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When a person infected by COVID-19, the first damaged organ is a respiratory system and lungs. Early diagnosis of lung state increases the patient's chance to survive.we prepared our data set on 3 Subsets : train & validation & test. the data extracted from chest-xray images from Kaggle. we reorganised the data into 3 Clacess : Healthy that contain x-ray images for Normal person who's they not have any problem or Infection by virus or had bacteria. the second Class Infected-virus that contain x-ray images for patients who was infected by virus. the third Class is Bacteria consern patients import bacteria.