Medical Recommendation System

Medical Recommendation System/Dataset/README.md

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+# 📚 Medical Recommendation System Dataset 
+
+The Dataset used here is taken from the Kaggle database website. You can download the file from the link given here, [Medical Recommendation System](https://www.kaggle.com/datasets/noorsaeed/medicine-recommendation-system-dataset)
+
+This dataset includes various medical features that are used to recommend treatments, medications, or other medical interventions. It can be used for building machine learning models to improve decision-making processes in healthcare settings.
+
+The dataset typically includes columns such as patient symptoms, diagnosis, recommended treatments, and possibly demographic information. It is structured to facilitate tasks such as classification, prediction, and recommendation in the medical domain.
+
+### 🧵About the dataset
+
+-**Shape of the training dataset:** 4920 rows * 133 columns
+
+Apart from the Training dataset, there are 6 other important datasets to provide details about the predicted disease:
+
+#### 🧾 Description:
+- contains descriptions of the predicted disease
+
+#### 🥣 Diets:
+- contains diets regarding the predicted disease
+
+#### 💊 Medications:
+- contains proposed medicine for the predicted disease
+
+#### 🚫 Precautions:
+- contains precautions to prevent the predicted disease in future
+
+#### 🩹 Symptoms:
+- contains symptoms of the predicted disease
+
+#### 🩺 Workout:
+- contains recommendations to be followed overall for the predicted disease
+
+---

Medical Recommendation System/Dataset/Symptom-severity.csv

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+Symptom,weight
+itching,1
+skin_rash,3
+nodal_skin_eruptions,4
+continuous_sneezing,4
+shivering,5
+chills,3
+joint_pain,3
+stomach_pain,5
+acidity,3
+ulcers_on_tongue,4
+muscle_wasting,3
+vomiting,5
+burning_micturition,6
+spotting_urination,6
+fatigue,4
+weight_gain,3
+anxiety,4
+cold_hands_and_feets,5
+mood_swings,3
+weight_loss,3
+restlessness,5
+lethargy,2
+patches_in_throat,6
+irregular_sugar_level,5
+cough,4
+high_fever,7
+sunken_eyes,3
+breathlessness,4
+sweating,3
+dehydration,4
+indigestion,5
+headache,3
+yellowish_skin,3
+dark_urine,4
+nausea,5
+loss_of_appetite,4
+pain_behind_the_eyes,4
+back_pain,3
+constipation,4
+abdominal_pain,4
+diarrhoea,6
+mild_fever,5
+yellow_urine,4
+yellowing_of_eyes,4
+acute_liver_failure,6
+fluid_overload,6
+swelling_of_stomach,7
+swelled_lymph_nodes,6
+malaise,6
+blurred_and_distorted_vision,5
+phlegm,5
+throat_irritation,4
+redness_of_eyes,5
+sinus_pressure,4
+runny_nose,5
+congestion,5
+chest_pain,7
+weakness_in_limbs,7
+fast_heart_rate,5
+pain_during_bowel_movements,5
+pain_in_anal_region,6
+bloody_stool,5
+irritation_in_anus,6
+neck_pain,5
+dizziness,4
+cramps,4
+bruising,4
+obesity,4
+swollen_legs,5
+swollen_blood_vessels,5
+puffy_face_and_eyes,5
+enlarged_thyroid,6
+brittle_nails,5
+swollen_extremeties,5
+excessive_hunger,4
+extra_marital_contacts,5
+drying_and_tingling_lips,4
+slurred_speech,4
+knee_pain,3
+hip_joint_pain,2
+muscle_weakness,2
+stiff_neck,4
+swelling_joints,5
+movement_stiffness,5
+spinning_movements,6
+loss_of_balance,4
+unsteadiness,4
+weakness_of_one_body_side,4
+loss_of_smell,3
+bladder_discomfort,4
+foul_smell_ofurine,5
+continuous_feel_of_urine,6
+passage_of_gases,5
+internal_itching,4
+toxic_look_(typhos),5
+depression,3
+irritability,2
+muscle_pain,2
+altered_sensorium,2
+red_spots_over_body,3
+belly_pain,4
+abnormal_menstruation,6
+dischromic_patches,6
+watering_from_eyes,4
+increased_appetite,5
+polyuria,4
+family_history,5
+mucoid_sputum,4
+rusty_sputum,4
+lack_of_concentration,3
+visual_disturbances,3
+receiving_blood_transfusion,5
+receiving_unsterile_injections,2
+coma,7
+stomach_bleeding,6
+distention_of_abdomen,4
+history_of_alcohol_consumption,5
+fluid_overload,4
+blood_in_sputum,5
+prominent_veins_on_calf,6
+palpitations,4
+painful_walking,2
+pus_filled_pimples,2
+blackheads,2
+scurring,2
+skin_peeling,3
+silver_like_dusting,2
+small_dents_in_nails,2
+inflammatory_nails,2
+blister,4
+red_sore_around_nose,2
+yellow_crust_ooze,3
+prognosis,5

Medical Recommendation System/Dataset/description.csv

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+Disease,Description
+Fungal infection,Fungal infection is a common skin condition caused by fungi.
+Allergy,Allergy is an immune system reaction to a substance in the environment.
+GERD,GERD (Gastroesophageal Reflux Disease) is a digestive disorder that affects the lower esophageal sphincter.
+Chronic cholestasis,Chronic cholestasis is a condition where bile flow from the liver is reduced for a prolonged period.
+Drug Reaction,Drug Reaction occurs when the body reacts adversely to a medication.
+Peptic ulcer disease,Peptic ulcer disease involves sores that develop on the inner lining of the stomach and small intestine.
+AIDS,AIDS (Acquired Immunodeficiency Syndrome) is a disease caused by HIV that weakens the immune system.
+Diabetes,Diabetes is a chronic condition that affects how the body processes blood sugar.
+Gastroenteritis,"Gastroenteritis is an inflammation of the stomach and intestines, typically caused by a virus or bacteria."
+Bronchial Asthma,Bronchial Asthma is a respiratory condition characterized by inflammation of the airways.
+Hypertension,"Hypertension, or high blood pressure, is a common cardiovascular condition."
+Migraine,Migraine is a type of headache that often involves severe pain and sensitivity to light and sound.
+Cervical spondylosis,Cervical spondylosis is a degenerative condition of the cervical spine.
+Paralysis (brain hemorrhage),Paralysis (brain hemorrhage) refers to the loss of muscle function due to bleeding in the brain.
+Jaundice,"Jaundice is a yellow discoloration of the skin and eyes, often indicating liver problems."
+Malaria,Malaria is a mosquito-borne infectious disease affecting humans and other animals.
+Chicken pox,Chicken pox is a highly contagious viral infection causing an itchy rash.
+Dengue,Dengue is a mosquito-borne viral infection causing flu-like symptoms.
+Typhoid,Typhoid is a bacterial infection that can lead to a high fever and gastrointestinal symptoms.
+hepatitis A,hepatitis A is a viral liver disease.
+Hepatitis B,Hepatitis B is a viral infection that attacks the liver.
+Hepatitis C,Hepatitis C is a viral infection that causes liver inflammation.
+Hepatitis D,Hepatitis D is a serious liver disease caused by the hepatitis D virus.
+Hepatitis E,Hepatitis E is a viral infection that causes liver inflammation.
+Alcoholic hepatitis,Alcoholic hepatitis is inflammation of the liver due to alcohol consumption.
+Tuberculosis,Tuberculosis is a bacterial infection that primarily affects the lungs.
+Common Cold,Common Cold is a viral infection of the upper respiratory tract.
+Pneumonia,Pneumonia is an inflammatory condition affecting the air sacs in the lungs.
+Dimorphic hemmorhoids(piles),Dimorphic hemmorhoids(piles) is a condition characterized by swollen blood vessels in the rectum.
+Heart attack,Heart attack is a sudden and severe reduction in blood flow to the heart muscle.
+Varicose veins,"Varicose veins are enlarged, twisted veins that usually appear on the legs."
+Hypothyroidism,Hypothyroidism is a condition where the thyroid gland doesn't produce enough thyroid hormone.
+Hyperthyroidism,Hyperthyroidism is a condition where the thyroid gland produces too much thyroid hormone.
+Hypoglycemia,Hypoglycemia is a condition characterized by abnormally low blood sugar levels.
+Osteoarthristis,Osteoarthristis is a degenerative joint disease that affects the cartilage in joints.
+Arthritis,"Arthritis is inflammation of one or more joints, causing pain and stiffness."
+(vertigo) Paroymsal Positional Vertigo,(Vertigo) Paroxysmal Positional Vertigo is a type of dizziness caused by specific head movements.
+Acne,Acne is a skin condition that occurs when hair follicles become clogged with oil and dead skin cells.
+Urinary tract infection,Urinary tract infection is an infection in any part of the urinary system.
+Psoriasis,"Psoriasis is a chronic skin condition characterized by red, itchy, and scaly patches."
+Impetigo,Impetigo is a highly contagious skin infection causing red sores that can break open.

Medical Recommendation System/Dataset/diets.csv

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+Disease,Diet
+Fungal infection,"['Antifungal Diet', 'Probiotics', 'Garlic', 'Coconut oil', 'Turmeric']"
+Allergy,"['Elimination Diet', 'Omega-3-rich foods', 'Vitamin C-rich foods', 'Quercetin-rich foods', 'Probiotics']"
+GERD,"['Low-Acid Diet', 'Fiber-rich foods', 'Ginger', 'Licorice', 'Aloe vera juice']"
+Chronic cholestasis,"['Low-Fat Diet', 'High-Fiber Diet', 'Lean proteins', 'Whole grains', 'Fresh fruits and vegetables']"
+Drug Reaction,"['Antihistamine Diet', 'Omega-3-rich foods', 'Vitamin C-rich foods', 'Quercetin-rich foods', 'Probiotics']"
+Peptic ulcer disease,"['Low-Acid Diet', 'Fiber-rich foods', 'Ginger', 'Licorice', 'Aloe vera juice']"
+AIDS,"['Balanced Diet', 'Protein-rich foods', 'Fruits and vegetables', 'Whole grains', 'Healthy fats']"
+Diabetes,"['Low-Glycemic Diet', 'Fiber-rich foods', 'Lean proteins', 'Healthy fats', 'Low-fat dairy']"
+Gastroenteritis,"['Bland Diet', 'Bananas', 'Rice', 'Applesauce', 'Toast']"
+Bronchial Asthma,"['Anti-Inflammatory Diet', 'Omega-3-rich foods', 'Fruits and vegetables', 'Whole grains', 'Lean proteins']"
+Hypertension,"['DASH Diet', 'Low-sodium foods', 'Fruits and vegetables', 'Whole grains', 'Lean proteins']"
+Migraine,"['Migraine Diet', 'Low-Tyramine Diet', 'Caffeine withdrawal', 'Hydration', 'Magnesium-rich foods']"
+Cervical spondylosis,"['Arthritis Diet', 'Anti-Inflammatory Diet', 'Omega-3-rich foods', 'Fruits and vegetables', 'Whole grains']"
+Paralysis (brain hemorrhage),"['Heart-Healthy Diet', 'Low-sodium foods', 'Fruits and vegetables', 'Whole grains', 'Lean proteins']"
+Jaundice,"['Liver-Healthy Diet', 'Low-fat Diet', 'Fruits and vegetables', 'Whole grains', 'Lean proteins']"
+Malaria,"['Malaria Diet', 'Hydration', 'High-Calorie Diet', 'Soft and bland foods', 'Oral rehydration solutions']"
+Chicken pox,"['Chicken Pox Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+Dengue,"['Dengue Diet', 'Hydration', 'High-Calorie Diet', 'Soft and bland foods', 'Protein-rich foods']"
+Typhoid,"['Typhoid Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+hepatitis A,"['Hepatitis A Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+Hepatitis B,"['Hepatitis B Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+Hepatitis C,"['Hepatitis C Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+Hepatitis D,"['Hepatitis D Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+Hepatitis E,"['Hepatitis E Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+Alcoholic hepatitis,"['Liver-Healthy Diet', 'Low-fat Diet', 'Fruits and vegetables', 'Whole grains', 'Lean proteins']"
+Tuberculosis,"['TB Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+Common Cold,"['Cold Diet', 'Hydration', 'Warm fluids', 'Rest', 'Honey and lemon tea']"
+Pneumonia,"['Pneumonia Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']"
+Dimorphic hemmorhoids(piles),"['Hemorrhoids Diet', 'High-Fiber Diet', 'Hydration', 'Warm baths', 'Stool softeners']"
+Heart attack,"['Heart-Healthy Diet', 'Low-sodium foods', 'Fruits and vegetables', 'Whole grains', 'Lean proteins']"
+Varicose veins,"['Varicose Veins Diet', 'High-Fiber Diet', 'Fruits and vegetables', 'Whole grains', 'Low-sodium foods']"
+Hypothyroidism,"['Hypothyroidism Diet', 'Iodine-rich foods', 'Selenium-rich foods', 'Fruits and vegetables', 'Whole grains']"
+Hyperthyroidism,"['Hyperthyroidism Diet', 'Low-Iodine Diet', 'Calcium-rich foods', 'Selenium-rich foods', 'Fruits and vegetables']"
+Hypoglycemia,"['Hypoglycemia Diet', 'Complex carbohydrates', 'Protein-rich snacks', 'Fiber-rich foods', 'Healthy fats']"
+Osteoarthristis,"['Arthritis Diet', 'Anti-Inflammatory Diet', 'Omega-3-rich foods', 'Fruits and vegetables', 'Whole grains']"
+Arthritis,"['Arthritis Diet', 'Anti-Inflammatory Diet', 'Omega-3-rich foods', 'Fruits and vegetables', 'Whole grains']"
+(vertigo) Paroymsal Positional Vertigo,"['Vertigo Diet', 'Low-Salt Diet', 'Hydration', 'Ginger tea', 'Vitamin D-rich foods']"
+Acne,"['Acne Diet', 'Low-Glycemic Diet', 'Hydration', 'Fruits and vegetables', 'Probiotics']"
+Urinary tract infection,"['UTI Diet', 'Hydration', 'Cranberry juice', 'Probiotics', 'Vitamin C-rich foods']"
+Psoriasis,"['Psoriasis Diet', 'Anti-Inflammatory Diet', 'Omega-3-rich foods', 'Fruits and vegetables', 'Whole grains']"
+Impetigo,"['Impetigo Diet', 'Antibiotic treatment', 'Fruits and vegetables', 'Hydration', 'Protein-rich foods']"