commit files to HF hub

.gitattributes

@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+chatbot_classes.txt filter=lfs diff=lfs merge=lfs -text
+chatbot_model.keras filter=lfs diff=lfs merge=lfs -text
+chatbot_vocab.txt filter=lfs diff=lfs merge=lfs -text

chatbot.ipynb

@@ -0,0 +1 @@
+{"cells":[{"cell_type":"code","execution_count":1,"id":"4a504967","metadata":{"id":"4a504967","executionInfo":{"status":"ok","timestamp":1735377507962,"user_tz":-180,"elapsed":1315,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}}},"outputs":[],"source":["import json\n","\n","with open('intents.json') as file:\n","    data = json.load(file)"]},{"cell_type":"code","execution_count":2,"id":"99436914","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"99436914","executionInfo":{"status":"ok","timestamp":1735377510710,"user_tz":-180,"elapsed":6,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"27f9a5e1-aca9-489d-ef16-00e7321c80b5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["dict"]},"metadata":{},"execution_count":2}],"source":["type(data)"]},{"cell_type":"code","execution_count":3,"id":"480c67b7","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"480c67b7","executionInfo":{"status":"ok","timestamp":1735377513639,"user_tz":-180,"elapsed":12,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"4dfdb3b2-793d-4e0c-9568-8fc20ac85ec5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'intents': [{'class': 'Epilepsy',\n","   'patterns': ['22 years old, experiencing body tremors with inability to move or speak.',\n","    '50 years old, experiencing loss of consciousness with shaking and fatigue.',\n","    '28 years old, experiencing convulsions with fatigue and inability to move or speak.',\n","    '30 years old, experiencing violent shaking with inability to speak.',\n","    'Severe convulsions with inability to control oneself',\n","    'Falling with body shaking, fatigue, and inability to speak',\n","    'Convulsions with pale face and fatigue.',\n","    'Body shaking with inability to speak and breathing difficulties',\n","    'Shaking with tight muscles, strange sounds, and saliva secretion',\n","    'Convulsions with pale face and difficulty speaking.',\n","    'Faisal Al-Ghamdi, 32 years old, suffers from sudden loss of consciousness and convulsions, especially when stressed, and feels exhausted',\n","    'Abdulaziz Al-Mutairi, 25 years old, suffers from seizures and loss of consciousness',\n","    'A seizure with muscle twitching, loss of consciousness, and inability to balance',\n","    'Convulsive seizures with loss of consciousness and body muscle contractions',\n","    'Loss of consciousness and seizures with involuntary movements',\n","    'Sudden seizures with loss of consciousness and strange noises',\n","    'Seizures that begin with bright sounds and lights and loss of consciousness',\n","    '35 years old, involuntary movements and facial spasms, with loss of the ability to communicate',\n","    'Khaled, 20 years old, has convulsions and inability to control himself',\n","    '14 years old, body shaking with fatigue and paleness',\n","    '25 years old, falling to the ground with body shaking and strange sounds',\n","    'Young man, 25 years old, his body shakes and does not respond, his eyes are turned down, and saliva is dripping from his mouth',\n","    'A 10-year-old girl suffers from a seizure and loses consciousness. Saliva comes out of her mouth and her lips are blue',\n","    'A 50-year-old man with epilepsy is unable to move, his breathing is heavy, and he falls to the ground',\n","    'Khaled Al-Asiri, 28 years old, random movement of hands and feet with inability to remember',\n","    'Fall with convulsions in the limbs with loss of consciousness and salivation',\n","    'Loss of consciousness with muscle tremors and difficulty breathing',\n","    'Falling to the ground with muscle tremors and loss of consciousness',\n","    'Falling to the ground with abnormal movements of the hands and feet and difficulty breathing'],\n","   'responses': ['Stay calm and make sure the person is safe.',\n","    'Protect them by removing hard or sharp objects around.',\n","    'Place a soft item, like a pillow, under their head.',\n","    'Do not restrain their movements or try to open their mouth by force.',\n","    'Turn them on their side after the seizure to avoid choking on vomit.']},\n","  {'class': 'Asthma',\n","   'patterns': ['Mazen has a severe cough, chest pain and difficulty breathing',\n","    'Rami is experiencing mild chest pain with a persistent cough.',\n","    'A person is suffering from wheezing while breathing and tightness in the chest.\\n\\n',\n","    'A person suffering from severe cough, fatigue, and shortness of breath.',\n","    'Khaled is suffering from chest pain, difficulty breathing, and wheezing.',\n","    'Ahmed, 35 years old, suffers from a cough, chest pain, and wheezing during breathing',\n","    'Suha, 14 years old, suffers from wheezing in breathing and chest pain.',\n","    'Sami suffers from coughing and difficulty breathing.',\n","    'informant suffers from cough, shortness of breath, and fatigue.',\n","    'Hamid suffers from wheezing in breathing and difficulty speaking.',\n","    'Ruba is experiencing wheezing in breathing, coughing, and fatigue.',\n","    'The patient is suffering from chest pain and cough.',\n","    'Samira is suffering from recurrent episodes of dry cough and chest pain.'],\n","   'responses': ['Sit the person upright to help them breathe more easily.',\n","    'Assist them in using their prescribed inhaler promptly.',\n","    'Encourage slow, deep breaths to help reduce anxiety and improve airflow.',\n","    \"If there's no improvement after several minutes, call emergency services.\",\n","    'Stay with the person until medical help arrives.']},\n","  {'class': 'Heatstroke',\n","   'patterns': ['old man with a high body temperature and redness on the skin.',\n","    'Souad, 13 years old, suffers from a severe headache and dizziness with a high body temperature.',\n","    'Abu Ibrahim, 47 years old, was exposed to the sun for a long time, which led to a rise in his body temperature, causing him to lose consciousness.',\n","    'Abdulrahman Azhar, 33 years old, suffers from a high temperature with a headache and a rapid heartbeat.',\n","    'A young man in his twenties, unconscious with a high temperature; his skin color is red.',\n","    'hadi Suleiman, 21 years old, feels nauseous and has a high body temperature.',\n","    'Said Al-Shahri, 65 years old, lost consciousness suddenly and has a rapid heartbeat.',\n","    'Faris Al-Harbi, 39 years old, had a rise in body temperature to the point of losing consciousness.',\n","    'Faris Al-Harbi, 39 years old, had a rise in body temperature to the point of losing consciousness.',\n","    'Fares Al-Mutrefi, 26 years old, was exposed to the sun for a long time, resulting in a high fever and headache.',\n","    'Ahmed, 48 years old, has been feeling dizzy and nauseous for a while, and his fever has started to rise.',\n","    'Um Saad, 73 years old, is suffering from a severe fever; her skin is red and moist.',\n","    'Salem, 21 years old, is experiencing a high fever and feels a strong heartbeat.',\n","    'A girl under 17 years old, unconscious, and her skin is very hot; she needs urgent intervention.',\n","    'Faisal Al-Subaie, 69 years old, is experiencing headache, nausea, and very high body temperature.',\n","    'The girl is named Sarah Mohammed; she is suffering from a fever, nausea, and headache.',\n","    '55-year-old man is experiencing a high fever, dizziness, and fatigue.',\n","    'A man suffering from exhaustion, facial redness, and strong headaches.',\n","    'Ahmed Al-Ghamdi, 25 years old, suffers from dizziness and headache, along with redness and peeling of the skin',\n","    'Fahd Al-Qahtani, 30 years old, suffers from nausea, dizziness and high temperature',\n","    'Laila Al-Saadi, 22 years old, suffers from headaches, lack of concentration, and itchy, dry skin',\n","    'Hamed, 40 years old, suffers from headache, dizziness, and red and swollen feet',\n","    'A person experiences headache, dizziness, and fatigue with hot skin and a weak pulse',\n","    'Khaled, 35 years old, suffers from headache, dizziness, and fatigue, along with dry, hot skin, and a weak pulse',\n","    'A woman suffers from dizziness, headache, and fatigue with hot skin and a weak pulse',\n","    'Majed, 50 years old, suffers from headache, dizziness, and an altered level of consciousness, with a weak pulse',\n","    'A person approximately 60 years old suffers from headache, dizziness, and fatigue with dry, hot skin',\n","    'Souad, 45 years old, suffers from headaches, dizziness, and fatigue, along with clammy, hot skin, and a weak pulse',\n","    'A young man, approximately 20 years old, suffers from dizziness, headache, and fatigue, with hot skin and a weak pulse',\n","    'Hassan Al-Jaber suffers from headache, dizziness, and an altered level of consciousness, with dry, hot skin, and a weak pulse',\n","    'An elderly woman suffers from dizziness, headache, hot skin, and a weak pulse',\n","    'Ahmed, 30 years old, suffers from headache, dizziness, and fatigue, along with hot skin and a weak pulse'],\n","   'responses': ['Move the person to a cooler environment immediately.',\n","    'Wrap them in a wet sheet and reapply every 10 minutes if needed.',\n","    'If no sheet is available, spray cold water on their neck, face, and armpits.',\n","    'Place them near a fan or air conditioner to improve cooling.',\n","    'Offer water slowly to hydrate them if they are conscious.']},\n","  {'class': 'Hyperglycemia High Blood Sugar',\n","   'patterns': ['A man suffering from severe thirst, fatigue, and difficulty concentrating.',\n","    'An old woman suffering from shortness of breath, exhaustion, and blurred vision.',\n","    'A man suffering from persistent fatigue, frequent urination, and exhaustion.',\n","    'A person suffering from exhaustion, headaches, and blurred vision.',\n","    'An elderly man suffering from dry mouth, constant thirst, and severe fatigue.',\n","    'A young man suffering from pallor, severe dizziness, and trembling.',\n","    'A woman suffering from recurrent dizziness, cold sweating, and loss of balance.',\n","    'A person suffering from general weakness and difficulty standing.',\n","    'A woman suffering from exhaustion, difficulty speaking, and trembling in the hands.',\n","    'A man suffering from severe dizziness and inability to stand.',\n","    'Ahmed Al-Khalidi suffers from blurry vision, headache, and dry mouth. He is forty years old',\n","    '60 years old, extreme fatigue, heavy breathing, and constant thirst',\n","    'Pale face with fatigue, thirst and difficulty breathing',\n","    'Muhammad, 22 years old, fatigue, difficulty breathing, pale face, and constant thirst',\n","    'Severe tremors and paleness of the face with a fruity breath odor',\n","    'Salem, 14 years old, excessive sweating, pale face, and inability to stand',\n","    'Badriya Al-Shahri, 42 years old, suffers from dizziness, dry mouth, and lethargy.',\n","    'Khaled Al-Harthi, 49 years old, has a fever, nausea and fatigue.',\n","    'Salma Al-Asiri, 38 years old, has tremors in her hands, headache, dry mouth, and lethargy.',\n","    'Ali Al-Shahrani, 48 years old, feels numbness in his feet, headache, lethargy, and a feeling of hunger.',\n","    'Nasser Al-Otaibi, 47 years old, feels burning in the eyes, lethargy and dry mouth'],\n","   'responses': ['Let the person drink a lot of water to help flush out excess sugar.',\n","    'Encourage them to engage in light physical activity, like walking.']},\n","  {'class': 'Hypoglycemia Low Blood Sugar',\n","   'patterns': ['Sarah Muhammad suffers from tremors, sweating, and a rapid heartbeat. She is 60 years old',\n","    'A 20-year-old diabetic patient has tremors, sweats a lot, does not respond, her eyes are closed, and she has not eaten well',\n","    'Ahmed suffers from severe dizziness, fatigue, severe sweating, and blurry vision',\n","    'He suffers from body tremors, blurry vision and fatigue',\n","    'A 16-year-old woman suffers from tremors, dizziness, severe sweating, and paleness',\n","    'A 60-year-old man suffers from paleness, tremors, inability to speak, and dizziness',\n","    'He suffers from pale face, dizziness, and blurred vision'],\n","   'responses': ['Provide two teaspoons of sugar dissolved in water or sweet juice.',\n","    'If symptoms continue, repeat the same dose after 10-15 minutes until improvement is seen.']},\n","  {'class': 'Heat Exhaustion',\n","   'patterns': ['Noura Abdullah, 32 years old, suffers from fatigue, dizziness, sweating, nausea, high heart rate, and fever.',\n","    'A street worker is very tired, sweating, and unresponsive',\n","    'A 12-year-old girl fell due to severe dizziness',\n","    'Ahmed Al-Mutairi, 27 years old, severe fatigue with sweating, headache and body heat',\n","    'Dizziness with sweating, fever and inability to move',\n","    'Fatigue with body heat and profuse sweating',\n","    'A person who has fainted is sweating profusely and has a weak heartbeat.'],\n","   'responses': ['Take the person to a cool, shaded, or air-conditioned area.',\n","    'Remove outer clothing, keeping only what is necessary.',\n","    'Offer cold water gradually to hydrate them and avoid caffeine-containing drinks.',\n","    'Let them lie down with their legs raised above the body.']},\n","  {'class': 'Nosebleed',\n","   'patterns': ['Muhammad Al-Hazmi, 18 years old, suffers from nosebleeds, dizziness, confusion, and mild headache',\n","    'A young man was bleeding from his nose and the bleeding did not stop, his features were pale and dizzy',\n","    'A young man has a nosebleed that does not stop and dizziness'],\n","   'responses': ['Sit upright and lean forward slightly to prevent swallowing blood.',\n","    'Pinch the soft part of the nose between the thumb and index finger.',\n","    'Maintain pressure for 10 to 15 minutes without interruption.',\n","    'Apply a cold compress to the nose and cheeks to constrict blood vessels.',\n","    'If bleeding continues after 30 minutes, seek medical attention.']},\n","  {'class': 'Dehydration',\n","   'patterns': ['A 15-year-old girl feels dizzy, dizzy, and unable to stand, with her lips turning blue and nausea',\n","    'A 5-year-old child has not drunk water for a day and cries without tears',\n","    'A young man became dehydrated in the sun and fell to the ground',\n","    'Sarah suffers from fatigue, dizziness, extreme thirst, and rapid breathing',\n","    'Khaled Al Zahrani, 29 years old, fatigue with dry lips and dizziness',\n","    'Khaled Al Zahrani, 29 years old, inability to stand with headache and dryness',\n","    'Dry skin and lips with constant dizziness and fatigue',\n","    'Inability to speak with fatigue and cracked lips',\n","    'Muhammad Al-Maliki, 38 years old, severe dehydration, inability to stand, and headache'],\n","   'responses': ['Stay in a cool area to minimize sweating.',\n","    'Drink lots of water and diluted sweetened juices to stay hydrated.',\n","    'Use sports drinks to replenish lost electrolytes effectively.']},\n","  {'class': 'Food Poisoning',\n","   'patterns': ['Mahmoud Al-Salami, 17 years old. After eating, he felt severe pain in his abdomen, and he vomited three times, feeling dizziness and tingling in his skin',\n","    'Rashid Abdel Samad, 16 years old, ate a meal and then felt cramps, vomiting, and dizziness',\n","    'A 10-year-old child vomits, diarrhea, paleness, and abdominal pain after eating a meal',\n","    'A 4-year-old child drank juice and had severe diarrhea and high fever',\n","    'Mai Al-Abdeli, 20 years old, has abdominal pain, dizziness and vomiting.',\n","    'Rana Ahmed, 29 years old, suffers from headache, stomach pain and vomiting.',\n","    'Khaled Radhi, 36 years old, suffers from colic and frequent vomiting.',\n","    'Fatima Ayman suffers from body temperature, dry mouth, stomach pain, vomiting and dizziness.',\n","    'Hassan suffers from headache, stomach pain, frequent vomiting and lethargy.'],\n","   'responses': ['Give small sips of water to keep them hydrated.',\n","    'Encourage them to rest in a calm and comfortable place.',\n","    'Avoid forcing food or drink if they are not ready to consume it.']}]}"]},"metadata":{},"execution_count":3}],"source":["data"]},{"cell_type":"code","execution_count":4,"id":"700e3266","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"700e3266","executionInfo":{"status":"ok","timestamp":1735377523988,"user_tz":-180,"elapsed":1489,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"eae6842a-d2b3-47a7-d2cb-55d61da2d17f"},"outputs":[{"output_type":"stream","name":"stdout","text":["Epilepsy\n","Asthma\n","Heatstroke\n","Hyperglycemia High Blood Sugar\n","Hypoglycemia Low Blood Sugar\n","Heat Exhaustion\n","Nosebleed\n","Dehydration\n","Food Poisoning\n"]}],"source":["for intent in data[\"intents\"]:\n","    c = intent[\"class\"]\n","    print(c)"]},{"cell_type":"code","execution_count":7,"id":"858e83e7","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"858e83e7","executionInfo":{"status":"ok","timestamp":1735377643627,"user_tz":-180,"elapsed":431,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"95e25d4d-3850-407d-811e-4ceda5d07338"},"outputs":[{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package punkt to /root/nltk_data...\n","[nltk_data]   Package punkt is already up-to-date!\n","[nltk_data] Downloading package punkt_tab to /root/nltk_data...\n","[nltk_data]   Unzipping tokenizers/punkt_tab.zip.\n","[nltk_data] Downloading package wordnet to /root/nltk_data...\n","[nltk_data]   Package wordnet is already up-to-date!\n","[nltk_data] Downloading package stopwords to /root/nltk_data...\n","[nltk_data]   Package stopwords is already up-to-date!\n","[nltk_data] Downloading package omw-1.4 to /root/nltk_data...\n","[nltk_data]   Package omw-1.4 is already up-to-date!\n"]}],"source":["import nltk\n","\n","nltk.download(\"punkt\")\n","\n","nltk.download('punkt_tab')\n","\n","nltk.download(\"wordnet\")\n","\n","nltk.download(\"stopwords\")\n","\n","nltk.download('omw-1.4')\n","\n","from nltk.corpus import stopwords\n","\n","from nltk.stem import WordNetLemmatizer\n","\n","import string"]},{"cell_type":"code","execution_count":8,"id":"054fa831","metadata":{"id":"054fa831","executionInfo":{"status":"ok","timestamp":1735377646450,"user_tz":-180,"elapsed":418,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}}},"outputs":[],"source":["vocab = []\n","\n","classes = []\n","\n","doc_X = []\n","\n","doc_y = []\n","\n","for intent in data[\"intents\"]:\n","\n","    for pattern in intent[\"patterns\"]:\n","\n","        tokens = nltk.word_tokenize(pattern)\n","\n","        vocab.extend(tokens)\n","\n","        doc_X.append(pattern)\n","\n","        doc_y.append(intent[\"class\"])\n","\n","    if intent[\"class\"] not in classes:\n","        classes.append(intent[\"class\"])"]},{"cell_type":"code","execution_count":9,"id":"53b03bd6","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"53b03bd6","executionInfo":{"status":"ok","timestamp":1735377654894,"user_tz":-180,"elapsed":4378,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"59b4b901-7956-4927-c6ee-517bbbb6b33f"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['10-year-old',\n"," '12-year-old',\n"," '13',\n"," '14',\n"," '15-year-old',\n"," '16',\n"," '16-year-old',\n"," '17',\n"," '18',\n"," '20',\n"," '20-year-old',\n"," '21',\n"," '22',\n"," '25',\n"," '26',\n"," '27',\n"," '28',\n"," '29',\n"," '30',\n"," '32',\n"," '33',\n"," '35',\n"," '36',\n"," '38',\n"," '39',\n"," '4-year-old',\n"," '40',\n"," '42',\n"," '45',\n"," '47',\n"," '48',\n"," '49',\n"," '5-year-old',\n"," '50',\n"," '50-year-old',\n"," '55-year-old',\n"," '60',\n"," '60-year-old',\n"," '65',\n"," '69',\n"," '73',\n"," 'abdel',\n"," 'abdomen',\n"," 'abdominal',\n"," 'abdulaziz',\n"," 'abdullah',\n"," 'abdulrahman',\n"," 'ability',\n"," 'abnormal',\n"," 'abu',\n"," 'ahmed',\n"," 'al',\n"," 'al-abdeli',\n"," 'al-asiri',\n"," 'al-ghamdi',\n"," 'al-harbi',\n"," 'al-harthi',\n"," 'al-hazmi',\n"," 'al-jaber',\n"," 'al-khalidi',\n"," 'al-maliki',\n"," 'al-mutairi',\n"," 'al-mutrefi',\n"," 'al-otaibi',\n"," 'al-qahtani',\n"," 'al-saadi',\n"," 'al-salami',\n"," 'al-shahrani',\n"," 'al-shahri',\n"," 'al-subaie',\n"," 'ali',\n"," 'along',\n"," 'altered',\n"," 'approximately',\n"," 'ate',\n"," 'ayman',\n"," 'azhar',\n"," 'badriya',\n"," 'balance',\n"," 'became',\n"," 'begin',\n"," 'bleeding',\n"," 'blue',\n"," 'blurred',\n"," 'blurry',\n"," 'body',\n"," 'breath',\n"," 'breathing',\n"," 'bright',\n"," 'burning',\n"," 'causing',\n"," 'chest',\n"," 'child',\n"," 'clammy',\n"," 'closed',\n"," 'cold',\n"," 'colic',\n"," 'color',\n"," 'come',\n"," 'communicate',\n"," 'concentrating',\n"," 'concentration',\n"," 'confusion',\n"," 'consciousness',\n"," 'constant',\n"," 'contraction',\n"," 'control',\n"," 'convulsion',\n"," 'convulsive',\n"," 'cough',\n"," 'coughing',\n"," 'cracked',\n"," 'cramp',\n"," 'cry',\n"," 'day',\n"," 'dehydrated',\n"," 'dehydration',\n"," 'diabetic',\n"," 'diarrhea',\n"," 'difficulty',\n"," 'dizziness',\n"," 'dizzy',\n"," 'doe',\n"," 'drank',\n"," 'dripping',\n"," 'drunk',\n"," 'dry',\n"," 'dryness',\n"," 'due',\n"," 'eaten',\n"," 'eating',\n"," 'elderly',\n"," 'epilepsy',\n"," 'episode',\n"," 'especially',\n"," 'excessive',\n"," 'exhausted',\n"," 'exhaustion',\n"," 'experience',\n"," 'experiencing',\n"," 'exposed',\n"," 'extreme',\n"," 'eye',\n"," 'face',\n"," 'facial',\n"," 'fahd',\n"," 'fainted',\n"," 'faisal',\n"," 'fall',\n"," 'falling',\n"," 'fare',\n"," 'faris',\n"," 'fatigue',\n"," 'fatima',\n"," 'feature',\n"," 'feel',\n"," 'feeling',\n"," 'fell',\n"," 'felt',\n"," 'fever',\n"," 'foot',\n"," 'forty',\n"," 'frequent',\n"," 'fruity',\n"," 'general',\n"," 'girl',\n"," 'ground',\n"," 'ha',\n"," 'hadi',\n"," 'hamed',\n"," 'hamid',\n"," 'hand',\n"," 'hassan',\n"," 'headache',\n"," 'heart',\n"," 'heartbeat',\n"," 'heat',\n"," 'heavy',\n"," 'high',\n"," 'hot',\n"," 'hunger',\n"," 'ibrahim',\n"," 'inability',\n"," 'informant',\n"," 'intervention',\n"," 'involuntary',\n"," 'itchy',\n"," 'juice',\n"," 'khaled',\n"," 'lack',\n"," 'laila',\n"," 'led',\n"," 'lethargy',\n"," 'level',\n"," 'light',\n"," 'limb',\n"," 'lip',\n"," 'long',\n"," 'lose',\n"," 'loses',\n"," 'losing',\n"," 'loss',\n"," 'lost',\n"," 'lot',\n"," 'mahmoud',\n"," 'mai',\n"," 'majed',\n"," 'man',\n"," 'mazen',\n"," 'meal',\n"," 'mild',\n"," 'mohammed',\n"," 'moist',\n"," 'mouth',\n"," 'move',\n"," 'movement',\n"," 'muhammad',\n"," 'muscle',\n"," 'named',\n"," 'nasser',\n"," 'nausea',\n"," 'nauseous',\n"," 'need',\n"," 'noise',\n"," 'nose',\n"," 'nosebleed',\n"," 'noura',\n"," 'numbness',\n"," 'odor',\n"," 'old',\n"," 'oneself',\n"," 'pain',\n"," 'pale',\n"," 'paleness',\n"," 'pallor',\n"," 'patient',\n"," 'peeling',\n"," 'persistent',\n"," 'person',\n"," 'point',\n"," 'profuse',\n"," 'profusely',\n"," 'pulse',\n"," 'radhi',\n"," 'ramus',\n"," 'rana',\n"," 'random',\n"," 'rapid',\n"," 'rashid',\n"," 'rate',\n"," 'recurrent',\n"," 'red',\n"," 'redness',\n"," 'remember',\n"," 'respond',\n"," 'resulting',\n"," 'rise',\n"," 'ruba',\n"," 'saad',\n"," 'said',\n"," 'salem',\n"," 'saliva',\n"," 'salivation',\n"," 'salma',\n"," 'samad',\n"," 'sami',\n"," 'samira',\n"," 'sarah',\n"," 'secretion',\n"," 'seizure',\n"," 'severe',\n"," 'shake',\n"," 'shaking',\n"," 'shortness',\n"," 'skin',\n"," 'souad',\n"," 'sound',\n"," 'spasm',\n"," 'speak',\n"," 'speaking',\n"," 'stand',\n"," 'standing',\n"," 'started',\n"," 'stomach',\n"," 'stop',\n"," 'strange',\n"," 'street',\n"," 'stressed',\n"," 'strong',\n"," 'sudden',\n"," 'suddenly',\n"," 'suffering',\n"," 'suffers',\n"," 'suha',\n"," 'suleiman',\n"," 'sun',\n"," 'sweat',\n"," 'sweating',\n"," 'swollen',\n"," 'tear',\n"," 'temperature',\n"," 'thirst',\n"," 'three',\n"," 'tight',\n"," 'tightness',\n"," 'time',\n"," 'tingling',\n"," 'tired',\n"," 'trembling',\n"," 'tremor',\n"," 'turned',\n"," 'turning',\n"," 'twenty',\n"," 'twitching',\n"," 'um',\n"," 'unable',\n"," 'unconscious',\n"," 'unresponsive',\n"," 'urgent',\n"," 'urination',\n"," 'violent',\n"," 'vision',\n"," 'vomit',\n"," 'vomited',\n"," 'vomiting',\n"," 'wa',\n"," 'water',\n"," 'weak',\n"," 'weakness',\n"," 'well',\n"," 'wheezing',\n"," 'without',\n"," 'woman',\n"," 'worker',\n"," 'year',\n"," 'young',\n"," 'zahrani']"]},"metadata":{},"execution_count":9}],"source":["vocab = [word for word in vocab if word not in string.punctuation]\n","\n","lemmatizer = WordNetLemmatizer()\n","\n","vocab = [lemmatizer.lemmatize(word.lower() ) for word in vocab]\n","\n","stop_words = stopwords.words('english')\n","vocab = [word for word in vocab if word not in stop_words]\n","\n","vocab = set(vocab)\n","\n","vocab = sorted(vocab)\n","vocab"]},{"cell_type":"code","execution_count":10,"id":"6786a91f","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6786a91f","executionInfo":{"status":"ok","timestamp":1735377664566,"user_tz":-180,"elapsed":407,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"b2ed5931-4f8b-49aa-b934-75bb04db5e8a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Asthma',\n"," 'Dehydration',\n"," 'Epilepsy',\n"," 'Food Poisoning',\n"," 'Heat Exhaustion',\n"," 'Heatstroke',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hypoglycemia Low Blood Sugar',\n"," 'Nosebleed']"]},"metadata":{},"execution_count":10}],"source":["classes = sorted(set(classes))\n","classes"]},{"cell_type":"code","execution_count":11,"id":"98f7cc78","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"98f7cc78","executionInfo":{"status":"ok","timestamp":1735377671790,"user_tz":-180,"elapsed":450,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"f9fb900d-fcfc-4407-e533-5b468a741c98"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['22 years old, experiencing body tremors with inability to move or speak.',\n"," '50 years old, experiencing loss of consciousness with shaking and fatigue.',\n"," '28 years old, experiencing convulsions with fatigue and inability to move or speak.',\n"," '30 years old, experiencing violent shaking with inability to speak.',\n"," 'Severe convulsions with inability to control oneself',\n"," 'Falling with body shaking, fatigue, and inability to speak',\n"," 'Convulsions with pale face and fatigue.',\n"," 'Body shaking with inability to speak and breathing difficulties',\n"," 'Shaking with tight muscles, strange sounds, and saliva secretion',\n"," 'Convulsions with pale face and difficulty speaking.',\n"," 'Faisal Al-Ghamdi, 32 years old, suffers from sudden loss of consciousness and convulsions, especially when stressed, and feels exhausted',\n"," 'Abdulaziz Al-Mutairi, 25 years old, suffers from seizures and loss of consciousness',\n"," 'A seizure with muscle twitching, loss of consciousness, and inability to balance',\n"," 'Convulsive seizures with loss of consciousness and body muscle contractions',\n"," 'Loss of consciousness and seizures with involuntary movements',\n"," 'Sudden seizures with loss of consciousness and strange noises',\n"," 'Seizures that begin with bright sounds and lights and loss of consciousness',\n"," '35 years old, involuntary movements and facial spasms, with loss of the ability to communicate',\n"," 'Khaled, 20 years old, has convulsions and inability to control himself',\n"," '14 years old, body shaking with fatigue and paleness',\n"," '25 years old, falling to the ground with body shaking and strange sounds',\n"," 'Young man, 25 years old, his body shakes and does not respond, his eyes are turned down, and saliva is dripping from his mouth',\n"," 'A 10-year-old girl suffers from a seizure and loses consciousness. Saliva comes out of her mouth and her lips are blue',\n"," 'A 50-year-old man with epilepsy is unable to move, his breathing is heavy, and he falls to the ground',\n"," 'Khaled Al-Asiri, 28 years old, random movement of hands and feet with inability to remember',\n"," 'Fall with convulsions in the limbs with loss of consciousness and salivation',\n"," 'Loss of consciousness with muscle tremors and difficulty breathing',\n"," 'Falling to the ground with muscle tremors and loss of consciousness',\n"," 'Falling to the ground with abnormal movements of the hands and feet and difficulty breathing',\n"," 'Mazen has a severe cough, chest pain and difficulty breathing',\n"," 'Rami is experiencing mild chest pain with a persistent cough.',\n"," 'A person is suffering from wheezing while breathing and tightness in the chest.\\n\\n',\n"," 'A person suffering from severe cough, fatigue, and shortness of breath.',\n"," 'Khaled is suffering from chest pain, difficulty breathing, and wheezing.',\n"," 'Ahmed, 35 years old, suffers from a cough, chest pain, and wheezing during breathing',\n"," 'Suha, 14 years old, suffers from wheezing in breathing and chest pain.',\n"," 'Sami suffers from coughing and difficulty breathing.',\n"," 'informant suffers from cough, shortness of breath, and fatigue.',\n"," 'Hamid suffers from wheezing in breathing and difficulty speaking.',\n"," 'Ruba is experiencing wheezing in breathing, coughing, and fatigue.',\n"," 'The patient is suffering from chest pain and cough.',\n"," 'Samira is suffering from recurrent episodes of dry cough and chest pain.',\n"," 'old man with a high body temperature and redness on the skin.',\n"," 'Souad, 13 years old, suffers from a severe headache and dizziness with a high body temperature.',\n"," 'Abu Ibrahim, 47 years old, was exposed to the sun for a long time, which led to a rise in his body temperature, causing him to lose consciousness.',\n"," 'Abdulrahman Azhar, 33 years old, suffers from a high temperature with a headache and a rapid heartbeat.',\n"," 'A young man in his twenties, unconscious with a high temperature; his skin color is red.',\n"," 'hadi Suleiman, 21 years old, feels nauseous and has a high body temperature.',\n"," 'Said Al-Shahri, 65 years old, lost consciousness suddenly and has a rapid heartbeat.',\n"," 'Faris Al-Harbi, 39 years old, had a rise in body temperature to the point of losing consciousness.',\n"," 'Faris Al-Harbi, 39 years old, had a rise in body temperature to the point of losing consciousness.',\n"," 'Fares Al-Mutrefi, 26 years old, was exposed to the sun for a long time, resulting in a high fever and headache.',\n"," 'Ahmed, 48 years old, has been feeling dizzy and nauseous for a while, and his fever has started to rise.',\n"," 'Um Saad, 73 years old, is suffering from a severe fever; her skin is red and moist.',\n"," 'Salem, 21 years old, is experiencing a high fever and feels a strong heartbeat.',\n"," 'A girl under 17 years old, unconscious, and her skin is very hot; she needs urgent intervention.',\n"," 'Faisal Al-Subaie, 69 years old, is experiencing headache, nausea, and very high body temperature.',\n"," 'The girl is named Sarah Mohammed; she is suffering from a fever, nausea, and headache.',\n"," '55-year-old man is experiencing a high fever, dizziness, and fatigue.',\n"," 'A man suffering from exhaustion, facial redness, and strong headaches.',\n"," 'Ahmed Al-Ghamdi, 25 years old, suffers from dizziness and headache, along with redness and peeling of the skin',\n"," 'Fahd Al-Qahtani, 30 years old, suffers from nausea, dizziness and high temperature',\n"," 'Laila Al-Saadi, 22 years old, suffers from headaches, lack of concentration, and itchy, dry skin',\n"," 'Hamed, 40 years old, suffers from headache, dizziness, and red and swollen feet',\n"," 'A person experiences headache, dizziness, and fatigue with hot skin and a weak pulse',\n"," 'Khaled, 35 years old, suffers from headache, dizziness, and fatigue, along with dry, hot skin, and a weak pulse',\n"," 'A woman suffers from dizziness, headache, and fatigue with hot skin and a weak pulse',\n"," 'Majed, 50 years old, suffers from headache, dizziness, and an altered level of consciousness, with a weak pulse',\n"," 'A person approximately 60 years old suffers from headache, dizziness, and fatigue with dry, hot skin',\n"," 'Souad, 45 years old, suffers from headaches, dizziness, and fatigue, along with clammy, hot skin, and a weak pulse',\n"," 'A young man, approximately 20 years old, suffers from dizziness, headache, and fatigue, with hot skin and a weak pulse',\n"," 'Hassan Al-Jaber suffers from headache, dizziness, and an altered level of consciousness, with dry, hot skin, and a weak pulse',\n"," 'An elderly woman suffers from dizziness, headache, hot skin, and a weak pulse',\n"," 'Ahmed, 30 years old, suffers from headache, dizziness, and fatigue, along with hot skin and a weak pulse',\n"," 'A man suffering from severe thirst, fatigue, and difficulty concentrating.',\n"," 'An old woman suffering from shortness of breath, exhaustion, and blurred vision.',\n"," 'A man suffering from persistent fatigue, frequent urination, and exhaustion.',\n"," 'A person suffering from exhaustion, headaches, and blurred vision.',\n"," 'An elderly man suffering from dry mouth, constant thirst, and severe fatigue.',\n"," 'A young man suffering from pallor, severe dizziness, and trembling.',\n"," 'A woman suffering from recurrent dizziness, cold sweating, and loss of balance.',\n"," 'A person suffering from general weakness and difficulty standing.',\n"," 'A woman suffering from exhaustion, difficulty speaking, and trembling in the hands.',\n"," 'A man suffering from severe dizziness and inability to stand.',\n"," 'Ahmed Al-Khalidi suffers from blurry vision, headache, and dry mouth. He is forty years old',\n"," '60 years old, extreme fatigue, heavy breathing, and constant thirst',\n"," 'Pale face with fatigue, thirst and difficulty breathing',\n"," 'Muhammad, 22 years old, fatigue, difficulty breathing, pale face, and constant thirst',\n"," 'Severe tremors and paleness of the face with a fruity breath odor',\n"," 'Salem, 14 years old, excessive sweating, pale face, and inability to stand',\n"," 'Badriya Al-Shahri, 42 years old, suffers from dizziness, dry mouth, and lethargy.',\n"," 'Khaled Al-Harthi, 49 years old, has a fever, nausea and fatigue.',\n"," 'Salma Al-Asiri, 38 years old, has tremors in her hands, headache, dry mouth, and lethargy.',\n"," 'Ali Al-Shahrani, 48 years old, feels numbness in his feet, headache, lethargy, and a feeling of hunger.',\n"," 'Nasser Al-Otaibi, 47 years old, feels burning in the eyes, lethargy and dry mouth',\n"," 'Sarah Muhammad suffers from tremors, sweating, and a rapid heartbeat. She is 60 years old',\n"," 'A 20-year-old diabetic patient has tremors, sweats a lot, does not respond, her eyes are closed, and she has not eaten well',\n"," 'Ahmed suffers from severe dizziness, fatigue, severe sweating, and blurry vision',\n"," 'He suffers from body tremors, blurry vision and fatigue',\n"," 'A 16-year-old woman suffers from tremors, dizziness, severe sweating, and paleness',\n"," 'A 60-year-old man suffers from paleness, tremors, inability to speak, and dizziness',\n"," 'He suffers from pale face, dizziness, and blurred vision',\n"," 'Noura Abdullah, 32 years old, suffers from fatigue, dizziness, sweating, nausea, high heart rate, and fever.',\n"," 'A street worker is very tired, sweating, and unresponsive',\n"," 'A 12-year-old girl fell due to severe dizziness',\n"," 'Ahmed Al-Mutairi, 27 years old, severe fatigue with sweating, headache and body heat',\n"," 'Dizziness with sweating, fever and inability to move',\n"," 'Fatigue with body heat and profuse sweating',\n"," 'A person who has fainted is sweating profusely and has a weak heartbeat.',\n"," 'Muhammad Al-Hazmi, 18 years old, suffers from nosebleeds, dizziness, confusion, and mild headache',\n"," 'A young man was bleeding from his nose and the bleeding did not stop, his features were pale and dizzy',\n"," 'A young man has a nosebleed that does not stop and dizziness',\n"," 'A 15-year-old girl feels dizzy, dizzy, and unable to stand, with her lips turning blue and nausea',\n"," 'A 5-year-old child has not drunk water for a day and cries without tears',\n"," 'A young man became dehydrated in the sun and fell to the ground',\n"," 'Sarah suffers from fatigue, dizziness, extreme thirst, and rapid breathing',\n"," 'Khaled Al Zahrani, 29 years old, fatigue with dry lips and dizziness',\n"," 'Khaled Al Zahrani, 29 years old, inability to stand with headache and dryness',\n"," 'Dry skin and lips with constant dizziness and fatigue',\n"," 'Inability to speak with fatigue and cracked lips',\n"," 'Muhammad Al-Maliki, 38 years old, severe dehydration, inability to stand, and headache',\n"," 'Mahmoud Al-Salami, 17 years old. After eating, he felt severe pain in his abdomen, and he vomited three times, feeling dizziness and tingling in his skin',\n"," 'Rashid Abdel Samad, 16 years old, ate a meal and then felt cramps, vomiting, and dizziness',\n"," 'A 10-year-old child vomits, diarrhea, paleness, and abdominal pain after eating a meal',\n"," 'A 4-year-old child drank juice and had severe diarrhea and high fever',\n"," 'Mai Al-Abdeli, 20 years old, has abdominal pain, dizziness and vomiting.',\n"," 'Rana Ahmed, 29 years old, suffers from headache, stomach pain and vomiting.',\n"," 'Khaled Radhi, 36 years old, suffers from colic and frequent vomiting.',\n"," 'Fatima Ayman suffers from body temperature, dry mouth, stomach pain, vomiting and dizziness.',\n"," 'Hassan suffers from headache, stomach pain, frequent vomiting and lethargy.']"]},"metadata":{},"execution_count":11}],"source":["doc_X"]},{"cell_type":"code","execution_count":12,"id":"950f0391","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"950f0391","executionInfo":{"status":"ok","timestamp":1735377678703,"user_tz":-180,"elapsed":415,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"c37076e6-813a-4e56-be4a-9127ce6a7db4"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Epilepsy',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Asthma',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Heatstroke',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hyperglycemia High Blood Sugar',\n"," 'Hypoglycemia Low Blood Sugar',\n"," 'Hypoglycemia Low Blood Sugar',\n"," 'Hypoglycemia Low Blood Sugar',\n"," 'Hypoglycemia Low Blood Sugar',\n"," 'Hypoglycemia Low Blood Sugar',\n"," 'Hypoglycemia Low Blood Sugar',\n"," 'Hypoglycemia Low Blood Sugar',\n"," 'Heat Exhaustion',\n"," 'Heat Exhaustion',\n"," 'Heat Exhaustion',\n"," 'Heat Exhaustion',\n"," 'Heat Exhaustion',\n"," 'Heat Exhaustion',\n"," 'Heat Exhaustion',\n"," 'Nosebleed',\n"," 'Nosebleed',\n"," 'Nosebleed',\n"," 'Dehydration',\n"," 'Dehydration',\n"," 'Dehydration',\n"," 'Dehydration',\n"," 'Dehydration',\n"," 'Dehydration',\n"," 'Dehydration',\n"," 'Dehydration',\n"," 'Dehydration',\n"," 'Food Poisoning',\n"," 'Food Poisoning',\n"," 'Food Poisoning',\n"," 'Food Poisoning',\n"," 'Food Poisoning',\n"," 'Food Poisoning',\n"," 'Food Poisoning',\n"," 'Food Poisoning',\n"," 'Food Poisoning']"]},"metadata":{},"execution_count":12}],"source":["doc_y"]},{"cell_type":"code","execution_count":13,"id":"1f1ce326","metadata":{"id":"1f1ce326","executionInfo":{"status":"ok","timestamp":1735377683755,"user_tz":-180,"elapsed":3,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}}},"outputs":[],"source":["import random\n","import numpy as np\n","\n","X = []\n","\n","y= []\n","\n","for idx, doc in enumerate(doc_X):\n","    bow = []\n","\n","    doc = lemmatizer.lemmatize(doc.lower())\n","\n","    for word in vocab:\n","        bow.append(1) if word in doc else bow.append(0)\n","\n","    X.append(bow)\n","\n","    output_row = [0] * len(classes)\n","\n","    cl = doc_y[idx]\n","\n","    cl_index= classes.index(cl)\n","    output_row[cl_index] = 1\n","\n","    y.append(output_row)"]},{"cell_type":"code","execution_count":14,"id":"e14ed744","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e14ed744","executionInfo":{"status":"ok","timestamp":1735377687454,"user_tz":-180,"elapsed":7,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"74358f47-b07c-4e04-d750-2ac22e019622"},"outputs":[{"output_type":"stream","name":"stdout","text":["A seizure with muscle twitching, loss of consciousness, and inability to balance\n","[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n"]}],"source":["print(doc_X[12])\n","print(X[12])"]},{"cell_type":"code","execution_count":15,"id":"fc6d29b5","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fc6d29b5","executionInfo":{"status":"ok","timestamp":1735377695147,"user_tz":-180,"elapsed":403,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"e3a1db58-bd3c-4302-e9c9-d7efa50323aa"},"outputs":[{"output_type":"stream","name":"stdout","text":["Epilepsy\n","[0, 0, 1, 0, 0, 0, 0, 0, 0]\n"]}],"source":["print(doc_y[12])\n","print(y[12])"]},{"cell_type":"code","execution_count":16,"id":"8bba716c","metadata":{"id":"8bba716c","executionInfo":{"status":"ok","timestamp":1735377700811,"user_tz":-180,"elapsed":3485,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}}},"outputs":[],"source":["from keras import Sequential\n","from keras.layers import Input, Dense, Dropout\n","\n","input_shape = (len(X[0]),)\n","\n","output_shape = len(y[0])\n","\n","model = Sequential()\n","model.add(Input(shape=input_shape))\n","model.add(Dense(128, activation=\"relu\"))\n","model.add(Dropout(0.5))\n","model.add(Dense(64, activation=\"relu\"))\n","model.add(Dropout(0.3))\n","model.add(Dense(output_shape, activation = \"softmax\"))"]},{"cell_type":"code","execution_count":17,"id":"49e74eb7","metadata":{"id":"49e74eb7","executionInfo":{"status":"ok","timestamp":1735377706939,"user_tz":-180,"elapsed":402,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}}},"outputs":[],"source":["model.compile(loss='categorical_crossentropy',\n","              optimizer='adam',\n","              metrics=[\"accuracy\"])"]},{"cell_type":"code","execution_count":22,"id":"ef0a8768","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ef0a8768","executionInfo":{"status":"ok","timestamp":1735377857022,"user_tz":-180,"elapsed":15540,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"cc6b0d06-a688-45a4-a16f-87934a21abee"},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - accuracy: 0.1775 - loss: 2.1727\n","Epoch 2/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.2505 - loss: 2.0919 \n","Epoch 3/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.2979 - loss: 2.0003 \n","Epoch 4/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.3589 - loss: 1.9104 \n","Epoch 5/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.3913 - loss: 1.8468 \n","Epoch 6/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.4728 - loss: 1.7484 \n","Epoch 7/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.4461 - loss: 1.7304 \n","Epoch 8/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.4418 - loss: 1.5968 \n","Epoch 9/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.4646 - loss: 1.5445 \n","Epoch 10/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.5164 - loss: 1.4733 \n","Epoch 11/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.5330 - loss: 1.3836 \n","Epoch 12/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.5084 - loss: 1.4526 \n","Epoch 13/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.5071 - loss: 1.3605 \n","Epoch 14/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.5564 - loss: 1.3109 \n","Epoch 15/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.6192 - loss: 1.2332 \n","Epoch 16/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.6355 - loss: 1.1315 \n","Epoch 17/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.6181 - loss: 1.1256 \n","Epoch 18/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.6488 - loss: 1.0955 \n","Epoch 19/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6973 - loss: 1.0387 \n","Epoch 20/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.7433 - loss: 0.9729 \n","Epoch 21/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.7552 - loss: 0.8370 \n","Epoch 22/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.7953 - loss: 0.8498 \n","Epoch 23/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.8012 - loss: 0.7906 \n","Epoch 24/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.8161 - loss: 0.6974 \n","Epoch 25/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.8648 - loss: 0.6334 \n","Epoch 26/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.8917 - loss: 0.5916 \n","Epoch 27/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.8700 - loss: 0.5715 \n","Epoch 28/200\n","\u001b[1m5/5\u001b[0m \u001b[32m��━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.8786 - loss: 0.5723 \n","Epoch 29/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9189 - loss: 0.4908 \n","Epoch 30/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9080 - loss: 0.4142 \n","Epoch 31/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9184 - loss: 0.4441 \n","Epoch 32/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9690 - loss: 0.3662 \n","Epoch 33/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9495 - loss: 0.3316 \n","Epoch 34/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9275 - loss: 0.3832 \n","Epoch 35/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9650 - loss: 0.3303 \n","Epoch 36/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9728 - loss: 0.3154 \n","Epoch 37/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9918 - loss: 0.2808 \n","Epoch 38/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9659 - loss: 0.2853 \n","Epoch 39/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9555 - loss: 0.2385 \n","Epoch 40/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9754 - loss: 0.2596 \n","Epoch 41/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9689 - loss: 0.2215 \n","Epoch 42/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9706 - loss: 0.2254 \n","Epoch 43/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9741 - loss: 0.1766 \n","Epoch 44/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9862 - loss: 0.1936 \n","Epoch 45/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9784 - loss: 0.1762 \n","Epoch 46/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.1450 \n","Epoch 47/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.1628 \n","Epoch 48/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9918 - loss: 0.1409 \n","Epoch 49/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.9728 - loss: 0.1981 \n","Epoch 50/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9754 - loss: 0.1521 \n","Epoch 51/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9693 - loss: 0.1723 \n","Epoch 52/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9918 - loss: 0.1240 \n","Epoch 53/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9827 - loss: 0.1200 \n","Epoch 54/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9784 - loss: 0.1184 \n","Epoch 55/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9862 - loss: 0.1015 \n","Epoch 56/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9879 - loss: 0.1127 \n","Epoch 57/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9732 - loss: 0.1159 \n","Epoch 58/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9866 - loss: 0.0987 \n","Epoch 59/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9918 - loss: 0.0924 \n","Epoch 60/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9923 - loss: 0.1099 \n","Epoch 61/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9797 - loss: 0.0947 \n","Epoch 62/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9961 - loss: 0.0741 \n","Epoch 63/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9862 - loss: 0.0788 \n","Epoch 64/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9598 - loss: 0.0893 \n","Epoch 65/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m 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\u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9918 - loss: 0.0418 \n","Epoch 72/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0553 \n","Epoch 73/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0477 \n","Epoch 74/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9961 - loss: 0.0384 \n","Epoch 75/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0683 \n","Epoch 76/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0429 \n","Epoch 77/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0596 \n","Epoch 78/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9918 - loss: 0.0329 \n","Epoch 79/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9918 - loss: 0.0599 \n","Epoch 80/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0474 \n","Epoch 81/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9732 - loss: 0.0751 \n","Epoch 82/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0402 \n","Epoch 83/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9944 - loss: 0.0495 \n","Epoch 84/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9961 - loss: 0.0573 \n","Epoch 85/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.9918 - loss: 0.0480 \n","Epoch 86/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0327 \n","Epoch 87/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0496 \n","Epoch 88/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9923 - loss: 0.0543 \n","Epoch 89/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9866 - loss: 0.0652 \n","Epoch 90/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9732 - loss: 0.0653 \n","Epoch 91/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0293 \n","Epoch 92/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.9879 - loss: 0.0328 \n","Epoch 93/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0294  \n","Epoch 94/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0199 \n","Epoch 95/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0338 \n","Epoch 96/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0245 \n","Epoch 97/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0278 \n","Epoch 98/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0206 \n","Epoch 99/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9918 - loss: 0.0427  \n","Epoch 100/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0275  \n","Epoch 101/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0231 \n","Epoch 102/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━��━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0269 \n","Epoch 103/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0318  \n","Epoch 104/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0151 \n","Epoch 105/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9918 - loss: 0.0356 \n","Epoch 106/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9866 - loss: 0.0386 \n","Epoch 107/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0265 \n","Epoch 108/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 1.0000 - loss: 0.0228 \n","Epoch 109/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9961 - loss: 0.0382 \n","Epoch 110/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9944 - loss: 0.0296 \n","Epoch 111/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.9961 - loss: 0.0269 \n","Epoch 112/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0235 \n","Epoch 113/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0173  \n","Epoch 114/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0076 \n","Epoch 115/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0395 \n","Epoch 116/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.9810 - loss: 0.0374 \n","Epoch 117/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0195 \n","Epoch 118/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0156 \n","Epoch 119/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 1.0000 - loss: 0.0183  \n","Epoch 120/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0164 \n","Epoch 121/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0253 \n","Epoch 122/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0249 \n","Epoch 123/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 1.0000 - loss: 0.0137  \n","Epoch 124/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0160 \n","Epoch 125/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0153 \n","Epoch 126/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0095 \n","Epoch 127/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0144  \n","Epoch 128/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0128 \n","Epoch 129/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9905 - loss: 0.0259 \n","Epoch 130/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0218 \n","Epoch 131/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0117 \n","Epoch 132/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0138 \n","Epoch 133/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0130 \n","Epoch 134/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0127 \n","Epoch 135/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0123 \n","Epoch 136/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0243 \n","Epoch 137/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0119 \n","Epoch 138/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0182 \n","Epoch 139/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0147 \n","Epoch 140/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.9918 - loss: 0.0152 \n","Epoch 141/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0091 \n","Epoch 142/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0102 \n","Epoch 143/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0133 \n","Epoch 144/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0144 \n","Epoch 145/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0114 \n","Epoch 146/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0158 \n","Epoch 147/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0211 \n","Epoch 148/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0101 \n","Epoch 149/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0161 \n","Epoch 150/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0087 \n","Epoch 151/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0099 \n","Epoch 152/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9944 - loss: 0.0196 \n","Epoch 153/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0183 \n","Epoch 154/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9879 - loss: 0.0198 \n","Epoch 155/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0253 \n","Epoch 156/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0199 \n","Epoch 157/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0161 \n","Epoch 158/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0114 \n","Epoch 159/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9944 - loss: 0.0111 \n","Epoch 160/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0176 \n","Epoch 161/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0290 \n","Epoch 162/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0158 \n","Epoch 163/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0111 \n","Epoch 164/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0104 \n","Epoch 165/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0084 \n","Epoch 166/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0164 \n","Epoch 167/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0035     \n","Epoch 168/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0079 \n","Epoch 169/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0088 \n","Epoch 170/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0058 \n","Epoch 171/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m 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\u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0106 \n","Epoch 178/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0155 \n","Epoch 179/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0096 \n","Epoch 180/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0128 \n","Epoch 181/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0130 \n","Epoch 182/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9866 - loss: 0.0277 \n","Epoch 183/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0152 \n","Epoch 184/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0044 \n","Epoch 185/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0075 \n","Epoch 186/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.9944 - loss: 0.0265 \n","Epoch 187/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0053 \n","Epoch 188/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0110 \n","Epoch 189/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0110 \n","Epoch 190/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0110 \n","Epoch 191/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0059 \n","Epoch 192/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0045 \n","Epoch 193/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0121 \n","Epoch 194/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 1.0000 - loss: 0.0075 \n","Epoch 195/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0067 \n","Epoch 196/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0076 \n","Epoch 197/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0128 \n","Epoch 198/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0126 \n","Epoch 199/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0060 \n","Epoch 200/200\n","\u001b[1m5/5\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0068 \n"]},{"output_type":"execute_result","data":{"text/plain":["<keras.src.callbacks.history.History at 0x78a3ba25a560>"]},"metadata":{},"execution_count":22}],"source":["import numpy as np\n","\n","# Before calling model.fit, convert X and y to NumPy arrays:\n","X = np.array(X)\n","y = np.array(y)\n","\n","model.fit(X, y, epochs=200)"]},{"cell_type":"code","execution_count":23,"id":"30789863","metadata":{"id":"30789863","executionInfo":{"status":"ok","timestamp":1735377868517,"user_tz":-180,"elapsed":450,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}}},"outputs":[],"source":["model.save('chatbot_model.keras')\n","\n","import pickle\n","\n","vocab_path = 'chatbot_vocab'\n","with open(vocab_path, 'wb') as file:\n","    pickle.dump(vocab, file)\n","\n","classes_path = 'chatbot_classes'\n","with open(classes_path, 'wb') as file:\n","    pickle.dump(classes, file)"]},{"cell_type":"code","execution_count":29,"id":"7af81c4e","metadata":{"id":"7af81c4e","executionInfo":{"status":"ok","timestamp":1735378079918,"user_tz":-180,"elapsed":399,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}}},"outputs":[],"source":["import nltk\n","\n","def clean_text(text):\n","\n","    tokens = nltk.word_tokenize(text)\n","    tokens = [lemmatizer.lemmatize(word) for word in tokens ]\n","\n","    stop_words = stopwords.words('english')\n","\n","    tokens = [word for word in tokens if word not in stop_words]\n","\n","    return tokens\n","\n","\n","def bag_of_words(text, vocab):\n","\n","    tokens = clean_text(text)\n","    bow = [0] * len(vocab)\n","    for w in tokens:\n","        for idx, word in enumerate(vocab):\n","            if word == w:\n","                bow[idx] = 1\n","    return bow\n","\n","def pred_class(text, model, vocab, classes):\n","\n","    bow = bag_of_words(text, vocab)\n","    #predictions = model.predict([bow], verbose=0)[0]#\n","    # Convert bow to a NumPy array before prediction\n","    predictions = model.predict(np.array([bow]), verbose=0)[0]\n","    max_index=np.argmax(predictions)\n","\n","    return classes[max_index]\n","\n","def get_response(pred_cl, intents_json):\n","    list_of_intents = intents_json[\"intents\"]\n","    for x in list_of_intents:\n","        if x[\"class\"] == pred_cl:\n","            result = random.choice(x[\"responses\"])\n","            break\n","    return result"]},{"cell_type":"code","execution_count":30,"id":"16c203c0","metadata":{"id":"16c203c0","executionInfo":{"status":"ok","timestamp":1735378082911,"user_tz":-180,"elapsed":399,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}}},"outputs":[],"source":["import json\n","\n","from keras.models import load_model\n","import pickle\n","\n","def chatbot(intents_path, model_path, vocab_path, classes_path):\n","    with open(intents_path) as file:\n","        data = json.load(file)\n","\n","    model = load_model(model_path)\n","\n","    with open(vocab_path, 'rb') as file:\n","        vocab = pickle.load(file)\n","\n","    with open(classes_path, 'rb') as file:\n","        classes = pickle.load(file)\n","\n","    message = input(\"\")\n","    while len(message)>0:\n","        message= message.lower()\n","        pred_cl = pred_class(message, model, vocab, classes)\n","        result = get_response(pred_cl, data)\n","        print(result)\n","        message = input(\"\")"]},{"cell_type":"code","execution_count":31,"id":"46be5eda","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"46be5eda","executionInfo":{"status":"error","timestamp":1735378659047,"user_tz":-180,"elapsed":573974,"user":{"displayName":"Yasmeen Mohammad","userId":"07702318889052952256"}},"outputId":"183b8ed2-01d6-4685-f984-f5e6d40a84d9"},"outputs":[{"output_type":"stream","name":"stdout","text":["old man with a high body temperature and redness on the skin.\n","Offer water slowly to hydrate them if they are conscious.\n","hi\n","Protect them by removing hard or sharp objects around.\n","high heat \n","Take the person to a cool, shaded, or air-conditioned area.\n","a person need help\n","Assist them in using their prescribed inhaler promptly.\n","My stomach hurts\n","Avoid forcing food or drink if they are not ready to consume it.\n","A child has a fever and vomiting\n","Avoid forcing food or drink if they are not ready to consume it.\n","Avoid forcing food or drink if they are not ready to consume it.\n","Do not restrain their movements or try to open their mouth by force.\n","A child has a fever and vomiting\n","Give small sips of water to keep them hydrated.\n","A child has a fever and vomiting\n","Avoid forcing food or drink if they are not ready to consume it.\n"]},{"output_type":"error","ename":"KeyboardInterrupt","evalue":"Interrupted by user","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)","\u001b[0;32m<ipython-input-31-de5943f05fce>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mchatbot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'intents.json'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'chatbot_model.keras'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'chatbot_vocab'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'chatbot_classes'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m<ipython-input-30-4f10c4a42307>\u001b[0m in \u001b[0;36mchatbot\u001b[0;34m(intents_path, model_path, vocab_path, classes_path)\u001b[0m\n\u001b[1;32m     22\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_response\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpred_cl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     23\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m         \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py\u001b[0m in \u001b[0;36mraw_input\u001b[0;34m(self, prompt)\u001b[0m\n\u001b[1;32m    849\u001b[0m                 \u001b[0;34m\"raw_input was called, but this frontend does not support input requests.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    850\u001b[0m             )\n\u001b[0;32m--> 851\u001b[0;31m         return self._input_request(str(prompt),\n\u001b[0m\u001b[1;32m    852\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent_ident\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    853\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent_header\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py\u001b[0m in \u001b[0;36m_input_request\u001b[0;34m(self, prompt, ident, parent, password)\u001b[0m\n\u001b[1;32m    893\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyboardInterrupt\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    894\u001b[0m                 \u001b[0;31m# re-raise KeyboardInterrupt, to truncate traceback\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 895\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mKeyboardInterrupt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Interrupted by user\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    896\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    897\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarning\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid Message:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_info\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mKeyboardInterrupt\u001b[0m: Interrupted by user"]}],"source":["chatbot('intents.json', 'chatbot_model.keras', 'chatbot_vocab', 'chatbot_classes')"]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.5"},"colab":{"provenance":[]}},"nbformat":4,"nbformat_minor":5}

chatbot_classes.txt

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+oid sha256:f3e9c821fbbb990c08d07883faea7506f64417f68e9fc9d52d48c1ff33f81318
+size 174

chatbot_model.keras

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e5083c973f1cb1a0d5d455bad4c89ca583292fe95dea46173e300b2d84a9b77
+size 650322

chatbot_vocab.txt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc58a656c86d5389e7420ad6703fbe3800159a9f35c7c989a3c68f1991188a05
+size 3086

intents.json

@@ -0,0 +1,233 @@
+{"model_type": "classification",
+"intents":
+[
+    {
+        "class": "Epilepsy",
+        "patterns": [
+                    "22 years old, experiencing body tremors with inability to move or speak.",
+                    "50 years old, experiencing loss of consciousness with shaking and fatigue.", 
+                    "28 years old, experiencing convulsions with fatigue and inability to move or speak.", 
+                    "30 years old, experiencing violent shaking with inability to speak.", 
+                    "Severe convulsions with inability to control oneself", 
+                    "Falling with body shaking, fatigue, and inability to speak", 
+                    "Convulsions with pale face and fatigue.", 
+                    "Body shaking with inability to speak and breathing difficulties", 
+                    "Shaking with tight muscles, strange sounds, and saliva secretion", 
+                    "Convulsions with pale face and difficulty speaking.",
+                    "Faisal Al-Ghamdi, 32 years old, suffers from sudden loss of consciousness and convulsions, especially when stressed, and feels exhausted", 
+                    "Abdulaziz Al-Mutairi, 25 years old, suffers from seizures and loss of consciousness", 
+                    "A seizure with muscle twitching, loss of consciousness, and inability to balance",
+                    "Convulsive seizures with loss of consciousness and body muscle contractions",  
+                    "Loss of consciousness and seizures with involuntary movements", 
+                    "Sudden seizures with loss of consciousness and strange noises", 
+                    "Seizures that begin with bright sounds and lights and loss of consciousness", 
+                    "35 years old, involuntary movements and facial spasms, with loss of the ability to communicate", 
+                    "Khaled, 20 years old, has convulsions and inability to control himself", 
+                    "14 years old, body shaking with fatigue and paleness", 
+                    "25 years old, falling to the ground with body shaking and strange sounds", 
+                    "Young man, 25 years old, his body shakes and does not respond, his eyes are turned down, and saliva is dripping from his mouth", 
+                    "A 10-year-old girl suffers from a seizure and loses consciousness. Saliva comes out of her mouth and her lips are blue", 
+                    "A 50-year-old man with epilepsy is unable to move, his breathing is heavy, and he falls to the ground", 
+                    "Khaled Al-Asiri, 28 years old, random movement of hands and feet with inability to remember", 
+                    "Fall with convulsions in the limbs with loss of consciousness and salivation", 
+                    "Loss of consciousness with muscle tremors and difficulty breathing", 
+                    "Falling to the ground with muscle tremors and loss of consciousness", 
+                    "Falling to the ground with abnormal movements of the hands and feet and difficulty breathing"
+                    ],
+        "responses": [
+                    "Stay calm and make sure the person is safe.", 
+                    "Protect them by removing hard or sharp objects around.", 
+                    "Place a soft item, like a pillow, under their head.", 
+                    "Do not restrain their movements or try to open their mouth by force.", 
+                    "Turn them on their side after the seizure to avoid choking on vomit."
+                    ]
+    },
+    {
+        "class": "Asthma",
+        "patterns": [
+                    "Mazen has a severe cough, chest pain and difficulty breathing", 
+                    "Rami is experiencing mild chest pain with a persistent cough.",
+                    "A person is suffering from wheezing while breathing and tightness in the chest.\n\n",  
+                    "A person suffering from severe cough, fatigue, and shortness of breath.", 
+                    "Khaled is suffering from chest pain, difficulty breathing, and wheezing.", 
+                    "Ahmed, 35 years old, suffers from a cough, chest pain, and wheezing during breathing",
+                    "Suha, 14 years old, suffers from wheezing in breathing and chest pain.", 
+                    "Sami suffers from coughing and difficulty breathing.",  
+                    "informant suffers from cough, shortness of breath, and fatigue.", 
+                    "Hamid suffers from wheezing in breathing and difficulty speaking.", 
+                    "Ruba is experiencing wheezing in breathing, coughing, and fatigue.", 
+                    "The patient is suffering from chest pain and cough.", 
+                    "Samira is suffering from recurrent episodes of dry cough and chest pain."
+                    ],
+        "responses": [
+                    "Sit the person upright to help them breathe more easily.", 
+                    "Assist them in using their prescribed inhaler promptly.", 
+                    "Encourage slow, deep breaths to help reduce anxiety and improve airflow.", 
+                    "If there's no improvement after several minutes, call emergency services.", 
+                    "Stay with the person until medical help arrives."
+                    ]
+        
+    },
+    {
+        "class": "Heatstroke",
+        "patterns": [
+                    "old man with a high body temperature and redness on the skin.", 
+                    "Souad, 13 years old, suffers from a severe headache and dizziness with a high body temperature.", 
+                    "Abu Ibrahim, 47 years old, was exposed to the sun for a long time, which led to a rise in his body temperature, causing him to lose consciousness.", 
+                    "Abdulrahman Azhar, 33 years old, suffers from a high temperature with a headache and a rapid heartbeat.", 
+                    "A young man in his twenties, unconscious with a high temperature; his skin color is red.", 
+                    "hadi Suleiman, 21 years old, feels nauseous and has a high body temperature.", 
+                    "Said Al-Shahri, 65 years old, lost consciousness suddenly and has a rapid heartbeat.",
+                    "Faris Al-Harbi, 39 years old, had a rise in body temperature to the point of losing consciousness.", 
+                    "Faris Al-Harbi, 39 years old, had a rise in body temperature to the point of losing consciousness.", 
+                    "Fares Al-Mutrefi, 26 years old, was exposed to the sun for a long time, resulting in a high fever and headache.", 
+                    "Ahmed, 48 years old, has been feeling dizzy and nauseous for a while, and his fever has started to rise.", 
+                    "Um Saad, 73 years old, is suffering from a severe fever; her skin is red and moist.", 
+                    "Salem, 21 years old, is experiencing a high fever and feels a strong heartbeat.",
+                    "A girl under 17 years old, unconscious, and her skin is very hot; she needs urgent intervention.", 
+                    "Faisal Al-Subaie, 69 years old, is experiencing headache, nausea, and very high body temperature.",  
+                    "The girl is named Sarah Mohammed; she is suffering from a fever, nausea, and headache.", 
+                    "55-year-old man is experiencing a high fever, dizziness, and fatigue.", 
+                    "A man suffering from exhaustion, facial redness, and strong headaches.", 
+                    "Ahmed Al-Ghamdi, 25 years old, suffers from dizziness and headache, along with redness and peeling of the skin", 
+                    "Fahd Al-Qahtani, 30 years old, suffers from nausea, dizziness and high temperature",
+                    "Laila Al-Saadi, 22 years old, suffers from headaches, lack of concentration, and itchy, dry skin", 
+                    "Hamed, 40 years old, suffers from headache, dizziness, and red and swollen feet", 
+                    "A person experiences headache, dizziness, and fatigue with hot skin and a weak pulse", 
+                    "Khaled, 35 years old, suffers from headache, dizziness, and fatigue, along with dry, hot skin, and a weak pulse", 
+                    "A woman suffers from dizziness, headache, and fatigue with hot skin and a weak pulse", 
+                    "Majed, 50 years old, suffers from headache, dizziness, and an altered level of consciousness, with a weak pulse", 
+                    "A person approximately 60 years old suffers from headache, dizziness, and fatigue with dry, hot skin", 
+                    "Souad, 45 years old, suffers from headaches, dizziness, and fatigue, along with clammy, hot skin, and a weak pulse", 
+                    "A young man, approximately 20 years old, suffers from dizziness, headache, and fatigue, with hot skin and a weak pulse", 
+                    "Hassan Al-Jaber suffers from headache, dizziness, and an altered level of consciousness, with dry, hot skin, and a weak pulse", 
+                    "An elderly woman suffers from dizziness, headache, hot skin, and a weak pulse", 
+                    "Ahmed, 30 years old, suffers from headache, dizziness, and fatigue, along with hot skin and a weak pulse"
+                    ],
+        "responses": [
+                    "Move the person to a cooler environment immediately.", 
+                    "Wrap them in a wet sheet and reapply every 10 minutes if needed.", 
+                    "If no sheet is available, spray cold water on their neck, face, and armpits.", 
+                    "Place them near a fan or air conditioner to improve cooling.",
+                    "Offer water slowly to hydrate them if they are conscious."
+                    ]
+    },
+    {
+        "class": "Hyperglycemia High Blood Sugar",
+        "patterns": [
+                    "A man suffering from severe thirst, fatigue, and difficulty concentrating.",
+                    "An old woman suffering from shortness of breath, exhaustion, and blurred vision.",
+                    "A man suffering from persistent fatigue, frequent urination, and exhaustion.", 
+                    "A person suffering from exhaustion, headaches, and blurred vision.",   
+                    "An elderly man suffering from dry mouth, constant thirst, and severe fatigue.", 
+                    "A young man suffering from pallor, severe dizziness, and trembling.",
+                    "A woman suffering from recurrent dizziness, cold sweating, and loss of balance.",  
+                    "A person suffering from general weakness and difficulty standing.", 
+                    "A woman suffering from exhaustion, difficulty speaking, and trembling in the hands.", 
+                    "A man suffering from severe dizziness and inability to stand.",
+                    "Ahmed Al-Khalidi suffers from blurry vision, headache, and dry mouth. He is forty years old", 
+                    "60 years old, extreme fatigue, heavy breathing, and constant thirst", 
+                    "Pale face with fatigue, thirst and difficulty breathing", 
+                    "Muhammad, 22 years old, fatigue, difficulty breathing, pale face, and constant thirst", 
+                    "Severe tremors and paleness of the face with a fruity breath odor", 
+                    "Salem, 14 years old, excessive sweating, pale face, and inability to stand", 
+                    "Badriya Al-Shahri, 42 years old, suffers from dizziness, dry mouth, and lethargy.", 
+                    "Khaled Al-Harthi, 49 years old, has a fever, nausea and fatigue.", 
+                    "Salma Al-Asiri, 38 years old, has tremors in her hands, headache, dry mouth, and lethargy.", 
+                    "Ali Al-Shahrani, 48 years old, feels numbness in his feet, headache, lethargy, and a feeling of hunger.", 
+                    "Nasser Al-Otaibi, 47 years old, feels burning in the eyes, lethargy and dry mouth"
+                    ],
+        
+        "responses": ["Let the person drink a lot of water to help flush out excess sugar.", 
+                    "Encourage them to engage in light physical activity, like walking."
+                    ]
+    },
+    {
+        "class": "Hypoglycemia Low Blood Sugar",
+        "patterns": [
+                    "Sarah Muhammad suffers from tremors, sweating, and a rapid heartbeat. She is 60 years old", 
+                    "A 20-year-old diabetic patient has tremors, sweats a lot, does not respond, her eyes are closed, and she has not eaten well",
+                    "Ahmed suffers from severe dizziness, fatigue, severe sweating, and blurry vision",
+                    "He suffers from body tremors, blurry vision and fatigue",  
+                    "A 16-year-old woman suffers from tremors, dizziness, severe sweating, and paleness", 
+                    "A 60-year-old man suffers from paleness, tremors, inability to speak, and dizziness",
+                    "He suffers from pale face, dizziness, and blurred vision"
+                    ],
+        
+        "responses": ["Provide two teaspoons of sugar dissolved in water or sweet juice.", 
+                    "If symptoms continue, repeat the same dose after 10-15 minutes until improvement is seen."
+                    ]
+    },
+    {
+        "class": "Heat Exhaustion",
+        "patterns": [
+                    "Noura Abdullah, 32 years old, suffers from fatigue, dizziness, sweating, nausea, high heart rate, and fever.",
+                    "A street worker is very tired, sweating, and unresponsive",
+                    "A 12-year-old girl fell due to severe dizziness", 
+                    "Ahmed Al-Mutairi, 27 years old, severe fatigue with sweating, headache and body heat",
+                    "Dizziness with sweating, fever and inability to move", 
+                    "Fatigue with body heat and profuse sweating", 
+                    "A person who has fainted is sweating profusely and has a weak heartbeat."
+            ] ,
+        "responses": [
+                    "Take the person to a cool, shaded, or air-conditioned area.", 
+                    "Remove outer clothing, keeping only what is necessary.", 
+                    "Offer cold water gradually to hydrate them and avoid caffeine-containing drinks.", 
+                    "Let them lie down with their legs raised above the body."
+                    ]
+    },
+    {
+        "class": "Nosebleed",
+        "patterns": [
+                    "Muhammad Al-Hazmi, 18 years old, suffers from nosebleeds, dizziness, confusion, and mild headache", 
+                    "A young man was bleeding from his nose and the bleeding did not stop, his features were pale and dizzy", 
+                    "A young man has a nosebleed that does not stop and dizziness"
+        ],
+        "responses": [
+                    "Sit upright and lean forward slightly to prevent swallowing blood.",
+                    "Pinch the soft part of the nose between the thumb and index finger.", 
+                    "Maintain pressure for 10 to 15 minutes without interruption.",
+                    "Apply a cold compress to the nose and cheeks to constrict blood vessels.", 
+                    "If bleeding continues after 30 minutes, seek medical attention."
+                    ]
+    },
+    {
+        "class": "Dehydration",
+        "patterns": [
+                    "A 15-year-old girl feels dizzy, dizzy, and unable to stand, with her lips turning blue and nausea", 
+                    "A 5-year-old child has not drunk water for a day and cries without tears", 
+                    "A young man became dehydrated in the sun and fell to the ground", 
+                    "Sarah suffers from fatigue, dizziness, extreme thirst, and rapid breathing",
+                    "Khaled Al Zahrani, 29 years old, fatigue with dry lips and dizziness",  
+                    "Khaled Al Zahrani, 29 years old, inability to stand with headache and dryness", 
+                    "Dry skin and lips with constant dizziness and fatigue", 
+                    "Inability to speak with fatigue and cracked lips", 
+                    "Muhammad Al-Maliki, 38 years old, severe dehydration, inability to stand, and headache"
+        ],
+        "responses": [
+                    "Stay in a cool area to minimize sweating.", 
+                    "Drink lots of water and diluted sweetened juices to stay hydrated.",
+                    "Use sports drinks to replenish lost electrolytes effectively."
+                    ]
+    },
+    {
+        "class": "Food Poisoning",
+        "patterns": [
+                    "Mahmoud Al-Salami, 17 years old. After eating, he felt severe pain in his abdomen, and he vomited three times, feeling dizziness and tingling in his skin", 
+                    "Rashid Abdel Samad, 16 years old, ate a meal and then felt cramps, vomiting, and dizziness", 
+                    "A 10-year-old child vomits, diarrhea, paleness, and abdominal pain after eating a meal", 
+                    "A 4-year-old child drank juice and had severe diarrhea and high fever", 
+                    "Mai Al-Abdeli, 20 years old, has abdominal pain, dizziness and vomiting.", 
+                    "Rana Ahmed, 29 years old, suffers from headache, stomach pain and vomiting.", 
+                    "Khaled Radhi, 36 years old, suffers from colic and frequent vomiting.", 
+                    "Fatima Ayman suffers from body temperature, dry mouth, stomach pain, vomiting and dizziness.", 
+                    "Hassan suffers from headache, stomach pain, frequent vomiting and lethargy."
+                    ],
+        "responses": [
+                    "Give small sips of water to keep them hydrated.", 
+                    "Encourage them to rest in a calm and comfortable place.", 
+                    "Avoid forcing food or drink if they are not ready to consume it."
+                    ]
+    }
+]
+}