diff --git a/Characters.csv b/Characters.csv deleted file mode 100644 index 7a92ac3..0000000 --- a/Characters.csv +++ /dev/null @@ -1,145 +0,0 @@ -Id;Name;Gender;Job;House;Wand;Patronus;Species;Blood status;Hair colour;Eye colour;Loyalty;Skills;Birth;Death -1;Harry James Potter;Male;Student;Gryffindor;"11"" Holly phoenix feather";Stag;Human;Half-blood;Black;Bright green;Albus Dumbledore | Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Parseltongue| Defence Against the Dark Arts | Seeker;31 July 1980; -2;Ronald Bilius Weasley;Male;Student;Gryffindor;"12"" Ash unicorn tail hair ";Jack Russell terrier;Human;Pure-blood;Red;Blue;Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Wizard chess | Quidditch goalkeeping;1 March 1980; -3;Hermione Jean Granger;Female;Student;Gryffindor;"10¾"" vine wood dragon heartstring";Otter;Human;Muggle-born;Brown;Brown;Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Almost everything;19 September, 1979; -4;Albus Percival Wulfric Brian Dumbledore;Male;Headmaster;Gryffindor;"15"" Elder Thestral tail hair core";Phoenix;Human;Half-blood;Silver| formerly auburn;Blue;Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Considered by many to be one of the most powerful wizards of his time;Late August 1881;30 June, 1997  -5;Rubeus Hagrid;Male;Keeper of Keys and Grounds | Professor of Care of Magical Creatures ;Gryffindor;"16"" Oak unknown core";None;Half-Human/Half-Giant;Part-Human (Half-giant);Black;Black;Albus Dumbledore | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Resistant to stunning spells| above average strength | crossbowmanship;6 December 1928; -6;Neville Longbottom;Male;Student;Gryffindor;"13"" Cherry unicorn hair";Non-corporeal;Human;Pure-blood;Blond;;Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Herbology;30 July, 1980; -7;Fred Weasley;Male;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood;Red;Brown;Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Beater;1 April, 1978 ;2 May, 1998 -8;George Weasley;Male;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood;Red;Brown;Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Beater; 1 April, 1978 ; -9;Ginevra (Ginny) Molly Weasley;Female;Student;Gryffindor;Unknown;Horse;Human;Pure-blood;Red;Bright brown;Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Chaser| Bat-Bogey hex;11 August, 1981; -10;Dean Thomas;Male;Student;Gryffindor;Unknown;Unknown;Human;Muggle-born;Black;Brown;Dumbledore's Army | Hogwarts School of Witchcraft and Wizardry;Chaser; 1 September 1979- 31 August 1980; -11;Seamus Finnigan;Male;Student;Gryffindor;Unknown;Fox;Human;Half-blood;Sandy;;Dumbledore's Army | Hogwarts School of Witchcraft and Wizardry;Pyrotechnics; 1 September 1979- 31 August 1981; -12;Lily J. Potter;Female;;Gryffindor;"10¼"" Willow unknown core";Doe;Human;Muggle-born;Auburn;Bright green;Order of the Phoenix;;30 January, 1960 ;31 October, 1981 -13;James Potter;Male;;Gryffindor;"11"" Mahogany unknown core";Stag;Human;Pure-blood;Black;Hazel;Order of the Phoenix;Animagus| Seeker;27 March, 1960;31 October, 1981 -14;Sirius Black;Male;;Gryffindor;Unknown;Unknown;Human;Pure-blood;Black;Grey;Order of the Phoenix;Animagus| nonverbal magic| Charms;3 November, 1959;18 June, 1996 -15;Remus John Lupin;Male;Professor of Defence Against the Dark Arts ;Gryffindor;"10¼"" Cypress unicorn hair";Wolf;Werewolf;Half-blood;Light brown flecked with grey;Green;Order of the Phoenix;Exceptionally gifted in Defence Against the Dark Arts;10 March, 1960;2 May, 1998 -16;Peter Pettigrew;Male;The Servant of Lord Voldemort;Gryffindor;"9¼"" Chestnut dragon heartstring";None;Human;Half-blood or pure-blood;Colourless and balding;Blue;Lord Voldemort| Death Eaters;Animagus;1 September 1959- 31 August 1960;Late March 1998 -17;Percy Ignatius Weasley;Male;Student|Prefect| Personal assistant to Barty Crouch Snr ;Gryffindor;Unknown;Unknown;Human;Pure-blood;Red;Blue;Order of the Phoenix| Hogwarts School of Witchcraft and Wizardry |British Ministry of Magic;Intelligent| hard-working| a model student;22 August, 1976 ; -18;(Bill) William Arthur Weasley;Male;Curse-Breaker for Gringotts Bank;Gryffindor;Unknown;Unknown;Human (Werewolf traits);Pure-blood;Red;Blue;Order of the Phoenix;Highly skilled curse-breaker for Gringotts Wizarding Bank| very intelligent| past Hogwarts Head Boy;29 November, 1970; -19;Charles Weasley;Male;Dragonologist;Gryffindor;"12"" Ash unicorn tail hair";Unknown;Human;Pure-blood;Red;Grey;Order of the Phoenix | Gringotts Wizarding Bank;Highly skilled dragon trainer| one-time Gryffindor Seeker;12 December, 1972; -20;Lee Jordan ;Male;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood or half-blood;Black;Brown;Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Quidditch commentary | broadcasting; 1 September 1977- 31 August 1978; -21;Oliver Wood;Male;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood or Half-blood;;;Hogwarts School of Witchcraft and Wizardry;Keeper| Captain of the Gryffindor Quidditch team; October 1975 - 31 August 1976; -22;Angelina Johnson;Female;Student;Gryffindor;Unknown;Unknown;Human;Unknown;Brown;Brown;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Chaser;24 – 30 October, 1977; -23;Katie Bell;Female;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood or half-blood;Brown;Brown;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Chaser; 1 September 1978- 31 August 1979; -24;Alicia Spinnet;Female;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood or half-blood;Brown;Brown;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Chaser;1 September 1977- 31 August 1978; -25;Lavender Brown;Female;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood;Blond;Blue;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Divination; 1 September 1979- 31 August 1980;2 May, 1998 -26;Parvati Patil;Female;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood or half-blood;Dark;Dark;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Divination; 1 September 1979- 21 April 1980; -27;Romilda Vane;Female;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood or half-blood;Black;Dark;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Spiking Chocolate Cauldrons with love potion; 1 September 1981- 31 August 1982; -28;Colin Creevey;Male;Student;Gryffindor;Unknown;Unknown;Human;Muggle-born;Mousy;;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Photography; 3 May - 31 August 1981;2 May, 1998 -29;Cormac McLaggen;Male;Student;Gryffindor;Unknown;Unknown;Human;Pure-blood or half-blood;Blond;;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Quidditch Keeper; 1 September 1978- 31 August 1979; -30;Minerva McGonagall;Female;Professor of Transfiguration | Head of Gryffindor;Gryffindor;"9½"" Fir dragon heartstring";Cat;Human;Half-blood;Black;Green;Albus Dumbledore | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry;Animagus ;4 October; -31;Molly Weasley;Female;;Gryffindor;Unknown;Unknown;Human;Pure-blood;Red;Bright brown;Order of the Phoenix;Household spells| healing magic;30 October, 1949 ; -32;Arthur Weasley;Male;Head of the Misuse of Muggle Artefacts Office;Gryffindor;Unknown;Weasel;Human;Pure-blood;Red;Green;Order of the Phoenix| British Ministry of Magic;Muggle world works;6 February, 1950; -33;Quirinus Quirrell;Male;Defence Against the Dark Arts(1991-1992);Ravenclaw;"9"" Alder unicorn hair bendy";Non-corporeal;Human;Half-blood;;;Lord Voldemort;Learned in the theory of Defensive Magic| less adept in the practise;26 September,1970 or earlier;4 June 1992 -34;Cho Chang;Female;Student;Ravenclaw;Unknown;Swan;Human;Pure-blood or half-blood;Black;Dark;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Seeker;1 September 1978-31 August 1979; -35;Luna Lovegood;Female;Student;Ravenclaw;Unknown;Hare;Human;Pure-blood or half-blood;Dirty-blonde;Pale silvery;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Spotting Nargles;13 February, 1981; -36;Gilderoy Lockhart;Male;Defence Against the Dark Arts(1992-1993);Ravenclaw;"9"" Cherry dragon heartstring";Non-corporeal;Human;Half-blood;Blond;Blue;;;26 January 1964; -37;Filius Flitwick;Male;Professor of Charms | Head of Ravenclaw;Ravenclaw;Unknown;Non-corporeal;Human(goblin ancestry);Part-Goblin;White;;;Charms;17 October 1958 or earlier ; -38;Sybill Patricia Trelawney;Female;Professor of Divination;Ravenclaw;9 ½” hazel unicorn hair core;Non-corporeal;Human;Half-blood;;;;A Seer, though the gift is unpredictable and unconscious;9 March prior to 1962 ; -39;Garrick Ollivander;Male;Wandmaker;Ravenclaw;"12¾"" Hornbeam dragon heartstring";Non-corporeal;Human;Half-blood;;Silvery;;An incomparable understanding of wandcraft;25 September, pre 1908; -40;Myrtle Elizabeth Warren (Moaning Myrtle);Female;Student;Ravenclaw;Unknown;Unknown;Ghost;Muggle-born;;;;;14 June 1928 -13 June 1929;13 June, 1943 -41;Padma Patil;Female;Student;Ravenclaw;Unknown;Non-corporeal;Human;Pure-blood or half-blood;Dark;Dark;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Prefect; 1 September 1979 - 21 April 1980; -42;Michael Corner;Male;Student;Ravenclaw;Unknown;Squirrel;Human;Half-blood;Black;Brown;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Potions; 1 September 1979 - 31 August 1980; -43;Marietta Edgecombe;Female;Student;Ravenclaw;Unknown;Unknown;Human;Pure-blood or half-blood;Reddish-blonde;Grey;;Covering up the spots that blight her face after betraying Dumbledore's Army;1978-1979; -44;Terry Boot;Male;Student;Ravenclaw;Unknown;Unknown;Human;Pure-blood or half-blood;;;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Potions, also knowledgable about Charms;1 September 1979- 21 April 1980; -45;Anthony Goldstein;Male;Student;Ravenclaw;Unknown;Non-corporeal;Human;Half-blood;Blonde;Grey;Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry;Prefect; 1 September 1979- 31 August 1980; -46;Severus Snape;Male;Professor of Potions | Head of Slytherin;Slytherin;Unknown;Doe;Human;Half-blood;Black;Black;;Extremely skilled at potions and Occlumency;9 January 1960;2 May, 1998 -47;Draco Malfoy;Male;Student;Slytherin;"10"" Hawthorn unicorn hair";Unknown;Human;Pure-blood;White-blond;Grey;;Prefect, Seeker;5 June, 1980; -48;Vincent Crabbe;Male;Student;Slytherin;Unknown;Unknown;Human;Pure-blood;Black;Black;;Beater;c. 1979-1980;2 May, 1998 -49;Gregory Goyle;Male;Student;Slytherin;Unknown;Unknown;Human;Pure-blood;Brown;;;Beater;1 September 1979-31 August 1980; -50;Bellatrix Lestrange;Female;;Slytherin;"12¾"" Walnut dragon heartstring";;Human;Pure-blood;Black;;Lord Voldemort  | Death Eaters;She is a duellist of great skill and an experienced Occlumens;1951;2 May, 1998 -51;Dolores Jane Umbridge;Female;Professor of Defence Against the Dark Arts | Department of Magical Law Enforcement;Slytherin;"8"" Birch dragon heartstring";Cat;Human;Half-blood;Iron grey;;Ministry of Magic;Her punishment quill is of her own invention;26 August; -52;Horace Eugene Flaccus Slughorn;;Professor of Potions ;Slytherin;"10¼"" Cedar dragon heartstring fairly flexible";Non-corporeal;Human;Pure-blood or half-blood;Bald;Gooseberry;;Accomplished Occlumens, expert Potioneer, advanced self-transfiguration;28 April; -53;Lucius Malfoy;Male;School Governor;Slytherin;Elm and dragon heartstring;Unknown;Human;Pure-blood;White-blond;Grey;Lord Voldemort  | Death Eaters;Skilled duellist and potioneer;c. 1954; -54;Narcissa Malfoy;Female;;Slytherin;Unknown;Unknown;Human;Pure-blood;Blonde;Blue;Lord Voldemort  | Death Eaters;;1955; -55;Regulus Arcturus Black;Male;;Slytherin;Unknown;Non-corporeal;Human;Pure-blood;Black;;;Seeker;1961;1979 -56;Pansy Parkinson;Female;Student;Slytherin;Unknown;Unknown;Human;Pure-blood or half-blood;;;;Prefect; 1 September 1979- 31 August 1980; -57;Blaise Zabini;Male;Student;Slytherin;Unknown;Unknown;Human;Pure-blood or half-blood;Black;Brown;;Chaser;1 September, 1979 – 21 April, 1980; -58;Tom Marvolo Riddle;Male;Student;Slytherin;"13½"" Yew phoenix feather core";Unknown;Human;Half-blood;Bald;Scarlet ;;Dark Lord, Outstanding manipulation, Parseltongue, Heir of Slytherin, Dark magic, Inferi creation and control;31 December 1926;2 May, 1998 -59;Theodore Nott;Male;Student;Slytherin;Unknown;Unknown;Human;Pure-blood;Brown;;;;1 September, 1979 – 21 April, 1980; -60;Rodolphus Lestrange;Male;;Slytherin;Unknown;Unknown;Human;Pure-blood;Dark;Dark;Lord Voldemort  | Death Eaters;;Pre 1964; -61;Millicent Bulstrode;Female;Student;Slytherin;Unknown;Unknown;Human;Half-blood;Black;;;;1 September 1979- 31 August 1980 ; -62;Graham Montague;Male;Student;Slytherin;Unknown;Unknown;Human;Pure-blood or half-blood;Brown;Brown;;Quidditch captain, Chaser;In or prior to c.1981; -63;Bloody Baron;Male;Slytherin House Ghost;Slytherin;Unknown;Unknown;Ghost;Pure-blood or half-blood;;;;Controlling Peeves;Post 982;11th century -64;Marcus Flint;Male;Student;Slytherin;Unknown;Unknown;Human;Pure-blood or half-blood;Black;;;Chaser, Captain; 1 September 1975- 31 August 1976; -65;Penelope Clearwater;Female;Student;Ravenclaw;Unknown;Non-corporeal;Human;Muggle-born or half-blood[;Blonde;;;Prefect; 1 September 1975- 31 August 1976; -66;Roger Davies;Male;Student;Ravenclaw;Unknown;Unknown;Human;;Dark;Dark;;Quidditch Captain, Chaser; 1 September 1977- 31 August 1978; -67;Marcus Belby;Male;Student;Ravenclaw;Unknown;Unknown;Human;Pure-blood or half-blood;Brown;Dark;;; 1 September 1978 - 31 August 1979; -68;Salazar Slytherin;Male;Founder of Slytherin;Slytherin;snakewood, Basilisk horn;Unknown;Human;Pure-blood;Grey;Dark;;Accomplished Legilimens and one of the first recorded Parselmouths;Pre 976;11th century -69;Godric Gryffindor;Male;Founder of Gryffindor;Gryffindor;Unknown;Unknown;Human;Pure-blood or half-blood;Red;Green;;The most accomplished duellist of his time;Pre 976;11th century -70;Rowena Ravenclaw;Female;Founder of Ravenclaw;Ravenclaw;Unknown;Unknown;Human;Pure-blood or half-blood;Black;Dark;;Extremely skilled witch, known for her intelligence and wisdom;Pre 976;11th century -71;Nicholas de Mimsy-Porpington;Male;Gryffindor House Ghost;Gryffindor;Unknown;Unknown;Ghost;;Grey;;;;1401 -1475;31 October, 1492 -72;Cuthbert Binns;Male;Professor of History of Magic ;;Unknown;Unknown;Ghost;;White (balding);Black;;Boring a class with facts that might be interesting if anyone else was giving the lesson;;Pre 1970s -73;Barty Crouch Jr.;Male;Professor of Defence Against the Dark Arts (as Alastor Moody) ;;Unknown;Unknown;Human;Pure-blood or half-blood;Straw blond;Pale, freckled;Lord Voldemort  | Death Eaters;Skilled potioneer;1962;1995-1996 -74;Charity Burbage;Female;Professor of Muggle Studies;;Unknown;Non-corporeal;Human;Pure-blood or half-blood;Blonde;;;Teaching and studying the Muggle world;Before 1976;Late July, 1997 -75;Firenze;Male;Professor of Divination;;;;Centaur;;White-blond;Astonishingly blue;;;; -76;Alecto Carrow;Female;Professor of Muggle Studies;Slytherin;Unknown;Unknown;Human;Pure-blood or half-blood;;;Lord Voldemort  | Death Eaters;Spreading anti-Muggle propaganda;Pre 1981; -77;Amycus Carrow;Male;Professor of Dark Arts;Slytherin;Unknown;Unknown;Human;Pure-blood or half-blood;;;Lord Voldemort  | Death Eaters;Cruciatus Curse;Pre 1982; -78;Helga Hufflepuff;Female;Founder of Hufflepuff;Hufflepuff;Unknown;Unknown;Human;Pure-blood or half-blood;Brown;Blue;;Food-related Charms. Many traditional Hogwarts recipes originated with her;Pre 976;11th century -79;Fat Friar;Male;Hufflepuff House Ghost;Hufflepuff;Unknown;Unknown;Ghost;;Brown;;;Curing peasants of the pox;10th century;Pre 1988 -80;Helena Ravenclaw;Female;Ravenclaw House Ghost;Ravenclaw;Unknown;Unknown;Ghost;Pure-blood or half-blood;Black;Grey;;;Post 982;996-1000 -81;Nymphadora Tonks;Female;Auror;Hufflepuff;Unknown;Jack rabbit, Wolf;Human;Half-blood;Variable;Variable;Ministry of Magic | Order of the Phoenix;Talented Auror, Metamorphmagus; 1 September 1972- 31 August 1973;2 May, 1998 -82;Pomona Sprout;Female;Professor of Herbology | Head of Hufflepuff House;Hufflepuff;Unknown;Non-corporeal;Human;Pure-blood or half-blood;;Grey;;Herbology;15 May; -83;Newton Scamander;Male;Employee in the Beast Division of the Department for the Regulation and Control of Magical Creatures;Hufflepuff;Unknown;Unknown;Human;Pure-blood or half-blood;Red brown;Blue;;Magizoology, Order of Merlin, Second Class;24 February 1897; -84;Cedric Diggory;Male;Student;Hufflepuff;"12¼"", Ash, unicorn hair";Unknown;Human;Pure-blood;Dark;Grey;;Skilled Seeker;1 September - 30 October 1977;24 June, 1995 -85;Justin Finch-Fletchley;Male;Student;Hufflepuff;Unknown;Non-corporeal;Human;Muggle-born;Red;;Dumbledore's Army;;1 September 1979- 31 August 1980; -86;Zacharias Smith;Male;Student;Hufflepuff;Unknown;Unknown;Human;Pure-blood or half-blood;Blonde;;Dumbledore's Army;Chaser;1 September 1979 - 2 May 1981; -87;Hannah Abbott;Female;Student;Hufflepuff;Unknown;Non-corporeal;Human;Half-blood;Blonde;Brown;Dumbledore's Army;Defensive spells, learned with Dumbledore's Army;1 September 1979 - 31 August 1980; -88;Ernest Macmillan;Male;Student;Hufflepuff;Unknown;Boar;Human;Pure-blood;Blond;;Dumbledore's Army;Revising, being a Prefect, getting the wrong end of the stick;21 April 1980 - 31 August 1980; -89;Susan Bones;Female;Student;Hufflepuff;Unknown;Unknown;Human;Half-blood;;;Dumbledore's Army;Defensive spells, learned with Dumbledore's Army;1 September 1979 - 31 August 1980; -90;Walden Macnair;Male;Executioner for the Committee for the Disposal of Dangerous Creatures;Slytherin;Unknown;Unknown;Human;Pure-blood or half-blood;Black;;Lord Voldemort  | Death Eaters;Liaising with giants;In or before 1970s; -91;Augustus Rookwood;Male;Unspeakable;Slytherin;Unknown;None;Human;Pure-blood or half-blood;Brown/greying;;Lord Voldemort  | Death Eaters;Spying for Lord Voldemort;pre 1964; -92;Antonin Dolohov;Male;Death Eater;Slytherin;Unknown;None;Human;Pure-blood or Half-blood;Dark;;Lord Voldemort  | Death Eaters;Duelling. Fought and killed Molly Weasley's brothers and Remus Lupin;pre 1950; -93;Corban Yaxley;Male;Head of the Department of Magical Law Enforcement;Slytherin;Unknown;None;Human;Pure-blood or Half-blood;Blonde;Blue;Lord Voldemort  | Death Eaters;Imperius curse, undercover work;Pre 1970s; -94;Igor Karkaroff;Male;Headmaster of Durmstrang Institute;;Unknown;None;Human;Pure-blood or Half-blood;Silver| formerly black;;;Skilled in the Dark Arts;pre 1965;24 June, 1995 – 31 July, 1996 -95;Kingsley Shacklebolt;Male;Auror | Minister for Magic;;Unknown;Lynx;Human;Pure-blood;Bald;Black;Order of the Phoenix;Exceptionally skilled duellist and Auror;Pre 1973; -96;Alastor Moody;Male;Auror ;;Unknown;Non-corporeal;Human;Pure-blood;Grey;One dark, one electric blue;Order of the Phoenix;A highly accomplished Auror and an outstanding duellist, also skilled in non-verbal magic;Pre 1960;27 July, 1997 -97;Alice Longbottom;Female;Auror;;Unknown;Unknown;Human;Pure-blood;Blonde;;Original Order of the Phoenix;Auror;; -98;Frank Longbottom;Male;Auror;Gryffindor;Inherited by his son, Neville. It was broken in battle at the Department of Mysteries.;Unknown;Human;Pure-blood;Blonde;;Original Order of the Phoenix;Auror; 1 September 1957 - 31 August 1959 or earlier; -99;Rufus Scrimgeour;Male;Head of Auror Office| Minister for Magic;;Unknown;Non-corporeal;Human;;Tawny;Yellowish;Minister of Magic;Highly regarded as a skilled Auror;Pre 1968;1 August, 1997 -100;Cornelius Oswald Fudge;Male;Minister for Magic;;Unknown;Non-corporeal;Human;Pure-blood or Half-blood;Grey;;Minister of Magic;Turning a blind eye to the continuing threat of Dark Magic in the name of keeping up morale;Pre 1964; -101;Barty Crouch Sr.;Male;Head of the Department of International Magical Cooperation;;Unknown;Non-corporeal;Human;Pure-blood;Grey;;Minister of Magic;Multilingual, able to fight the Imperius curse;Pre 1940;27 May, 1995 -102;Amos Diggory;Male;Employee of the Department for the Regulation and Control of Magical Creatures[;;Unknown;Non-corporeal;Human;Pure-blood or half-blood;Brown;Ruddy;Minister of Magic;Works for the Department for the Regulation and Control of Magical Creatures;; -103;Dedalus Diggle;Male;;;Unknown;Non-corporeal;Human;Pure-blood or half-blood;;;Order of the Phoenix;An enthusiastic volunteer for the Order and a helpful escort for Harry and his relatives;Pre 1964; -104;Elphias Doge;Male;Special Advisor to the Wizengamot;;Unknown;Non-corporeal;Human;Pure-blood;Silver;Grey/Blue[;Order of the Phoenix;Writing; 1 September 1880 - 31 August 1881; -105;Fleur Isabelle Delacour;Female;Part-time at Gringotts Wizarding Bank;Beauxbatons Academy of Magic;"9½"", Rosewood, veela hair";Non-corporeal;Human;Quarter-Veela;Silvery-blonde;Dark blue[;Order of the Phoenix;part Veela, and therefore possesses some of their magical powers. She was also selected to compete in the Triwizard Tournament;Pre 30 October, 1977; -106;Aberforth Dumbledore;Male;Owner and Barman of the Hog's Head Inn;;Unknown;Goat;Human;Half-blood;Grey;Bright Blue;Order of the Phoenix;Bartending, caring for Ariana; 1 September 1883-31 August 1884; -107;Mundungus Fletcher;Male;Dealer of wizarding artifacts;;Unknown;Non-corporeal;Human;Half-blood[;Ginger;Brown;Order of the Phoenix;Gathering information for the Order, dealing in stolen cauldrons, 'acquiring' the odd Muggle car;Before 1962; -108;Sturgis Podmore;Male;Advance Guard;;Unknown;Unknown;Human;Pure-blood or half-blood;Straw-coloured;Brown;Order of the Phoenix;Carrying out guard duty for the Order; 8 September 1956 - 7 September 1957; -109;Hestia Jones;Female;Advance Guard;;Unknown;Unknown;Human;Pure-blood or half-blood;Black;;Order of the Phoenix;Carrying out escort missions for the Order;Pre 1978; -110;Marlene McKinnon;Female;;;Unknown;Unknown;Human;;Red;Brown;Original Order of the Phoenix;;;July, 1981 -111;Fabian Prewett;Male;;;Unknown;Unknown;Human;Pure-blood;Red;Grey;Original Order of the Phoenix;Duelling;;1981 -112;Gideon Prewett;Male;;;Unknown;Unknown;Human;Pure-blood;Red ;Dark Grey;Original Order of the Phoenix;Duelling;;1981 -113;Emmeline Vance;Female;Advance Guard;;Unknown;Unknown;Human;;;;Order of the Phoenix;;pre 1964;Early July, 1996 -114;Edgar Bones;Male;;Hufflepuff;Unknown;Unknown;Human;Pure-blood or half-blood;Reddish-brown;Grey;Original Order of the Phoenix;Said to be a great wizard;;1981 -115;Dorcas Meadowes;Female;;;Unknown;Unknown;Human;;Black;Brown;Original Order of the Phoenix;;;1981 -116;Benjy Fenwick;Male;;;Unknown;Unknown;Human;;Black;Black;Original Order of the Phoenix;;;1981 -117;Madame Olympe Maxime;Female;Headmistress of Beauxbatons Academy of Magic;Beauxbatons Academy of Magic;Unknown;Unknown;Half-Human/Half-Giant;Part-Human (Half-giant);Brown;Black;;An ‘excellent dancer’, in the words of Dumbledore himself;; -118;Gabrielle Delacour;Female;;Beauxbatons Academy of Magic;Unknown;Unknown;Human ;Quarter-Veela;Silvery-blonde;;;part Veela and therefore may possess some of their magical powers; 31 July 1985 - 30 July 1986; -119;Viktor Krum;Male;Seeker for the Bulgarian National Quidditch team;Durmstrang Institute;"10¼"", Hornbeam, dragon heartstring";Unknown;Human ;Pure-blood or half-blood;Dark;Dark;;One of the best Seekers in the world;April-August, 1976; -120;Petunia Dursley;Female;;;;;Human ;Muggle;Blonde;;;;Pre 1960; -121;Vernon Dursley;Male;Director at Grunnings;;;;Human ;Muggle;Black;;;Schmoozing clients, pretending magic doesn't exist;Pre 1954; -122;Dudley Dursley;Male;;;;;Human ;Muggle;Blond;Blue;;; 23 June 1980; -123;Marge Dursley;Female;Dog breeder;;;;Human ;Muggle;Grey;;;Breeding bulldogs;Pre 1954; -124;Dennis Creevey;Male;Student;Gryffindor;Unknown;Unknown;Human ;Muggle-born;Mousy brown;;Dumbledore's Army;; 1 September 1982 - 31 August 1983; -125;Albus Severus Potter;Male;Student;Slytherin;Unknown;Unknown;Human ;Half-blood;Jet-black;Bright green;;;Between 1 September 2005-31 August 2006; -126;Scorpius Hyperion Malfoy;Male;Student;Slytherin;Unknown;Unknown;Human ;Pure-blood;White blond;Grey;;;Between 1 September 2005-31 August 2007; -127;Edward Remus Lupin;Male;Student;Hufflepuff;Unknown;Unknown;Human (Metamorphmagus);Half-blood;Variable;Variable;;;April, 1998; -128;James Sirius Potter;Male;Student;Gryffindor;Unknown;Unknown;Human ;Half-blood;;;;;1 September 2003-31 August 2004; -129;Rose Granger-Weasley;Female;Student;Gryffindor;Unknown;Unknown;Human ;Half-blood;Red;;;Chaser;1 September 2005-31 August 2006 ; -130;Argus Filch;Male;Caretaker of Hogwarts;;;;Human ;Squib;Grey;Pale;Hogwarts School of Witchcraft and Wizardry;Sniffing out mischief;Pre 1951; -131;Poppy Pomfrey;Female;Matron at Hogwarts School;;Unknown;Non-corporeal;Human ;Pure-blood or half-blood;;;Hogwarts School of Witchcraft and Wizardry;Skilled medical healer;pre 1954; -132;Rolanda Hooch;Female;Flying Instructor at Hogwarts;;Unknown;Non-corporeal;Human ;;Grey;Yellow;Hogwarts School of Witchcraft and Wizardry;Teaching, flying, refereeing Quidditch matches;pre 1918; -133;Irma Pince;Female;Librarian at Hogwarts;;Unknown;Non-corporeal;Human ;;;;Hogwarts School of Witchcraft and Wizardry;;Pre 1966; -134;Aurora Sinistra;Female;Astronomer at Hogwarts;;Unknown;Unknown;Human ;Pure-blood or half-blood;Dark;Dark;Hogwarts School of Witchcraft and Wizardry;;Pre 1968; -135;Septima Vector;Female;Professor of Arithmancyat Hogwarts;;Unknown;Unknown;Human ;;Black;;Hogwarts School of Witchcraft and Wizardry;;Before 1974; -136;Wilhelmina Grubbly-Plank;Female;Substitute professor of Care of Magical Creatures at Hogwarts;;Unknown;Non-corporeal;Human ;;Grey;;Hogwarts School of Witchcraft and Wizardry;;; -137;Fenrir Greyback;Male;;;Unknown;None;Werewolf;;Grey;;Lord Voldemort  | Death Eaters;Physical combat;Pre 1945; -138;Gellert Grindelwald;Male;Revolutionary leader(c. 1920s[6] – 1945);;"15"", Elder, Thestral tail hair core";;Human ;Pure-blood or half-blood;Blond;Blue;Gellert Grindelwald's Acolytes;Duelling;1883;March, 1998 -139;Dobby;Male;"Malfoy family's house-elf (? - 1993), -Hogwarts kitchens worker (December 1994 - 1998)";;;;House elf;;Green;;;A type of magic specific to house-elves, performed without a wand which includes the ability to apparate, disarm and make objects levitate;28 June;Late March, 1998 -140;Kreacher;Male;" -Black family's house-elf (?-1996), -Harry Potter's house-elf, -Hogwarts kitchen worker ";;;;House elf;;White;;;Magic performed without a wand which includes the ability to apparate, disarm and make objects levitate;; diff --git a/Hogwarts ERD b/Hogwarts ERD deleted file mode 100644 index fe403c1..0000000 Binary files a/Hogwarts ERD and /dev/null differ diff --git a/README.md b/README.md index f554875..83292b5 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,6 @@ ### By Raynard Flores, Rosemary Medina, Gian F. Villafane, Maya Wilson-Fernandez, Alex Lopez, Dylan Sedeno - ## Project Overview Despite being the Hogwarts house renowned for the intellect and wit of its students and alumni, Ravenclaw is rarely referenced in the Harry Potter series, in both books and films. @@ -42,7 +41,8 @@ Challenges: Inconsistencies in Labeling: - +When cleaning the dataset, there were many instances where characters were “Pureblood or Halfblood” or “Muggleborn or Halfblood”. Many were unknown, and ultimately this may point to the insight that blood status shouldn’t be a +label that matters in any consequential way. image @@ -57,16 +57,27 @@ Data Cleaning: ## Issues +The blood status column had a variety of inputs and when changing them, the function was only applied to certain instances. With the help of Erin, we managed to see the true value of each individual cell and merge the values into +what we needed. This issue happened throughout all columns. ## VISUALIZATION & KEY INSIGHTS image +image + +image + +image image +image + +image + ## FINDINGS @@ -98,3 +109,6 @@ Ravenclaw has the most even gender balance of all the Houses. + + + diff --git a/Ravenclaw.ipynb b/Ravenclaw.ipynb index 525685e..6b8fd1e 100644 --- a/Ravenclaw.ipynb +++ b/Ravenclaw.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -14,14 +14,18 @@ }, { "cell_type": "code", - + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "file_path_2 = \"/Users/medirose/Downloads/Harry Potter Project/Characters.csv\"\n", "\n", "characters = pd.read_csv(file_path_2, delimiter=';')\n" ] }, { "cell_type": "code", - + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -33,7 +37,7 @@ " dtype='object')" ] }, - + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -47,7 +51,406 @@ }, { "cell_type": "code", - + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idnamegenderjobhousewandpatronusspeciesblood_statushair_coloreye_colorloyaltyskillsbirthdeath
01Harry James PotterMaleStudentGryffindor11\" Holly phoenix featherStagHumanHalf-bloodBlackBright greenAlbus Dumbledore | Dumbledore's Army | Order o...Parseltongue| Defence Against the Dark Arts | ...31 July 1980NaN
12Ronald Bilius WeasleyMaleStudentGryffindor12\" Ash unicorn tail hairJack Russell terrierHumanPure-bloodRedBlueDumbledore's Army | Order of the Phoenix | Hog...Wizard chess | Quidditch goalkeeping1 March 1980NaN
23Hermione Jean GrangerFemaleStudentGryffindor10¾\" vine wood dragon heartstringOtterHumanMuggle-bornBrownBrownDumbledore's Army | Order of the Phoenix | Hog...Almost everything19 September, 1979NaN
34Albus Percival Wulfric Brian DumbledoreMaleHeadmasterGryffindor15\" Elder Thestral tail hair corePhoenixHumanHalf-bloodSilver| formerly auburnBlueDumbledore's Army | Order of the Phoenix | Hog...Considered by many to be one of the most power...Late August 188130 June, 1997
45Rubeus HagridMaleKeeper of Keys and Grounds | Professor of Care...Gryffindor16\" Oak unknown coreNaNHalf-Human/Half-GiantPart-Human (Half-giant)BlackBlackAlbus Dumbledore | Order of the Phoenix | Hogw...Resistant to stunning spells| above average st...6 December 1928NaN
................................................
135136Wilhelmina Grubbly-PlankFemaleSubstitute professor of Care of Magical Creatu...NaNUnknownNon-corporealHumanNaNGreyNaNHogwarts School of Witchcraft and WizardryNaNNaNNaN
136137Fenrir GreybackMaleNaNNaNUnknownNaNWerewolfNaNGreyNaNLord Voldemort  | Death EatersPhysical combatPre 1945NaN
137138Gellert GrindelwaldMaleRevolutionary leader(c. 1920s[6] – 1945)NaN15\", Elder, Thestral tail hair coreNaNHumanPure-blood or half-bloodBlondBlueGellert Grindelwald's AcolytesDuelling1883March, 1998
138139DobbyMaleMalfoy family's house-elf (? - 1993),\\nHogwart...NaNNaNNaNHouse elfNaNGreenNaNNaNA type of magic specific to house-elves, perfo...28 JuneLate March, 1998
139140KreacherMale\\nBlack family's house-elf (?-1996), \\nHarry P...NaNNaNNaNHouse elfNaNWhiteNaNNaNMagic performed without a wand which includes ...NaNNaN
\n", + "

140 rows × 15 columns

\n", + "
" + ], + "text/plain": [ + " id name gender \\\n", + "0 1 Harry James Potter Male \n", + "1 2 Ronald Bilius Weasley Male \n", + "2 3 Hermione Jean Granger Female \n", + "3 4 Albus Percival Wulfric Brian Dumbledore Male \n", + "4 5 Rubeus Hagrid Male \n", + ".. ... ... ... \n", + "135 136 Wilhelmina Grubbly-Plank Female \n", + "136 137 Fenrir Greyback Male \n", + "137 138 Gellert Grindelwald Male \n", + "138 139 Dobby Male \n", + "139 140 Kreacher Male \n", + "\n", + " job house \\\n", + "0 Student Gryffindor \n", + "1 Student Gryffindor \n", + "2 Student Gryffindor \n", + "3 Headmaster Gryffindor \n", + "4 Keeper of Keys and Grounds | Professor of Care... Gryffindor \n", + ".. ... ... \n", + "135 Substitute professor of Care of Magical Creatu... NaN \n", + "136 NaN NaN \n", + "137 Revolutionary leader(c. 1920s[6] – 1945) NaN \n", + "138 Malfoy family's house-elf (? - 1993),\\nHogwart... NaN \n", + "139 \\nBlack family's house-elf (?-1996), \\nHarry P... NaN \n", + "\n", + " wand patronus \\\n", + "0 11\" Holly phoenix feather Stag \n", + "1 12\" Ash unicorn tail hair Jack Russell terrier \n", + "2 10¾\" vine wood dragon heartstring Otter \n", + "3 15\" Elder Thestral tail hair core Phoenix \n", + "4 16\" Oak unknown core NaN \n", + ".. ... ... \n", + "135 Unknown Non-corporeal \n", + "136 Unknown NaN \n", + "137 15\", Elder, Thestral tail hair core NaN \n", + "138 NaN NaN \n", + "139 NaN NaN \n", + "\n", + " species blood_status hair_color \\\n", + "0 Human Half-blood Black \n", + "1 Human Pure-blood Red \n", + "2 Human Muggle-born Brown \n", + "3 Human Half-blood Silver| formerly auburn \n", + "4 Half-Human/Half-Giant Part-Human (Half-giant) Black \n", + ".. ... ... ... \n", + "135 Human  NaN Grey \n", + "136 Werewolf NaN Grey \n", + "137 Human  Pure-blood or half-blood Blond \n", + "138 House elf NaN Green \n", + "139 House elf NaN White \n", + "\n", + " eye_color loyalty \\\n", + "0 Bright green Albus Dumbledore | Dumbledore's Army | Order o... \n", + "1 Blue Dumbledore's Army | Order of the Phoenix | Hog... \n", + "2 Brown Dumbledore's Army | Order of the Phoenix | Hog... \n", + "3 Blue Dumbledore's Army | Order of the Phoenix | Hog... \n", + "4 Black Albus Dumbledore | Order of the Phoenix | Hogw... \n", + ".. ... ... \n", + "135 NaN Hogwarts School of Witchcraft and Wizardry \n", + "136 NaN Lord Voldemort  | Death Eaters \n", + "137 Blue Gellert Grindelwald's Acolytes \n", + "138 NaN NaN \n", + "139 NaN NaN \n", + "\n", + " skills birth \\\n", + "0 Parseltongue| Defence Against the Dark Arts | ... 31 July 1980 \n", + "1 Wizard chess | Quidditch goalkeeping 1 March 1980 \n", + "2 Almost everything 19 September, 1979 \n", + "3 Considered by many to be one of the most power... Late August 1881 \n", + "4 Resistant to stunning spells| above average st... 6 December 1928 \n", + ".. ... ... \n", + "135 NaN NaN \n", + "136 Physical combat Pre 1945 \n", + "137 Duelling 1883 \n", + "138 A type of magic specific to house-elves, perfo... 28 June \n", + "139 Magic performed without a wand which includes ... NaN \n", + "\n", + " death \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 30 June, 1997  \n", + "4 NaN \n", + ".. ... \n", + "135 NaN \n", + "136 NaN \n", + "137 March, 1998 \n", + "138 Late March, 1998 \n", + "139 NaN \n", + "\n", + "[140 rows x 15 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "characters" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "characters.drop(columns=['wand', 'patronus', 'skills', 'birth', 'death'], inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "house_ids = {\n", + " 'Ravenclaw': 1,\n", + " 'Hufflepuff': 2,\n", + " 'Slytherin': 3,\n", + " 'Gryffindor': 4\n", + "}\n", + "\n", + "# Create the 'house_id' column by mapping house names to their IDs\n", + "characters['house_id'] = characters['house'].map(house_ids)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "characters['house_id'].fillna(0, inplace=True)\n", + "characters['house_id'] = characters['house_id'].astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "desired_column_order = ['id', 'name', 'gender', 'job', 'house_id', 'house', 'species', 'blood_status', 'hair_color', 'eye_color', 'loyalty'] # List all column names in the desired order\n", + "\n", + "# Reorder the columns in the DataFrame\n", + "characters = characters[desired_column_order]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +465,7 @@ }, { "cell_type": "code", - + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -89,7 +492,7 @@ }, { "cell_type": "code", - + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -110,7 +513,8 @@ "Ravenclaw House Ghost 1\n", "Name: count, dtype: int64" ] - + }, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -120,7 +524,8 @@ ] }, { - + "cell_type": "code", + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -134,7 +539,7 @@ }, { "cell_type": "code", - + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -151,7 +556,7 @@ "Name: count, dtype: int64" ] }, - + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -162,7 +567,7 @@ }, { "cell_type": "code", - + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -178,7 +583,7 @@ }, { "cell_type": "code", - + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -208,7 +613,7 @@ }, { "cell_type": "code", - + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -228,7 +633,7 @@ }, { "cell_type": "code", - + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -237,12 +642,16 @@ }, { "cell_type": "code", - + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "characters['loyalty'].fillna(\"Unaffiliated\",inplace=True)" ] }, { "cell_type": "code", - + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -270,7 +679,7 @@ " name\n", " gender\n", " job\n", - + " house_id\n", " house\n", " species\n", " blood_status\n", @@ -286,7 +695,7 @@ " Harry James Potter\n", " Male\n", " Student\n", - + " 4\n", " Gryffindor\n", " Human\n", " Half Blood\n", @@ -300,7 +709,7 @@ " Ronald Bilius Weasley\n", " Male\n", " Student\n", - + " 4\n", " Gryffindor\n", " Human\n", " Pure Blood\n", @@ -314,7 +723,7 @@ " Hermione Jean Granger\n", " Female\n", " Student\n", - + " 4\n", " Gryffindor\n", " Human\n", " Muggle\n", @@ -328,7 +737,7 @@ " Albus Percival Wulfric Brian Dumbledore\n", " Male\n", " Student\n", - + " 4\n", " Gryffindor\n", " Human\n", " Half Blood\n", @@ -342,7 +751,7 @@ " Rubeus Hagrid\n", " Male\n", " Professor\n", - + " 4\n", " Gryffindor\n", " Human/Giant\n", " Other\n", @@ -362,7 +771,7 @@ " ...\n", " ...\n", " ...\n", - + " ...\n", " \n", " \n", " 135\n", @@ -370,7 +779,7 @@ " Wilhelmina Grubbly-Plank\n", " Female\n", " Professor\n", - + " 0\n", " NaN\n", " Human\n", " Unknown\n", @@ -384,7 +793,7 @@ " Fenrir Greyback\n", " Male\n", " NaN\n", - + " 0\n", " NaN\n", " Human/Werewolf\n", " Unknown\n", @@ -398,7 +807,7 @@ " Gellert Grindelwald\n", " Male\n", " Other\n", - + " 0\n", " NaN\n", " Human\n", " Pure Blood\n", @@ -412,13 +821,13 @@ " Dobby\n", " Male\n", " Other\n", - + " 0\n", " NaN\n", " Elf/Goblin\n", " Unknown\n", " Other\n", " NaN\n", - + " Unaffiliated\n", " \n", " \n", " 139\n", @@ -426,13 +835,17 @@ " Kreacher\n", " Male\n", " Other\n", - + " 0\n", " NaN\n", " Elf/Goblin\n", " Unknown\n", " Grey\n", " NaN\n", - + " Unaffiliated\n", + " \n", + " \n", + "\n", + "

140 rows × 11 columns

\n", "" ], "text/plain": [ @@ -449,7 +862,18 @@ "138 139 Dobby Male Other \n", "139 140 Kreacher Male Other \n", "\n", - + " house_id house species blood_status hair_color eye_color \\\n", + "0 4 Gryffindor Human Half Blood Black Green \n", + "1 4 Gryffindor Human Pure Blood Red Blue \n", + "2 4 Gryffindor Human Muggle Brown Brown \n", + "3 4 Gryffindor Human Half Blood Grey Blue \n", + "4 4 Gryffindor Human/Giant Other Black Black \n", + ".. ... ... ... ... ... ... \n", + "135 0 NaN Human Unknown Grey NaN \n", + "136 0 NaN Human/Werewolf Unknown Grey NaN \n", + "137 0 NaN Human Pure Blood Blonde Blue \n", + "138 0 NaN Elf/Goblin Unknown Other NaN \n", + "139 0 NaN Elf/Goblin Unknown Grey NaN \n", "\n", " loyalty \n", "0 Dumbledore's Army | Order of the Phoenix \n", @@ -461,7 +885,13 @@ "135 Dumbledore's Army | Order of the Phoenix \n", "136 Lord Voldemort \n", "137 Lord Voldemort \n", - + "138 Unaffiliated \n", + "139 Unaffiliated \n", + "\n", + "[140 rows x 11 columns]" + ] + }, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -472,7 +902,7 @@ }, { "cell_type": "code", - + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -502,7 +932,7 @@ }, { "cell_type": "code", - + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -516,7 +946,64 @@ }, { "cell_type": "code", - + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "house\n", + "Gryffindor 38\n", + "Slytherin 28\n", + "Ravenclaw 18\n", + "Hufflepuff 13\n", + "Other 4\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "characters.house.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Number of Characters per House')" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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o4MCBGj16tMqXL6/333//qr58r169eqpZs6aef/55GWMUGBioL774QsuXL8/Xd9KkSbrzzjvVokULPf/886pVq5YOHjyoxYsXa9asWfLz83N8e/Rbb70lPz8/eXp6qnr16qpYsaLefPNN9e3bV0eOHNEDDzyg4OBgHTp0SJs3b9ahQ4c0Y8aMy9a6ZcsWPfXUU+rZs6dq164tDw8PffPNN9qyZYuef/75Ky6rh4eHJk6cqJMnT6p58+ZavXq1xo4dq5iYGN15552S/noz/9vf/qb/+Z//0YYNG9S6dWv5+PgoPT1d33//vSIjIzVo0KAir99r0adPH02bNk19+/bVvn37FBkZqe+//17jx49X165d1aFDB0lFP0aPHz+utm3bqnfv3qpXr578/Py0fv16LV261HGG09fX95q3E24Arrz7GCiKiz/NdKnevXsbSU6fZjLGmOPHj5v+/fubkJAQ4+PjY+655x6zb9++Qj/NdOjQIafn9+3b1/j4+OSb36WfnMr7NNO7775rnnnmGRMUFGTsdru56667zIYNG/I9f/PmzebBBx80wcHBpnz58iY0NNS0a9fOzJw5s0jLW5jff//d9O7d21SsWNGUL1/e1K1b17z++uuOT0jlKeqnmfKcPn3a/N///Z+Jiooy/v7+ply5cqZy5comNjbWLFmy5Io1562fiz8ptHr1ahMVFWW8vb1NUFCQ6d+/v/nxxx/zfbqlsG1gjDHbtm0zHTt2NH5+fqZChQqmZ8+eZv/+/fm2b17fnj17mooVKxoPDw9z8803m7i4OHPmzBlHnylTppjq1aubsmXL5qsjNTXVdOvWzQQGBpry5cubKlWqmG7dupmPP/7Y0aew/ejgwYMmLi7O1KtXz/j4+BhfX1/TuHFjM3nyZHP+/PnLrvu85d+yZYuJjo42Xl5eJjAw0AwaNMicPHkyX/85c+aYFi1aGB8fH+Pl5WVq1qxp+vTp47QfXrr/Xklhy5WnYcOGTp9mMsaYrKwsM3DgQBMWFmbKlStnIiIizIgRI5zWtzFFO0bPnDljBg4caBo3bmz8/f2Nl5eXqVu3rhk9erQ5deqU0/SKsp1w47IZc9G5cQCAW4iLi9Mnn3yS7zIqgPy4ZwYAAFgaYQYAAFgal5kAAIClcWYGAABYGmEGAABYGmEGAABY2g3/pXm5ubk6cOCA/Pz8ruvXeAMAgJJjjNGJEydUuXJllSlz+XMvN3yYOXDggMLDw11dBgAAKIa0tLQr/mDsDR9m8n7vJi0tLd+v7wIAAPeUnZ2t8PDwIv1u3Q0fZvIuLfn7+xNmAACwmKLcIsINwAAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNLKuboAd3Lbs/NcXYJlbXy9j6tLAAD8l+LMDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDSXhpkZM2aocePG8vf3l7+/v6KiovTVV185xsfFxclmszk97rjjDhdWDAAA3E05V868atWqevXVV1WrVi1J0ty5c9W9e3f99NNPatiwoSSpS5cuSkpKcjzHw8PDJbUCAAD35NIwc8899zgNjxs3TjNmzNDatWsdYcZutys0NNQV5QEAAAtwm3tmLly4oA8//FCnTp1SVFSUoz0lJUXBwcGqU6eOBgwYoMzMTBdWCQAA3I1Lz8xI0tatWxUVFaUzZ87I19dXCxcuVIMGDSRJMTEx6tmzpyIiIrR3716NGjVK7dq108aNG2W32wucXk5OjnJychzD2dnZpbIcAADANVweZurWratNmzbp2LFj+vTTT9W3b1+lpqaqQYMG6tWrl6Nfo0aN1KxZM0VERGjJkiWKjY0tcHqJiYkaM2ZMaZUPAABczOWXmTw8PFSrVi01a9ZMiYmJatKkid54440C+4aFhSkiIkK7du0qdHojRozQ8ePHHY+0tLTrVToAAHADLj8zcyljjNNlootlZWUpLS1NYWFhhT7fbrcXegkKAADceFwaZl544QXFxMQoPDxcJ06c0IcffqiUlBQtXbpUJ0+eVEJCgu6//36FhYVp3759euGFF1SpUiXdd999riwbAAC4EZeGmYMHD+qxxx5Tenq6AgIC1LhxYy1dulQdO3bU6dOntXXrVs2bN0/Hjh1TWFiY2rZtqwULFsjPz8+VZQMAADfi0jDzzjvvFDrOy8tLX3/9dSlWAwAArMjlNwADAABcC8IMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNMIMAACwNJeGmRkzZqhx48by9/eXv7+/oqKi9NVXXznGG2OUkJCgypUry8vLS9HR0frll19cWDEAAHA3Lg0zVatW1auvvqoNGzZow4YNateunbp37+4ILBMmTNCkSZM0depUrV+/XqGhoerYsaNOnDjhyrIBAIAbcWmYueeee9S1a1fVqVNHderU0bhx4+Tr66u1a9fKGKMpU6Zo5MiRio2NVaNGjTR37lz9+eefmj9/vivLBgAAbsRt7pm5cOGCPvzwQ506dUpRUVHau3evMjIy1KlTJ0cfu92uNm3aaPXq1YVOJycnR9nZ2U4PAABw43J5mNm6dat8fX1lt9s1cOBALVy4UA0aNFBGRoYkKSQkxKl/SEiIY1xBEhMTFRAQ4HiEh4df1/oBAIBruTzM1K1bV5s2bdLatWs1aNAg9e3bV9u2bXOMt9lsTv2NMfnaLjZixAgdP37c8UhLS7tutQMAANcr5+oCPDw8VKtWLUlSs2bNtH79er3xxht67rnnJEkZGRkKCwtz9M/MzMx3tuZidrtddrv9+hYNAADchsvPzFzKGKOcnBxVr15doaGhWr58uWPc2bNnlZqaqpYtW7qwQgAA4E5cembmhRdeUExMjMLDw3XixAl9+OGHSklJ0dKlS2Wz2TRkyBCNHz9etWvXVu3atTV+/Hh5e3urd+/eriwbAAC4EZeGmYMHD+qxxx5Tenq6AgIC1LhxYy1dulQdO3aUJA0fPlynT5/W4MGDdfToUbVo0ULLli2Tn5+fK8sGAABuxGaMMa4u4nrKzs5WQECAjh8/Ln9//8v2ve3ZeaVU1Y1n4+t9XF0CAOAGcjXv3253zwwAAMDVIMwAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLc+kPTQJwf63ebOXqEixt1dOrXF0CcMPjzAwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0l4aZxMRENW/eXH5+fgoODlaPHj20Y8cOpz5xcXGy2WxOjzvuuMNFFQMAAHfj0jCTmpqqJ598UmvXrtXy5ct1/vx5derUSadOnXLq16VLF6Wnpzse//znP11UMQAAcDflXDnzpUuXOg0nJSUpODhYGzduVOvWrR3tdrtdoaGhpV0eAACwALe6Z+b48eOSpMDAQKf2lJQUBQcHq06dOhowYIAyMzMLnUZOTo6ys7OdHgAA4MblNmHGGKP4+HjdeeedatSokaM9JiZG77//vr755htNnDhR69evV7t27ZSTk1PgdBITExUQEOB4hIeHl9YiAAAAF3DpZaaLPfXUU9qyZYu+//57p/ZevXo5/m7UqJGaNWumiIgILVmyRLGxsfmmM2LECMXHxzuGs7OzCTQAANzA3CLMPP3001q8eLFWrlypqlWrXrZvWFiYIiIitGvXrgLH2+122e3261EmAABwQy4NM8YYPf3001q4cKFSUlJUvXr1Kz4nKytLaWlpCgsLK4UKAQCAu3PpPTNPPvmk3nvvPc2fP19+fn7KyMhQRkaGTp8+LUk6efKkhg0bpjVr1mjfvn1KSUnRPffco0qVKum+++5zZekAAMBNuPTMzIwZMyRJ0dHRTu1JSUmKi4tT2bJltXXrVs2bN0/Hjh1TWFiY2rZtqwULFsjPz88FFQMAAHfj8stMl+Pl5aWvv/66lKoBAABW5DYfzQYAACgOwgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALC0YoWZdu3a6dixY/nas7Oz1a5du2utCQAAoMiKFWZSUlJ09uzZfO1nzpzRd999d81FAQAAFFW5q+m8ZcsWx9/btm1TRkaGY/jChQtaunSpqlSpUnLVAQAAXMFVhZmmTZvKZrPJZrMVeDnJy8tLb775ZokVBwAAcCVXFWb27t0rY4xq1KihH374QUFBQY5xHh4eCg4OVtmyZUu8SAAAgMJcVZiJiIiQJOXm5l6XYgAAAK7WVYWZi+3cuVMpKSnKzMzMF25eeumlay4MAACgKIoVZt5++20NGjRIlSpVUmhoqGw2m2OczWYjzAAAgFJTrDAzduxYjRs3Ts8991xJ1wMAAHBVivU9M0ePHlXPnj1LuhYAAICrVqww07NnTy1btqykawEAALhqxbrMVKtWLY0aNUpr165VZGSkypcv7zT+mWeeKZHiAAAArqRYYeatt96Sr6+vUlNTlZqa6jTOZrMVOcwkJibqs88+06+//iovLy+1bNlSr732murWrevoY4zRmDFj9NZbb+no0aNq0aKFpk2bpoYNGxandAAAcIMpVpjZu3dvicw8NTVVTz75pJo3b67z589r5MiR6tSpk7Zt2yYfHx9J0oQJEzRp0iQlJyerTp06Gjt2rDp27KgdO3bIz8+vROoAAADWVezvmSkJS5cudRpOSkpScHCwNm7cqNatW8sYoylTpmjkyJGKjY2VJM2dO1chISGaP3++nnjiCVeUDQAA3Eixwky/fv0uO37OnDnFKub48eOSpMDAQEl/nQHKyMhQp06dHH3sdrvatGmj1atXFxhmcnJylJOT4xjOzs4uVi0AAMAaihVmjh496jR87tw5/fzzzzp27FiBP0BZFMYYxcfH684771SjRo0kyfGr3CEhIU59Q0JC9Pvvvxc4ncTERI0ZM6ZYNQAAAOspVphZuHBhvrbc3FwNHjxYNWrUKFYhTz31lLZs2aLvv/8+37iLv2FY+iv4XNqWZ8SIEYqPj3cMZ2dnKzw8vFg1AQAA91es75kpcEJlymjo0KGaPHnyVT/36aef1uLFi/Xtt9+qatWqjvbQ0FBJ/zlDkyczMzPf2Zo8drtd/v7+Tg8AAHDjKrEwI0m7d+/W+fPni9zfGKOnnnpKn332mb755htVr17daXz16tUVGhqq5cuXO9rOnj2r1NRUtWzZssTqBgAA1lWsy0wXX8aR/gol6enpWrJkifr27Vvk6Tz55JOaP3++Pv/8c/n5+TnOwAQEBMjLy0s2m01DhgzR+PHjVbt2bdWuXVvjx4+Xt7e3evfuXZzSAQDADaZYYeann35yGi5TpoyCgoI0ceLEK37S6WIzZsyQJEVHRzu1JyUlKS4uTpI0fPhwnT59WoMHD3Z8ad6yZcv4jhkAACCpmGHm22+/LZGZG2Ou2MdmsykhIUEJCQklMk8AAHBjuaYvzTt06JB27Nghm82mOnXqKCgoqKTqAgAAKJJi3QB86tQp9evXT2FhYWrdurXuuusuVa5cWY8//rj+/PPPkq4RAACgUMUKM/Hx8UpNTdUXX3yhY8eO6dixY/r888+Vmpqqf/zjHyVdIwAAQKGKdZnp008/1SeffOJ0427Xrl3l5eWlBx980HFjLwAAwPVWrDMzf/75Z4FfWhccHMxlJgAAUKqKFWaioqI0evRonTlzxtF2+vRpjRkzRlFRUSVWHAAAwJUU6zLTlClTFBMTo6pVq6pJkyay2WzatGmT7Ha7li1bVtI1AgAAFKpYYSYyMlK7du3Se++9p19//VXGGD300EN65JFH5OXlVdI1AgAAFKpYYSYxMVEhISEaMGCAU/ucOXN06NAhPffccyVSHAAAwJUU656ZWbNmqV69evnaGzZsqJkzZ15zUQAAAEVVrDCTkZGhsLCwfO1BQUFKT0+/5qIAAACKqlhhJjw8XKtWrcrXvmrVKlWuXPmaiwIAACiqYt0z079/fw0ZMkTnzp1Tu3btJEkrVqzQ8OHD+QZglIj9L0e6ugRLu/mlra4uAQBKTbHCzPDhw3XkyBENHjxYZ8+elSR5enrqueee04gRI0q0QAAAgMspVpix2Wx67bXXNGrUKG3fvl1eXl6qXbu27HZ7SdcHAABwWcUKM3l8fX3VvHnzkqoFAADgqhXrBmAAAAB3QZgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACW5tIws3LlSt1zzz2qXLmybDabFi1a5DQ+Li5ONpvN6XHHHXe4plgAAOCWXBpmTp06pSZNmmjq1KmF9unSpYvS09Mdj3/+85+lWCEAAHB35Vw585iYGMXExFy2j91uV2hoaClVBAAArMbt75lJSUlRcHCw6tSpowEDBigzM9PVJQEAADfi0jMzVxITE6OePXsqIiJCe/fu1ahRo9SuXTtt3LhRdru9wOfk5OQoJyfHMZydnV1a5QIAABdw6zDTq1cvx9+NGjVSs2bNFBERoSVLlig2NrbA5yQmJmrMmDGlVSIAAHAxt7/MdLGwsDBFRERo165dhfYZMWKEjh8/7nikpaWVYoUAAKC0ufWZmUtlZWUpLS1NYWFhhfax2+2FXoICAAA3HpeGmZMnT+q3335zDO/du1ebNm1SYGCgAgMDlZCQoPvvv19hYWHat2+fXnjhBVWqVEn33XefC6sGAADuxKVhZsOGDWrbtq1jOD4+XpLUt29fzZgxQ1u3btW8efN07NgxhYWFqW3btlqwYIH8/PxcVTIAAHAzLg0z0dHRMsYUOv7rr78uxWoAAIAVWeoGYAAAgEsRZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKW59IcmAQBXJ7V1G1eXYFltVqa6ugRcJ5yZAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlubSMLNy5Urdc889qly5smw2mxYtWuQ03hijhIQEVa5cWV5eXoqOjtYvv/zimmIBAIBbcmmYOXXqlJo0aaKpU6cWOH7ChAmaNGmSpk6dqvXr1ys0NFQdO3bUiRMnSrlSAADgrsq5cuYxMTGKiYkpcJwxRlOmTNHIkSMVGxsrSZo7d65CQkI0f/58PfHEE6VZKgAAcFNue8/M3r17lZGRoU6dOjna7Ha72rRpo9WrVxf6vJycHGVnZzs9AADAjcttw0xGRoYkKSQkxKk9JCTEMa4giYmJCggIcDzCw8Ova50AAMC13DbM5LHZbE7Dxph8bRcbMWKEjh8/7nikpaVd7xIBAIALufSemcsJDQ2V9NcZmrCwMEd7ZmZmvrM1F7Pb7bLb7de9PgAA4B7c9sxM9erVFRoaquXLlzvazp49q9TUVLVs2dKFlQEAAHfi0jMzJ0+e1G+//eYY3rt3rzZt2qTAwEDdfPPNGjJkiMaPH6/atWurdu3aGj9+vLy9vdW7d28XVg0AANyJS8PMhg0b1LZtW8dwfHy8JKlv375KTk7W8OHDdfr0aQ0ePFhHjx5VixYttGzZMvn5+bmqZAAA4GZcGmaio6NljCl0vM1mU0JCghISEkqvKAAAYClue88MAABAURBmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApbl1mElISJDNZnN6hIaGurosAADgRsq5uoAradiwof71r385hsuWLevCagAAgLtx+zBTrlw5zsYAAIBCufVlJknatWuXKleurOrVq+uhhx7Snj17Lts/JydH2dnZTg8AAHDjcusw06JFC82bN09ff/213n77bWVkZKhly5bKysoq9DmJiYkKCAhwPMLDw0uxYgAAUNrcOszExMTo/vvvV2RkpDp06KAlS5ZIkubOnVvoc0aMGKHjx487HmlpaaVVLgAAcAG3v2fmYj4+PoqMjNSuXbsK7WO322W320uxKgAA4EpufWbmUjk5Odq+fbvCwsJcXQoAAHATbh1mhg0bptTUVO3du1fr1q3TAw88oOzsbPXt29fVpQEAADfh1peZ/vjjDz388MM6fPiwgoKCdMcdd2jt2rWKiIhwdWkAAMBNuHWY+fDDD11dAgAAcHNufZkJAADgSggzAADA0ggzAADA0tz6nhkAANzV1H984eoSLOupifeU6PQ4MwMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACyNMAMAACzNEmFm+vTpql69ujw9PXXbbbfpu+++c3VJAADATbh9mFmwYIGGDBmikSNH6qefftJdd92lmJgY7d+/39WlAQAAN+D2YWbSpEl6/PHH1b9/f9WvX19TpkxReHi4ZsyY4erSAACAG3DrMHP27Flt3LhRnTp1cmrv1KmTVq9e7aKqAACAOynn6gIu5/Dhw7pw4YJCQkKc2kNCQpSRkVHgc3JycpSTk+MYPn78uCQpOzv7ivO7kHP6Gqr971aU9Xs1Tpy5UKLT+29Tktvj/OnzJTat/0YlfWycOs/2KK6S3hanc/4s0en9NynKtsjrY4y5Yl+3DjN5bDab07AxJl9bnsTERI0ZMyZfe3h4+HWpDX8JeHOgq0vAxRIDXF0B/r+A59gWbiOAbeEuhk8ret8TJ04o4Arbzq3DTKVKlVS2bNl8Z2EyMzPzna3JM2LECMXHxzuGc3NzdeTIEVWsWLHQAGQF2dnZCg8PV1pamvz9/V1dzn81toX7YFu4D7aF+7hRtoUxRidOnFDlypWv2Netw4yHh4duu+02LV++XPfdd5+jffny5erevXuBz7Hb7bLb7U5tN9100/Uss1T5+/tbeue8kbAt3Afbwn2wLdzHjbAtrnRGJo9bhxlJio+P12OPPaZmzZopKipKb731lvbv36+BA7msAQAALBBmevXqpaysLL388stKT09Xo0aN9M9//lMRERGuLg0AALgBtw8zkjR48GANHjzY1WW4lN1u1+jRo/NdQkPpY1u4D7aF+2BbuI//xm1hM0X5zBMAAICbcusvzQMAALgSwgwAALA0wgwAALA0wowbyMjIUMeOHeXj4+P4TpyC2mw2mxYtWnRN80pOTr6hvnfHahISEtS0aVNXl+Ey7r4Pc3z8JSEhQSEhIU7b69K2uLg49ejRw23r+2/037z/EmaKKCMjQ3//+99Vq1YteXp6KiQkRHfeeadmzpypP/+8tt/nmDx5stLT07Vp0ybt3Lmz0Lb09HTFxMRc87JYUVxcnGw2m2w2m8qVK6ebb75ZgwYN0tGjR11dGi6SmZmpJ554QjfffLPsdrtCQ0PVuXNnrVmzpljTq1atmqZMmVKyRV5Gr169HMeb1RQWLlJSUmSz2XTs2LEiTWf79u0aM2aMZs2a5XjNKajNVdy9vpKQlpamxx9/XJUrV5aHh4ciIiL097//XVlZWY4+pX1suDtLfDTb1fbs2aNWrVrppptu0vjx4xUZGanz589r586dmjNnjipXrqx777033/POnTun8uXLX3H6u3fv1m233abatWtfti00NLRkFugaFXW5SlqXLl2UlJSk8+fPa9u2berXr5+OHTumDz74oNRrQcHuv/9+nTt3TnPnzlWNGjV08OBBrVixQkeOHHF1aVd07tw5eXl5ycvLy9WluNTu3bslSd27d3f8BExBba7i7vVdqz179igqKkp16tTRBx98oOrVq+uXX37Rs88+q6+++kpr165VYGBgqdbkqtf8q2JwRZ07dzZVq1Y1J0+eLHB8bm6uMcYYSWbGjBnm3nvvNd7e3uall14yNWvWNK+//rpT/61btxqbzWZ+++03ExERYSQ5Hn379i2wLW/6CxcuNMYYs3fvXiPJfPrppyY6Otp4eXmZxo0bm9WrVzvNKykpyYSHhxsvLy/To0cP87//+78mICDAqc/06dNNjRo1TPny5U2dOnXMvHnznMYXtFylrW/fvqZ79+5ObfHx8SYwMNAYY8z58+dNv379TLVq1Yynp6epU6eOmTJliqPv0qVLjd1uN0ePHnWaxtNPP21at27tGF61apW56667jKenp6latap5+umnnbZ7RESEGTdunPmf//kf4+vra8LDw82sWbOcppmWlmZ69eplKlSoYLy9vc1tt91m1q5da4wxZvTo0aZJkyaOvj/88IPp0KGDqVixovH39zetW7c2GzdudFrGu+++2zE8efJkI8l8+eWXjrY6deqYmTNnFnFNXj9Hjx41kkxKSkqhfS7eh9u2bWuefPJJp/GHDx82Hh4eZsWKFaZNmzZOx0Hey1VSUpIJCAgwS5cuNfXq1TM+Pj6mc+fO5sCBA07TmjNnjqlXr56x2+2mbt26Ztq0aY5xecfPggULTJs2bYzdbjdz5sxxTDtP3vaaN2+eiYiIMP7+/qZXr14mOzv7GtdWySvoGDHGmG+//dZIMkePHs23/xnz1z4VERFhjPlreS9d5wW1FTS/3Nxc89prr5nq1asbT09P07hxY/Pxxx/nq+PLL780jRs3Nna73dx+++1my5Ytjj4lWZ9VdenSxVStWtX8+eefTu3p6enG29vbDBw40CXHhruz9lYvBYcPHzY2m80kJiZesa8kExwcbN555x2ze/dus2/fPjNu3DjToEEDp35Dhw51vIFmZmaaLl26mAcffNCkp6ebY8eOFdiWN/1Lw0y9evXMl19+aXbs2GEeeOABExERYc6dO2eMMWbt2rWO2nfs2GHeeOMNc9NNNzm9WH/22WemfPnyZtq0aWbHjh1m4sSJpmzZsuabb7657HKVtktfOHfv3m0aNGhgQkJCjDHGnD171rz00kvmhx9+MHv27DHvvfee8fb2NgsWLDDG/BV2QkJCzOzZsx3TyGvLCyNbtmwxvr6+ZvLkyWbnzp1m1apV5pZbbjFxcXGO50RERJjAwEAzbdo0s2vXLpOYmGjKlCljtm/fbowx5sSJE6ZGjRrmrrvuMt99953ZtWuXWbBggSNkXvpivWLFCvPuu++abdu2mW3btpnHH3/chISEON4sFy9ebAICAsyFCxeMMcb06NHDVKpUyTz77LPGmL9e4CQ55u9K586dM76+vmbIkCHmzJkzBfa5eB9+//33TYUKFZz6vvHGG6ZatWomNzfXZGVlmapVq5qXX37ZpKenm/T0dGPMXy/Y5cuXNx06dDDr1683GzduNPXr1ze9e/d2TOett94yYWFh5tNPPzV79uwxn376qQkMDDTJycnGmP8cP9WqVXP0+fe//11gmPH19TWxsbFm69atZuXKlSY0NNS88MILJbz2rl1JhJkTJ06YpKQkI8mxzgtqK2h+L7zwgqlXr55ZunSp2b17t0lKSjJ2u90RbvPqqF+/vlm2bJnZsmWLufvuu021atXM2bNnjTFXDjNXU58VZWVlGZvNZsaPH1/g+AEDBpgKFSqYw4cPl/qx4e4IM1ewdu1aI8l89tlnTu0VK1Y0Pj4+xsfHxwwfPtwY89cL9ZAhQ5z6HThwwJQtW9asW7fOGPPXm25QUJBjxzHGmO7duzvOvlyuraAwc/Gb8y+//OL0xvbwww+bLl26OE2jV69eTi/WLVu2NAMGDHDq07NnT9O1a1en+V66XKWtb9++pmzZssbHx8d4eno6/huZNGlSoc8ZPHiwuf/++x3DzzzzjGnXrp1j+OuvvzYeHh7myJEjxhhjHnvsMfO3v/3NaRrfffedKVOmjDl9+rQx5q8w8+ijjzrG5+bmmuDgYDNjxgxjjDGzZs0yfn5+Jisrq8CaCnqxvtj58+eNn5+f+eKLL4wxxhw7dsyUKVPGbNiwweTm5pqKFSuaxMRE07x5c2OMMfPnz3cEOnfwySefmAoVKhhPT0/TsmVLM2LECLN582bH+Iv34TNnzpjAwEBH4DTGmKZNm5qEhATHcEREhJk8ebLTPPLeuH777TdH27Rp05zWQ3h4uJk/f77T81555RUTFRVljPnP8XPx2bu8aV8aZry9vZ3OxDz77LOmRYsWRVwjpefiY+TiR97xUpQwY4wxCxcuzHd2o6C2i8PMyZMnjaenZ74zw48//rh5+OGHjTH/CTMffvihY3xWVpbx8vJy7AMlWZ8V5b3f5B0jl5o0aZKRZA4ePFjqx4a74wbgIrr0OuwPP/ygTZs2qWHDhsrJyXG0N2vWzKlfWFiYunXrpjlz5kiSvvzyS505c0Y9e/YskboaN27sNC/pr5swpb9ulIuKinLqf+nw9u3b1apVK6e2Vq1aafv27U5tly6XK7Rt21abNm3SunXr9PTTT6tz5856+umnHeNnzpypZs2aKSgoSL6+vnr77be1f/9+x/hHHnlEKSkpOnDggCTp/fffV9euXVWhQgVJ0saNG5WcnCxfX1/Ho3PnzsrNzdXevXsd07l4ndtsNoWGhjrW+aZNm3TLLbcU+Zp2ZmamBg4cqDp16iggIEABAQE6efKko+6AgAA1bdpUKSkp2rp1q8qUKaMnnnhCmzdv1okTJ5SSkqI2bdoUc42WvPvvv18HDhzQ4sWL1blzZ6WkpOjWW29VcnJyvr52u12PPvqo49jYtGmTNm/erLi4uCvOx9vbWzVr1nQMh4WFObbBoUOHHDdQXrwtx44d67i3Ik9R9utq1arJz8+vwHm5m7xj5OLH7Nmzr/t8t23bpjNnzqhjx45O63zevHn51vnFr0GBgYGqW7duvtcbFMz8/y/sv9x9QaV5bLgTbgC+glq1aslms+nXX391aq9Ro4Yk5btZ0MfHJ980+vfvr8cee0yTJ09WUlKSevXqJW9v7xKp7+KbsvJ28NzcXEn/2fGv5NIDwxiTr62g5SptPj4+qlWrliTp//7v/9S2bVuNGTNGr7zyij766CMNHTpUEydOVFRUlPz8/PT6669r3bp1jufffvvtqlmzpj788EMNGjRICxcuVFJSkmN8bm6unnjiCT3zzDP55n3zzTc7/r70RjibzeZY51d782hcXJwOHTqkKVOmKCIiQna7XVFRUTp79qyjT3R0tFJSUuTh4aE2bdqoQoUKatiwoVatWqWUlBQNGTLkquZ5vXl6eqpjx47q2LGjXnrpJfXv31+jR48uMKT0799fTZs21R9//KE5c+aoffv2RfoR2YK2Qd7+nrct3n77bbVo0cKpX9myZZ2Gi7JfX257u5uLj5E8f/zxh+PvMmXK5HtdOHfu3DXPN299LFmyRFWqVHEaV5TfB8p7vble9VlF3vvNtm3bCvxk2q+//qoKFSqoUqVKhU6jNI8Nd0KYuYKKFSuqY8eOmjp1qp5++ulibeCuXbvKx8dHM2bM0FdffaWVK1deh0rza9CggdauXevUdulw/fr19f3336tPnz6OttWrV6t+/fqlUuO1GD16tGJiYjRo0CB99913atmypdMPkl76n4Yk9e7dW++//76qVq2qMmXKqFu3bo5xt956q3755Zd8bwZXo3Hjxpo9e7aOHDlSpLMz3333naZPn66uXbtK+usjmYcPH3bqEx0drXfeeUflypVThw4dJElt2rTRhx9+qJ07d7rVmZmCNGjQoNDv/YiMjFSzZs309ttva/78+XrzzTedxnt4eOjChQtXNb+QkBBVqVJFe/bs0SOPPFLcsm9IQUFBysjIcPqHZdOmTdc83QYNGshut2v//v1X3B/Xrl3r+Ofg6NGj2rlzp+rVq3dd67OKvPeb6dOna+jQoU7/HGVkZOj9999Xnz59ZLPZODYuwWWmIpg+fbrOnz+vZs2aacGCBdq+fbt27Nih9957T7/++mu+RHupsmXLKi4uTiNGjFCtWrXyXeq5Xp555hktXbpUEyZM0M6dOzV16lQtXbrUqc+zzz6r5ORkzZw5U7t27dKkSZP02WefadiwYaVS47WIjo5Ww4YNNX78eNWqVUsbNmzQ119/rZ07d2rUqFFav359vuc88sgj+vHHHzVu3Dg98MAD8vT0dIx77rnntGbNGj355JPatGmTdu3apcWLFztdyrqShx9+WKGhoerRo4dWrVqlPXv26NNPPy30e1Zq1aqld999V9u3b9e6dev0yCOP5Du707p1a504cUJffPGFoqOjHcv+3nvvKSgoSA0aNChyfddTVlaW2rVrp/fee09btmzR3r179fHHH2vChAnq3r17oc/r37+/Xn31VV24cEH33Xef07hq1app5cqV+ve//50v5F1OQkKCEhMT9cYbb2jnzp3aunWrkpKSNGnSpGIv340gOjpahw4d0oQJE7R7925NmzZNX3311TVP18/PT8OGDdPQoUM1d+5c7d69Wz/99JOmTZumuXPnOvV9+eWXtWLFCv3888+Ki4tTpUqVHGchrld9VjJ16lTl5OSoc+fOWrlypdLS0rR06VJ17NhRVapU0bhx4yRxbFyKMFMENWvW1E8//aQOHTpoxIgRatKkiZo1a6Y333xTw4YN0yuvvHLFaTz++OM6e/as+vXrVwoV/+WOO+7Q7Nmz9eabb6pp06ZatmyZXnzxRac+PXr00BtvvKHXX39dDRs21KxZs5SUlOR403R38fHxevvtt9WjRw/FxsaqV69eatGihbKyspzO0uSpXbu2mjdvri1btuT7z6Rx48ZKTU3Vrl27dNddd+mWW27RqFGjHPciFYWHh4eWLVum4OBgde3aVZGRkXr11VcLDbxz5szR0aNHdcstt+ixxx7TM888o+DgYKc+AQEBjvtw8oLLXXfdpdzcXLc6K+Pr66sWLVpo8uTJat26tRo1aqRRo0ZpwIABmjp1aqHPe/jhh1WuXDn17t3bKVxKf73x7du3TzVr1lRQUFCRa+nfv79mz56t5ORkRUZGqk2bNkpOTlb16tWLvXw3gvr162v69OmaNm2amjRpoh9++KHE/nF55ZVX9NJLLykxMVH169dX586d9cUXX+Rb56+++qr+/ve/67bbblN6eroWL14sDw+P616fVdSuXVsbNmxQzZo11atXL9WsWVN/+9vf1LZtW61Zs8Zxxpdjw5nNFPXGClyTVatWKTo6Wn/88YdCQkJcXQ7gNtLS0lStWjWtX79et956q6vLwXWSkpKitm3b6ujRo/+1X7mP64d7Zq6znJwcpaWladSoUXrwwQcJMsD/d+7cOaWnp+v555/XHXfcQZABUGxcZrrOPvjgA9WtW1fHjx/XhAkTXF0O4DZWrVqliIgIbdy4UTNnznR1OQAsjMtMAADA0jgzAwAALI0wAwAALI0wAwAALI0wAwAALI0wA6BURUdHu93vSQGwNsIMAACwNMIMAACwNMIMgFKXm5ur4cOHKzAwUKGhoUpISHCM279/v7p37y5fX1/5+/vrwQcf1MGDBx3j4+LiHD9MmGfIkCFOvyf2ySefKDIyUl5eXqpYsaI6dOigU6dOOcYnJSWpfv368vT0VL169TR9+vTrtagASgFhBkCpmzt3rnx8fLRu3TpNmDBBL7/8spYvXy5jjHr06KEjR44oNTVVy5cv1+7du9WrV68iTzs9PV0PP/yw+vXrp+3btyslJUWxsbHK+37Qt99+WyNHjtS4ceO0fft2jR8/XqNGjcr3684ArIPfZgJQ6ho3bqzRo0dL+utXgqdOnaoVK1ZIkrZs2aK9e/cqPDxckvTuu++qYcOGWr9+vZo3b37Faaenp+v8+fOKjY1VRESEJCkyMtIx/pVXXtHEiRMVGxsrSapevbq2bdumWbNmqW/fviW6nABKB2dmAJS6xo0bOw2HhYUpMzNT27dvV3h4uCPISFKDBg100003afv27UWadpMmTdS+fXtFRkaqZ8+eevvtt3X06FFJ0qFDh5SWlqbHH39cvr6+jsfYsWO1e/fukltAAKWKMzMASl358uWdhm02m3Jzc2WMkc1my9f/4vYyZcro0p+UO3funOPvsmXLavny5Vq9erWWLVumN998UyNHjtS6devk7e0t6a9LTS1atHCaRtmyZUtk2QCUPs7MAHAbDRo00P79+5WWluZo27Ztm44fP6769etLkoKCgpSenu70vE2bNjkN22w2tWrVSmPGjNFPP/0kDw8PLVy4UCEhIapSpYr27NmjWrVqOT2qV69+3ZcPwPXBmRkAbqNDhw5q3LixHnnkEU2ZMkXnz5/X4MGD1aZNGzVr1kyS1K5dO73++uuaN2+eoqKi9N577+nnn3/WLbfcIklat26dVqxYoU6dOik4OFjr1q3ToUOHHGEoISFBzzzzjPz9/RUTE6OcnBxt2LBBR48eVXx8vMuWHUDxcWYGgNuw2WxatGiRKlSooNatW6tDhw6qUaOGFixY4OjTuXNnjRo1SsOHD1fz5s114sQJ9enTxzHe399fK1euVNeuXVWnTh29+OKLmjhxomJiYiRJ/fv31+zZs5WcnKzIyEi1adNGycnJnJkBLMxmLr34DAAAYCGcmQEAAJZGmAEAAJZGmAEAAJZGmAEAAJZGmAEAAJZGmAEAAJZGmAEAAJZGmAEAAJZGmAEAAJZGmAEAAJZGmAEAAJZGmAEAAJb2/wCr53nsrmLKYwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x='house', data=characters)\n", + "plt.title('Number of Characters per House')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -536,7 +1023,7 @@ }, { "cell_type": "code", - + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -550,7 +1037,7 @@ }, { "cell_type": "code", - + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -570,41 +1057,141 @@ }, { "cell_type": "code", - + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def visualize_loyalty(characters):\n", + " \n", + " \n", + " loyalty_counts = characters.groupby(['house', 'loyalty']).size().reset_index(name='count')\n", + " loyalty_counts.drop(loyalty_counts[loyalty_counts['house'] == 'Other'].index,inplace=True)\n", + " custom_palette = loyalty_colors = {\n", + " \"Dumbledore's Army | Order of the Phoenix\": 'red',\n", + " \"Lord Voldemort\": 'green',\n", + " \"Unaffiliated\": 'palegoldenrod',\n", + " \"Ministry of Magic\": 'darkgrey',\n", + " }\n", + "\n", + " # Plotting using Seaborn with a defined palette\n", + " plt.figure(figsize=(10, 6))\n", + " ax = sns.barplot(data=loyalty_counts, x='house', y='count', hue='loyalty', palette=custom_palette)\n", + " # Add annotations to each bar\n", + "\n", + "\n", + " plt.title('Character Loyalty by House (Bar Plot)')\n", + " plt.xlabel('House')\n", + " plt.ylabel('Count')\n", + " plt.xticks(rotation=45)\n", + " plt.legend(title='Loyalty')\n", + "\n", + " # Subplot for pie chart\n", + " houses = loyalty_counts['house'].unique()\n", + " for house in houses:\n", + " house_data = loyalty_counts[loyalty_counts['house'] == house]\n", + " colors = [custom_palette.get(loyalty, 'gray') for loyalty in house_data['loyalty']]\n", + " plt.figure(figsize=(6, 6))\n", + " plt.pie(house_data['count'], labels=house_data['loyalty'],colors=colors,autopct='%1.1f%%',\n", + " textprops={'color':'red','rotation': 45})\n", + " plt.title(f'Character Loyalty in {house} (Pie Chart)')\n", + " plt.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle\n", + " plt.tight_layout()\n", + " plt.show()\n", + "visualize_loyalty(characters)" ] }, { "cell_type": "code", - + "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - + "Requirement already satisfied: sqlalchemy in /opt/anaconda3/lib/python3.11/site-packages (2.0.30)\n", + "Requirement already satisfied: typing-extensions>=4.6.0 in /opt/anaconda3/lib/python3.11/site-packages (from sqlalchemy) (4.9.0)\n" ] } ], "source": [ - + "!pip install sqlalchemy" ] }, { "cell_type": "code", - + "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - + "Requirement already satisfied: pymysql in /opt/anaconda3/lib/python3.11/site-packages (1.1.1)\n" ] } ], "source": [ - + "!pip install pymysql" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ "import pymysql\n", "from sqlalchemy import create_engine\n", "import getpass\n", @@ -613,19 +1200,22 @@ }, { "cell_type": "code", - + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - + "Engine(mysql+pymysql://root:***@localhost/Harry Potter)" + ] + }, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ - + "bd = \"Harry Potter\"\n", "connection_string = 'mysql+pymysql://root:' + password + '@localhost/'+bd\n", "engine = create_engine(connection_string)\n", "engine" @@ -633,7 +1223,18 @@ }, { "cell_type": "code", - + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "140" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -643,7 +1244,7 @@ ], "metadata": { "kernelspec": { - + "display_name": "base", "language": "python", "name": "python3" },