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SDC-multi-classifier

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DocUA commited on Jan 29

Commit

b5586e6

1 Parent(s): 8f74332

Добавлення функціоналу завантаження класів із JSON для оновлення сигнатур

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Files changed (3) hide show

app.py +155 -86
classes_short.json +1834 -575
signatures_short-small.npz +0 -0

app.py CHANGED Viewed

@@ -15,12 +15,15 @@ load_dotenv()
 OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
 client = OpenAI(api_key=OPENAI_API_KEY)
 ##############################################################################
 # 1. Функції для роботи з класами та signatures
 ##############################################################################
-classes_json_load = "classes_short.json"
-def load_classes(json_path: str = classes_json_load) -> dict:
     """
     Завантаження класів та їх хінтів з JSON файлу
     """
@@ -52,7 +55,40 @@ def load_signatures(filename: str = "signatures.npz") -> Dict[str, np.ndarray]:
     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:
     """
@@ -111,21 +147,16 @@ def initialize_signatures(model_name: str = "text-embedding-3-small",
     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
-##############################################################################
 df = None
 embeddings = None
 class_signatures = None
-embeddings_mean = None  # Для нормалізації single text
-embeddings_std = None   # Для нормалізації single text
 ##############################################################################
-# 3. Функції для роботи з даними та класифікації
 ##############################################################################
 def load_data(csv_path: str = "messages.csv", emb_path: str = "embeddings.npy"):
     global df, embeddings, embeddings_mean, embeddings_std
@@ -135,11 +166,8 @@ def load_data(csv_path: str = "messages.csv", emb_path: str = "embeddings.npy"):
     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 - embeddings_mean) / embeddings_std
     df = df_local
@@ -147,7 +175,7 @@ def load_data(csv_path: str = "messages.csv", emb_path: str = "embeddings.npy"):
     return f"Завантажено {len(df)} рядків"
-def get_openai_embedding(text: str, model_name: str = "text-embedding-3-small") -> list:
     response = client.embeddings.create(
         input=text,
         model=model_name
@@ -155,9 +183,6 @@ def get_openai_embedding(text: str, model_name: str = "text-embedding-3-small")
     return response.data[0].embedding
 def embed_hints(hint_list: List[str], model_name: str) -> np.ndarray:
-    """
-    Отримує embeddings для списку хінтів з виводом прогресу
-    """
     emb_list = []
     total_hints = len(hint_list)
@@ -175,17 +200,6 @@ def embed_hints(hint_list: List[str], model_name: str) -> np.ndarray:
     return np.array(emb_list, dtype=np.float32)
-def build_class_signatures(model_name: str):
-    global class_signatures
-    signatures = {}
-    for cls_name, hints in classes_json.items():
-        if not hints:
-            continue
-        arr = embed_hints(hints, model_name=model_name)
-        signatures[cls_name] = arr.mean(axis=0)
-    class_signatures = signatures
-    return "Signatures побудовано!"
 def predict_classes(text_embedding: np.ndarray,
                    signatures: Dict[str, np.ndarray],
                    threshold: float = 0.0) -> Dict[str, float]:
@@ -207,23 +221,16 @@ def predict_classes(text_embedding: np.ndarray,
     return results
 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"}
@@ -237,9 +244,6 @@ def process_single_text(text: str, threshold: float = 0.3) -> dict:
     }
 def classify_rows(filter_substring: str = "", threshold: float = 0.3):
-    """
-    Класифікація з множинними мітками
-    """
     global df, embeddings, class_signatures
     if class_signatures is None:
@@ -255,7 +259,6 @@ def classify_rows(filter_substring: str = "", threshold: float = 0.3):
     else:
         filtered_idx = df.index
-    # Додаємо колонки для кожного класу зі scores
     for cls in class_signatures.keys():
         df[f"Score_{cls}"] = 0.0
@@ -265,11 +268,9 @@ def classify_rows(filter_substring: str = "", threshold: float = 0.3):
                                    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"
@@ -280,43 +281,35 @@ def classify_rows(filter_substring: str = "", threshold: float = 0.3):
     return result_df.reset_index(drop=True)
 ##############################################################################
-# 4. Функції для UI
-##############################################################################
-def ui_load_data(csv_path, emb_path):
-    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_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():
     # 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")
@@ -344,25 +337,36 @@ def main():
                             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],
@@ -370,13 +374,78 @@ def main():
                 )
                 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)
 if __name__ == "__main__":

 OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
 client = OpenAI(api_key=OPENAI_API_KEY)
+DEFAULT_CLASSES_FILE = "classes_short.json"  # Файл за замовчуванням
+DEFAULT_SIGNATURES_FILE = "signatures.npz"  # Файл для збереження signatures
 ##############################################################################
 # 1. Функції для роботи з класами та signatures
 ##############################################################################
+def load_classes(json_path: str) -> dict:
     """
     Завантаження класів та їх хінтів з JSON файлу
     """
     except (FileNotFoundError, IOError):
         return None
+def reload_classes_and_signatures(json_path: str, model_name: str, force_rebuild: bool) -> str:
+    """
+    Перезавантажує класи з нового JSON файлу та оновлює signatures
+    """
+    global classes_json, class_signatures
+    try:
+        new_classes = load_classes(json_path)
+        if not new_classes:
+            return "Помилка: Файл класів порожній або має неправильний формат"
+        classes_json = new_classes
+        print(f"Завантажено {len(classes_json)} класів з {json_path}")
+        # Зберігаємо новий файл класів як файл за замовчуванням
+        try:
+            with open(DEFAULT_CLASSES_FILE, 'w', encoding='utf-8') as f:
+                json.dump(classes_json, f, ensure_ascii=False, indent=2)
+            print(f"Збережено як {DEFAULT_CLASSES_FILE}")
+        except Exception as e:
+            print(f"Помилка при збереженні файлу класів: {str(e)}")
+        result = initialize_signatures(
+            model_name=model_name,
+            signatures_file=DEFAULT_SIGNATURES_FILE,
+            force_rebuild=force_rebuild
+        )
+        return f"Класи оновлено. {result}"
+    except Exception as e:
+        return f"Помилка при оновленні класів: {str(e)}"
+def initialize_signatures(model_name: str = "text-embedding-3-large",
                         signatures_file: str = "signatures.npz",
                         force_rebuild: bool = False) -> str:
     """
     except Exception as e:
         return f"Помилка при створенні signatures: {str(e)}"
+# Ініціалізація глобальних змінних
+classes_json = {}
 df = None
 embeddings = None
 class_signatures = None
+embeddings_mean = None
+embeddings_std = None
 ##############################################################################
+# 2. Функції для роботи з даними та класифікації
 ##############################################################################
 def load_data(csv_path: str = "messages.csv", emb_path: str = "embeddings.npy"):
     global df, embeddings, embeddings_mean, embeddings_std
     df_local["Target"] = "Unlabeled"
     embeddings_mean = emb_local.mean(axis=0)
     embeddings_std = emb_local.std(axis=0)
     emb_local = (emb_local - embeddings_mean) / embeddings_std
     df = df_local
     return f"Завантажено {len(df)} рядків"
+def get_openai_embedding(text: str, model_name: str = "text-embedding-3-large") -> list:
     response = client.embeddings.create(
         input=text,
         model=model_name
     return response.data[0].embedding
 def embed_hints(hint_list: List[str], model_name: str) -> np.ndarray:
     emb_list = []
     total_hints = len(hint_list)
     return np.array(emb_list, dtype=np.float32)
 def predict_classes(text_embedding: np.ndarray,
                    signatures: Dict[str, np.ndarray],
                    threshold: float = 0.0) -> Dict[str, float]:
     return results
 def process_single_text(text: str, threshold: float = 0.3) -> dict:
     if class_signatures is None:
         return {"error": "Спочатку збудуйте signatures!"}
     emb = get_openai_embedding(text)
     if embeddings_mean is not None and embeddings_std is not None:
         emb = (emb - embeddings_mean) / embeddings_std
     predictions = predict_classes(emb, class_signatures, threshold)
     if not predictions:
         return {"message": text, "result": "Жодного класу не знайдено"}
     }
 def classify_rows(filter_substring: str = "", threshold: float = 0.3):
     global df, embeddings, class_signatures
     if class_signatures is None:
     else:
         filtered_idx = df.index
     for cls in class_signatures.keys():
         df[f"Score_{cls}"] = 0.0
                                    class_signatures,
                                    threshold=threshold)
         for cls, score in predictions.items():
             df.at[i, f"Score_{cls}"] = score
         main_classes = [cls for cls, score in predictions.items()
                        if score > threshold]
         df.at[i, "Target"] = "|".join(main_classes) if main_classes else "None"
     return result_df.reset_index(drop=True)
 ##############################################################################
+# 3. Головний інтерфейс
 ##############################################################################
 def main():
     # Ініціалізуємо класи та signatures при запуску
     print("Завантаження класів...")
+    # Спроба завантажити класи з файлу за замовчуванням
+    global classes_json
+    if os.path.exists(DEFAULT_CLASSES_FILE):
+        classes_json = load_classes(DEFAULT_CLASSES_FILE)
+        if not classes_json:
+            print(f"ПОПЕРЕДЖЕННЯ: Файл {DEFAULT_CLASSES_FILE} порожній або має неправильний формат")
+    else:
+        print(f"ПОПЕРЕДЖЕННЯ: Файл {DEFAULT_CLASSES_FILE} не знайдено")
+        classes_json = {}
+    # Якщо є класи, ініціалізуємо signatures
+    if classes_json:
+        print("Ініціалізація signatures...")
+        try:
+            init_message = initialize_signatures(
+                signatures_file=DEFAULT_SIGNATURES_FILE
+            )
+            print(f"Результат ініціалізації: {init_message}")
+        except Exception as e:
+            print(f"ПОПЕРЕДЖЕННЯ: Помилка при ініціалізації signatures: {str(e)}")
+    else:
+        print("Очікую завантаження класів через інтерфейс...")
     with gr.Blocks() as demo:
         gr.Markdown("# SDC Classifier з Gradio")
                             label="Результати аналізу"
                         )
+                # Налаштування моделі
                 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-large",
                             label="OpenAI model"
                         )
+                        json_file = gr.File(
+                            label="Завантажити новий JSON з класами",
+                            file_types=[".json"]
+                        )
                         force_rebuild = gr.Checkbox(
                             label="Примусово перебудувати signatures",
                             value=False
                         )
+                    with gr.Row():
                         build_btn = gr.Button("Оновити signatures")
                         build_out = gr.Label(label="Статус signatures")
                 # Оновлений обробник для перебудови signatures
+                def update_with_file(file, model_name, force):
+                    if file is None:
+                        return "Виберіть файл з класами"
+                    try:
+                        temp_path = file.name
+                        return reload_classes_and_signatures(temp_path, model_name, force)
+                    except Exception as e:
+                        return f"Помилка при оновленні: {str(e)}"
                 single_process_btn.click(
                     fn=process_single_text,
                     inputs=[text_input, threshold_slider],
                 )
                 build_btn.click(
+                    fn=update_with_file,
+                    inputs=[json_file, model_choice, force_rebuild],
                     outputs=build_out
                 )
+            # Вкладка 2: Batch Processing
+            with gr.TabItem("Пакетна обробка"):
+                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("Завантажити дані")
+                load_output = gr.Label(label="Результат завантаження")
+                gr.Markdown("## 2) Класифікація")
+                with gr.Row():
+                    filter_in = gr.Textbox(label="Фільтр (опціонально)")
+                    batch_threshold = gr.Slider(
+                        minimum=0.0,
+                        maximum=1.0,
+                        value=0.3,
+                        step=0.05,
+                        label="Поріг впевненості"
+                    )
+                classify_btn = gr.Button("Класифікувати")
+                classify_out = gr.Dataframe(
+                    label="Результат (Message / Target / Scores)"
+                )
+                gr.Markdown("## 3) Зберегти результати")
+                save_btn = gr.Button("Зберегти розмічені дані")
+                save_out = gr.Label()
+                # Підключаємо обробники подій
+                load_btn.click(
+                    fn=load_data,
+                    inputs=[csv_input, emb_input],
+                    outputs=load_output
+                )
+                classify_btn.click(
+                    fn=classify_rows,
+                    inputs=[filter_in, batch_threshold],
+                    outputs=classify_out
+                )
+                save_btn.click(
+                    fn=lambda: df.to_csv("messages_with_labels.csv", index=False) if df is not None else "Дані відсутні!",
+                    inputs=[],
+                    outputs=save_out
+                )
+        gr.Markdown("""
+        ### Інструкція:
+        1. У вкладці "Налаштування моделі" можна:
+           - Завантажити новий JSON файл з класами
+           - Вибрати модель для embeddings
+           - Примусово перебудувати signatures
+        2. Після зміни класів натисніть "Оновити signatures"
+        3. Використовуйте повзунок "Поріг впевненості" для фільтрації результатів
+        4. На вкладці "Пакетна обробка" можна аналізувати багато повідомлень
+        5. Результати можна зберегти в CSV файл
+        """)
     demo.launch(server_name="0.0.0.0", server_port=7860, share=True)
 if __name__ == "__main__":

classes_short.json CHANGED Viewed

@@ -1,577 +1,1836 @@
 {
-    "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"
-            ]
 }

 {
+  "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",
+    "diaphoresisâ",
+    "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",
+    "droolingâ",
+    "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",
+    "fatigueâ",
+    "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 pressureâ",
+    "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"
+  ]
 }

signatures_short-small.npz ADDED Viewed

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