Shark Bite Activity Categorization

shark_incident_activity.py

model_data['activity'] = model_data['Activity'].map({'Scuba Diving':'Diving', 'Scuba diving':'Diving','2 boats capsized': 'Disaster','Treading water': 'Swimming',
                         'Air Disaster': 'Disaster','Surfing': 'Surfing', 'Night bathing': 'Swimming', 'Snorkeling': 'Swimming','Measuring sharks': 'Handling',
                         'Swimming': 'Swimming', 'Surfing': 'Surfing', 'Kayaking / Fishing': 'Fishing','Body surfing': 'Surfing', 'Fishing': 'Fishing', 
                         'Spearfishing': 'Spear Fishing','Swimming, poaching abalone': 'Diving', 'Wading': 'Shallow Water', 'Canoeing': 'Rowing', 
                         'Feeding sharks': 'Handling', 'Paddle boarding':'Rowing','SUP':'Rowing','Body boarding':'Surfing', 'Touching a shark': 'Handling',
                         'Attempting to lasso a shark':'Handling','Surfing ':'Surfing','Tagging sharks':'Handling', 'Kakaying': 'Rowing','Washing hands':'Fishing',
                         'Grabbing shark for a selfie': 'Handling', 'Kayak fishing': 'Fishing','Lobstering': 'Fishing','Surf skiing ':'Surfing', 
                         'Free diving': 'Diving','Boogie boarding': 'Surfing','Surf fishing':'Fishing', 'Teasing a shark':'Handling','Floating': 'Swimming',
                         'Kite surfing': 'Surfing', 'Standing': 'Shallow Water', 'Free diving / spearfishing':'Spear Fishing', 'Filming a documentary':'Filming', 
                         'Kayaking':"Rowing", 'Kayaking ': "Rowing", "Photographing fish":"Filming", 'Walking':"Shallow Water", "Diving":"Diving", 
                         "Playing":"Shallow Water", "Attempting to rescue a shark":"Handling", 'Surf-skiing':"Surfing", "Playing in the water":"Shallow Water", 
                         "Diving for beche-de-mer":'Diving', 'Windsurfing':"Surfing", "Body surfing?":'Surfing', 'Kayak Fishing':'Fishing', 
                         'Photographing the shark':'Filming', 'Sea disaster': "Disaster", "Lobster fishing": "Fishing", "Swimming / Wading": "Shallow Water", 
                         'Body surfing or Boogie boarding':'Surfing', 'Fishing for shrimp': 'Fishing', 'Standing in inner tube':'Shallow Water',
                         'Fishing for sharks': 'Handling', 'Kayaking ':"Rowing", 'Kite boarding':'Surfing', 'Scallop diving on hookah':'Diving',
                         'Body boarding ': 'Surfing', 'Kite Surfing': 'Surfing', 'Casting a net': 'Fishing', 'Swimming ': 'Swimming',
                         'Hand feeding sharks': 'Handling', 'Sitting in the water': 'Shallow Water', 'Bodysurfing':'Surfing', 'Rowing':'Rowing',
                         'Petting a shark':'Handling', 'Wade fishing':'Fishing', 'Fell into the water':'Swimming', 'Fishing ': 'Fishing',
                         'Jumping in the waves': 'Shallow Water', 'Shark watching':'Boating', 'Kitesurfing':'Surfing', 'Sailing':'Boating',
                         'Spearfishing / Free diving':'Spear Fishing', 'Attempting to remove fishing net from submerged object':'Fishing',
                         'Wade Fishing': 'Fishing', 'Shark fishing':'Handling', 'Diving for crayfish': 'Diving', 'Swimming / snorkeling': 'Swimming',
                         'Diving for Abalone':'Diving', 'Surf fishing / wading':'Fishing', 'Kite Boarding':'Surfing', 'Longline fishing for sharks':'Handling',
                         'Wrangling a shark':'Handling', 'Attempting to free a shark': 'Handling', 'Cleaning fish':'Fishing', 'Swimming & snorkeling': "Swimming",
                         'Fly fishing':'Fishing', "Fishing - 'tag & release'":'Fishing', 'Swimming to shore with flatioon devices after boat engine conked out':'Swimming',
                         'Swimming, towing surfboard':'Swimming', 'Bathing':'Shallow Water', 'Bodyboarding':'Surfing', 'Walking out of the water after surfing':'Shallow Water',
                         'Jet skiing':'Boating', 'Wading?':'Shallow Water', 'Jumping':'Shallow Water', 'Attempting to rescue an injured & beached shark':'Handling',
                         'Floating near boat & observing bioluminesce':'Swimming', 'Removing hook from shark':'Handling','Crayfishing':'Fishing', 
                         'Diving, feeding sharks': 'Handling', 'Fishing (illegally)': 'Fishing', 'Diving, photographing sharks':'Filming', 'Playing on a sandbar': 'Shallow Water', 
                         'Shrimping':'Fishing','Reviving a sedated shark':'Handling','Standing, collecting sea stars':'Shallow Water', 'Floating ': 'Swimming', 
                         'Swimming or Snorkeling':'Swimming', 'Kayaking or Wave skiing': 'Rowing', 'Fishing for snapper':'Fishing', 'Jumped into the water':'Swimming',
                         'Fishing in Alabama Deep Fishing Rodeo':'Fishing','Washing sand off a speared fish':'Fishing', 'Floating in a tube':'Shallow Water',
                         'Diving / fishing':'Diving', 'Wakeboarding':'Surfing', 'Diving for abalone':'Diving', 'Shark fishing on the Ricardo Astorga':'Handling', 
                         'Shark fishing on the Don AgustÃ_n-VI. ':'Handling', 'Attempting to fix motor':'Boating', 'Kneeling in the water':'Shallow Water', 
                         'Walking in surf':'Shallow Water', 'Wading or swimming':'Shallow Water', 'Swimming / Whale Watching':'Swimming', "Standing or boogie boardin":"Shallow Water", 
                         'Standing, holding shark pup': 'Handling', 'Rescuing': 'Swimming','Swimming / treading water' :'Swimming', 'Paddling on kneeboard':'Surfing',
                         'Swimming to shore from capsized kayak': 'Swimming', 'Fishing for squid':'Fishing', 'Stand-Up Paddleboarding':'Rowing', 'Paddle-boarding':'Rowing', 
                         'Swimming, attempting to rescue a girl  believed to be drowning':'Swimming', 'Washing his feet':'Swimming', 'Diving, but on the surface when bitten by the shark':'Diving', 
                         'Yacht race':'Boating','Sinking of the cargo ship Mark Jason':'Disaster', 'Fishing boat swamped in storm': 'Disaster', 'Paddle-surfing':'Surfing', 
                         'Swimming or surfing':'Swimming', 'Surf paddling':'Surfing','Rowing an inflatable dinghy':'Rowing', 'Spearfishing (free diving)': 'Spear Fishing', 'Sea Disaster':'Disaster',
                         'Night diving':'Diving', 'SUP Foil boarding':'Rowing', 'Fishing from surfski':'Fishing', "Accidentally stood on a hooked shark's tail before attempting to gut it ":'Handling',
                         'Attempting to chase shark out to sea':'Handling', 'Standing / Snorkeling':'Shallow Water', 'Removing fish from a trap':'Fishing',
                         'The 426-ton cargo ship Mia, laden with cement, capsized in heavy seas ':'Disaster', 'Kiteboarding':'Surfing', 'Diving ':'Diving', 'Shark tagging':'Handling',
                         'Swimming / jumping off a jetty':'Swimming', 'Murder':'Disaster', 'Swimming / Body Surfing':'Surfing', 'Swimming / Body Surfing': 'Swimming'
                          })