",
+            "head tingling",
+            "headac he",
+            "headach",
+            "headache",
+            "headaches",
+            "headahce",
+            "headahces",
+            "headahe",
+            "headhace",
+            "my head is killing me",
+            "my head was killing me",
+            "pain head",
+            "pain in head",
+            "pain in my head",
+            "pressure in head",
+            "sinus headache",
+            "sinus headaches"
+        ],
+        "Dysuria": [
+            "burning go to the restroom",
+            "burning pee",
+            "burning urination",
+            "burning feeling in penis",
+            "burning urination",
+            "burning when urinate",
+            "dysuria",
+            "dysuria/painful urination",
+            "frequent painful peeing",
+            "go to the restroom burning",
+            "having issues pee",
+            "hurts to pee",
+            "hurts when pee",
+            "in pain to pee",
+            "irritation urinating",
+            "micturition painful",
+            "pain upon urination",
+            "pain urination",
+            "pain associated with micturition",
+            "pain during urination",
+            "pain emptying bladder",
+            "pain on micturition",
+            "pain on voiding",
+            "pain passing urine",
+            "pain passing water",
+            "pain when pee",
+            "pain while peeing",
+            "pain with urination",
+            "pain, peeing",
+            "painful urination",
+            "painful frequent urination",
+            "painful micturition",
+            "painful or difficult urination",
+            "painful urination",
+            "painful urine",
+            "passing water hurts",
+            "stinging urination",
+            "stings use the bathroom",
+            "uncomfortable urinating",
+            "urinating irritation",
+            "urinating uncomfortable",
+            "urination pain",
+            "urination painful",
+            "urination stinging",
+            "urination pain",
+            "urination painful",
+            "use the bathroom stings",
+            "voiding pain"
+        ],
+        "Mental confusion": [
+            "acting confused",
+            "appeared confused",
+            "appears confused",
+            "can't concentrate",
+            "can't think clearly",
+            "can't think straight",
+            "cloudy-headed",
+            "confused losing track",
+            "confused about time",
+            "confused and demented",
+            "hard time paying attention",
+            "inability to think",
+            "losing track confused",
+            "mental confusion",
+            "mind is getting foggy",
+            "patient confused",
+            "pt confused",
+            "puzzlement",
+            "seemed confused",
+            "seemed confused",
+            "seems confused",
+            "slow thinking",
+            "slowed thinking",
+            "slower thinking",
+            "some brain fog",
+            "thinking is slowed"
+        ],
+        "Chest pain": [
+            "aches in my chest",
+            "achy chest",
+            "angia",
+            "angina",
+            "burn in my chest",
+            "burning in the chest",
+            "chesl pain",
+            "chest achy",
+            "chest burns",
+            "chest hurting",
+            "chest hurts",
+            "chest pai",
+            "chest soreness",
+            "chest heard",
+            "chest hurt",
+            "chest hurts",
+            "chest is burning",
+            "chest just hurts",
+            "chest pain",
+            "chest pain at rest",
+            "chest pain or angina",
+            "chest pains",
+            "chest pains at rest",
+            "chest started to ache",
+            "chest twinges",
+            "chest wall pain",
+            "chest was aching",
+            "chest without pains",
+            "chestpain",
+            "chst pain",
+            "cp",
+            "cps",
+            "heart area pain and pressure",
+            "heart still hurt",
+            "heart still hurts",
+            "hurt in my chest",
+            "hurting chest",
+            "hurts chest",
+            "needles feeling in the middle of my chest",
+            "pai chest",
+            "pain moving my chest",
+            "pain and pressure heart area",
+            "pain behind my breastbone",
+            "pain behind sternum",
+            "pain chest",
+            "pain in chest",
+            "pain in my chest",
+            "pain in the center of my chest",
+            "pain in the chest",
+            "pain into my chest",
+            "pain right in the chest",
+            "pain thoracic",
+            "painful sensation in my chest",
+            "somebody put a stone on my chest",
+            "soreness chest",
+            "sternum pain",
+            "stethalgia",
+            "thoracalgia",
+            "thoracic pain",
+            "thorax pain",
+            "thorax painful",
+            "twinges in my chest"
+        ],
+        "Abruption": [
+            "abruption",
+            "abruptions",
+            "abruptuion",
+            "placental abruption",
+            "placental abrution"
+        ],
+        "Dysphagia": [
+            "dyphagia",
+            "dyspagia",
+            "dysphagia",
+            "pain swallowing"
+        ],
+        "Melena": [
+            "black tarry poo",
+            "black tarry stool",
+            "black tarry stools",
+            "dark liquid stool",
+            "meiena",
+            "melena",
+            "tarry poop"
+        ],
+        "Exertional presyncope": [
+            "exertional presyncope"
+        ],
+        "Extreme fatique": [
+            "extreme fatique"
+        ],
+        "Hepatosplenomegalia": [
+            "hepatosplenomegalia"
+        ],
+        "Drooling": [
+            "dribble",
+            "dribbles",
+            "dribbling",
+            "dripping saliva",
+            "drool",
+            "drooled",
+            "drooling",
+            "drooling\u00e2",
+            "drooping saliva",
+            "excessive salivation",
+            "mouth watering",
+            "oversalivation",
+            "saliva dripping",
+            "saliva drooping",
+            "slobbering",
+            "watery mouth"
+        ],
+        "Bendopnea": [
+            "bend down breathing is worse",
+            "bend down can't catch my breath",
+            "bend down gasping air",
+            "bend over difficulties catching air",
+            "bending down can't breathe",
+            "bending down difficulty in breathing",
+            "bendopnea",
+            "bendopnoea",
+            "breathing is worse bend down",
+            "can't breathe bending down",
+            "can't catch my breath bend down",
+            "difficulties catching air bend over",
+            "difficulty in breathing bending down",
+            "dyspnea when bending forward",
+            "dyspnoea when bending forward",
+            "gasping air bend down",
+            "leaning forward shortness of breath",
+            "shortness of breath leaning forward",
+            "shortness of breath when bending forward"
+        ],
+        "Palpitations": [
+            "beating fast heart",
+            "chest fluttering",
+            "chest flutters",
+            "chest symptom palpitation",
+            "fast heart rate",
+            "fast pulse",
+            "feel heart beating",
+            "feeling heart beats",
+            "felt heart beating",
+            "felt heart beating",
+            "flip flopping heart beats",
+            "flopping in my chest",
+            "flopping in my heart",
+            "flutter heart",
+            "fluttering chest",
+            "fluttering feeling in my chest",
+            "fluttering in heart",
+            "forceful beating of the heart",
+            "heart beating fast",
+            "heart beating harder",
+            "heart flutter",
+            "heart racing",
+            "heart beating fast",
+            "heart beating harder",
+            "heart beats fast",
+            "heart beats so fast",
+            "heart beats very fast",
+            "heart fast",
+            "heart fluttering",
+            "heart flutters",
+            "heart has been racing",
+            "heart irregularities",
+            "heart is beating really fast",
+            "heart is beating so fast",
+            "heart is beating too fast",
+            "heart is beating too hard",
+            "heart is being pushed",
+            "heart is flip-flop ping",
+            "heart is fluttering",
+            "heart is pounding",
+            "heart is pounding hard",
+            "heart is throbbing",
+            "heart pounding",
+            "heart pumping",
+            "heart race",
+            "heart races",
+            "heart racing",
+            "heart throb",
+            "heart throbbing",
+            "heart throbs",
+            "heart was pounding",
+            "loud and irregular heartbeat",
+            "my heart is racing",
+            "paipitaitons",
+            "palpatations",
+            "palpiptations",
+            "palpitaitons",
+            "palpitation",
+            "palpitation(s)",
+            "palpitations",
+            "palpitions",
+            "palptiations",
+            "pounding heart",
+            "pulse fast",
+            "pulse rapid",
+            "quick heartbeat",
+            "quick pulse",
+            "racing heart",
+            "racy heart",
+            "rapid heart beat",
+            "rapid heart rate",
+            "rapid heartbeat",
+            "rapid heartbeats",
+            "rapid pulse"
+        ],
+        "abdominal adiposity": [
+            "abdominal adiposity"
+        ],
+        "Hypotension": [
+            "hyotension",
+            "hypopiesis",
+            "hypotension",
+            "hypotensive diseases",
+            "hypotenstion",
+            "vascular hypotensive disorder"
+        ],
+        "Polydipsia": [
+            "cottonmouth",
+            "drink more water",
+            "drinking more water",
+            "dry mouth",
+            "dry tongue",
+            "excessive fluid consumption",
+            "excessive fluid intake",
+            "excessive thirst",
+            "extreme thirst",
+            "hydrodipsomania",
+            "i drink lots of water",
+            "i feel thirsty",
+            "mouth is dry",
+            "polydinsia",
+            "polydipsia",
+            "polydipsias",
+            "polydypsia",
+            "thirst",
+            "thirst excessive",
+            "thirsty"
+        ],
+        "slurred speech": [
+            "abnormal speech",
+            "clipped speech",
+            "confused speech",
+            "delayed speech",
+            "difficulty speaking",
+            "difficulty talking",
+            "dysarthria",
+            "scamping speech",
+            "slur speech",
+            "slurred speech",
+            "slurred speach",
+            "slurred speech",
+            "slurred words",
+            "slurring speech",
+            "slurring words",
+            "speech slurred",
+            "speech disorders",
+            "speech is slurred",
+            "speech slur",
+            "speech slurred",
+            "speech-slurring",
+            "trouble speaking",
+            "trouble with speech"
+        ],
+        "Difficulty swallowing": [
+            "able to swallow",
+            "difficult to swallow",
+            "difficulty sw allowing",
+            "difficulty swalloing",
+            "difficulty swallow ing",
+            "difficulty swallowing"
+        ],
+        "Neutropenia": [
+            "neutropenia",
+            "neutropenias",
+            "neutropenic disorder",
+            "neutrophils decreased"
+        ],
+        "Exertional fatigue": [
+            "exertional fatigue",
+            "fatigue exertional",
+            "post-exertional fatigue"
+        ],
+        "Presyncope": [
+            "about to faint",
+            "about to lose consciousness",
+            "almost fainted",
+            "almost had syncope",
+            "almost lost consciousness",
+            "almost passed out",
+            "almost passes out",
+            "close to fainting",
+            "close to losing consciousness",
+            "close to passing out",
+            "fainting near",
+            "feel like pass out",
+            "feel like passing out",
+            "going loose my consciousness",
+            "going to pass out",
+            "going to faint",
+            "going to pass out",
+            "gonna pass out",
+            "i almost fainted",
+            "i am passing out",
+            "i feel like i am passing out",
+            "i was gonna fall",
+            "loose my consciousness going",
+            "loosing consciousness",
+            "near fainting",
+            "near syncopal episode",
+            "near syncopal episodes",
+            "near syncope",
+            "near-syncope",
+            "nearly fainted",
+            "nearly had syncope",
+            "nearly lost consciousness",
+            "pass out feel like",
+            "pre syncope",
+            "pre-syncope",
+            "presyncopal episode",
+            "presyncopal episodes",
+            "presyncope",
+            "presyncopes",
+            "pretty fuzzy",
+            "tunnel vision"
+        ],
+        "Telangiectasia": [
+            "telangiectasia"
+        ],
+        "Diplopia": [
+            "diplopia",
+            "diplopias",
+            "dplopia",
+            "i see everything double",
+            "seeing double images (diplopia)"
+        ],
+        "murmur of mitral regurgitation": [
+            "murmur of mitral regurgitation"
+        ],
+        "Epigastric pain": [
+            "abdominal pain in the central upper belly",
+            "achy epigastric",
+            "epiagastric pain",
+            "epigastic pain",
+            "epigastralgia",
+            "epigastric",
+            "epigastric abdominal pain",
+            "epigastric ache",
+            "epigastric pain",
+            "epigastrium pain",
+            "epigstric pain",
+            "pain epigastric",
+            "pain in epigastrium",
+            "pain in the upper abdomen"
+        ],
+        "Peripheral Hypoperfusion": [
+            "peripheral hypoperfusion"
+        ],
+        "Sweating": [
+            "body is sweaty",
+            "drenching sweat",
+            "dripping with sweat",
+            "hidropoiesis",
+            "hidrosis",
+            "perspiration",
+            "perspired",
+            "perspiring",
+            "sweat",
+            "sweat on my forehead",
+            "sweated",
+            "sweating",
+            "sweats",
+            "sweaty"
+        ],
+        "Stable angina": [
+            "angina chronic stable",
+            "angina stable",
+            "exertional angina",
+            "stable angina",
+            "stable anginas",
+            "stable chronic angina"
+        ],
+        "Exertional dyspnea": [
+            "chest gets so heavy in my exercise",
+            "chest hurts every time i carry",
+            "dyspneic with exertion",
+            "exertional dyspnea",
+            "neck and jaw get tight when i shovel",
+            "pain by my shoulder blade in aerobics",
+            "shortness of breath on exertion",
+            "shortness of breath on moderate exertion",
+            "tight when i climbed"
+        ],
+        "Erythema": [
+            "cutaneous redness",
+            "enthema",
+            "ertyhema",
+            "ertythema",
+            "erythea",
+            "erythema",
+            "erythemas",
+            "erythematous condition",
+            "erythematous conditions",
+            "erythematous disorder",
+            "erythma",
+            "eythema",
+            "injection (erythema)",
+            "red skin",
+            "redness of skin",
+            "redness skin",
+            "skin red",
+            "skin reddened",
+            "skin redness",
+            "unusual change in color of skin to red (erythema)"
+        ],
+        "Audible S3": [
+            "audible s3"
+        ],
+        "murmur of Tricuspid regurgitation": [
+            "murmur of tricuspid regurgitation"
+        ],
+        "Fatigue": [
+            "decrease in energy",
+            "decreased energy",
+            "energy decreased",
+            "energy loss",
+            "exhausted",
+            "exhaustion",
+            "exhaustuion",
+            "extremely tired",
+            "fatig",
+            "fatigue",
+            "fatigued",
+            "fatigues",
+            "fatigue\u00e2",
+            "fatiguing",
+            "fatique",
+            "feeling of total lack of energy",
+            "has no strength",
+            "have no strength",
+            "i am drained",
+            "i am weak",
+            "i am weaker",
+            "i feel drained",
+            "intense lack of energy",
+            "lack of energy",
+            "lacking energy",
+            "lacking in energy",
+            "loss of energy",
+            "severe tiredness",
+            "sluggish",
+            "unusual lack of energy",
+            "weariness",
+            "worn out"
+        ],
+        "Drowsiness": [
+            "drowiness",
+            "drowsiness",
+            "drowsy",
+            "sleepiness",
+            "somnolence",
+            "somnolence (sleepiness)",
+            "somnolent"
+        ],
+        "Hepatojugular Reflux": [
+            "hepatojugular reflux"
+        ],
+        "Increase of physical activity": [
+            "increase of physical activity"
+        ],
+        "Black stool": [
+            "black stool",
+            "black faeces",
+            "black stool",
+            "black stools",
+            "stool black",
+            "stool is dark"
+        ],
+        "Exertional syncope": [
+            "exertional syncope"
+        ],
+        "Rhinitis": [
+            "inflammation of nasal passage",
+            "nasal catarrh",
+            "nasal catarrhs",
+            "rhinitides",
+            "rhinitis"
+        ],
+        "Hypokalemia": [
+            "deficiency k",
+            "deficiency potassium",
+            "hypokalaemia",
+            "hypokalaemic syndrome",
+            "hypokalemia",
+            "hypokalemias",
+            "hypokalemic disorder",
+            "hypokalemic syndrome",
+            "hypopotassaemia",
+            "hypopotassemia",
+            "hypopotassemias",
+            "k deficiency",
+            "low potassium syndrome",
+            "potassium [k] deficiency",
+            "potassium deficiency",
+            "potassium depletion",
+            "syndrome hypokalaemic",
+            "syndrome hypokalemic"
+        ],
+        "Supraventricular tachycardia": [
+            "supraventricular tachycardia",
+            "supraventricular tachycardias",
+            "svt",
+            "svts",
+            "tachycardia supraventricular"
+        ],
+        "Severe dizziness": [
+            "severe dizziness"
+        ],
+        "Atrial tachycardia": [
+            "atrial tachycardia",
+            "atrial tachycardias",
+            "tachycardia atrial"
+        ],
+        "Dizziness when standing": [
+            "dizziness when standing",
+            "dizziness with standing",
+            "dizzy when standing",
+            "when standing dizzy"
+        ],
+        "Tinnitus": [
+            "ear noise",
+            "ear noises",
+            "ear ringing",
+            "ear ringing sound",
+            "ears ringing",
+            "ears noises",
+            "ears ring",
+            "ears ringing",
+            "in my ear ringing",
+            "noise in ears",
+            "noises in ear",
+            "noises in head",
+            "ringing in my ear",
+            "ringing in ears",
+            "ringing in ear",
+            "ringing in ears",
+            "ringing in the ear",
+            "ringing in the ears",
+            "ringing in the ears (tinnitus)",
+            "ringing inthe ears",
+            "ringing of ears",
+            "ringing-buzzing-tinnitus",
+            "ringing/buzzing/tinnitus",
+            "tiinitus",
+            "tinnitus"
+        ],
+        "Rest dyspnea": [
+            "rest dyspnea"
+        ],
+        "Congestion": [
+            "breathe through my mouth",
+            "bunged up",
+            "clogged nose",
+            "clogged nostril",
+            "clogged sinuses",
+            "clogged up",
+            "congastad",
+            "congesion",
+            "congested",
+            "congestion",
+            "congestions",
+            "congsetion",
+            "dryness in my sinuses",
+            "i am congested",
+            "i am not stuffed",
+            "i can't breathe through my nose",
+            "no nasal breathing",
+            "nose breathing",
+            "nose stuffed",
+            "nose block",
+            "nose blocks",
+            "nose is all stuffed up",
+            "nose is blocked",
+            "nose is clogged",
+            "nose is congested",
+            "sinuress pressure",
+            "sinus pressure",
+            "sinus pressure\u00e2",
+            "sniffle",
+            "sniffles",
+            "sniffling",
+            "stuffed nose",
+            "stuffed up",
+            "stuffiness",
+            "stuffing nose",
+            "stuffy",
+            "stufy",
+            "stuuf nose",
+            "through the nose"
+        ],
+        "Lightheadedness": [
+            "head feeling light",
+            "headed light",
+            "headed lighted",
+            "headedness light",
+            "ightheadedness",
+            "lighheadedness",
+            "lighhtheaded",
+            "light - headed",
+            "light head",
+            "light headed",
+            "light headedness",
+            "light-headed",
+            "light-headed feeling",
+            "light-headedness",
+            "lighthead",
+            "lightheaded",
+            "lightheadedness",
+            "lightheadness",
+            "lightheaedness",
+            "lite headed",
+            "loss of equilibrium",
+            "reeling sensation"
+        ],
+        "Ear ache": [
+            "ear ache",
+            "ear aches",
+            "ear hurts",
+            "ear pain",
+            "earache",
+            "ears hurt",
+            "issue with my ear",
+            "otalgia"
+        ],
+        "Hypoxia": [
+            "hypoixa",
+            "hypoxia",
+            "hypoxic"
+        ],
+        "Insomnia": [
+            "could not sleep",
+            "did not sleep night",
+            "difficulty sleeping",
+            "had no sleep",
+            "hard night to fall a sleep",
+            "i can't sleep at night",
+            "i do not sleep",
+            "insomnia",
+            "losing sleep",
+            "not sleep well",
+            "not sleeping concerns",
+            "not sleeping well",
+            "not slept at all"
+        ],
+        "Disorientation": [
+            "disorientation"
+        ],
+        "Blue lips": [
+            "blue lip",
+            "blue lips",
+            "bluish lips",
+            "cyanosis lips",
+            "cyanosis of lip",
+            "cyanosis of lips",
+            "cyanotic lips",
+            "labial cyanosis",
+            "lip color blue",
+            "lip cyanosis",
+            "lip cyanotic",
+            "lips are blue",
+            "lips are bluish",
+            "lips are purple",
+            "lips blue",
+            "lips cyanosed",
+            "lips look bluish"
+        ],
+        "Agitation": [
+            "abnormal excitement",
+            "agitated",
+            "agitated behavior",
+            "agitated behaviour",
+            "agitation",
+            "alot more restless",
+            "excitement abnormal",
+            "feathers are ruffled for no reason",
+            "feeling agitated",
+            "frantic",
+            "i am so irritated",
+            "kind of going crazy",
+            "perturbed",
+            "pulling my hair out",
+            "restlessness",
+            "unable to keep still",
+            "vegitation"
+        ],
+        "Junctional bradycardia": [
+            "junctional bradycardia"
+        ],
+        "Blue face": [
+            "blue face",
+            "bluish face",
+            "face is blue"
+        ],
+        "Malaise": [
+            "malaise",
+            "malaised",
+            "maliase"
+        ],
+        "Symptomatic palpitations": [
+            "symptomatic palpitations"
+        ],
+        "Constipation": [
+            "constipate",
+            "constipated",
+            "constipating",
+            "constipation",
+            "contipation",
+            "costiveness",
+            "difficult passing motion",
+            "difficulty defaecating",
+            "difficulty defecating",
+            "difficulty opening bowels",
+            "difficulty passing stool",
+            "have not done a crap",
+            "no bowel movement",
+            "trouble passing stool"
+        ],
+        "Shortness of breath at rest": [
+            "any difficulty in breathing rest",
+            "shortness of breath at rest"
+        ],
+        "Hallucination": [
+            "feel like bugs are crawling up",
+            "hallucina-tions",
+            "hallucinating",
+            "hallucination",
+            "hallucinations",
+            "hallucincations",
+            "hallucintions",
+            "hear strange voice",
+            "hearing music but nothing is playing",
+            "hearing the door bell but no one is there",
+            "hearing things no one else hears",
+            "hearing voices or seeing things",
+            "i am hearing voices",
+            "see delusions",
+            "see things that can't be real",
+            "seeing things that are not there",
+            "smelling my friends perfume but she's not here",
+            "voices in my head"
+        ],
+        "Runny nose": [
+            "blowing my nose",
+            "blowing nose",
+            "coryza",
+            "fluid out of my nose",
+            "mucus from sinuses",
+            "nasal discharge",
+            "nasal drainage",
+            "nasal drip",
+            "need to blow my nose",
+            "nose running",
+            "nose runny",
+            "nose blowing",
+            "nose is runny",
+            "nose is dripping",
+            "nose is running",
+            "nose is runny",
+            "nose running",
+            "nose runs",
+            "nosie running",
+            "running nose",
+            "running nosie",
+            "running noise",
+            "running nose",
+            "runny nose",
+            "runny nose is",
+            "runny nese",
+            "runny nose",
+            "runny rose",
+            "runnynose",
+            "sneeze",
+            "sneezed",
+            "sneezing",
+            "sniffle",
+            "sniffles",
+            "sniffling",
+            "snotty",
+            "unable to breathe through my nose"
+        ],
+        "Heartburn": [
+            "acidity",
+            "burning chest",
+            "burning reflux",
+            "chest burning",
+            "heart burn",
+            "heartbum",
+            "heartburn",
+            "pyroses",
+            "pyrosis"
+        ],
+        "Rash": [
+            "ragh",
+            "rash",
+            "rashas",
+            "rashes",
+            "red sores parts of my body",
+            "red splotches foot"
+        ],
+        "Systemic pain": [
+            "generalized pain",
+            "generalized pains",
+            "systemic pain"
+        ],
+        "Heart murmur": [
+            "cardiac murmer",
+            "cardiac murmur",
+            "cardiac murmurs",
+            "heart mumur",
+            "heart murmur",
+            "heart murmuring",
+            "heart murmurs",
+            "heart/arterial murmur nos",
+            "mumurs",
+            "murmer",
+            "murmers",
+            "murmrus",
+            "murmur",
+            "murmurs",
+            "murmus"
+        ],
+        "Acute Dyspnea": [
+            "acute dyspnea",
+            "acute dyspnoea",
+            "dyspnea acute"
+        ],
+        "Symptoms of hypoglycemia": [
+            "symptoms of hypoglycemia"
+        ],
+        "Paraesthesia": [
+            "face is tingling",
+            "meralgia paresthetica",
+            "paraesthesia",
+            "prickling sensation of my face"
+        ],
+        "Severe symptoms of hypotension": [
+            "severe symptoms of hypotension"
+        ],
+        "Systemic inflammatory response syndrome": [
+            "abacteraemic sepsis",
+            "culture-negative sepsis",
+            "sepsis syndrome",
+            "sepsis syndromes",
+            "septic syndrome",
+            "sirs - system inflammatory response syndrome",
+            "syndrome sepsis",
+            "systemic inflammatory response syndrome"
+        ],
+        "Severe symptoms of tachycardia": [
+            "severe symptoms of tachycardia"
+        ],
+        "Severe symptoms of BP or HR out of range": [
+            "severe symptoms of blood pressure or hr out of range",
+            "severe symptoms of bp or hr out of range"
+        ],
+        "New or worsening pain": [
+            "badly hurting",
+            "hurting badly",
+            "keep having pains",
+            "new or worsening pain"
+        ],
+        "Symptoms of tachycardia": [
+            "symptoms of tachycardia"
+        ],
+        "Symptoms of hyperglycemic crisis": [
+            "symptoms of hyperglycemic crisis"
+        ],
+        "Tired": [
+            "listless",
+            "low energy",
+            "tatt",
+            "tiered",
+            "tired",
+            "tiredness",
+            "tiring",
+            "trired"
+        ],
+        "Tingling": [
+            "tingally",
+            "tingling",
+            "tingly",
+            "tinkling feeling"
+        ],
+        "Lymphedema": [
+            "chronic lymphovenous insufficiency",
+            "lymph edema",
+            "lymphandema",
+            "lymphatic edema",
+            "lymphatic oedema",
+            "lymphedema",
+            "lymphedemas",
+            "lymphoedema",
+            "lymphoedemas",
+            "oedema lymphatic"
+        ],
+        "Severe headache features": [
+            "like hammer hit my head",
+            "severe headache features"
+        ],
+        "Meteorism": [
+            "bloated",
+            "bloating",
+            "excessive gas",
+            "feel gassy",
+            "flatulence",
+            "gassy feel",
+            "meteorism"
+        ],
+        "Diabetes mellitus symptoms confirmation": [
+            "diabetes mellitus symptoms confirmation"
+        ],
+        "Vaginismus": [
+            "vaginismus"
+        ],
+        "Nonsevere symptoms of hyperglycemia": [
+            "nonsevere symptoms of hyperglycemia"
+        ],
+        "Itching": [
+            "itch",
+            "itches",
+            "itchi",
+            "itchiness",
+            "itching",
+            "itchy",
+            "pruritus",
+            "pschy"
+        ],
+        "Hoarseness": [
+            "croaky voice",
+            "do not have voice",
+            "hoarse",
+            "hoarse voice",
+            "hoarseness",
+            "hoarsenesses",
+            "husky voice",
+            "losing voice",
+            "lost voice",
+            "no voice",
+            "raspy voice",
+            "voice in and out",
+            "voice chance",
+            "voice change",
+            "voice changes",
+            "voice problems"
+        ],
+        "Wheezing": [
+            "breathing whistling",
+            "lungs rattle",
+            "rattle lungs",
+            "wheeang",
+            "wheeze",
+            "wheezed",
+            "wheezes",
+            "wheezin",
+            "wheezing",
+            "wheezings",
+            "wheezy",
+            "whesaing",
+            "whistling breathing"
+        ],
+        "Stiffness": [
+            "stiff",
+            "stiffness"
+        ],
+        "Severe symptoms of bleeding": [
+            "severe symptoms of bleeding"
+        ],
+        "Signs or symptoms of PE/DVT": [
+            "signs or symptoms of pe/dvt"
+        ],
+        "Trismus": [
+            "jaw spasm",
+            "jaw spasms",
+            "lockjaw",
+            "pain of muscles of mastication",
+            "trismus"
+        ],
+        "Symptoms of local inflammation": [
+            "symptoms of local inflammation"
+        ],
+        "Vertigo": [
+            "feel i'm spinning round",
+            "feel like things moving",
+            "head revolving around",
+            "head revolving round",
+            "head spinning",
+            "room is spinning",
+            "room is spinning around",
+            "rotation of self",
+            "spinning sensation",
+            "spinning sensations",
+            "things are moving",
+            "things are spinning",
+            "verligo",
+            "vertigo",
+            "vertigos"
+        ]
+    }

classes_short.json

@@ -0,0 +1,577 @@
+{
+    "Pain": [
+                "ache",
+                "aches",
+                "achey",
+                "aching",
+                "achy pain",
+                "arms burn",
+                "arthalgias",
+                "artharlgia",
+                "arthralgia",
+                "arthralgias",
+                "backache",
+                "backaches",
+                "dorsalgia",
+                "feeling achy",
+                "feels achy",
+                "feet hurt",
+                "felt achy",
+                "hurt",
+                "hurting",
+                "hurting worse",
+                "hurts",
+                "pain",
+                "painful",
+                "painful feeling",
+                "pains",
+                "paun",
+                "scratchy",
+                "sore",
+                "sores",
+                "spainful",
+                "twinge",
+                "twinges"
+],
+"Chest pain": [
+                "aches in my chest",
+                "achy , chest",
+                "angia",
+                "angina",
+                "burn in my chest",
+                "burning in the chest",
+                "chesl pain",
+                "chest , achy",
+                "chest , hurting",
+                "chest , hurts",
+                "chest , pai",
+                "chest , soreness",
+                "chest heard",
+                "chest hurt",
+                "chest hurts",
+                "chest is burning",
+                "chest just hurts",
+                "chest pain",
+                "chest pain at rest",
+                "chest pain or angina",
+                "chest pains",
+                "chest pains at rest",
+                "chest started to ache",
+                "chest twinges",
+                "chest wall pain",
+                "chest was aching",
+                "chest without pains",
+                "chestpain",
+                "chst pain",
+                "heart area , pain and pressure",
+                "heart still hurt",
+                "heart still hurts",
+                "hurt in my chest",
+                "hurting , chest",
+                "hurts , chest",
+                "needles feeling in the middle of my chest",
+                "pai , chest",
+                "pain , moving my chest",
+                "pain and pressure , heart area",
+                "pain behind my breastbone",
+                "pain behind sternum",
+                "pain in chest",
+                "pain in my chest",
+                "pain in the center of my chest",
+                "pain in the chest",
+                "pain into my chest",
+                "pain right in the chest",
+                "painful sensation in my chest",
+                "somebody put a stone on my chest",
+                "soreness , chest",
+                "sternum pain",
+                "twinges in my chest"
+],
+"Pleuritic chest pain": [
+                "breathe , starting to hurt",
+                "chest pain , with pleurisy",
+                "chest pain on breathing",
+                "chest pain while bending",
+                "chest wall pain , pleuritic",
+                "cp also pleuritic",
+                "deep breath pain",
+                "hurts to breathe",
+                "inhaling , pressure in the chest",
+                "pain , when inhaling",
+                "pain in the lungs",
+                "pain is pleuritic",
+                "pleuritic , chest wall pain",
+                "pleuritic chest pain",
+                "pleuritic chest pains",
+                "pleuritic chst pn",
+                "pleuritic right sided chest pain",
+                "pressure in the chest , inhaling",
+                "starting to hurt , breathe"
+],
+"Pain provoked by exertion": [
+                "pain , physical activity",
+                "pain , walking",
+                "pain by exertion",
+                "pain provoked by exertion",
+                "physical activity , pain"
+],
+"Physical Activity": [
+                "active with walks",
+                "actively walking",
+                "after taking a walk",
+                "been jogging",
+                "bikes 30 min",
+                "biking",
+                "block , jogged",
+                "blocks per day , walking",
+                "calisthenics",
+                "cleaning my yard",
+                "cycling",
+                "daily , walking",
+                "daily , walks",
+                "day of walking",
+                "doing the exercises",
+                "elliptical",
+                "every day , i walk",
+                "every day , jogging",
+                "every day , walking",
+                "every morning , walking",
+                "excercise",
+                "excerise",
+                "exercise",
+                "exercise , ultimate frisbee",
+                "exercise program",
+                "exercise regimen",
+                "exercise regularly",
+                "exercised",
+                "exercises",
+                "exercises regularly",
+                "exercises sporadically",
+                "exercises without symptoms",
+                "exercising",
+                "exercising regularly",
+                "flight of stairs",
+                "flights of stairs",
+                "go to the pool",
+                "gym",
+                "gym exercise",
+                "have not moved much",
+                "housecleaning",
+                "i am doings exercises",
+                "i walk , every day",
+                "i walk , miles",
+                "i walk everyday",
+                "i walked , miles",
+                "jogged , block",
+                "jogger",
+                "jogging , every day",
+                "just walked",
+                "just walking",
+                "long walk",
+                "mile walk",
+                "miles , i walk",
+                "miles , i walked",
+                "miles , walking",
+                "moderate exercise",
+                "moving more the usual",
+                "no activity",
+                "occasionally , walking",
+                "physical activities",
+                "physical activity",
+                "plays tennis",
+                "post workout",
+                "power walking",
+                "ran",
+                "ride my bike",
+                "run",
+                "running",
+                "runs 2-3 miles",
+                "short walk",
+                "start walking",
+                "started walking",
+                "stationary bike",
+                "swimming",
+                "swims",
+                "take a walk",
+                "taking a walk",
+                "tennis and walking",
+                "took , walk",
+                "treadmill , walking",
+                "twice a week , walking",
+                "ultimate frisbee , exercise",
+                "walk , daily",
+                "walk , mile",
+                "walk a few blocks",
+                "walk in the park",
+                "walk much",
+                "walked , miles",
+                "walked down , driveway and back",
+                "walking , blocks per day",
+                "walking , daily",
+                "walking , every day",
+                "walking , every morning",
+                "walking , miles",
+                "walking , occasionally",
+                "walking , treadmill",
+                "walking , twice a week",
+                "walking , walking occasionally",
+                "walking a few blocks",
+                "walking daily",
+                "walking much",
+                "walking occasionally , walking",
+                "walking program",
+                "walks , daily",
+                "walks , miles",
+                "walks a mile",
+                "weekly exercise",
+                "went to , store",
+                "working out",
+                "workout",
+                "workouts",
+                "works out",
+                "yoga"
+],
+"Physical Activity Limitation": [
+                "15-minute walk",
+                "able to do , activities",
+                "able to walk",
+                "can't even climb upstairs",
+                "can't even move",
+                "can't even vacuum my room",
+                "can't stand up",
+                "can't take 5-minutes run",
+                "excercise tolerance",
+                "exercise , limited",
+                "exercise tolerance",
+                "feels ok ambulating",
+                "hard to move",
+                "hard to work",
+                "i can't , walk",
+                "i can't move",
+                "limited , exercise",
+                "limited , physical activity",
+                "physical activities",
+                "physical activity",
+                "physical activity , limited",
+                "physical activity limitation",
+                "tired from 5-minutes run"
+],
+"Fatigue Threshold": [
+                "can not climb more than 1 flight",
+                "climbing stairs , fatigue",
+                "exhausted",
+                "extremely tired",
+                "fatigue , climbing stairs",
+                "fatigue threshold",
+                "have no strength",
+                "tire easily",
+                "weak"
+],
+    "Chills": [
+                "chattering",
+                "chil",
+                "chill",
+                "chills",
+                "chils",
+                "coolness",
+                "i am freezing up",
+                "shivering",
+                "shivers"
+],
+    "Office visit": [
+                "a complete physical",
+                "achedule an appointment",
+                "annual , scheduled",
+                "annual check up",
+                "annual check ups",
+                "annual checkup",
+                "annual physical",
+                "annual physicals",
+                "annual well visit",
+                "annual well visit exam",
+                "appointment , booked",
+                "appointment , canceled",
+                "appointment , cancelled",
+                "appointment , changed",
+                "appointment , scheduled",
+                "appointment , virtual",
+                "appointment schedule",
+                "appointment scheduled",
+                "appointments scheduled",
+                "apt , removed",
+                "booked , appointment",
+                "call , for appointment",
+                "cancel , appointment",
+                "canceled , appointment",
+                "cancelled , appointment",
+                "check up with , doctor",
+                "come , for appointment",
+                "do see , appointment",
+                "doctor , visit",
+                "for an appointment",
+                "for appointment , call",
+                "got , appointment",
+                "got you scheduled",
+                "had , appointment",
+                "have , appointment",
+                "have you scheduled",
+                "i had an appointment",
+                "i have an appointment",
+                "i have you rescheduled",
+                "made an appointment",
+                "made appointment",
+                "made appointment , acc",
+                "made appointments",
+                "make an appointment",
+                "make appointemt",
+                "make appointment",
+                "make appointment.",
+                "making an appointment",
+                "making appointment",
+                "my appointment",
+                "my doc , office",
+                "my doctor , office",
+                "next appointment",
+                "office , my doc",
+                "office , my doctor",
+                "office appointment",
+                "office visit",
+                "office visits",
+                "physical appointment",
+                "request , appointment",
+                "schedule an appointment",
+                "scheduled , annual",
+                "scheduled , appointment",
+                "scheduled an appointment",
+                "set up appointment",
+                "teleheaith",
+                "telehealth",
+                "telemed",
+                "virtual , appointment",
+                "visit , doctor",
+                "well checkup",
+                "wellness check",
+                "wellness visit",
+                "you are schedule",
+                "your appointment",
+                "your office"
+            ],
+            "Chest discomfort": [
+                "burning sensation in chest",
+                "chest discomfort",
+                "chest heaviness",
+                "chest heavy",
+                "chest discomfort",
+                "chest heaviness",
+                "chest uneasiness",
+                "chestdiscomfort",
+                "disagreeable sensation in my chest",
+                "discomfort chest",
+                "discomfort side ribs",
+                "discomfort in chest",
+                "heaviness chest",
+                "heavy chest",
+                "heavy chest",
+                "hevy chest",
+                "side ribs discomfort"
+            ],
+            "Chest pressure": [
+                "chest heaviness",
+                "chest pressure",
+                "chest tension",
+                "chest feels like weight on it",
+                "chest heaviness",
+                "chest pressure",
+                "front and back pressure",
+                "heart area pain and pressure",
+                "heaviness chest",
+                "heaviness in chest",
+                "numbness to chest",
+                "pain and pressure heart area",
+                "pressure chest",
+                "pressure front and back",
+                "pressure behind my chest",
+                "pressure in chest",
+                "pressure in my chest",
+                "pressure in the heart",
+                "pressure under my ribs",
+                "someone sitting on my chest",
+                "tense chest",
+                "tension chest",
+                "weight on it chest feels like"
+            ],
+            "Chest tightness": [
+                "band-like chest",
+                "chest band-like",
+                "chest constricted",
+                "chest squeezing",
+                "chest tight",
+                "chest tightness",
+                "chest feels tight",
+                "chest felt tight",
+                "chest is feel tight",
+                "chest is closing",
+                "chest is not tight",
+                "chest is tight",
+                "chest pain is like a lightning bolt",
+                "chest tightness",
+                "constricted chest",
+                "squeezing chest",
+                "tight chest",
+                "tightness chest",
+                "tightness in chest",
+                "tightness in her chest",
+                "tightness in my chest"
+            ],
+            "Dyspnea on exertion": [
+                "climbing severe shortness of breath",
+                "climbing shortness of breath",
+                "climbing up the stairs difficulty in breathing",
+                "dbysphea on exertion",
+                "difficulty in breathing climbing up the stairs",
+                "doe",
+                "during workouts shortness of breather",
+                "dyspnea on exertion",
+                "dyspnea during exertion",
+                "dyspnea exertion",
+                "dyspnea on exertion",
+                "dyspnea on exertion",
+                "dyspnea upon exertion",
+                "dyspnea with exercising",
+                "dyspnea with exertion",
+                "dyspneic on exertion",
+                "dyspneic with exertion",
+                "exercise short of breath",
+                "exertional shortness of breath",
+                "exertional shortness of breath",
+                "get out of breadth walking",
+                "heavy breathing walking",
+                "out of breath walking",
+                "severe shortness of breath climbing",
+                "shoriness of breath with exertion",
+                "short of breath exercise",
+                "short of breath on exertion",
+                "shortness of breath (shortness of breath) on exertion",
+                "shortness of breath climbing",
+                "shortness of breath going up",
+                "shortness of breath lift heavy",
+                "shortness of breath on exertion",
+                "shortness of breath sports",
+                "shortness of breath walking",
+                "shortness of breath when active",
+                "shortness of breath when i go up the stairs",
+                "shortness of breath with any exertion",
+                "shortness of breath with exertion",
+                "shortness of breath during exertion",
+                "shortness of breath exertion",
+                "shortness of breath on exertion",
+                "shortness of breath on ambulating",
+                "shortness of breath on exertion",
+                "shortness of breath upon exertion",
+                "shortness of breath with exertion",
+                "shortness of breather during workouts",
+                "sports shortness of breath",
+                "walking associated shortness of breath",
+                "walking get out of breadth",
+                "walking out of breath",
+                "when i go up the stairs shortness of breath"
+            ],
+            "Hemoptysis": [
+                "blood phlegm",
+                "blood spit",
+                "blood spit up",
+                "blood cough",
+                "blood disappeared from my sputum",
+                "blood in cough",
+                "blood in expectoration",
+                "blood in sputum",
+                "blood in cough",
+                "blood tinged sputum",
+                "blood when cough",
+                "blood when coughed",
+                "blood when coughing",
+                "blood with cough",
+                "bloody cough",
+                "bloody phlegm",
+                "bloody sputum",
+                "cough has a blood",
+                "cough up blood",
+                "cough up blood",
+                "cough with blood",
+                "cough with blood",
+                "cough with small blood",
+                "coughed up blood",
+                "coughed without blood",
+                "coughing blood",
+                "coughing specks of blood",
+                "coughing red",
+                "coughing up blood",
+                "coughing up some blood",
+                "coughing with blood",
+                "coughing with blood",
+                "expectoration with blood",
+                "hemoptysis",
+                "npit",
+                "phlegm blood",
+                "phlegm pink",
+                "phlegm with a little blood",
+                "phlegm is bloody",
+                "pink phlegm",
+                "pink spit",
+                "red sputum",
+                "red in the cough",
+                "specks of blood coughing",
+                "spit blood",
+                "spit pink",
+                "spit up blood",
+                "spitting with blood",
+                "sputum red",
+                "sputum has a red"
+            ],
+    "Self-reported hospitalization": [
+                "again   in the hospital",
+                "back in the hospital",
+                "boro park rehab   emanuel",
+                "emanuel   boro park rehab",
+                "emanuel   rehabilitation center",
+                "going to hospital",
+                "he is   in the icu",
+                "hospital",
+                "i am   admitted into the hospital",
+                "i am   at the hospital",
+                "i am   hospitalized",
+                "i am   in rehab",
+                "i am   in the barnabas",
+                "i am   in the hospital",
+                "i am admitted",
+                "i am at the hospital",
+                "i am going   hospital",
+                "i am hospitalised",
+                "i am hospitalized",
+                "i am in   hospital",
+                "i am in   medical center",
+                "i am in   overlook.hosp",
+                "i am in the hospital",
+                "i arrived   the hospital",
+                "i been   in",
+                "i have been admitted",
+                "i just checked into   hospital",
+                "i was   in the hospital",
+                "i was   the hospital",
+                "i was admitted",
+                "i was admitted   hospital",
+                "i was hospilized",
+                "i was hospitalized",
+                "i was in the hospital",
+                "in nyu manhattan",
+                "in the barnabas   i am",
+                "in the hospital   again",
+                "medical center   taken to",
+                "my stay in   hospital",
+                "rehabilitation center   emanuel",
+                "self-reported hospitalization",
+                "she is   in the icu",
+                "still in   hospital",
+                "taken to   medical center"
+            ]
+}