silvia-rico-proyecto1

[silviarico]

https://github.com/silviarico/proyecto1.git

[yamadajc]

Hola hola Silvia!!

Voy a intentar darte todo el feedback con la intención de que realices un cambio positivo, obteniendo mejoras de dicha modificación para que todo quede nice nice nice cuando alguien aterice en tu git.

Readme

Tu readme tiene hipostesis, explicas lo que vas a hacer e incluso nombras las librerias. Si hubieses puesto los enlaces a la documentacion oficial hubieses hecho pleno.

Te dejo una chuleta aquí y una sugerencia de estructura de readme para la próxima.

> Sugerencia de secciones:
```
-------------------------------
1.Introducción 
2.Origen de los datos 
3.Hipotesis 
4.Librerías
5.Referencias 
-------------------------------
```

Estructura del repositorio

Recuerda "Tu repo es tu carta de presentación ".

• El .gitignore:

  • No has subido el csv original, como pedían los autores de kaggle. Genial acabas de ahorrarte una demanda por derechos de autor.

  • Ojo que se te han colado archivos ocultos/temporales dentro de la carpeta de jupyter. Para eliminarlos, primero tendrás que "destrackearlos" de git. Para eso:

    git rm --cached .ipynb_checkpoints

    en el gitignore tendrás que decirle que los ignore también si están dentro de carpetas.

    **/*.ipynb_checkpoints/

    Luego volver a repetir el proceso de add, commit y push.

• La carpeta jupyter esta perfect si eso numeraría los archivos para cuando alguien entre al repo sepa qué orden seguir.

  1_limpieza.ipynb
  2_visualización.ipynb

  Los archivos fishing.csv y sharks_depurado.csv los hubiese metido en una carpeta data como has hecho con la carpeta jupyter. Y la carpeta de src está vacia. Recuerda que solo tienes que añadir cosas que aoprten algo al proyecto; si no se usan en el proyecto no lo añadas.

Sintaxis de código

• limpieza.ipynb:

  • import seaborn as sns no lo usas en este jupyter. Si no se usa no se importa.

  • Explicas muy bien el proceso de limpieza. Y tienes cosas super eficientes como:

    at.dropna(how="all" , inplace=True)
    at.dropna(how="all",axis=1, inplace=True)

    Pero ojo, cuando haces cambios asegurate re-bien que se aplican los cambios.

    Para este codigo:

    at.drop(["unnamed:22"], axis=1)
    at.drop(["unnamed:23"], axis=1)

    Podrias haberlo hecho en una sola linea y ademas te faltaba confirmar los cambio con inpalce = True:

    at.drop(["unnamed:22","unnamed:23"], axis=1,inplace=True)

  • Has creado funciones podrias haberlas metido en src. Y cuidado con hacer funciones que puedas hacer con un metodo existente como con depurar(a):. Esto lo podrias haber hecho con un replace. y en 'shark(a)' ubiese estado bien haber usado mas regex.

  • "No hay nada que me mole mas que un print infinito " de este tipo:

    acti=list(at["activity"].unique())
    acti

    ['Paddling', 'Standing', 'Surfing', 'Free diving', 'Kite surfing', 'Swimming', 'Fishing', 'Walking', 'Feeding sharks', 'Boogie boarding', 'Scuba diving', 'Paddle-skiing', 'Body boarding', 'Windsurfing', 'Stand-Up Paddleboarding', 'Wading', 'Scuba Diving', 'Kayak fishing for sharks', 'Cleaning fish', 'Snorkeling', 'Spearfishing', nan, 'Diving', 'Fishing / Wading', '2 boats capsized', 'Night bathing', 'Surfing ', 'Kayaking / Fishing', 'Kayaking', 'Body surfing', 'Swimming, poaching abalone', 'Canoeing', 'SUP', 'Skimboarding', 'Touching a shark', 'Fishing ', 'Attempting to lasso a shark', 'Photo shoot', 'Paddle boarding', 'Kakaying', 'Washing hands', 'Grabbing shark for a selfie', 'Kayak fishing', 'Tagging sharks', 'Surf skiing ', 'Surf fishing', 'Floating', 'Cage Diving', 'Surfng', 'SUP Foil boarding', 'Lobstering', 'Fishing in Alabama Deep Fishing Rodeo', 'Fishing for squid', 'Fishing for sharks', 'Floating in tube', 'Teasing a shark', 'Surf-skiing', 'Diving for beche-de-mer', 'Feeding stingrays?', 'Kayak Fishing', 'Sea disaster', 'Lobster fishing', 'Swimming / Wading', 'Fishing for shrimp', 'Photographing fish', 'Scallop diving on hookah', 'Treading water', 'Body boarding ', 'Playing in the water', 'Body Boarding', 'Body surfing?', 'Playing', 'Attempting to rescue a shark', 'Photographing the shark', 'Standing / Snorkeling', 'Hand feeding sharks', 'Sitting in the water', 'Transatlantic Rowing', 'Bodysurfing', 'Rowing', 'Shark fishing', 'Surfing & filming dolphins', 'Filming', 'Swimming after falling overboard', 'Diving / Filming', 'Fishing for blue sharks', 'Standing in inner tube', 'Body surfing or Boogie boarding', 'Kayaking ', 'Feeding fish', 'Playing with an air mattress', 'Kite boarding', 'Shark diving', 'Petting a shark', 'Kneeling in the water', 'Fell into the water', 'Shark watching', 'Diving for lobsters', 'Kite Surfing', 'Scuba diving / culling lionfish', 'Kitesurfing', 'Sailing', 'Spearfishing / Free diving', 'Free diving / Photographing pilot whales', 'Filming a documentary', 'Attempting to remove fishing net from submerged object', 'Kiteboarding', 'Diving for crayfish', 'Diving ', 'Swimming / snorkeling', 'Diving for Abalone', 'Casting a net', 'Marathon swimming', 'Longline fishing for sharks', 'Wrangling a shark', 'Attempting to free the shark', 'Walking in surf', 'Swimming ', 'Swimming & snorkeling', 'Boogie Boarding', 'Playing in the surf', 'Fly fishing', "Fishing - 'tag & release'", 'Swimming to shore with floatioon devices after boat engine conked out', 'Dragging stranded shark into deeper water', 'Bathing', 'Bodyboarding', 'Swimming or boogie boarding', 'Wading or swimming', 'Free diving ', 'Attempting to rescue an injured & beached shark', 'Free diving / spearfishing', 'Crayfishing', 'Diving, feeding sharks', 'Attempting to Kite surf from Egypt to Saudi Arabia', 'Fishing (illegally)', 'Diving, photographing sharks', 'Wade fishing', 'Jumping in the waves', 'Wade Fishing', 'Standing, collecting sea stars', 'Floating ', 'Swimming or Snorkeling', 'Kayaking or Wave skiing', 'Jet skiing', 'Standing or boogie boardin', 'Kite Boarding', 'Washing sand off a speared fish', 'Standing, holding shark pup', 'Diving / fishing', 'Wakeboarding', 'Diving for abalone', 'Shark fishing on the Ricardo Astorga', 'Shark fishing on the Don Agustín-VI. ', 'Attempting to fix motor', 'Swimming / Whale Watching', 'Swimming after boat became disabled', 'Rescuing', 'Measuring sharks', 'Swimming / treading water', 'Surf fishing / wading', 'Spearfishing (free diving)', 'Paddling on kneeboard', 'Swimming to shore from capsized kayak', 'Paddle-boarding', 'Swimming, attempting to rescue a girl believed to be drowning', 'Washing his feet', 'Paddle-surfing', 'Crawling', 'Diving, but on the surface when bitten by the shark', 'Air Disaster', 'Crabbing', 'Yacht race', 'Sinking of the cargo ship Mark Jason', 'Fishing boat swamped in storm', 'Swimming, towing surfboard', 'Swimming or surfing', 'Rowing an inflatable dinghy', 'Sea Disaster', 'Night diving', 'Free-diving', 'Walking out of the water after surfing', 'Fishing from surfski', "Accidentally stood on hooked shark's tail before attempting to gut it ", 'Attempting to chase shark out to sea', 'Fishing for snapper', 'Removing fish from a trap', 'The 426-ton cargo ship Mia, laden with cement, capsized in heavy seas ', 'Wading?', 'Jumping', 'Floating near boat & observing bioluminesce', 'Jumped into the water', 'Surf paddling', 'Murder', 'Removing hook from shark', 'Reviving a sedated shark', 'Shark tagging', 'Swimming / jumping off a jetty', 'Playing on a sandbar', 'Shrimping', 'Swimming / Body Surfing', 'Playing soccer in the water', 'Free diving / modeling', 'Diving / Kissing the shark', 'Lifesaving drill', 'Touching sharks', 'Competing in the Woodvale Atlantic Rowing Race', 'Night Surfing', 'Standing / Surfing', 'Treading water/ Surfing', 'Removing shark from net', 'Boogie boarding, kicked at object in the water', 'Scuba diving in aquarium tank', 'Holding onto an inflatable boat', 'Swimming with boogie board', 'Spearfishing (Free diving)', "Crouching in 2' of water", 'SCUBA Diving', 'Diving in aquarium display tank', 'Attempting to drive shark away from sailing regatta', 'Fishing from a kayak', 'Swept out to sea by the tsunami, she clung to a log for 24 hours', 'Scurfing (surfboard being towed behind a boat)', 'Chumming for white sharks', 'Spearfishing/ filming', 'Diving & fishing with net', 'Wading / fishing & carrying a bag of fish', 'Fishing for squid aboard the trawler Shikishima-Maru when the shark leapt into the boat', 'In water with diving seabirds', 'Swimming, poaching perlemoen', 'Boogie-boarding / swimming', 'Free diving & spearfishing', 'Tandem surfing', 'Five men on makeshift raft after their 10 m fishing boat capsized and sank in rough seas. Survivors rescued after 7.5 hours in the water', 'Surf skiing', 'Kayaking (returning from spearfishing)', 'Air disaster. Flash Airlines Boeing 737 crashed into the Red Sea', 'Swimming / shipwreck', 'Surfing amid a shoal of sharks', 'Swimming to shore from boat or kayak', 'Sitting on surfboard', 'Wading near a fishing net', 'Wading to shore from his boat', 'Standing, stepped on shark', 'Wade-fishing', 'Swimming, wearing black wetsuit & swim fins', 'Walking, carrying surfboard & stepped on shark', 'Swimming with pod of dolphins', 'Killing sharks', 'Swimming (using a float)', 'Petting captive sharks', 'Unknown', "Fishing, standing in 2' of water", 'Fishing from Surfboard', 'Boogie boarding or Surfing', 'Wading, when he stepped on the shark', 'Shark Fishing', 'Attempting to retreive a dinghy', 'Snorkeling (filming the sardine run)', 'Floating on a raft', 'Fishing, removing the shark from his line', 'Playing in the surf with his 2 dogs', 'Collecting beche-de-mer', 'Fishing from prawn trawler', 'Scallop diving (using surface-supplied air & a POD) ', 'Fishing (Drowned 2-Apr-2002)', 'Surfing, but standing in water alongside board', 'Body-boarding', 'Swimming / boogie boarding', 'Capsized fishing boat', 'Kite-Boarding', 'Surfing, fell off surfboard & stepped on the shark.', 'Wreck / Technical diving', 'Walking in shallows', 'Fell off banana boat', 'Floating face-down in knee-deep water', 'Hiking on the beach', 'Spearfishing, carrying his catch', 'Standing alongside surfboard', 'Batin', 'Attempting to catch a crocodile', "Sinking of the 40' Esperanza off St. Maartin with 36 refugees on board", 'Fishing for whiting', 'Swimming back from anchored sailboat', 'Diving for sea urchins', 'Diving (shell maintenance)', 'Shipwrecked', 'Fell onto dead shark', 'Standing / surfing', 'Swimming / Body surfing', 'Conducting research', 'Swimming out to porpoises ', 'Windsurfing, but sitting on his board', 'Surfing / Wading', 'Attempting to illegally enter the USA', 'Spearfishing, holding mesh bag with speared fish', 'Air Disaster - Piper aircraft crashed into the sea, killing all on board', 'Boogie boarding / wading', 'Feeding prawns to captive sharks', 'Canoe with 3 men onboard sank', 'Fishing for tarpon', 'Surfing (sitting on his board)', 'Spearfishing, but swimming at surface', 'Surfing, lying on surfboard', 'Wading to shore after surfing', 'Wading with surfboard', "Lying prone in 2' of water", 'Spearfishing & holding catch', 'Swimming with dolphins', 'Wading in school of baitfish', 'Adrift in a life jacket', 'Splashing / wading', 'Swimming after being swept into sea by a large wave', 'Spearfishing & diving for paua', "Scientific research (Dr. Sonny Gruber's student)", 'Swimming, towing a kayak', 'Body surfing or body boarding', 'Swimming near pod of whales', 'Cruising', 'Paddle Skiing', 'Inflatable boat', 'Splashing', 'Fishing for tuna', 'Fishing / washing bait off hands', 'Moving a shark in a net ', 'Surfing (or body boarding)', 'Free diving for abalone', 'Swimming / surfing', 'Towing rubber dinghy', 'Surfing (lying prone on his board)', 'Snorkeling \x96 hunting crayfish and abalone', 'Swimming or paddle boarding', 'Spearfishing on scuba & transferring fish onto a stringer', 'Scuba diving (submerged riding a scooter)', 'Body boarding or surfing', 'Fishingat', 'Walking / surfing', 'SCUBA diving', 'Floating on raft', 'Wading / Surfing', 'Fishing for octopus', 'Spearfishing / night diving', 'Body surfing, stood up on sandbar', 'Rowing ', 'Watching seals', 'Attempting to attract dolphins', 'Swimming or snorkeling', 'Surfing / Swimming', 'Free diving with a pod of dolphins', 'Tech diving ', 'Shell Diving', 'Swimming breast stoke', 'Fishing in knee-deep water', 'Dived naked into the water on a bet', 'Swimming in fish tank', 'Boeing 757 enroute from Porta Plata plunged into the sea', 'Swimming with mask & snorkel', 'Chumming for sharks', 'Diving, gathering shellfish', 'Fell off aircraft carrier', 'Playing / standing', 'Abalone diving using Hookah (near calving whales)', 'Abalone diving using Hookah (resting on the surface)', 'On a float', '"Riding waves on a board"', 'Jumped off surfboard & landed on the shark', 'Scuba diving (ascending using scooter)', 'Playing / jumping', 'Sleeping in anchored boat', 'Scuba diving for bivalves', 'Wind surfing', 'Surfing, sitting on board', 'Murder victim', 'Commercial diver (submerged or treading water)', 'Surfing, paddling seawards', 'Adrift on refugee raft', 'Jumped off rocks into white water', 'Freediving for seashells', 'Swimming alongside NOAA research vessel Discoverer', 'Removing shark from tank in nightclub ', 'Swimming, after falling off towed kneeboard', 'Playing volleyball with friends', 'Hookah diving', 'Surfing, paddling shorewards', 'Stamding', 'Watching the shark feeding on a dead pinniped', 'Riding floatation device', 'Free diving for abalone (ascending)', 'Fishing for lobsters', 'Oyster fishing', 'Paddling on surfboard or body board', 'Scuba diving at seal colony', 'Floating on his back', 'Paddling on surfboard', 'Free diving & spearfishing (ascending)', ' ', 'Standing in waist-deep water, helping his father tend a gill net containing dead fish', 'Lying on surfboard', 'Spearfishing / free diving', 'Scuba diving (submerged)', 'Hookah diving for sea urchins', 'Snorkeling, carrying a speared fish in her hand', 'Fell from cliff while fishing & disappeared in strong current', 'Fisherman', "Zosimo & his son, Jeffrey Popa, failed to return from overnight fishing trip in a 14' boat, Boat apparently sank, debris recovered but his son & boat were never found", 'Preparing to fish for jack-mackerel', 'Scuba diving ', 'Scuba diving & filming', 'Hookah diving for pen shells ', 'Fishing for yellowtail, Seriola quinqueradiata', 'Diving for pen shells', 'Fishing from rocks, swept out to sea by large wave & treading water', 'Finning the shark that bit him', 'Swimming from makeshift raft to life vest after fishing boat sank', 'Swimming behind sailboat', 'Surfing, collided with shark', 'Surfing (or sailboarding)', 'Scuba diving (but on surface)', 'Free diving / spearfishing, from paddleboard & floating on the surface', 'Snorkeling, possibly holding a fish', 'Resting on surfboard', 'Lying on surfboard & paddling', 'Free diving for trochus', 'Scuba diving & spearfishing', 'Board sailing', "On board 51' fishing vessel One Ki", 'Wading, knocked down & swept away by large waves', 'Swimming in canal', "Fishing, stepped on hooked shark's head", 'Observing a shark feeding on a carcass of a humpback whale', 'Hookah diving for abalone (descending)', "Filming 5' blue shark", 'Playing ', "Fell off surfboard 20' from shore", 'Windsurfing (urinating on his board)', 'Scuba diving, but swimming on surface', 'Swimming in strong current with 3 others when he disappeared', 'Surfing with dolphins', 'Scuba diving, hand feeding sharks', 'Spearfishing using scuba & trailing a string of bleeding fish', 'Skindiving', 'The Christie V sank on 11/6/1988, survivors were adrift on a dinghy', 'The MV Dona Marilyn sank in Typhoon Unsang with the loss of 389 lives', "Diving in Sharkey's Reef restaurant\x92s aquarium", 'Free diving & spearfishing ', 'Spearfishing on scuba', 'Sittting in water with his child', 'Shell diving', 'Surfing / treading water', 'pêcheur de bichiques', "Onboard 21' powerboat that capsized in rough seas", 'Standing ', 'Lying atop surfboard', 'Drift fishing', 'Fell overboard from the Taiwanese fishing trawler Lien Cheng Feu ', "Attempting to lasso shark's tail", 'Returning to shore, collided with shark', 'Ferry boat Dona Paz with 4431 passengers exploded & caught fire when she collided with an oil tanker ', 'Vessel caught fire & capsized, survivors in the water', 'Scuba Diving for scallops', 'Dropping anchor', 'Swimming from shore to anchored sailboat', 'The inter-island ferry Vula sank in heavy weather', 'Jumped into the water from a cliff', 'Boat', 'Adrift after ditching plane in the sea', 'Free diving & spearfishing (submerged)', 'NSB Meshing', 'Racing ski', 'Fishing, fell from rocks & disappeared', 'Hookah diving for abalone', 'Floating on inner tube after diving for lobster', 'Free diving & spearfishing (descending)', 'Bottom fishing for lingcod & had hooked a fish', 'Playing in knee-deep water', 'Surfing, but lying prone on his board', 'Free diving for scallops', 'Scuba Diving for lobster (at surface)', 'Investigating shark sighting', 'Sailing on catamaran & fell into the water', 'Surfing or body surfing', 'Free diving , but surfacing', 'Boat capsized?', 'Sea disaster, foundering of the cargo vessle M/V Dorolonda', "During a shark fishing tournament, the 18' Boatem was capsized by waves, throwing 3 men into the water ", 'Towing her sister on plastic ski board', 'Steinhart Aquarium', 'Scuba diving for abalone', 'Ferry boat sank', 'Swimming from the New Venture ', '14 m prawn trawler New Venture capsized & sank in heavy seas Three people in the water', 'Floating on air mattress', 'Surfing & dangling foot in water amid baitfish', 'Water-skiing', 'Paddleskiing', 'Ran into the water', 'In waist-deep water', 'Free diving for abalone from Zodiac (submerged)', 'Paddle Boarding', 'Spearfishing ', 'Sailboarding, fell into water 100 yards outside the breakwater', 'Fishing on a boat', 'Spearfishing, but swimming on surface', 'Inspecting teeth of supposedly dead (hooked & shot) shark', "Diving to untangle a crab trap line from boat's propeller", "16' catamaran capsized previous night, occupants stayed with wreckage until morning, then attempted to swim ashore", 'Snorkeling on surface', 'Catching sardines', 'Scuba diving, reportedly also spearfishing', 'Foundering of the Israeli freighter Mezada', 'Standing / Wading', 'Free diving Spearfishing', 'Exercising his dog in the shallows', 'Commercial spearfishing', 'Free diving / spearfishing, ', 'Diving in tuna net', 'Resting on body board', 'Skin diving', 'Sinking of the ferryboat Don Juan', 'Sinking of the ferryboat Bongbong 1', 'Hookah Diving', 'Gaffing netted shark', 'Freedom swimming', 'Murdered by Thai pirates', 'Floating with life preserver after his boat foundered', 'Floating on inner tube raft', "Explosion destroyed 28' boat, survivors in the water ", 'Fishing for mackerel', 'Swimming, after single-engine aircraft went down in the sea', 'Fishing for bottom fish', 'Floating on an inflatable raft', 'Free diving for abalone (surfacing)', "40' fishing boat sank", 'Spearfishing / Scuba diving', 'Collecting fish from net', 'Fishing for yellowtail', 'Their 9 m launch was run down by a 25,000-ton Japanese freighter on the night of 3-11-1977 & they drifted, clinging to an icebox for 2 days', "Pushed surfmat of a young girl out of the shark's path, drawing shark's attention to his own board", 'Hookah diving for abalone (submerged)', 'Thrashing the water / imitating the shark victim from "Jaws"', 'Fishing for white shark', 'Shipwreck', 'Skindiving,', '3,909-ton Panamanian freighter Chieh Lee sank in a typhoon', 'Surfing, fell off surfboard', "Sitting in bow of her father's 5 m boat", 'Competing in a light tackle game fishing', 'Fishing for snoek & yellowtail', 'Spearfishing / scuba diving', 'Attempting to drive shark away from the beach', 'Filming & feeding captive sharks', 'Floating on a small orange raft ', 'Scuba diving for abalone (at surface)', 'Swimming near his boat', 'Spearfishing Competition', 'Floating in inner tube', 'Diving & force-feeding the shark', 'Attempting to drag hooked shark ashore by its tail', 'Ferry capsized', 'Swimming underwater from crayfish cage to a fishing bait', '3.3 m fishing boat sank. Treveluwe & Peter Hodgson (wearing lifejackets) were drifting in the current', 'Freedom Swimming', 'Free diving for abalone (submerged)', 'Adrift after the sinking of the motor yacht Princess Dianne', 'Free diving (but on surface)', 'Fishing boat swamped in a storm', 'Fishing for kob', 'Fishing for red fish', 'Sitting', 'Swimming alongside yacht Mexico Fiesta', 'Being pulled to shore from wreck of 25-ton fishing vessel Alan S', 'Free diving, Spearfishing', 'Crabbing (spearing crabs)', 'Fishing from paddleski', 'Scuba diving & U/W photography', 'Sitting in shallows', 'Free diving, collecting shells', 'Scuba diving & feeding fish', 'Hookah diving (submerged)', 'Wreck of the 1689-ton Portuguese coaster Angoche', 'Fishing for prawns', 'Sea Disaster Sinking of ferryboat Christina', 'Motor launch Baby Princesa capsized with 22 people on board', 'Freediving', 'Air disaster', 'Attempted to return injured shark to the sea', 'Spearfishing / freediving', 'Washing cooking pans', 'Washing clothes on stairs', 'Fishing, trying to catch the end of his fishing line', 'Scuba diving for lobsters', 'Freediving for abalone (at surface)', 'Surf-fishing', 'Netting pilchards', 'Hard hat diving', 'Sight-seeing', 'Feeding mullet to sharks', 'Wreck of the Storm King', 'Spearfishing using Scuba', 'Sinking of the ferryboat Dumaguete ', 'Playing with a frisbee in the shallows', 'Leaving the water', 'Dynamite fishing', 'Small boat with 2 men onboard hit a submerged coral formation. Men began swimming to shore', 'Clamming', 'Schooner sank during a storm', 'Diving. Shark \x93swallowed\x92 his hand, so he threw his other around the shark and went \x93shark-back riding\x94 for 30 yards until the shark opened its jaws', 'Wading & pushing dinghy toward the shallows', 'Picking up shark by the tail', 'Swimming after his canoe capsized', 'Sinking of the M/V Mindoro during a typhoon', 'Standing on sandbar', "Boat capsized between O'ahu & Molokai", 'Pulling shark from the water', 'Spearfishing on Scuba', 'Spearfishing, dived to pick up a float line', 'Anti-sabotage night dive exercise alongside destroyer (Scuba diving)', 'Photographing sharks underwater using Scuba', 'Beach seine netting', 'Fishing boat', 'Feeding a shark', 'Vehicle plunged over cliff into the water', 'The shrimper Loless Maurine capsized in heavy seas & the men were swimming ashore ', 'Fishing for rock lobster', 'Swimming in the channel', 'A father bathing his smallest daughter when the shark bumped her out of his arms and carried her into deep water', 'Free diving, carrying speargun', 'Hunting crayfish ', 'Diving / UW photography', 'Netting sharks', 'Diving into water', 'Lobster diving using Scuba', 'Attacked shark with fists', 'Diving for sand dollars', 'Killing a shark', 'Sinking of the dredge World Atlas', 'The passenger ship Pioneer Cebu capsized & sank in Typhoon Irma', 'Overturned skiff', 'Fishing (big game)', 'The World Liberty and the tanker Mosli collided. The Halcyon Breeze sent a lifeboat to the rescue, but it was smashed, throwing 6 men in the water.', 'Helping men land a shark', 'wreck of the State Oil Company ship Permina', 'Free diving / spearfishing (resting on the surface)', 'Colombian (Avianca) DC-4 airliner plunged into the sea 5 minutes after takeoff', 'Body surfing ', 'Spearfishing, but standing in knee-deep water', "Fishing from 34' boat when pulled overboard by hooked shark", 'Hauling dead shark aboard, when another shark leapt out of the water & bit him', 'Argentine Air Force C-54', 'The boat Caribou II sank', 'Sunbathing on beach when he saw child being attacked by the shark', 'Spearfishing, shot a turtle', 'Spearing fish', 'Fishing (rod & line)', 'Arsinoe, a French tanker', 'Attempting to anesthetize shark', 'Diving, retrieving film package from Titan 3C rocket', 'Walking on reef', 'Aircraft exploded', 'Motor boat Rebel Belle lost', 'Paddling rescue ski', 'Dangling feet in the water', 'Collecting marine specimens', 'Standing in waist-deep water', 'Spearfishing, but standing in the water', 'Bather', 'Canoe swamped, swimming back to canoe', 'Fishing with hand line tied to wrist & was pulled into the water', 'Free diving with seals', 'Swimming out to rescue swimmers in difficulty', 'Filming underwater, carrying powerhead', 'Longline fishing', 'Boat Miss Becky sank 12 miles from shore', 'Surfing, but swimming to his board', 'Floating on his back in an inner tube', 'Spearfishing using scuba', 'Free diving / Spearfishingat edge of reef', 'Searching for remains of Dr. Marais', 'Yacht Gooney Bird foundered, 4 survivors on raft', 'Standing / fishing', 'canoeing', 'Conducting a promotional film project for the Gemini space program (a practice astronaut recovery)', 'Attempting to swim across the Atlantic Ocean', 'Canoe capsized with 10 occupants, 8 survived, Hamilton swam off to seek help', 'Skin diving ', 'Free diving for shell', 'Diving for trochus shell', 'preparing to go skin diving', 'Lying in 2 feet of water', 'Spearfishing / Scuba diving (at surface)', 'Diving for sinkers', 'Sitting on gunwale of boat', 'Greek steamship Lakonia caught fire, 98 of her 646 passengers, and 30 of her crew of 376 perished', 'Helping friend land hooked shark', 'Splashing in surf', 'Treading water while alongside capsized yacht', 'Fishing / standing in waist deep water', 'Catching sharks under government contract', 'Testing anti-shark cage', 'Surf fishing, wading ', 'Commercial fishing vessel, Ev-nn, struck object & sank. Ken Crosby and Jame & Ann Dumas adrift on makeshift raft.', 'Spearfishing, pulled shark\x92s tail', 'Swimming, when caught in heavy seas', 'Fishing, on charter boat Silver Dollar', "63' fishing boat Sno' Bay foundered", 'Seining for bait, standing in chest-deep water', 'Boat, with 42 passengers onboard, capsized in rough seas', 'Surfing on "chest board" (boogie board?)', 'Washed into sea while picking opihi', 'The 500-ton coastal trader Polurrian foundered ', 'S.S. Marine Sulphur Queen, laden with molten sulphur was bound from Beaumont, Texas for Norfolk, VA, when she disappeared with 39 on board', 'Free diving, hunting crayfish', 'Fishing for turtles', 'Spearfishing, Scuba diving', 'Abandoning burning ship Captain George in raging seas', 'Adrift after wave swamped engine', "Overcome by CO fumes, fell overboard from 36' fishing cruiser & prop slashed arm", 'When a deckhand jumped overboard, McIver dived after him with a rescue line.', 'Spearfishing with Scuba gear', 'Surf fishing in waist-deep water', 'Finning the shark', 'Fishing for albacore', 'Playing in surf with his child (9)', 'Dived from inner-tube', 'U.S. Airforce crewman reported missing after bailing out of jet', 'On a "shark hunt"', 'Rolled off raft', 'Escaping from Alacatraz', 'Washing', 'Scuba diving, attempting to catch a captive shark', '25-foot cabin cruiser Happy Jack sank in heavy seas', 'Fishing & spearfishing', 'Swimming along a row of nets', 'Fishing for snappers & cleaning mullet. Put mullet over side of boat to wash it', 'Swimming outside fishing net', 'Splashing ', 'Fishing, slipped on rocks & fell into sea', "Fishing with hand net in 2' of water", 'Fishing, hauling in a 5-lb snapper', 'Surfing, pushing board ashore', 'Swimming with other crew near wharf', 'Gathering shells', 'Paddling outrigger canoe', 'Survived US Naval aircraft crash, climbing onboard rescue vessel when he fell back into sea ', 'Free diving, surveying a pipeline & examing cathodes under jetty', 'Attaching a line at sea', 'Net fishing, picking catch from the net', 'Fishing, two large sharks passed. He speared one and it bit him', 'Fishing (trolling) from canoe', 'Scuba diving & spearfishing ', 'Fishing, speared shark upset canoe & man fell in water', 'Collecting dynamited fish', 'Walking in chest-deep water', 'Checking fish traps, fell into the water', 'Swimming, using bundles of sticks as raft', 'Cargo ship Dara sank after collision with another ship during a severe storm', 'Fishing from dinghy', 'Floating on back', 'Cleaning a tank', 'Spearfishing, shark grabbed his white t-shirt and towed him ', 'Collecting crayfish', 'Collecting aquarium specimens', 'Pacific Seafarer of US Navy', 'Ocean racing', 'Taking boat from California to Florida when it ran aground & he was swimming back to boat', 'Free diving for molluscs', 'Light aircraft ditched at sea', 'Swept out to sea while net fishing', 'Fishing, when line became snagged on rock & he dived into water to free it ', 'Fell overboard, prop slashed arm', 'Chasing shark out of bathing area while riding on a surf-ski', 'Spearfishing, speared fish retreated to cave where shark grabbed his arm', 'Hand lining for shad', 'Ejected from F3H-2 aircraft ', 'Fishing for rock lobsters', 'Collecting shells', 'Cargo ship El Gamil entroute Suez to Yemen (Aden) when her cargo shifted and she sank. 19 Egyption sailors jumped into the water and swam for several hours before being bitten by sharks', 'Free diving / photography, kneeling on sand', 'Fishing inside net', 'R5D aircraft went down with 29 on board', 'Free diving / Spearfishing', 'Swimming 3 miles offshore', 'Air disaster: crash of Air France Super Constellation ', 'Aircraft crashed into sea', 'Standing in knee-deep water', 'boat with 46 people on board capsized', 'Holding shark on leader & dangling it above the water', 'Helping angler land a shark', 'Fishing, Struck by another shark when removing shark from line', 'Swimming from camp', 'Pulling raft out to ride to shore', 'Fishing, tossing netted shark onboard', 'Testing classified underwater electronic gear for Raytheon Corporation, vessel torn apart by explosion', 'Diving for shells, saw shark circling wife near the surface, intercepted shark & it pulled him beneath the water', 'Spearfishing, free diving, possibly ascended into path of cruising shark', 'Free diving but treading water at surface', 'Skindiving for abalone (but at surface)', 'Fishing, hauling in a set line', 'Spearfishing, shot a sandtiger shark. Cord to spear tangled round his legs & a wave washed him onto a reef.', 'Speared a grouper, saw shark but it came for him instead of the fish so he fired spear into shark\x92s mouth. Then shark took grouper but unable to swallow because of the spear in its mouth.', 'Fishing in shoulder-deep water', 'Fishing, hooked shark towed boat out to sea, storm swamped boat', 'Spearfishing, carrying fish on belt', 'Wading, fishing for flounder', 'S2F-1 airplane crashed immediately after carrier take-off', 'Portuguese Airliner with 9 people aboard went down. ', 'Fishing, lifting shark out of craypot', 'Setting crayfish pots', 'Standing, watching seine netters', 'Collecting ornamental fish', 'Spear fishing, removing fish from spear', 'Swimming underneath house on pilings', 'Dived from dinghy to retrieve oar in heavy seas', 'ship M.V. Rizal sank during typhoon', 'Spearfishing, Smith & Walker touched shark with tip of their guns', '17 Maldivians adrift in open boat for 31 days', 'Standing in chest-deep water', 'Trailing the field in a surf race', 'National Airlines DC7B enroute from Miami to Los Angeles with 42 or 46 people on board went down in heavy fog', 'Fishing for tunny', "Swimming at surface through school of feeding 2.5' to 5\x92 sharks", 'Spearfishing, shot shark, hauled it onto boat', 'Dived overboard to retrieve dinghy', "Adrift, hanging onto cushion, after his 17' skiff ran out of gas & capsized 3 miles from shore", 'Gigging for flounder', 'Pulling hooked salmon to boat', 'On inflatable raft', 'The 240-ton motor vessel Pilar II with 100 people on board capsized in high winds & rough seas', 'Fishing boat capsized ', 'Spearfishing with Joe Turner (24). Shark attracted to speared halibut on belt of one diver, tried to bite Ide\x92s speargun & he shot it in the mouth', 'Pulling anchor', 'Spearfishing (but on surface)', 'Dragging stranded shark ashore', 'Columbian petrol barge Rio Atrato burned and sank', 'Swimming ashore from capsized boat', 'Jumped overboard to rescue a man', 'Diving for pearl shell', 'Lifeboat capsized', 'On boat, preparing to dive', 'Fell into water while attempting to boat a swordfish', 'Bathing with sister', 'Working prawn net', 'Washed overboard into school of fish', 'Swimming with motor tube', 'In deep water about 100 yards from his ship', 'Surfing, but treading water', 'Dragging banana seeds through the shallows', 'Swimming ashore from fishing boat swamped and sunk by a squall', 'Paddling & sailing from Buenos Aires to Miami', 'Spear fishing', 'Surfing on air mattress', 'Cleaning hull of ship ', 'Swimming near jetty', 'Slapped shark on tail as it swam by', '"Climbing up to ship after repairing the stern in water"', 'Boat stopped to repair electric pump', 'Swimming, ducking for shells in water 0.9 m deep', 'U.S. Airforce C124 enroute from Hickham Air Base to Japan went down. The 3 survivors fashioned raft from mailbags & were rescued 3 days after the crash.', 'Spearfishing, had fish on his spear', 'Swimming, towing the shark', 'Paddling in knee-deep water', 'Swimming with goggles', 'Fishing, holding fish in his left hand', 'Spearfishing / swimming on surface', 'Placed hand in disemboweled shark\x92s jaws', 'Fishing, holding fish', 'Fishing (trolling)', 'Fishing, walking in river to cast', 'Air/Sea Disaster Pan-American Airlines Stratocruiser with 44 people onboard crashed into the sea', 'Attempting to net shark in shark channel', 'Diving for trochus', 'M.V. Tropical sank. Sole survivor rode oil drums for 8 days without food or water.', 'Competing in spearfishing championship & towing dead fish', '3 men & 2 boys picked up wearing life jackets and with inner tube', 'Swimming between anchored pearling luggers', 'Diving from canoe', 'Skindiving for specimens', 'Helmet diving in Miami Seaquarium', 'Dynamiting fish', 'Free diving for sinkers', "Spearfishing, holding 5' speared fish", 'Skindiving, fish at belt', 'Climbing back on ship', 'Swimming near pier', 'Free diving for crayfish', 'Attempting to kill a shark with explosives', 'Line fishing from Lakotoi, saw shoal of fish, dived overboard, had speared second fish & surfaced for air', 'Longling fishing', 'Air/Sea Disaster', 'Free diving, working on U/W scenes for motion picture', 'Boating', 'Swimming, attacked at surf carnival', 'Attempting to set underwater endurance record', 'Swimming off yacht', 'Removing shark from net ', 'Fishing for pompano', 'Spearfishing & lassoed shark', '"Flying Tiger" transport plane went down with 5 men onboard', 'Hunting turtle', 'Swimming near breakwater', 'Spearfishing or fishing', 'Fishing from boat, Kaimamla', 'Swimming with speared fish', "Competing in U/W endurance record, standing beside drum in 10' of water", 'Rowing toward snapper grounds', 'Hunting lobsters in 2.4 m of water', 'Crossing the bay at the ford', 'Dived overboard & was swimming near stern of trawler', 'Swimming near canoe', 'American freighter Mormackite, bound from Buenos Aires for Baltimore, capsized & sank in heavy seas', 'Fishing (trawling)', 'Spearfishing, hunting crayfish', 'Tuna fishing, standing on stern platform that was submerged by waves', 'Closed circuit diving (submerged). Diving to recover jettisoned packets of opium for police', 'Fishing trawler Flavio Gioia ', 'Grabbed shark & threw it on deck', 'Pearl diving from lugger Whyalla', 'Bathing alongside ship', 'Fishing / cleaning fish, dived into water to retrieve a lost fish', 'Fishing from shore', 'Crouching in the water', 'Swimming or wading out to warn bathers that a shark had been seen', 'Aircaft exploded', 'Fishing from market fishboat Sea Spray', 'Royal Hawaiian skymaster DC-6B aircraft went down with 58 passenger & crew', 'Accidentally dragged overboard from the sampan Holokahana into school of yellowfin tuna', 'Retrieving bait box that had fallen overboard', 'Landing hooked shark in boat', 'Swimming in midriver near sewage outlet & 400 m from a slaughterhouse', "Adrift on a 4' raft for 32 days", 'Went over side of boat at trochus ground', 'Bitten while cutting shark from net', 'Lying prone on surfboard', 'Fishing, setting nets', 'Body surfing & treading water', 'Swimming from fishing boat setting nets', 'Fishing for trout ', 'Boat exploded', 'Spearfishing, carrying fish on spear', 'Swimming on surface', 'Fishing, standing in water washing fish', 'Fishing, standing in water next to purse net', 'Fishing for white sharks', 'Went to aid of child being menaced by the shark', 'Spearfishing, speared a small shark', 'Diving, recovering fish killed by dynamite', 'Shipwrecked; adrift on raft for 2 days & 2 nights', 'cargo ship Southern Isle sank at 04h00', 'Body found on deserted luxury yacht, 38\x92 Christine', 'Diving (Hookah)', 'Fell overboard', 'Swept out to sea while fishing', 'Fell off surf ski', 'Fishing, casting in the surf', 'Spearfishing (but treading water on the surface)', 'Paddling a surfboat', 'Paddling a canoe', 'Body surfing / treading water', 'Jerked overboard while pole fishing for tuna', 'Swept off deck of S.S.Frontenac enroute from West Indies to US', 'Goggle-diving for seaweeds, but standing in water', 'Survived crash of two-engine C-46 transport plane carrying 62 migrant workers from Puerto Rico to USA ', 'Sea Disaster, sinking of the fishing launch Mavis', 'Fishing, sitting in stern of small boat, feet dangling in the water', 'Suicide', 'Fishing, one of three fishermen swept into the sea by a large wave ', 'Sitting on side of dinghy mending a net', 'Defecating in water beneath the docks', 'Bending over', 'Bathing ', 'Diving for coins', 'Spearfishing, but walking carrying fish on end of speargun', 'Helmet diving, collecting trochus shell', 'Sea Disaster, sinking of the motorship Wingate', "Lying on the bottom of a 16' dinghy", 'Free diving or wading back to shore', 'No details', 'Swimming near shore', 'A 75-ton Japanese fishing ship was sunk by Chinese Nationalist gunboat, shipwrecked men were clinging to debris', 'Examining netted shark, that had been shot', 'Bathing in water 0.9 m deep', 'Lifesaving exhibition', 'Fishing, on a boat', 'Swimming close to wharf', 'Treading water, waiting for a wave', '2 messboys (Jeppsen) & Tony Latona (13) were playing on the afterdeck of the Danish ship Grete Maersk. Jeppsen fell overboard, Latona threw a lifebelt then jumped in to help him. Ship didn\x92t notice they were missing', 'Air/Sea Disaster involving C-54 Air Force Transport No. 2686 with 37 on board', 'Pearl diving', 'Leicester abandoned in a hurricane', 'Bathing or washing', 'Spearing a shark', 'Fishing, shark caught in his net', 'Bringing hooked, harpooned shark onboard boat', 'C47 aircraft carrying 5,000 lbs of ice ditched in the sea', 'Underwater photography', 'Fishing, holding fish in right hand', 'Fishing / diving', 'Fishing from surf ski', 'Fishing in waist-deep water', 'Jumped overboard ', ...]

  Si has llegado hasta aquí es que te interesa mucho mi criterio...jajaja. Ahora en serio. Imagina que llega un CTO a mirar tu repo y se encuentra con un print infinito... lo mas probable es que no llegue hasta el final. Ten cuidado con esto.

  • Ojo que al final de la limpieza guardas un df con columnas que al final no usaras en visualización.

• visualización.ipynb

  • ¿Para qué haces el scatter_matrix de 'activity2','fatal','franja_edad' ?

  • Cuidado con los resultados. cuando dices "# hipótesis 2: los ataques de tiburones a mujeres haciendo snorkel se han incrementado en la última década" me hablas de la ultima década y me lo haces para todos los años.

To do

Muy buen trabajo has limpiado a conciencia tu df demostrando un buen manejo de lambdas, filter y list comprehension. Pero al final como no has guardado los cambios con el inplace no se refleja el currazo.

Echale un ojo a los markdown y pon algo de fantasia acompañado de gráficas en el readme para que luzca todo tu trabajo.

¡¡¡Seguimos !!!