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Medicine-Recommendation-system
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‎dataset/Symptom-severity.csv

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

‎dataset/Training.csv

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‎dataset/description.csv

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

‎dataset/diets.csv

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

‎dataset/medications.csv

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Disease,Medication
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Fungal infection,"['Antifungal Cream', 'Fluconazole', 'Terbinafine', 'Clotrimazole', 'Ketoconazole']"
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Allergy,"['Antihistamines', 'Decongestants', 'Epinephrine', 'Corticosteroids', 'Immunotherapy']"
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GERD,"['Proton Pump Inhibitors (PPIs)', 'H2 Blockers', 'Antacids', 'Prokinetics', 'Antibiotics']"
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Chronic cholestasis,"['Ursodeoxycholic acid', 'Cholestyramine', 'Methotrexate', 'Corticosteroids', 'Liver transplant']"
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Drug Reaction,"['Antihistamines', 'Epinephrine', 'Corticosteroids', 'Antibiotics', 'Antifungal Cream']"
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Peptic ulcer disease,"['Antibiotics', 'Proton Pump Inhibitors (PPIs)', 'H2 Blockers', 'Antacids', 'Cytoprotective agents']"
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AIDS,"['Antiretroviral drugs', 'Protease inhibitors', 'Integrase inhibitors', 'Entry inhibitors', 'Fusion inhibitors']"
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Diabetes,"['Insulin', 'Metformin', 'Sulfonylureas', 'DPP-4 inhibitors', 'GLP-1 receptor agonists']"
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Gastroenteritis,"['Antibiotics', 'Antiemetic drugs', 'Antidiarrheal drugs', 'IV fluids', 'Probiotics']"
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Bronchial Asthma,"['Bronchodilators', 'Inhaled corticosteroids', 'Leukotriene modifiers', 'Mast cell stabilizers', 'Anticholinergics']"
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Hypertension,"['Antihypertensive medications', 'Diuretics', 'Beta-blockers', 'ACE inhibitors', 'Calcium channel blockers']"
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Migraine,"['Analgesics', 'Triptans', 'Ergotamine derivatives', 'Preventive medications', 'Biofeedback']"
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Cervical spondylosis,"['Pain relievers', 'Muscle relaxants', 'Physical therapy', 'Neck braces', 'Corticosteroids']"
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Paralysis (brain hemorrhage),"['Blood thinners', 'Clot-dissolving medications', 'Anticonvulsants', 'Physical therapy', 'Occupational therapy']"
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Jaundice,"['IV fluids', 'Blood transfusions', 'Liver transplant', 'Medications for itching', 'Antiviral medications']"
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Malaria,"['Antimalarial drugs', 'Antipyretics', 'Antiemetic drugs', 'IV fluids', 'Blood transfusions']"
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Chicken pox,"['Antiviral drugs', 'Pain relievers', 'IV fluids', 'Blood transfusions', 'Platelet transfusions']"
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Dengue,"['Antibiotics', 'Antipyretics', 'Analgesics', 'IV fluids', 'Corticosteroids']"
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Typhoid,"['Vaccination', 'Antiviral drugs', 'IV fluids', 'Blood transfusions', 'Liver transplant']"
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hepatitis A,"['Vaccination', 'Antiviral drugs', 'IV fluids', 'Blood transfusions', 'Liver transplant']"
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Hepatitis B,"['Antiviral drugs', 'IV fluids', 'Blood transfusions', 'Platelet transfusions', 'Liver transplant']"
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Hepatitis C,"['Antiviral drugs', 'IV fluids', 'Blood transfusions', 'Platelet transfusions', 'Liver transplant']"
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Hepatitis D,"['Antiviral drugs', 'IV fluids', 'Blood transfusions', 'Platelet transfusions', 'Liver transplant']"
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Hepatitis E,"['Alcohol cessation', 'Corticosteroids', 'IV fluids', 'Liver transplant', 'Nutritional support']"
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Alcoholic hepatitis,"['Antibiotics', 'Isoniazid', 'Rifampin', 'Ethambutol', 'Pyrazinamide']"
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Tuberculosis,"['Antipyretics', 'Decongestants', 'Cough suppressants', 'Antihistamines', 'Pain relievers']"
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Common Cold,"['Antibiotics', 'Antiviral drugs', 'Antifungal drugs', 'IV fluids', 'Oxygen therapy']"
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Pneumonia,"['Laxatives', 'Pain relievers', 'Warm baths', 'Cold compresses', 'High-fiber diet']"
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Dimorphic hemmorhoids(piles),"['Nitroglycerin', 'Aspirin', 'Beta-blockers', 'Calcium channel blockers', 'Thrombolytic drugs']"
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Heart attack,"['Compression stockings', 'Exercise', 'Elevating the legs', 'Sclerotherapy', 'Laser treatments']"
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Varicose veins,"['Levothyroxine', 'Antithyroid medications', 'Beta-blockers', 'Radioactive iodine', 'Thyroid surgery']"
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Hypothyroidism,"['Antithyroid medications', 'Radioactive iodine', 'Thyroid surgery', 'Beta-blockers', 'Corticosteroids']"
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Hyperthyroidism,"['Glucose tablets', 'Candy or juice', 'Glucagon injection', 'IV dextrose', 'Diazoxide']"
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Hypoglycemia,"['Pain relievers', 'Exercise', 'Hot and cold packs', 'Joint protection', 'Physical therapy']"
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Osteoarthristis,"['NSAIDs', 'Disease-modifying antirheumatic drugs (DMARDs)', 'Biologics', 'Corticosteroids', 'Joint replacement surgery']"
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Arthritis,"['Vestibular rehabilitation', 'Canalith repositioning', 'Medications for nausea', 'Surgery', 'Home exercises']"
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(vertigo) Paroymsal Positional Vertigo,"['Topical treatments', 'Antibiotics', 'Oral medications', 'Hormonal treatments', 'Isotretinoin']"
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Acne,"['Antibiotics', 'Pain relievers', 'Antihistamines', 'Corticosteroids', 'Topical treatments']"
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Urinary tract infection,"['Antibiotics', 'Urinary analgesics', 'Phenazopyridine', 'Antispasmodics', 'Probiotics']"
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Psoriasis,"['Topical treatments', 'Phototherapy', 'Systemic medications', 'Biologics', 'Coal tar']"
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Impetigo,"['Topical antibiotics', 'Oral antibiotics', 'Antiseptics', 'Ointments', 'Warm compresses']"

‎dataset/precautions_df.csv

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,Disease,Precaution_1,Precaution_2,Precaution_3,Precaution_4
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0,Drug Reaction,stop irritation,consult nearest hospital,stop taking drug,follow up
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1,Malaria,Consult nearest hospital,avoid oily food,avoid non veg food,keep mosquitos out
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2,Allergy,apply calamine,cover area with bandage,,use ice to compress itching
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3,Hypothyroidism,reduce stress,exercise,eat healthy,get proper sleep
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4,Psoriasis,wash hands with warm soapy water,stop bleeding using pressure,consult doctor,salt baths
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5,GERD,avoid fatty spicy food,avoid lying down after eating,maintain healthy weight,exercise
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6,Chronic cholestasis,cold baths,anti itch medicine,consult doctor,eat healthy
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7,hepatitis A,Consult nearest hospital,wash hands through,avoid fatty spicy food,medication
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8,Osteoarthristis,acetaminophen,consult nearest hospital,follow up,salt baths
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9,(vertigo) Paroymsal Positional Vertigo,lie down,avoid sudden change in body,avoid abrupt head movment,relax
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10,Hypoglycemia,lie down on side,check in pulse,drink sugary drinks,consult doctor
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11,Acne,bath twice,avoid fatty spicy food,drink plenty of water,avoid too many products
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12,Diabetes ,have balanced diet,exercise,consult doctor,follow up
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13,Impetigo,soak affected area in warm water,use antibiotics,remove scabs with wet compressed cloth,consult doctor
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14,Hypertension ,meditation,salt baths,reduce stress,get proper sleep
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15,Peptic ulcer diseae,avoid fatty spicy food,consume probiotic food,eliminate milk,limit alcohol
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16,Dimorphic hemmorhoids(piles),avoid fatty spicy food,consume witch hazel,warm bath with epsom salt,consume alovera juice
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17,Common Cold,drink vitamin c rich drinks,take vapour,avoid cold food,keep fever in check
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18,Chicken pox,use neem in bathing ,consume neem leaves,take vaccine,avoid public places
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19,Cervical spondylosis,use heating pad or cold pack,exercise,take otc pain reliver,consult doctor
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20,Hyperthyroidism,eat healthy,massage,use lemon balm,take radioactive iodine treatment
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21,Urinary tract infection,drink plenty of water,increase vitamin c intake,drink cranberry juice,take probiotics
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22,Varicose veins,lie down flat and raise the leg high,use oinments,use vein compression,dont stand still for long
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23,AIDS,avoid open cuts,wear ppe if possible,consult doctor,follow up
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24,Paralysis (brain hemorrhage),massage,eat healthy,exercise,consult doctor
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25,Typhoid,eat high calorie vegitables,antiboitic therapy,consult doctor,medication
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26,Hepatitis B,consult nearest hospital,vaccination,eat healthy,medication
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27,Fungal infection,bath twice,use detol or neem in bathing water,keep infected area dry,use clean cloths
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28,Hepatitis C,Consult nearest hospital,vaccination,eat healthy,medication
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29,Migraine,meditation,reduce stress,use poloroid glasses in sun,consult doctor
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30,Bronchial Asthma,switch to loose cloothing,take deep breaths,get away from trigger,seek help
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31,Alcoholic hepatitis,stop alcohol consumption,consult doctor,medication,follow up
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32,Jaundice,drink plenty of water,consume milk thistle,eat fruits and high fiberous food,medication
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33,Hepatitis E,stop alcohol consumption,rest,consult doctor,medication
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34,Dengue,drink papaya leaf juice,avoid fatty spicy food,keep mosquitos away,keep hydrated
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35,Hepatitis D,consult doctor,medication,eat healthy,follow up
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36,Heart attack,call ambulance,chew or swallow asprin,keep calm,
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37,Pneumonia,consult doctor,medication,rest,follow up
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38,Arthritis,exercise,use hot and cold therapy,try acupuncture,massage
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39,Gastroenteritis,stop eating solid food for while,try taking small sips of water,rest,ease back into eating
42+
40,Tuberculosis,cover mouth,consult doctor,medication,rest

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