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              "left lower lobe pneumonia",
              "community-acquired pneumonia",
              "hospital-acquired pneumonia",
              "aspiration pneumonia",
              "bronchopneumonia",
              "lobar pneumonia",
              "infectious infiltrate",
              "pneumonic process",
              "no pneumonia",
              "no evidence of pneumonia",
              "no signs of infection",
              "no pulmonary infiltrates",
              "no focal opacities",
              "lungs without infiltrates",
              "no pneumonic consolidation",
              "no signs of bronchopneumonia",
              "lungs are clear of infiltrates",
              "no evidence of infectious process",
              "no pulmonary infection",
              "bibasilar atelectasis",
              "linear atelectasis",
              "basal atelectasis",
              "discoid atelectasis",
              "segmental atelectasis",
              "lobar atelectasis",
              "collapse of lung",
              "partial lung collapse",
              "no atelectasis",
              "no evidence of atelectasis",
              "lungs expanded normally",
              "no collapse",
              "lungs fully expanded",
              "no areas of atelectasis",
              "no focal collapse",
              "no signs of volume loss",
              "no linear atelectasis",
              "no basal atelectasis",
              "no subsegmental collapse",
              "no plate-like atelectasis",
              "no lobar collapse",
              "no signs of lung collapse",
              "small pneumothorax",
              "large pneumothorax",
              "tension pneumothorax",
              "right-sided pneumothorax",
              "left-sided pneumothorax",
              "collapsed lung",
              "air in pleural space",
              "spontaneous pneumothorax",
              "no evidence of pneumothorax",
              "no pleural air",
              "normal pleural spaces",
              "no signs of pneumothorax",
              "no air in pleural cavity",
              "pleural spaces are clear",
              "no pleural abnormalities",
              "no tension pneumothorax",
              "no spontaneous pneumothorax",
              "lung apices are clear",
              "no apical pneumothorax",
              "no signs of pleural air",
              "no evidence of lung collapse",
              "no pleural air collections",
              "no pneumothorax detected",
              "small pleural effusion",
              "large pleural effusion",
              "moderate pleural effusion",
              "massive pleural effusion",
              "fluid in pleural space",
              "pleural fluid accumulation",
              "hydrothorax",
              "no pleural effusion",
              "no fluid collection",
              "no evidence of pleural effusion",
              "no signs of effusion",
              "no pleural fluid",
              "pleural spaces unremarkable",
              "no fluid in pleural cavity",
              "no signs of hydrothorax",
              "pleural spaces within normal limits",
              "no accumulation of pleural fluid",
              "no evidence of fluid overload",
              "pleural effusions resolved",
              "no signs of pleural disease",
              "pleural spaces clear of effusion",
              "pleural calcifications",
              "pleural plaques",
              "pleural fibrosis",
              "pleural adhesion",
              "pleural irregularities",
              "elevated hemidiaphragm",
              "diaphragmatic eventration",
              "pleura are normal",
              "no pleural thickening",
              "costophrenic angles are sharp",
              "no blunting of costophrenic angles",
              "no pleural calcification",
              "no pleural plaques",
              "no pleural fibrosis",
              "pleural surfaces are smooth",
              "no diaphragmatic abnormalities",
              "diaphragm appears normal",
              "no elevation of hemidiaphragm",
              "no pleural adhesion",
              "pleura within normal limits",
              "no evidence of pleural pathology",
              "pleural linings are normal",
              "no pleural irregularities",
              "pleural examination unremarkable",
              "clavicle fracture",
              "scapula fracture",
              "sternal fracture",
              "spinal fracture",
              "multiple rib fractures",
              "healing fracture",
              "acute fracture",
              "old fracture",
              "no fracture",
              "bones are intact",
              "no bony abnormalities",
              "ribs are normal",
              "no evidence of fracture",
              "skeletal structures are normal",
              "no signs of bone injury",
              "no rib fractures",
              "bones unremarkable",
              "no bony lesions",
              "no skeletal trauma",
              "clavicles are intact",
              "spine appears normal",
              "no sternal fracture",
              "no evidence of osseous injury",
              "no skeletal deformities",
              "no bone pathology",
              "bony thorax is normal",
              "no signs of skeletal fractures",
              "osseous structures are normal",
              "PICC line",
              "central venous catheter",
              "chest tube",
              "pacemaker",
              "defibrillator",
              "endotracheal tube",
              "tracheostomy tube",
              "feeding tube",
              "swan-ganz catheter",
              "intra-aortic balloon pump",
              "dialysis catheter",
              "no support devices",
              "no medical devices",
              "lines and tubes are appropriately positioned",
              "no misplaced tubes",
              "device position is satisfactory",
              "no device-related complications",
              "devices are normal",
              "no evidence of malpositioned lines",
              "all devices are appropriately placed",
              "no tubes or lines present",
              "support devices unremarkable",
              "medical devices are absent",
              "no endotracheal tube",
              "no chest tubes",
              "no central lines",
              "no cardiac devices",
              "no gastric tubes",
              "no evidence of indwelling devices",
              "devices appear intact",
              "no displaced catheters",
              "no signs of device malfunction",
              "all hardware is intact",
              "Emphysema",
              "hyperinflated lungs",
              "flattened diaphragm",
              "bullae",
              "blebs",
              "barrel-shaped chest",
              "increased retrosternal airspace",
              "no emphysema",
              "no hyperinflation",
              "no bullae",
              "no signs of COPD",
              "lung markings are normal",
              "no air trapping",
              "Interstitial Lung Disease",
              "reticular pattern",
              "honeycombing",
              "fibrosis",
              "interstitial thickening",
              "nodular interstitial markings",
              "no interstitial lung disease",
              "no pulmonary fibrosis",
              "no interstitial abnormalities",
              "lung parenchyma normal",
              "no reticulonodular opacities",
              "Pulmonary Embolism",
              "Hampton's hump",
              "Westermark's sign",
              "pleural-based opacity",
              "pulmonary oligemia",
              "no pulmonary embolism",
              "no signs of embolism",
              "Mediastinal Mass",
              "hilar enlargement",
              "lymphadenopathy",
              "mediastinal adenopathy",
              "anterior mediastinal mass",
              "middle mediastinal mass",
              "posterior mediastinal mass",
              "no mediastinal mass",
              "hila are normal",
              "no hilar enlargement",
              "mediastinum is normal",
              "no lymphadenopathy",
              "Diaphragmatic Hernia",
              "hiatal hernia",
              "diaphragmatic paralysis",
              "no diaphragmatic hernia",
              "no elevation of diaphragm",
              "diaphragms are intact",
              "Pacemaker",
              "ICD",
              "AICD",
              "pacemaker leads",
              "defibrillator leads",
              "LVAD",
              "no pacemaker",
              "no defibrillator",
              "no cardiac hardware",
              "Postoperative Changes",
              "sternotomy wires",
              "valve replacement",
              "prosthetic valve",
              "metallic sternal wires",
              "no surgical hardware",
              "no signs of surgery",
              "no prosthetic devices",
              "no sternal wires",
              "Foreign Body",
              "aspirated object",
              "ingested foreign body",
              "radiopaque foreign body",
              "no foreign body",
              "no evidence of foreign material",
              "airways are clear",
              "Esophageal Dilation",
              "achalasia",
              "esophageal mass",
              "no esophageal abnormalities",
              "no mass effect",
              "Aortic Aneurysm",
              "aortic dilation",
              "tortuous aorta",
              "unfolded aorta",
              "aortic knob prominent",
              "no aortic abnormalities",
              "aorta appears normal",
              "no aneurysm",
              "Pectus Excavatum",
              "pectus carinatum",
              "chest wall deformity",
              "no chest wall abnormalities",
              "thoracic cage is normal",
              "no deformities",
              "Tuberculosis",
              "cavitary lesions",
              "upper lobe infiltrates",
              "Ghon focus",
              "no signs of tuberculosis",
              "no cavitation",
              "Lung Cancer",
              "spiculated nodule",
              "hilar mass",
              "no pulmonary masses",
              "no nodules",
              "Pulmonary Hypertension",
              "enlarged pulmonary arteries",
              "pruning of peripheral vessels",
              "no signs of pulmonary hypertension",
              "pulmonary vasculature normal",
              "normal chest radiograph",
              "no acute disease",
              "stable appearance",
              "comparison to prior study",
              "no significant change",
              "unchanged from previous",
              "within normal limits",
              "unremarkable findings",
              "negative study",
              "no radiographic evidence of disease",
              "lungs clear bilaterally",
              "clear costophrenic angles",
              "no evidence of active disease",
              "no pathological findings",
              "no abnormalities detected",
              "radiographically normal chest",
              "no interval change",
              "no significant abnormalities",
              "normal cardiomediastinal contours",
              "no evidence of acute pathology",
              "overall unremarkable study",
              "no focal pulmonary findings",
              "cardiac silhouette normal",
              "diaphragms are normal",
              "bony structures intact",
              "soft tissues are unremarkable",
              "normal vascular markings",
              "no pleural effusions or pneumothorax",
              "no consolidation or edema",
              "no interstitial disease",
              "airways are patent",
              "no masses or lesions",
              "mediastinum is unremarkable",
              "hilar regions normal",
              "no signs of malignancy",
              "no foreign bodies detected",
              "unremarkable chest",
              "no significant cardiopulmonary findings",
              "no active intrathoracic disease",
              "chest radiograph within normal limits",
              "negative for acute cardiopulmonary process",
              "no significant interval change",
              "no acute infiltrates",
              "stable cardiopulmonary status",
              "no evidence of respiratory distress",
              "no evidence of pulmonary edema",
              "no skeletal abnormalities",
              "trachea is midline",
              "no mediastinal shift",
              "costophrenic angles sharp",
              "no acute findings",
              "no evidence of chest trauma",
              "no new findings",
              "lungs are well aerated",
              "no signs of obstruction",
              "heart size within normal limits",
              "no pericardial effusion",
              "no active pulmonary pathology",
              "no pulmonary nodules or masses",
              "lungs free of active disease",
              "no signs of pulmonary fibrosis",
              "no bronchiectasis",
              "no signs of sarcoidosis",
              "no interstitial thickening",
              "normal pulmonary vasculature",
              "no signs of pneumomediastinum",
              "no subcutaneous emphysema",
              "airway stent present",
              "gastric bubble visualized",
              "gastric tube in place",
              "no abnormal calcifications",
              "no mediastinal masses",
              "no abnormal air collections",
              "lungs are hyperinflated",
              "normal thoracic spine alignment",
              "no signs of scoliosis",
              "no kyphosis",
              "no vertebral fractures",
              "osseous structures appear normal",
              "no degenerative changes",
              "no osteolytic lesions",
              "no osteoblastic lesions",
              "soft tissue windows unremarkable",
              "no signs of chest wall edema",
              "no axillary lymphadenopathy",
              "no hilar adenopathy",
              "no significant findings",
              "clinical correlation recommended",
              "suggest CT for further evaluation",
              "follow-up imaging suggested",
              "limited study due to patient rotation",
              "overlying artifact noted",
              "suboptimal inspiration",
              "underpenetrated film",
              "overlying clothing artifacts",
              "technical factors limit evaluation",
              "limited evaluation due to motion",
              "AP portable chest radiograph",
              "PA and lateral chest radiographs",
              "erect position",
              "supine position",
              "decubitus view",
              "expiration film",
              "lordotic view",
              "comparison made to prior exam",
              "no prior studies available",
              "no evidence of metastasis",
              "no active tuberculosis",
              "no signs of pneumonitis",
              "normal upper airway",
              "no tracheal deviation",
              "no signs of aspiration",
              "no signs of vascular congestion",
              "no evidence of mitral stenosis",
              "no perihilar opacities",
              "no signs of cardiac decompensation",
              "no signs of rheumatic heart disease",
              "normal aortic arch",
              "no coarctation of the aorta",
              "no signs of dissecting aneurysm",
              "no pericardial calcification",
              "no signs of asbestosis",
              "no pleural masses",
              "no empyema",
              "no hemothorax",
              "no chylothorax",
              "no signs of mesothelioma",
              "no evidence of prior thoracic surgery",
              "sternal wires intact",
              "no chest tubes present",
              "no mediastinal drains",
              "no intra-aortic balloon pump",
              "no pulmonary artery catheter",
              "no esophageal stent",
              "no gastric band",
              "no evidence of diaphragmatic paralysis",
              "phrenic nerve pacing wires absent",
              "no signs of thoracic outlet syndrome",
              "no cervical ribs",
              "no accessory ossicles",
              "stable chest findings",
              "no interval development of abnormalities",
              "lungs are clear to bases",
              "no new pulmonary infiltrates",
              "no interval change in cardiac size",
              "mediastinal contours unchanged",
              "no interval development of effusions",
              "no interval development of pneumothorax",
              "no interval change in support devices",
              "recommend continued monitoring",
              "no radiographic evidence of acute cardiopulmonary disease",
              "no interval progression of disease",
              "no interval regression of findings",
              "findings consistent with patient's history",
              "clinical and radiographic correlation advised",
              "unchanged from prior",
              "no radiographic findings to explain symptoms",
              "unremarkable chest radiograph",
              "no gross abnormalities",
              "no significant radiographic abnormalities",
              "negative chest x-ray",
              "negative for acute disease",
              "no radiographic signs of disease",
              "lungs are clear throughout",
              "no pleural or parenchymal abnormalities",
              "normal mediastinal and hilar anatomy",
              "no significant radiological findings",
              "unremarkable chest x-ray",
              "chest radiograph appears normal",
              "no abnormalities seen",
              "radiographic examination is normal",
              "no pathological changes detected",
              "no significant chest findings",
              "no obvious abnormalities",
              "lungs and heart appear normal",
              "no abnormalities on chest x-ray",
              "no significant chest pathology",
              "no signs of respiratory distress",
              "nothing acute noted",
              "no apparent chest abnormalities",
              "no significant findings on chest radiograph",
              "lungs and mediastinum are unremarkable",
              "clear chest radiograph",
              "no acute pulmonary disease",
              "no cardiopulmonary abnormalities",
              "chest x-ray shows no abnormalities",
              "normal cardiopulmonary silhouette",
              "no focal lung opacities",
              "normal findings",
              "no significant cardiothoracic findings",
              "no acute abnormalities",
              "radiograph is unremarkable",
              "no significant changes since last exam",
              "no abnormalities in chest x-ray",
              "no evidence of disease in chest",
              "proper endotracheal tube placement",
              "ET tube malposition",
              "nasogastric tube in situ",
              "NG tube malposition",
              "central line placement",
              "malpositioned central venous catheter",
              "Swan-Ganz catheter tip location",
              "chest tube in pleural space",
              "mediastinal drain",
              "tracheostomy tube position",
              "feeding tube placement",
              "peripherally inserted central catheter (PICC) line",
              "dialysis catheter placement",
              "catheter tip in right atrium",
              "fractured catheter",
              "kinked catheter",
              "extravasation of contrast",
              "contrast in pleural space",
              "contrast in pericardial space",
              "implantable port",
              "ventriculoperitoneal shunt",
              "Ommaya reservoir",
              "intra-aortic balloon pump position",
              "cardiac resynchronization therapy device",
              "lead fracture in pacemaker",
              "automatic implantable cardioverter-defibrillator (AICD)",
              "prosthetic heart valve",
              "inferior vena cava filter",
              "esophageal stent placement",
              "gastrostomy tube position",
              "interstitial pulmonary edema",
              "acute respiratory distress syndrome (ARDS)",
              "bronchiectasis",
              "bronchial wall thickening",
              "pulmonary hemorrhage",
              "pulmonary fibrosis",
              "sarcoidosis",
              "pneumoconiosis",
              "silicosis",
              "asbestosis",
              "hypersensitivity pneumonitis",
              "eosinophilic pneumonia",
              "alveolar proteinosis",
              "lymphangitic carcinomatosis",
              "goodpasture's syndrome",
              "Wegener's granulomatosis",
              "pulmonary hypertension signs",
              "cystic fibrosis",
              "alpha-1 antitrypsin deficiency",
              "primary ciliary dyskinesia",
              "Kartagener syndrome",
              "pulmonary vasculitis",
              "pulmonary veno-occlusive disease",
              "pulmonary capillary hemangiomatosis",
              "langerhans cell histiocytosis",
              "lymphangiomyomatosis",
              "pulmonary alveolar microlithiasis",
              "rheumatoid lung disease",
              "systemic lupus erythematosus lung involvement",
              "scleroderma lung disease",
              "mixed connective tissue disease",
              "dermatomyositis lung disease",
              "bronchopulmonary dysplasia",
              "pulmonary sequestration",
              "congenital pulmonary airway malformation",
              "primary pulmonary lymphoma",
              "pulmonary metastases",
              "cannonball metastases",
              "miliary nodules",
              "reticulonodular opacities",
              "tree-in-bud pattern",
              "crazy paving pattern",
              "reverse halo sign",
              "halo sign",
              "lung cysts",
              "pneumatoceles",
              "pneumomediastinum",
              "subcutaneous emphysema",
              "esophageal perforation",
              "Boerhaave syndrome",
              "mediastinal emphysema",
              "pericardial effusion",
              "cardiac tamponade signs",
              "calcified pericardium",
              "pericardial cyst",
              "pericardial fat pad",
              "pleural pseudotumor",
              "rounded atelectasis",
              "fibrothorax",
              "empyema",
              "hydropneumothorax",
              "chylothorax",
              "hemothorax",
              "mesothelioma",
              "fibrous tumor of pleura",
              "Pancoast tumor",
              "superior sulcus tumor",
              "superior vena cava syndrome",
              "thoracic aortic aneurysm",
              "aortic dissection",
              "intralobar sequestration",
              "extralobar sequestration",
              "eventration of diaphragm",
              "diaphragmatic rupture",
              "phrenic nerve palsy",
              "paraesophageal hernia",
              "gastric volvulus",
              "mediastinal goiter",
              "thymic mass",
              "teratoma",
              "neurogenic tumor",
              "schwannoma",
              "neuroblastoma",
              "ganglioneuroma",
              "mediastinal lymphadenopathy",
              "anterior mediastinal mass differential",
              "middle mediastinal mass differential",
              "posterior mediastinal mass differential",
              "esophageal dilation",
              "esophageal carcinoma",
              "tracheal deviation",
              "tracheal stenosis",
              "tracheomalacia",
              "bronchial carcinoid tumor",
              "bronchoalveolar carcinoma",
              "large cell carcinoma",
              "small cell carcinoma",
              "adenocarcinoma of lung",
              "squamous cell carcinoma of lung",
              "lymphoma involving lung",
              "pulmonary hamartoma",
              "solitary fibrous tumor",
              "metastatic disease to chest wall",
              "chest wall invasion",
              "rib metastases",
              "lytic bone lesions",
              "blastic bone lesions",
              "pathological fractures",
              "osteomyelitis of ribs",
              "sternoclavicular joint infection",
              "costochondritis",
              "Tietze syndrome",
              "supernumerary ribs",
              "bifid rib",
              "cervical rib",
              "pectus deformities",
              "straight back syndrome",
              "vertebral anomalies",
              "butterfly vertebrae",
              "hemivertebrae",
              "congenital scoliosis",
              "kyphoscoliosis",
              "degenerative spine changes",
              "vertebral compression fractures",
              "ankylosing spondylitis",
              "diffuse idiopathic skeletal hyperostosis",
              "hyperparathyroidism bone changes",
              "osteoporosis",
              "osteopenia",
              "multiple myeloma",
              "plasmacytoma",
              "Paget's disease of bone",
              "fibrous dysplasia",
              "eosinophilic granuloma",
              "laryngeal masses",
              "vocal cord paralysis",
              "tracheal masses",
              "broncholithiasis",
              "endobronchial lesions",
              "mediastinal air leak",
              "bronchopleural fistula",
              "bronchopulmonary foregut malformation",
              "pulmonary arteriovenous malformation",
              "scimitar syndrome",
              "partial anomalous pulmonary venous return",
              "bronchogenic cyst",
              "cystic adenomatoid malformation",
              "pulmonary hypoplasia",
              "pulmonary artery sling",
              "tracheal bronchus",
              "tracheoesophageal fistula",
              "Mounier-Kuhn syndrome",
              "tracheobronchomegaly",
              "pulmonary lymphangiectasia",
              "pleural lymphangiomatosis",
              "fungal pneumonia",
              "aspergillosis",
              "cryptococcosis",
              "histoplasmosis",
              "coccidioidomycosis",
              "blastomycosis",
              "nocardiosis",
              "actinomycosis",
              "primary tuberculosis",
              "reactivation tuberculosis",
              "miliary tuberculosis",
              "non-tuberculous mycobacterial infection",
              "Mycobacterium avium complex",
              "allergic bronchopulmonary aspergillosis",
              "chemical pneumonitis",
              "lipoid pneumonia",
              "radiation pneumonitis",
              "drug-induced lung disease",
              "amiodarone lung toxicity",
              "methotrexate-induced pneumonitis",
              "bleomycin lung toxicity",
              "chemotherapy-induced lung injury",
              "occupational lung disease",
              "coal worker's pneumoconiosis",
              "bird fancier's lung",
              "farmer's lung",
              "silo filler's disease",
              "humidifier lung",
              "mushroom worker's lung",
              "popcorn worker's lung",
              "vaping-associated lung injury",
              "e-cigarette or vaping product use-associated lung injury",
              "diffuse alveolar damage",
              "idiopathic pulmonary fibrosis",
              "nonspecific interstitial pneumonia",
              "cryptogenic organizing pneumonia",
              "desquamative interstitial pneumonia",
              "lymphoid interstitial pneumonia",
              "respiratory bronchiolitis-associated interstitial lung disease",
              "pulmonary amyloidosis",
              "Birt-Hogg-Dubé syndrome",
              "eosinophilic granulomatosis with polyangiitis",
              "chronic eosinophilic pneumonia",
              "acute eosinophilic pneumonia",
              "pulmonary histiocytosis X",
              "pulmonary capillaritis",
              "pulmonary hemorrhage syndromes",
              "chronic thromboembolic pulmonary hypertension",
              "pulmonary infarct",
              "pulmonary artery aneurysm",
              "Behçet's disease",
              "Takayasu arteritis",
              "thoracic outlet syndrome",
              "subclavian steal syndrome",
              "laminar pleural effusion",
              "intrapulmonary lymph nodes",
              "accessory fissures",
              "azygos fissure",
              "inferior accessory fissure",
              "persistent left superior vena cava",
              "duplicated superior vena cava",
              "right aortic arch",
              "double aortic arch",
              "vascular rings",
              "pulmonary sling",
              "innominate artery compression syndrome",
              "dysphagia lusoria",
              "esophageal diverticulum",
              "Zenker's diverticulum",
              "epiphrenic diverticulum",
              "diffuse esophageal spasm",
              "nutcracker esophagus",
              "jackhammer esophagus",
              "esophageal stricture",
              "esophageal web",
              "Schatzki ring",
              "esophageal varices",
              "Barrett's esophagus",
              "mediastinal lipomatosis",
              "mediastinal fibrosis",
              "mediastinal cysts",
              "thymic hyperplasia",
              "thymoma",
              "thymic carcinoma",
              "ectopic parathyroid tissue",
              "liposarcoma",
              "lymphangioma",
              "hemangioma",
              "hemangiopericytoma",
              "mediastinal neurofibroma",
              "mediastinal paraganglioma",
              "esophageal duplication cyst",
              "enteric cyst",
              "mediastinal teratoma",
              "germ cell tumor",
              "seminoma",
              "non-seminomatous germ cell tumor",
              "mesenchymal tumors",
              "fibroma",
              "myxoma",
              "hamartoma",
              "sarcoid adenopathy",
              "Castleman's disease",
              "paraneoplastic syndromes",
              "paralysis of diaphragm",
              "sniff test",
              "Morgagni hernia",
              "Bochdalek hernia",
              "subpulmonic effusion",
              "lung abscess",
              "necrotizing pneumonia",
              "cavitating lesion",
              "pneumatocele",
              "pneumothorax ex vacuo",
              "deep sulcus sign",
              "epidermoid carcinoma",
              "Kaposi's sarcoma in lung",
              "pulmonary manifestations of AIDS",
              "Pneumocystis jirovecii pneumonia",
              "non-Hodgkin lymphoma",
              "opportunistic infections",
              "fungal infections in immunocompromised",
              "invasive aspergillosis",
              "air crescent sign",
              "mycetoma",
              "saprophytic colonization",
              "lung transplantation complications",
              "bronchiolitis obliterans",
              "acute rejection",
              "chronic rejection",
              "post-transplant lymphoproliferative disorder",
              "immunosuppression complications",
              "graft-versus-host disease",
              "air leak syndromes",
              "iatrogenic injury",
              "pulmonary contusion",
              "pulmonary laceration",
              "flail chest",
              "thoracic spine injury",
              "sternal fractures",
              "clavicle fractures",
              "scapular fractures",
              "diaphragmatic injury",
              "sternoclavicular dislocation",
              "aortic injury",
              "traumatic aortic rupture",
              "cardiac contusion",
              "pericardial tamponade",
              "penetrating chest trauma",
              "bullet wounds",
              "blast injuries",
              "barotrauma",
              "positive pressure ventilation complications",
              "ventilator-associated lung injury",
              "air trapping",
              "bronchial thermoplasty",
              "pulmonary rehabilitation",
              "antitrypsin replacement therapy",
              "oxygen therapy",
              "palliative care in lung disease",
              "end-stage lung disease",
              "advanced directives",
              "code status discussions",
              "multi-disciplinary care",
              "acute chest syndrome",
              "sickle cell lung disease",
              "pulmonary hemosiderosis",
              "hemosiderin-laden macrophages",
              "idiopathic pulmonary hemosiderosis",
              "thoracic sarcoidosis",
              "nodular sarcoidosis",
              "pulmonary alveolar proteinosis",
              "silhouette sign",
              "spine sign",
              "air bronchogram",
              "sail sign of thymus",
              "juxtaphrenic peak sign",
              "continuous diaphragm sign",
              "continuous diaphragm sign in pneumomediastinum",
              "pneumopericardium",
              "ring around the artery sign",
              "pneumoperitoneum",
              "football sign",
              "double wall sign",
              "Rigler's sign",
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              "diaphragmatic eventration",
              "pleura are normal",
              "no pleural thickening",
              "costophrenic angles are sharp",
              "no blunting of costophrenic angles",
              "no pleural calcification",
              "no pleural plaques",
              "no pleural fibrosis",
              "pleural surfaces are smooth",
              "no diaphragmatic abnormalities",
              "diaphragm appears normal",
              "no elevation of hemidiaphragm",
              "no pleural adhesion",
              "pleura within normal limits",
              "no evidence of pleural pathology",
              "pleural linings are normal",
              "no pleural irregularities",
              "pleural examination unremarkable",
              "clavicle fracture",
              "scapula fracture",
              "sternal fracture",
              "spinal fracture",
              "multiple rib fractures",
              "healing fracture",
              "acute fracture",
              "old fracture",
              "no fracture",
              "bones are intact",
              "no bony abnormalities",
              "ribs are normal",
              "no evidence of fracture",
              "skeletal structures are normal",
              "no signs of bone injury",
              "no rib fractures",
              "bones unremarkable",
              "no bony lesions",
              "no skeletal trauma",
              "clavicles are intact",
              "spine appears normal",
              "no sternal fracture",
              "no evidence of osseous injury",
              "no skeletal deformities",
              "no bone pathology",
              "bony thorax is normal",
              "no signs of skeletal fractures",
              "osseous structures are normal",
              "PICC line",
              "central venous catheter",
              "chest tube",
              "pacemaker",
              "defibrillator",
              "endotracheal tube",
              "tracheostomy tube",
              "feeding tube",
              "swan-ganz catheter",
              "intra-aortic balloon pump",
              "dialysis catheter",
              "no support devices",
              "no medical devices",
              "lines and tubes are appropriately positioned",
              "no misplaced tubes",
              "device position is satisfactory",
              "no device-related complications",
              "devices are normal",
              "no evidence of malpositioned lines",
              "all devices are appropriately placed",
              "no tubes or lines present",
              "support devices unremarkable",
              "medical devices are absent",
              "no endotracheal tube",
              "no chest tubes",
              "no central lines",
              "no cardiac devices",
              "no gastric tubes",
              "no evidence of indwelling devices",
              "devices appear intact",
              "no displaced catheters",
              "no signs of device malfunction",
              "all hardware is intact",
              "Emphysema",
              "hyperinflated lungs",
              "flattened diaphragm",
              "bullae",
              "blebs",
              "barrel-shaped chest",
              "increased retrosternal airspace",
              "no emphysema",
              "no hyperinflation",
              "no bullae",
              "no signs of COPD",
              "lung markings are normal",
              "no air trapping",
              "Interstitial Lung Disease",
              "reticular pattern",
              "honeycombing",
              "fibrosis",
              "interstitial thickening",
              "nodular interstitial markings",
              "no interstitial lung disease",
              "no pulmonary fibrosis",
              "no interstitial abnormalities",
              "lung parenchyma normal",
              "no reticulonodular opacities",
              "Pulmonary Embolism",
              "Hampton's hump",
              "Westermark's sign",
              "pleural-based opacity",
              "pulmonary oligemia",
              "no pulmonary embolism",
              "no signs of embolism",
              "Mediastinal Mass",
              "hilar enlargement",
              "lymphadenopathy",
              "mediastinal adenopathy",
              "anterior mediastinal mass",
              "middle mediastinal mass",
              "posterior mediastinal mass",
              "no mediastinal mass",
              "hila are normal",
              "no hilar enlargement",
              "mediastinum is normal",
              "no lymphadenopathy",
              "Diaphragmatic Hernia",
              "hiatal hernia",
              "diaphragmatic paralysis",
              "no diaphragmatic hernia",
              "no elevation of diaphragm",
              "diaphragms are intact",
              "Pacemaker",
              "ICD",
              "AICD",
              "pacemaker leads",
              "defibrillator leads",
              "LVAD",
              "no pacemaker",
              "no defibrillator",
              "no cardiac hardware",
              "Postoperative Changes",
              "sternotomy wires",
              "valve replacement",
              "prosthetic valve",
              "metallic sternal wires",
              "no surgical hardware",
              "no signs of surgery",
              "no prosthetic devices",
              "no sternal wires",
              "Foreign Body",
              "aspirated object",
              "ingested foreign body",
              "radiopaque foreign body",
              "no foreign body",
              "no evidence of foreign material",
              "airways are clear",
              "Esophageal Dilation",
              "achalasia",
              "esophageal mass",
              "no esophageal abnormalities",
              "no mass effect",
              "Aortic Aneurysm",
              "aortic dilation",
              "tortuous aorta",
              "unfolded aorta",
              "aortic knob prominent",
              "no aortic abnormalities",
              "aorta appears normal",
              "no aneurysm",
              "Pectus Excavatum",
              "pectus carinatum",
              "chest wall deformity",
              "no chest wall abnormalities",
              "thoracic cage is normal",
              "no deformities",
              "Tuberculosis",
              "cavitary lesions",
              "upper lobe infiltrates",
              "Ghon focus",
              "no signs of tuberculosis",
              "no cavitation",
              "Lung Cancer",
              "spiculated nodule",
              "hilar mass",
              "no pulmonary masses",
              "no nodules",
              "Pulmonary Hypertension",
              "enlarged pulmonary arteries",
              "pruning of peripheral vessels",
              "no signs of pulmonary hypertension",
              "pulmonary vasculature normal",
              "normal chest radiograph",
              "no acute disease",
              "stable appearance",
              "comparison to prior study",
              "no significant change",
              "unchanged from previous",
              "within normal limits",
              "unremarkable findings",
              "negative study",
              "no radiographic evidence of disease",
              "lungs clear bilaterally",
              "clear costophrenic angles",
              "no evidence of active disease",
              "no pathological findings",
              "no abnormalities detected",
              "radiographically normal chest",
              "no interval change",
              "no significant abnormalities",
              "normal cardiomediastinal contours",
              "no evidence of acute pathology",
              "overall unremarkable study",
              "no focal pulmonary findings",
              "cardiac silhouette normal",
              "diaphragms are normal",
              "bony structures intact",
              "soft tissues are unremarkable",
              "normal vascular markings",
              "no pleural effusions or pneumothorax",
              "no consolidation or edema",
              "no interstitial disease",
              "airways are patent",
              "no masses or lesions",
              "mediastinum is unremarkable",
              "hilar regions normal",
              "no signs of malignancy",
              "no foreign bodies detected",
              "unremarkable chest",
              "no significant cardiopulmonary findings",
              "no active intrathoracic disease",
              "chest radiograph within normal limits",
              "negative for acute cardiopulmonary process",
              "no significant interval change",
              "no acute infiltrates",
              "stable cardiopulmonary status",
              "no evidence of respiratory distress",
              "no evidence of pulmonary edema",
              "no skeletal abnormalities",
              "trachea is midline",
              "no mediastinal shift",
              "costophrenic angles sharp",
              "no acute findings",
              "no evidence of chest trauma",
              "no new findings",
              "lungs are well aerated",
              "no signs of obstruction",
              "heart size within normal limits",
              "no pericardial effusion",
              "no active pulmonary pathology",
              "no pulmonary nodules or masses",
              "lungs free of active disease",
              "no signs of pulmonary fibrosis",
              "no bronchiectasis",
              "no signs of sarcoidosis",
              "no interstitial thickening",
              "normal pulmonary vasculature",
              "no signs of pneumomediastinum",
              "no subcutaneous emphysema",
              "airway stent present",
              "gastric bubble visualized",
              "gastric tube in place",
              "no abnormal calcifications",
              "no mediastinal masses",
              "no abnormal air collections",
              "lungs are hyperinflated",
              "normal thoracic spine alignment",
              "no signs of scoliosis",
              "no kyphosis",
              "no vertebral fractures",
              "osseous structures appear normal",
              "no degenerative changes",
              "no osteolytic lesions",
              "no osteoblastic lesions",
              "soft tissue windows unremarkable",
              "no signs of chest wall edema",
              "no axillary lymphadenopathy",
              "no hilar adenopathy",
              "no significant findings",
              "clinical correlation recommended",
              "suggest CT for further evaluation",
              "follow-up imaging suggested",
              "limited study due to patient rotation",
              "overlying artifact noted",
              "suboptimal inspiration",
              "underpenetrated film",
              "overlying clothing artifacts",
              "technical factors limit evaluation",
              "limited evaluation due to motion",
              "AP portable chest radiograph",
              "PA and lateral chest radiographs",
              "erect position",
              "supine position",
              "decubitus view",
              "expiration film",
              "lordotic view",
              "comparison made to prior exam",
              "no prior studies available",
              "no evidence of metastasis",
              "no active tuberculosis",
              "no signs of pneumonitis",
              "normal upper airway",
              "no tracheal deviation",
              "no signs of aspiration",
              "no signs of vascular congestion",
              "no evidence of mitral stenosis",
              "no perihilar opacities",
              "no signs of cardiac decompensation",
              "no signs of rheumatic heart disease",
              "normal aortic arch",
              "no coarctation of the aorta",
              "no signs of dissecting aneurysm",
              "no pericardial calcification",
              "no signs of asbestosis",
              "no pleural masses",
              "no empyema",
              "no hemothorax",
              "no chylothorax",
              "no signs of mesothelioma",
              "no evidence of prior thoracic surgery",
              "sternal wires intact",
              "no chest tubes present",
              "no mediastinal drains",
              "no intra-aortic balloon pump",
              "no pulmonary artery catheter",
              "no esophageal stent",
              "no gastric band",
              "no evidence of diaphragmatic paralysis",
              "phrenic nerve pacing wires absent",
              "no signs of thoracic outlet syndrome",
              "no cervical ribs",
              "no accessory ossicles",
              "stable chest findings",
              "no interval development of abnormalities",
              "lungs are clear to bases",
              "no new pulmonary infiltrates",
              "no interval change in cardiac size",
              "mediastinal contours unchanged",
              "no interval development of effusions",
              "no interval development of pneumothorax",
              "no interval change in support devices",
              "recommend continued monitoring",
              "no radiographic evidence of acute cardiopulmonary disease",
              "no interval progression of disease",
              "no interval regression of findings",
              "findings consistent with patient's history",
              "clinical and radiographic correlation advised",
              "unchanged from prior",
              "no radiographic findings to explain symptoms",
              "unremarkable chest radiograph",
              "no gross abnormalities",
              "no significant radiographic abnormalities",
              "negative chest x-ray",
              "negative for acute disease",
              "no radiographic signs of disease",
              "lungs are clear throughout",
              "no pleural or parenchymal abnormalities",
              "normal mediastinal and hilar anatomy",
              "no significant radiological findings",
              "unremarkable chest x-ray",
              "chest radiograph appears normal",
              "no abnormalities seen",
              "radiographic examination is normal",
              "no pathological changes detected",
              "no significant chest findings",
              "no obvious abnormalities",
              "lungs and heart appear normal",
              "no abnormalities on chest x-ray",
              "no significant chest pathology",
              "no signs of respiratory distress",
              "nothing acute noted",
              "no apparent chest abnormalities",
              "no significant findings on chest radiograph",
              "lungs and mediastinum are unremarkable",
              "clear chest radiograph",
              "no acute pulmonary disease",
              "no cardiopulmonary abnormalities",
              "chest x-ray shows no abnormalities",
              "normal cardiopulmonary silhouette",
              "no focal lung opacities",
              "normal findings",
              "no significant cardiothoracic findings",
              "no acute abnormalities",
              "radiograph is unremarkable",
              "no significant changes since last exam",
              "no abnormalities in chest x-ray",
              "no evidence of disease in chest",
              "proper endotracheal tube placement",
              "ET tube malposition",
              "nasogastric tube in situ",
              "NG tube malposition",
              "central line placement",
              "malpositioned central venous catheter",
              "Swan-Ganz catheter tip location",
              "chest tube in pleural space",
              "mediastinal drain",
              "tracheostomy tube position",
              "feeding tube placement",
              "peripherally inserted central catheter (PICC) line",
              "dialysis catheter placement",
              "catheter tip in right atrium",
              "fractured catheter",
              "kinked catheter",
              "extravasation of contrast",
              "contrast in pleural space",
              "contrast in pericardial space",
              "implantable port",
              "ventriculoperitoneal shunt",
              "Ommaya reservoir",
              "intra-aortic balloon pump position",
              "cardiac resynchronization therapy device",
              "lead fracture in pacemaker",
              "automatic implantable cardioverter-defibrillator (AICD)",
              "prosthetic heart valve",
              "inferior vena cava filter",
              "esophageal stent placement",
              "gastrostomy tube position",
              "interstitial pulmonary edema",
              "acute respiratory distress syndrome (ARDS)",
              "bronchiectasis",
              "bronchial wall thickening",
              "pulmonary hemorrhage",
              "pulmonary fibrosis",
              "sarcoidosis",
              "pneumoconiosis",
              "silicosis",
              "asbestosis",
              "hypersensitivity pneumonitis",
              "eosinophilic pneumonia",
              "alveolar proteinosis",
              "lymphangitic carcinomatosis",
              "goodpasture's syndrome",
              "Wegener's granulomatosis",
              "pulmonary hypertension signs",
              "cystic fibrosis",
              "alpha-1 antitrypsin deficiency",
              "primary ciliary dyskinesia",
              "Kartagener syndrome",
              "pulmonary vasculitis",
              "pulmonary veno-occlusive disease",
              "pulmonary capillary hemangiomatosis",
              "langerhans cell histiocytosis",
              "lymphangiomyomatosis",
              "pulmonary alveolar microlithiasis",
              "rheumatoid lung disease",
              "systemic lupus erythematosus lung involvement",
              "scleroderma lung disease",
              "mixed connective tissue disease",
              "dermatomyositis lung disease",
              "bronchopulmonary dysplasia",
              "pulmonary sequestration",
              "congenital pulmonary airway malformation",
              "primary pulmonary lymphoma",
              "pulmonary metastases",
              "cannonball metastases",
              "miliary nodules",
              "reticulonodular opacities",
              "tree-in-bud pattern",
              "crazy paving pattern",
              "reverse halo sign",
              "halo sign",
              "lung cysts",
              "pneumatoceles",
              "pneumomediastinum",
              "subcutaneous emphysema",
              "esophageal perforation",
              "Boerhaave syndrome",
              "mediastinal emphysema",
              "pericardial effusion",
              "cardiac tamponade signs",
              "calcified pericardium",
              "pericardial cyst",
              "pericardial fat pad",
              "pleural pseudotumor",
              "rounded atelectasis",
              "fibrothorax",
              "empyema",
              "hydropneumothorax",
              "chylothorax",
              "hemothorax",
              "mesothelioma",
              "fibrous tumor of pleura",
              "Pancoast tumor",
              "superior sulcus tumor",
              "superior vena cava syndrome",
              "thoracic aortic aneurysm",
              "aortic dissection",
              "intralobar sequestration",
              "extralobar sequestration",
              "eventration of diaphragm",
              "diaphragmatic rupture",
              "phrenic nerve palsy",
              "paraesophageal hernia",
              "gastric volvulus",
              "mediastinal goiter",
              "thymic mass",
              "teratoma",
              "neurogenic tumor",
              "schwannoma",
              "neuroblastoma",
              "ganglioneuroma",
              "mediastinal lymphadenopathy",
              "anterior mediastinal mass differential",
              "middle mediastinal mass differential",
              "posterior mediastinal mass differential",
              "esophageal dilation",
              "esophageal carcinoma",
              "tracheal deviation",
              "tracheal stenosis",
              "tracheomalacia",
              "bronchial carcinoid tumor",
              "bronchoalveolar carcinoma",
              "large cell carcinoma",
              "small cell carcinoma",
              "adenocarcinoma of lung",
              "squamous cell carcinoma of lung",
              "lymphoma involving lung",
              "pulmonary hamartoma",
              "solitary fibrous tumor",
              "metastatic disease to chest wall",
              "chest wall invasion",
              "rib metastases",
              "lytic bone lesions",
              "blastic bone lesions",
              "pathological fractures",
              "osteomyelitis of ribs",
              "sternoclavicular joint infection",
              "costochondritis",
              "Tietze syndrome",
              "supernumerary ribs",
              "bifid rib",
              "cervical rib",
              "pectus deformities",
              "straight back syndrome",
              "vertebral anomalies",
              "butterfly vertebrae",
              "hemivertebrae",
              "congenital scoliosis",
              "kyphoscoliosis",
              "degenerative spine changes",
              "vertebral compression fractures",
              "ankylosing spondylitis",
              "diffuse idiopathic skeletal hyperostosis",
              "hyperparathyroidism bone changes",
              "osteoporosis",
              "osteopenia",
              "multiple myeloma",
              "plasmacytoma",
              "Paget's disease of bone",
              "fibrous dysplasia",
              "eosinophilic granuloma",
              "laryngeal masses",
              "vocal cord paralysis",
              "tracheal masses",
              "broncholithiasis",
              "endobronchial lesions",
              "mediastinal air leak",
              "bronchopleural fistula",
              "bronchopulmonary foregut malformation",
              "pulmonary arteriovenous malformation",
              "scimitar syndrome",
              "partial anomalous pulmonary venous return",
              "bronchogenic cyst",
              "cystic adenomatoid malformation",
              "pulmonary hypoplasia",
              "pulmonary artery sling",
              "tracheal bronchus",
              "tracheoesophageal fistula",
              "Mounier-Kuhn syndrome",
              "tracheobronchomegaly",
              "pulmonary lymphangiectasia",
              "pleural lymphangiomatosis",
              "fungal pneumonia",
              "aspergillosis",
              "cryptococcosis",
              "histoplasmosis",
              "coccidioidomycosis",
              "blastomycosis",
              "nocardiosis",
              "actinomycosis",
              "primary tuberculosis",
              "reactivation tuberculosis",
              "miliary tuberculosis",
              "non-tuberculous mycobacterial infection",
              "Mycobacterium avium complex",
              "allergic bronchopulmonary aspergillosis",
              "chemical pneumonitis",
              "lipoid pneumonia",
              "radiation pneumonitis",
              "drug-induced lung disease",
              "amiodarone lung toxicity",
              "methotrexate-induced pneumonitis",
              "bleomycin lung toxicity",
              "chemotherapy-induced lung injury",
              "occupational lung disease",
              "coal worker's pneumoconiosis",
              "bird fancier's lung",
              "farmer's lung",
              "silo filler's disease",
              "humidifier lung",
              "mushroom worker's lung",
              "popcorn worker's lung",
              "vaping-associated lung injury",
              "e-cigarette or vaping product use-associated lung injury",
              "diffuse alveolar damage",
              "idiopathic pulmonary fibrosis",
              "nonspecific interstitial pneumonia",
              "cryptogenic organizing pneumonia",
              "desquamative interstitial pneumonia",
              "lymphoid interstitial pneumonia",
              "respiratory bronchiolitis-associated interstitial lung disease",
              "pulmonary amyloidosis",
              "Birt-Hogg-Dubé syndrome",
              "eosinophilic granulomatosis with polyangiitis",
              "chronic eosinophilic pneumonia",
              "acute eosinophilic pneumonia",
              "pulmonary histiocytosis X",
              "pulmonary capillaritis",
              "pulmonary hemorrhage syndromes",
              "chronic thromboembolic pulmonary hypertension",
              "pulmonary infarct",
              "pulmonary artery aneurysm",
              "Behçet's disease",
              "Takayasu arteritis",
              "thoracic outlet syndrome",
              "subclavian steal syndrome",
              "laminar pleural effusion",
              "intrapulmonary lymph nodes",
              "accessory fissures",
              "azygos fissure",
              "inferior accessory fissure",
              "persistent left superior vena cava",
              "duplicated superior vena cava",
              "right aortic arch",
              "double aortic arch",
              "vascular rings",
              "pulmonary sling",
              "innominate artery compression syndrome",
              "dysphagia lusoria",
              "esophageal diverticulum",
              "Zenker's diverticulum",
              "epiphrenic diverticulum",
              "diffuse esophageal spasm",
              "nutcracker esophagus",
              "jackhammer esophagus",
              "esophageal stricture",
              "esophageal web",
              "Schatzki ring",
              "esophageal varices",
              "Barrett's esophagus",
              "mediastinal lipomatosis",
              "mediastinal fibrosis",
              "mediastinal cysts",
              "thymic hyperplasia",
              "thymoma",
              "thymic carcinoma",
              "ectopic parathyroid tissue",
              "liposarcoma",
              "lymphangioma",
              "hemangioma",
              "hemangiopericytoma",
              "mediastinal neurofibroma",
              "mediastinal paraganglioma",
              "esophageal duplication cyst",
              "enteric cyst",
              "mediastinal teratoma",
              "germ cell tumor",
              "seminoma",
              "non-seminomatous germ cell tumor",
              "mesenchymal tumors",
              "fibroma",
              "myxoma",
              "hamartoma",
              "sarcoid adenopathy",
              "Castleman's disease",
              "paraneoplastic syndromes",
              "paralysis of diaphragm",
              "sniff test",
              "Morgagni hernia",
              "Bochdalek hernia",
              "subpulmonic effusion",
              "lung abscess",
              "necrotizing pneumonia",
              "cavitating lesion",
              "pneumatocele",
              "pneumothorax ex vacuo",
              "deep sulcus sign",
              "epidermoid carcinoma",
              "Kaposi's sarcoma in lung",
              "pulmonary manifestations of AIDS",
              "Pneumocystis jirovecii pneumonia",
              "non-Hodgkin lymphoma",
              "opportunistic infections",
              "fungal infections in immunocompromised",
              "invasive aspergillosis",
              "air crescent sign",
              "mycetoma",
              "saprophytic colonization",
              "lung transplantation complications",
              "bronchiolitis obliterans",
              "acute rejection",
              "chronic rejection",
              "post-transplant lymphoproliferative disorder",
              "immunosuppression complications",
              "graft-versus-host disease",
              "air leak syndromes",
              "iatrogenic injury",
              "pulmonary contusion",
              "pulmonary laceration",
              "flail chest",
              "thoracic spine injury",
              "sternal fractures",
              "clavicle fractures",
              "scapular fractures",
              "diaphragmatic injury",
              "sternoclavicular dislocation",
              "aortic injury",
              "traumatic aortic rupture",
              "cardiac contusion",
              "pericardial tamponade",
              "penetrating chest trauma",
              "bullet wounds",
              "blast injuries",
              "barotrauma",
              "positive pressure ventilation complications",
              "ventilator-associated lung injury",
              "air trapping",
              "bronchial thermoplasty",
              "pulmonary rehabilitation",
              "antitrypsin replacement therapy",
              "oxygen therapy",
              "palliative care in lung disease",
              "end-stage lung disease",
              "advanced directives",
              "code status discussions",
              "multi-disciplinary care",
              "acute chest syndrome",
              "sickle cell lung disease",
              "pulmonary hemosiderosis",
              "hemosiderin-laden macrophages",
              "idiopathic pulmonary hemosiderosis",
              "thoracic sarcoidosis",
              "nodular sarcoidosis",
              "pulmonary alveolar proteinosis",
              "silhouette sign",
              "spine sign",
              "air bronchogram",
              "sail sign of thymus",
              "juxtaphrenic peak sign",
              "continuous diaphragm sign",
              "continuous diaphragm sign in pneumomediastinum",
              "pneumopericardium",
              "ring around the artery sign",
              "pneumoperitoneum",
              "football sign",
              "double wall sign",
              "Rigler's sign",
              "continuous diaphragm sign in pneumoperitoneum",
              "pneumoretroperitoneum",
              "scaphoid abdomen",
              "gastrothorax",
              "chilaiditi sign",
              "thoracoabdominal abnormalities",
              "cervicothoracic sign",
              "hilum overlay sign",
              "hilum convergence sign",
              "luftschleife sign",
              "S sign of Golden",
              "flat waist sign",
              "tetrad of Fallot",
              "ebstein anomaly",
              "coarctation of the aorta",
              "total anomalous pulmonary venous return",
              "pulmonary valve stenosis",
              "aortic valve stenosis",
              "atrial septal defect",
              "ventricular septal defect",
              "persistent truncus arteriosus",
              "transposition of the great arteries",
              "double outlet right ventricle",
              "cor triatriatum",
              "hypoplastic left heart syndrome",
              "hypoplastic right heart syndrome",
              "Scimitar syndrome",
              "pulmonary artery atresia",
              "pulmonary vein stenosis",
              "pericardial agenesis",
              "coronary artery aneurysm",
              "kawasaki disease",
              "myocardial calcification",
              "pericardial calcification",
              "right atrial enlargement",
              "left atrial enlargement",
              "right ventricular enlargement",
              "left ventricular enlargement",
              "biatrial enlargement",
              "biventricular enlargement",
              "mediastinal hemorrhage",
              "superior mediastinal mass",
              "inferior mediastinal mass",
              "fibrosing mediastinitis",
              "normal hilar anatomy",
              "unilateral hilar enlargement",
              "bilateral hilar enlargement",
              "pulmonary artery enlargement",
              "pulmonary vein enlargement",
              "pulmonary venous hypertension",
              "cephalization of pulmonary veins",
              "upper lobe blood diversion",
              "bat wing pattern",
              "Kerley A lines",
              "Kerley C lines",
              "peribronchial cuffing",
              "perihilar haze",
              "septal thickening",
              "alveolar infiltrates",
              "interstitial infiltrates",
              "alveolar-interstitial pattern",
              "nodular pattern",
              "reticulonodular pattern",
              "air-space opacity",
              "mass effect",
              "air-fluid level",
              "hyperinflation",
              "barrel chest",
              "increased retrosternal space",
              "narrowed cardiac silhouette",
              "oligemia",
              "Westermark sign",
              "Hampton hump",
              "Knuckle sign",
              "Fleischner sign",
              "Palla sign",
              "blunted costophrenic angle",
              "meniscus sign",
              "split pleura sign",
              "extrapleural sign",
              "vanishing tumor",
              "comet tail sign",
              "cavitation",
              "honeycomb lung",
              "tram-track sign",
              "signet ring sign",
              "mucoid impaction",
              "finger-in-glove sign",
              "bronchial cutoff sign",
              "atelectasis",
              "lobar collapse",
              "segmental collapse",
              "plate-like atelectasis",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Sonlowami/HAI-DEF-Learn/blob/main/classify_images_with_natural_language_copy.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
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        },
        "id": "eB6MRRBvK5Ih",
        "outputId": "2f5d21c5-98de-441c-a531-91df47cf4241"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.5.1+cu121)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch) (3.16.1)\n",
            "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch) (4.12.2)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.4.2)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.4)\n",
            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch) (2024.10.0)\n",
            "Requirement already satisfied: sympy==1.13.1 in /usr/local/lib/python3.10/dist-packages (from torch) (1.13.1)\n",
            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy==1.13.1->torch) (1.3.0)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch) (3.0.2)\n"
          ]
        }
      ],
      "source": [
        "!pip install torch"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from huggingface_hub import HfFolder\n",
        "if HfFolder.get_token() is None:\n",
        "  from huggingface_hub import notebook_login\n",
        "  notebook_login()\n",
        "else:\n",
        "  print('token is already set')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "J2xFR4WBLHcb",
        "outputId": "2390888d-bafc-4e77-d58c-e02447e6acd5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "token is already set\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "from huggingface_hub import hf_hub_download\n",
        "REPO_ID = 'google/cxr-foundation'\n",
        "EMBEDDING_NPZ_PATH = hf_hub_download(REPO_ID,\n",
        "                                     filename='embeddings.npz',\n",
        "                                     subfolder='precomputed_embeddings')\n",
        "embeddings = np.load(EMBEDDING_NPZ_PATH)\n",
        "embeddings.get('00000001_001').shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZHGfS0g0L9-G",
        "outputId": "5a9d8f24-0a9c-4971-adbb-8c7e68eec5e2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4096,)"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "image_embeddings_df = pd.DataFrame(\n",
        "    [(k,embeddings[k]) for k in embeddings.keys()],\n",
        "    columns=['image_id', 'embedding']\n",
        ")\n",
        "embeddings.close()\n",
        "image_embeddings_df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "aw9PuvW9Mxh6",
        "outputId": "becbd5a8-8a43-4d0d-b453-84dbcc143c91"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       image_id                                          embedding\n",
              "0  00015845_007  [-0.17128147, 0.008595931, -0.0005963545, 0.06...\n",
              "1  00008774_005  [-0.19136983, -0.06103782, -0.027953472, 0.070...\n",
              "2  00022600_001  [-0.14782454, -0.030647462, -0.13165669, 0.003...\n",
              "3  00017324_012  [-0.104966134, 0.021651793, -0.14169557, -0.00...\n",
              "4  00021311_000  [-0.113549404, 0.03401351, -0.2252285, 0.20830..."
            ],
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              "\n",
              "  <div id=\"df-a422ad31-a232-4be3-9e60-2bb77b6003ca\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
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              "      <th>image_id</th>\n",
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              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
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              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
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              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-86e8f924-0afe-469f-963c-1f3242c9b730 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "image_embeddings_df",
              "summary": "{\n  \"name\": \"image_embeddings_df\",\n  \"rows\": 2737,\n  \"fields\": [\n    {\n      \"column\": \"image_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2737,\n        \"samples\": [\n          \"00010587_000\",\n          \"00009302_004\",\n          \"00001473_001\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"embedding\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "TEXT_EMBEDDINGS_PATH = hf_hub_download(REPO_ID,\n",
        "                                       filename='text_embeddings.npz',\n",
        "                                       subfolder='precomputed_embeddings')\n",
        "text_embeddings = np.load(TEXT_EMBEDDINGS_PATH)\n",
        "print(text_embeddings['Enlarged Cardiomediastinum'].shape)\n",
        "embeddings_df = pd.DataFrame(\n",
        "    [(k, v) for k, v in text_embeddings.items()],\n",
        "    columns=['query', 'embedding']\n",
        ")\n",
        "text_embeddings_queries = list(text_embeddings.keys())\n",
        "text_embeddings.close()\n",
        "embeddings_df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 224
        },
        "id": "kfiXimPEY2la",
        "outputId": "106c946c-e92e-40b6-eee8-e7d31f3e3b96"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(128,)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                    query  \\\n",
              "0              Enlarged Cardiomediastinum   \n",
              "1              enlarged cardiomediastinum   \n",
              "2               widened cardiomediastinum   \n",
              "3        no acute cardiopulmonary process   \n",
              "4  cardiomediastinal silhouette is normal   \n",
              "\n",
              "                                           embedding  \n",
              "0  [-0.06839325, 0.016583007, -0.043305214, 0.006...  \n",
              "1  [-0.06839325, 0.016583007, -0.043305214, 0.006...  \n",
              "2  [-0.18843561, -0.03300752, -0.11934988, -0.053...  \n",
              "3  [-0.05057713, -0.061462577, -0.039064746, -0.1...  \n",
              "4  [0.13671014, -0.014474957, 0.12604094, -0.1434...  "
            ],
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              "\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "        vertical-align: top;\n",
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>query</th>\n",
              "      <th>embedding</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Enlarged Cardiomediastinum</td>\n",
              "      <td>[-0.06839325, 0.016583007, -0.043305214, 0.006...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>enlarged cardiomediastinum</td>\n",
              "      <td>[-0.06839325, 0.016583007, -0.043305214, 0.006...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>widened cardiomediastinum</td>\n",
              "      <td>[-0.18843561, -0.03300752, -0.11934988, -0.053...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>no acute cardiopulmonary process</td>\n",
              "      <td>[-0.05057713, -0.061462577, -0.039064746, -0.1...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>cardiomediastinal silhouette is normal</td>\n",
              "      <td>[0.13671014, -0.014474957, 0.12604094, -0.1434...</td>\n",
              "    </tr>\n",
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              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-41c59641-556c-4b5f-bca4-95ddd1d5313a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-41c59641-556c-4b5f-bca4-95ddd1d5313a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
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              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
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              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-177e5914-78b0-4849-aab0-23f9497f5678 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "embeddings_df",
              "summary": "{\n  \"name\": \"embeddings_df\",\n  \"rows\": 1183,\n  \"fields\": [\n    {\n      \"column\": \"query\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1183,\n        \"samples\": [\n          \"straight back syndrome\",\n          \"tracheal air column\",\n          \"transposition of the great arteries\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"embedding\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "LABEL_FILE_PATH = hf_hub_download(repo_id=REPO_ID,\n",
        "                                  filename='labels.csv',\n",
        "                                  subfolder='precomputed_embeddings')\n",
        "labels_df = pd.read_csv(LABEL_FILE_PATH)\n",
        "labels_df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 258,
          "referenced_widgets": [
            "b8aaba28bab84c89bdb7508a65a01834",
            "8666e168cc4842c6a41014bd7c9ccec2",
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            "57233e635c7e4cc984d9d8f155fa1d8a",
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            "a77b657457e14e94b20aec7c4ac31e9d",
            "6cd29a4592654401b7029d15b39cf33d"
          ]
        },
        "id": "8nM4AN9RaOnV",
        "outputId": "d857f958-d74b-4403-b7b4-7b165c24b216"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "precomputed_embeddings/labels.csv:   0%|          | 0.00/197k [00:00<?, ?B/s]"
            ],
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              "version_major": 2,
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          "metadata": {}
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        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       image_id  patient_id  case_id  split  AIRSPACE_OPACITY  FRACTURE  \\\n",
              "0  00015845_007       15845        7  train               1.0       0.0   \n",
              "1  00008774_005        8774        5  train               1.0       0.0   \n",
              "2  00022600_001       22600        1  train               1.0       0.0   \n",
              "3  00017324_012       17324       12  train               1.0       0.0   \n",
              "4  00021311_000       21311        0  train               1.0       0.0   \n",
              "\n",
              "   PNEUMOTHORAX  CONSOLIDATION  EFFUSION  PULMONARY_EDEMA  ATELECTASIS  \\\n",
              "0           0.0            0.0       0.0              0.0          0.0   \n",
              "1           0.0            1.0       0.0              0.0          0.0   \n",
              "2           0.0            0.0       0.0              0.0          0.0   \n",
              "3           0.0            0.0       0.0              0.0          0.0   \n",
              "4           0.0            0.0       0.0              0.0          1.0   \n",
              "\n",
              "   CARDIOMEGALY        dicom_file  \n",
              "0           0.0  00015845_007.dcm  \n",
              "1           0.0  00008774_005.dcm  \n",
              "2           0.0  00022600_001.dcm  \n",
              "3           0.0  00017324_012.dcm  \n",
              "4           0.0  00021311_000.dcm  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-85cfd714-a1f2-4e57-8992-e45a9ece8763\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>image_id</th>\n",
              "      <th>patient_id</th>\n",
              "      <th>case_id</th>\n",
              "      <th>split</th>\n",
              "      <th>AIRSPACE_OPACITY</th>\n",
              "      <th>FRACTURE</th>\n",
              "      <th>PNEUMOTHORAX</th>\n",
              "      <th>CONSOLIDATION</th>\n",
              "      <th>EFFUSION</th>\n",
              "      <th>PULMONARY_EDEMA</th>\n",
              "      <th>ATELECTASIS</th>\n",
              "      <th>CARDIOMEGALY</th>\n",
              "      <th>dicom_file</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>00015845_007</td>\n",
              "      <td>15845</td>\n",
              "      <td>7</td>\n",
              "      <td>train</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>00015845_007.dcm</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>00008774_005</td>\n",
              "      <td>8774</td>\n",
              "      <td>5</td>\n",
              "      <td>train</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>00008774_005.dcm</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>00022600_001</td>\n",
              "      <td>22600</td>\n",
              "      <td>1</td>\n",
              "      <td>train</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>00022600_001.dcm</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>00017324_012</td>\n",
              "      <td>17324</td>\n",
              "      <td>12</td>\n",
              "      <td>train</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>00017324_012.dcm</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>00021311_000</td>\n",
              "      <td>21311</td>\n",
              "      <td>0</td>\n",
              "      <td>train</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>00021311_000.dcm</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "\n",
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              "          + ' to learn more about interactive tables.';\n",
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              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
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              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "labels_df",
              "summary": "{\n  \"name\": \"labels_df\",\n  \"rows\": 2737,\n  \"fields\": [\n    {\n      \"column\": \"image_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2737,\n        \"samples\": [\n          \"00010587_000\",\n          \"00009302_004\",\n          \"00001473_001\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"patient_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8004,\n        \"min\": 1,\n        \"max\": 30786,\n        \"num_unique_values\": 1856,\n        \"samples\": [\n          18294,\n          7804,\n          19348\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"case_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 10,\n        \"min\": 0,\n        \"max\": 107,\n        \"num_unique_values\": 70,\n        \"samples\": [\n          51,\n          7,\n          30\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"split\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"tune\",\n          \"train\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"AIRSPACE_OPACITY\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.4410130554416216,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.0,\n          1.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"FRACTURE\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.4774779855508173,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1.0,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"PNEUMOTHORAX\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.35765528046286954,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1.0,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CONSOLIDATION\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.3697226502641191,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1.0,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"EFFUSION\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.45605789317595424,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1.0,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"PULMONARY_EDEMA\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.3540470855976512,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1.0,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ATELECTASIS\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.4228838633720668,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1.0,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CARDIOMEGALY\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.35477467160667003,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1.0,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dicom_file\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2737,\n        \"samples\": [\n          \"00010587_000.dcm\",\n          \"00009302_004.dcm\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def softmax(x):\n",
        "  exp_x = np.exp(x - np.max(x))\n",
        "  return exp_x / exp_x.sum(axis=0)\n",
        "\n",
        "def calculate_similarity(image_emb, text_embed):\n",
        "  image_emb = np.reshape(image_emb, (32, 128))\n",
        "  similarities = []\n",
        "  for emb in image_emb:\n",
        "    similarity  = np.dot(emb, text_embed) / (np.linalg.norm(emb) * np.linalg.norm(text_embed))\n",
        "    similarities.append(similarity)\n",
        "  sim_np = np.array(similarities)\n",
        "  return np.max(sim_np)\n",
        "\n",
        "def zero_shot(image_emb, pos_text, neg_text):\n",
        "  pos_cosine = calculate_similarity(image_emb, pos_text)\n",
        "  neg_cosine = calculate_similarity(image_emb, neg_text)\n",
        "\n",
        "  return pos_cosine - neg_cosine"
      ],
      "metadata": {
        "id": "tMP1KyWtcwgW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_text_embeddings_for_diagnosis(diagnosis):\n",
        "  \"\"\"\n",
        "  This function takes a diagnosis as input and outputs the positive and negative text queries.\n",
        "  \"\"\"\n",
        "  column_to_pos_neg = {\n",
        "      'AIRSPACE_OPACITY': ('Airspace Opacity', 'no evidence of airspace disease'),\n",
        "      'PNEUMOTHORAX': ('small pneumothorax', 'no pneumothorax'),\n",
        "      'EFFUSION': ('large pleural effusion', 'no pleural effusion'),\n",
        "      'PULMONARY_EDEMA': ('moderate pulmonary edema', 'no pulmonary edema'),\n",
        "  }\n",
        "\n",
        "  pos_txt, neg_txt = column_to_pos_neg[diagnosis]\n",
        "\n",
        "\n",
        "  return pos_txt, neg_txt"
      ],
      "metadata": {
        "id": "YkMa-HyvSJ7Q"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def compute_similarities(eval_df, pos_text, neg_text):\n",
        "  pos_emb = embeddings_df.set_index('query').loc[pos_text, 'embedding']\n",
        "  neg_emb = embeddings_df.set_index('query').loc[neg_text, 'embedding']\n",
        "\n",
        "  for index, row in eval_df.iterrows():\n",
        "    image_id = row['image_id']\n",
        "    img_emb = image_embeddings_df.set_index('image_id').loc[image_id, 'embedding']\n",
        "    similarity = zero_shot(img_emb, pos_emb, neg_emb)\n",
        "    eval_df.loc[index, 'score'] = similarity"
      ],
      "metadata": {
        "id": "19Iwn9UpScP3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# @title Evaluate and graph AUC\n",
        "\n",
        "import ipywidgets as widgets\n",
        "from IPython.display import display, clear_output\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.metrics import roc_curve, auc\n",
        "\n",
        "diagnosis_columns = ['AIRSPACE_OPACITY', 'PNEUMOTHORAX', 'EFFUSION', 'PULMONARY_EDEMA']\n",
        "\n",
        "diagnosis_dropdown = widgets.Dropdown(\n",
        "    options=diagnosis_columns,\n",
        "    description='Diagnosis:',\n",
        "    disabled=False,\n",
        ")\n",
        "\n",
        "text_input_pos = widgets.Combobox(\n",
        "    placeholder='Type positive text...',\n",
        "    options=text_embeddings_queries,\n",
        "    ensure_option=True  # Ensures that the typed value is in the options\n",
        ")\n",
        "\n",
        "text_input_neg = widgets.Combobox(\n",
        "    placeholder='Type negative text...',\n",
        "    options=text_embeddings_queries,\n",
        "    ensure_option=True  # Ensures that the typed value is in the options\n",
        ")\n",
        "\n",
        "clear_button_pos = widgets.Button(description=\"Change Positive Text\")\n",
        "clear_button_neg = widgets.Button(description=\"Change Negative Text\")\n",
        "clear_button_pos.on_click(lambda b: text_input_pos.set_trait('value', ''))\n",
        "clear_button_neg.on_click(lambda b: text_input_neg.set_trait('value', ''))\n",
        "\n",
        "processing = False\n",
        "\n",
        "def draw_auc_plot(column, pos_txt = None, neg_txt = None):\n",
        "  if pos_txt == '' or neg_txt == '':\n",
        "    return\n",
        "  global processing\n",
        "  if processing:\n",
        "    return\n",
        "  processing = True\n",
        "  clear_output(True)\n",
        "  print('Computing, please wait')\n",
        "  if pos_txt is None:\n",
        "    pos_txt, neg_txt = get_text_embeddings_for_diagnosis(column)\n",
        "    text_input_pos.value = pos_txt\n",
        "    text_input_neg.value = neg_txt\n",
        "\n",
        "  eval_data_df = labels_df[labels_df[column].isin([0, 1])][['image_id', column]].copy()\n",
        "  eval_data_df.rename(columns={column: 'label'}, inplace=True)\n",
        "\n",
        "  compute_similarities(eval_data_df, pos_txt, neg_txt)\n",
        "\n",
        "  clear_output()\n",
        "  display(diagnosis_dropdown)\n",
        "\n",
        "  # Assuming 'eval_data_df' is your DataFrame with 'label' and 'score' columns\n",
        "  fpr, tpr, thresholds = roc_curve(eval_data_df['label'], eval_data_df['score'])\n",
        "  roc_auc = auc(fpr, tpr)\n",
        "\n",
        "  plt.figure()\n",
        "  lw = 2\n",
        "  plt.plot(\n",
        "      fpr,\n",
        "      tpr,\n",
        "      color=\"darkorange\",\n",
        "      lw=lw,\n",
        "      label=\"ROC curve (area = %0.2f)\" % roc_auc,\n",
        "  )\n",
        "  plt.plot([0, 1], [0, 1], color=\"navy\", lw=lw, linestyle=\"--\")\n",
        "  plt.xlim([0.0, 1.0])\n",
        "  plt.ylim([0.0, 1.05])\n",
        "  plt.xlabel(\"False Positive Rate\")\n",
        "  plt.ylabel(\"True Positive Rate\")\n",
        "  plt.title(f\"ROC for {column}\")\n",
        "  plt.legend(loc=\"lower right\")\n",
        "  plt.show()\n",
        "  # Create a horizontal box to display image and score\n",
        "  display(widgets.HBox([\n",
        "          widgets.Label(value=\"Using positive text query\"),\n",
        "          text_input_pos,\n",
        "          clear_button_pos\n",
        "        ]))\n",
        "  display(widgets.HBox([\n",
        "        widgets.Label(value=\"Negative text query \"),\n",
        "        text_input_neg,\n",
        "        clear_button_neg\n",
        "      ]))\n",
        "  processing = False\n",
        "\n",
        "def update_plot(change):\n",
        "  draw_auc_plot(change.new)\n",
        "\n",
        "def on_text_change(change):\n",
        "  if change.new:\n",
        "    draw_auc_plot(diagnosis_dropdown.value, text_input_pos.value, text_input_neg.value)\n",
        "\n",
        "\n",
        "\n",
        "diagnosis_dropdown.observe(update_plot, names='value')\n",
        "display(diagnosis_dropdown)\n",
        "draw_auc_plot(diagnosis_dropdown.value)\n",
        "\n",
        "text_input_pos.observe(on_text_change, names='value')\n",
        "text_input_neg.observe(on_text_change, names='value')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 568,
          "referenced_widgets": [
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        },
        "id": "eOgmcID3Xj6u",
        "outputId": "8a53b489-b3d8-4ee4-94b0-a4521ff9ed28"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Dropdown(description='Diagnosis:', index=3, options=('AIRSPACE_OPACITY', 'PNEUMOTHORAX', 'EFFUSION', 'PULMONAR…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f12888b1de724cc0b906d79e340d0622"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "HBox(children=(Label(value='Using positive text query'), Combobox(value='severe pulmonary edema', ensure_optio…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f30c2f552dbe4a50ad0adf959626c9b1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "HBox(children=(Label(value='Negative text query '), Combobox(value='no pulmonary edema', ensure_option=True, o…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0c48dc4020914884b64e3f2116220208"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "TOBk_RfsYUIP"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}