diff --git a/.gitignore b/.gitignore
index 7cffbf3..1ecdc9f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,6 @@
 venv/
 .venv/
 
+# Testing
+test.py
+test_database
diff --git a/database/mp.csv b/database/mp.csv
index 8dde92f..c281a2e 100644
--- a/database/mp.csv
+++ b/database/mp.csv
@@ -1,3 +1,523 @@
-ID,Name,PhotoURL
-1,Caroline Lucas,https://commons.wikimedia.org/wiki/File:Official_portrait_of_Caroline_Lucas_MP_crop_2.jpg
-2,Rachel Hopkins,https://upload.wikimedia.org/wikipedia/commons/a/a5/Official_portrait_of_Rachel_Hopkins_MP_crop_2%2C_2023.jpg
+,Unnamed: 0,ID,Name,PhotoURL
+0,0.0,1,Caroline Lucas,https://commons.wikimedia.org/wiki/File:Official_portrait_of_Caroline_Lucas_MP_crop_2.jpg
+1,1.0,2,Rachel Hopkins,https://upload.wikimedia.org/wikipedia/commons/a/a5/Official_portrait_of_Rachel_Hopkins_MP_crop_2%2C_2023.jpg
+2,,Q24052782,Carla Lockhart,
+3,,Q19875589,Carol Monaghan,
+4,,Q19870758,Caroline Ansell,
+5,,Q300107,Caroline Dinenage,
+6,,Q27979810,Caroline Johnson,
+7,,Q9670,Caroline Lucas,
+8,,Q577227,Caroline Nokes,
+9,,Q19958026,Carolyn Harris,
+10,,Q19930597,Cat Smith,
+11,,Q30173119,Preet Gill,
+12,,Q575733,Priti Patel,
+13,,Q306250,Robert Syms,
+14,,Q263076,Robin Walker,
+15,,Q391094,Roger Gale,
+16,,Q24668273,Rosena Allin-Khan,
+17,,Q290855,Rosie Cooper,
+18,,Q30164380,Rosie Duffield,
+19,,Q261773,Rosie Winterton,
+20,,Q20648372,Royston Smith,
+21,,Q76363937,Sam Tarry,
+22,,Q76449003,Saqib Bhatti,
+23,,Q76363563,Sara Britcliffe,
+24,,Q76363249,Sarah Atherton,
+25,,Q7422176,Sarah Champion,
+26,,Q76364344,Sarah Dines,
+27,,Q27942399,Sarah Olney,
+28,,Q75621688,Sarah Owen,
+29,,Q391169,Barry Gardiner,
+30,,Q477464,Barry Sheerman,
+31,,Q76364048,Bell Ribeiro-Addy,
+32,,Q264618,Ben Bradshaw,
+33,,Q76364469,Ben Everitt,
+34,,Q30172752,Ben Lake,
+35,,Q727852,Bernard Jenkin,
+36,,Q76363918,Beth Winter,
+37,,Q269449,Bill Cash,
+38,,Q303465,Bill Esterson,
+39,,Q265900,Bill Wiggin,
+40,,Q30174692,Bim Afolami,
+41,,Q263875,Bob Blackman,
+42,,Q577771,Bob Neill,
+43,,Q30234248,Bob Seely,
+44,,Q180589,Boris Johnson,
+45,,Q749687,Brandon Lewis,
+46,,Q63929253,Brendan Clarke-Smith,
+47,,Q575337,Bridget Phillipson,
+48,,Q75818967,Dave Doogan,
+49,,Q259646,David Amess,
+50,,Q303883,David Evennett,
+51,,Q534727,David Lammy,
+52,,Q333520,David Mundell,
+53,,Q479064,David Rutley,
+54,,Q76363601,David Simmonds,
+55,,Q296797,David TC Davies,
+56,,Q5240825,David Warburton,
+57,,Q5242429,Dawn Butler,
+58,,Q76450658,Dean Russell,
+59,,Q258088,Debbie Abrahams,
+60,,Q76364853,Dehenna Davison,
+61,,Q19871637,Deidre Brock,
+62,,Q272098,Derek Twigg,
+63,,Q327823,Desmond Swayne,
+64,,Q20127909,Holly Lynch,
+65,,Q76363388,Holly Mumby-Croft,
+66,,Q20195263,Huw Merriman,
+67,,Q14948811,John Nicolson,
+68,,Q575513,John Penrose,
+69,,Q333846,John Redwood,
+70,,Q389677,John Spellar,
+71,,Q264684,John Whittingdale,
+72,,Q291591,Jon Cruddas,
+73,,Q272234,Jon Trickett,
+74,,Q259895,Jonathan Ashworth,
+75,,Q300142,Jonathan Djanogly,
+76,,Q76363124,Jonathan Gullis,
+77,,Q695241,Jonathan Lord,
+78,,Q501926,Jonathan Reynolds,
+79,,Q63929106,Joy Morrissey,
+80,,Q19957188,Judith Cummins,
+81,,Q749612,Julian Lewis,
+82,,Q328608,Julian Sturdy,
+83,,Q303011,Julie Elliott,
+84,,Q76362964,Julie Marson,
+85,,Q78236114,List of MPs elected in the 2019 United Kingdom general election,
+86,,Q19883132,Patricia Gibson,
+87,,Q19883135,Patrick Grady,
+88,,Q263243,Paul Beresford,
+89,,Q264132,Paul Blomfield,
+90,,Q76364834,Paul Bristow,
+91,,Q7150909,Paul Girvan,
+92,,Q694929,Paul Maskey,
+93,,Q694881,Paul Maynard,
+94,,Q20647800,Paul Scully,
+95,,Q76363951,Paula Barker,
+96,,Q110863310,Paulette Hamilton,
+97,,Q750135,Pauline Latham,
+98,,Q580464,Penny Mordaunt,
+99,,Q261675,Pete Wishart,
+100,,Q258963,Peter Aldous,
+101,,Q264426,Peter Bone,
+102,,Q264477,Peter Bottomley,
+103,,Q19957586,Peter Dowd,
+104,,Q20113749,Peter Kyle,
+105,,Q271683,Rehman Chishti,
+106,,Q19871710,Richard Burgon,
+107,,Q302187,Richard Drax,
+108,,Q98626667,Richard Foord,
+109,,Q20055561,Rishi Sunak,
+110,,Q269853,Robert Buckland,
+111,,Q27671735,Robert Courts,
+112,,Q391644,Robert Goodwill,
+113,,Q392375,Robert Halfon,
+114,,Q17180679,Robert Jenrick,
+115,,Q76363319,Robert Largan,
+116,,Q266978,Valerie Vaz,
+117,,Q441532,Vicky Ford,
+118,,Q19957802,Vicky Foxcroft,
+119,,Q19938362,Victoria Atkins,
+120,,Q20054083,Victoria Prentis,
+121,,Q478387,Virendra Sharma,
+122,,Q76363411,Virginia Crosbie,
+123,,Q19957790,Colleen Fletcher,
+124,,Q5149523,Colum Eastwood,
+125,,Q269925,Conor Burns,
+126,,Q5162256,Conor McGinn,
+127,,Q5181182,Craig Mackinlay,
+128,,Q20195470,Craig Tracey,
+129,,Q264636,Craig Whittaker,
+130,,Q264305,Crispin Blunt,
+131,,Q478161,Matt Hancock,
+132,,Q30164903,Matt Rodda,
+133,,Q76362976,Matt Vickers,
+134,,Q20648556,Matt Warman,
+135,,Q30164376,Matt Western,
+136,,Q576537,Matthew Offord,
+137,,Q20203414,Matthew Pennycook,
+138,,Q676658,Meg Hillier,
+139,,Q328769,Mel Stride,
+140,,Q7380182,Rupa Huq,
+141,,Q259423,Rushanara Ali,
+142,,Q19871785,Ruth Cadbury,
+143,,Q76450717,Ruth Edwards,
+144,,Q727798,Sajid Javid,
+145,,Q76364330,Sally-Ann Hart,
+146,,Q266146,Chris Bryant,
+147,,Q24053857,Chris Elmore,
+148,,Q337453,Chris Grayling,
+149,,Q5106839,Chris Hazzard,
+150,,Q673322,Chris Heaton-Harris,
+151,,Q19875413,Chris Law,
+152,,Q76364033,Chris Loder,
+153,,Q16972528,Chris Philp,
+154,,Q575266,Chris Pincher,
+155,,Q391526,Chris Skidmore,
+156,,Q19059345,Chris Stephens,
+157,,Q76363097,Christian Wakeford,
+158,,Q20648332,Christina Rees,
+159,,Q30164696,Christine Jardine,
+160,,Q271715,Christopher Chope,
+161,,Q76364263,Claire Coutinho,
+162,,Q20631177,Claire Hanna,
+163,,Q5129278,Claudia Webbe,
+164,,Q263508,Clive Betts,
+165,,Q302939,Clive Efford,
+166,,Q19938322,Edward Argar,
+167,,Q749980,Edward Leigh,
+168,,Q272318,Edward Timpson,
+169,,Q750188,Eleanor Laing,
+170,,Q30234240,Ellie Reeves,
+171,,Q76363641,Elliot Colburn,
+172,,Q272408,Emily Thornberry,
+173,,Q30234242,Emma Hardy,
+174,,Q16190712,Emma Lewell-Buck,
+175,,Q76364829,Gagan Mohindra,
+176,,Q5522788,Gareth Bacon,
+177,,Q727981,Gareth Johnson,
+178,,Q76363034,Gary Sambrook,
+179,,Q328791,Gary Streeter,
+180,,Q19883145,Gavin Newlands,
+181,,Q5528262,Gavin Robinson,
+182,,Q262409,Gavin Williamson,
+183,,Q285183,Geoffrey Clifton-Brown,
+184,,Q303510,George Eustice,
+185,,Q689546,George Howarth,
+186,,Q20647531,Gerald Jones,
+187,,Q5561727,Giles Watling,
+188,,Q24034408,Gill Furniss,
+189,,Q30232942,Gillian Keegan,
+190,,Q264662,Graham Brady,
+191,,Q328737,Graham Stringer,
+192,,Q580215,Grahame Morris,
+193,,Q478596,Grant Shapps,
+194,,Q76363500,Miriam Cates,
+195,,Q75838676,Munira Wilson,
+196,,Q259361,Nadhim Zahawi,
+197,,Q76363111,Nadia Whittome,
+198,,Q258586,Nadine Dorries,
+199,,Q75583507,Theo Clarke,
+200,,Q264766,Theresa May,
+201,,Q266793,Theresa Villiers,
+202,,Q19874642,Andrea Jenkyns,
+203,,Q750091,Andrea Leadsom,
+204,,Q265028,Andrew Bridgen,
+205,,Q76736652,Andrew Griffith,
+206,,Q392216,Andrew Gwynne,
+207,,Q16980037,Andrew Lewer,
+208,,Q333261,Andrew Mitchell,
+209,,Q578234,Andrew Murrison,
+210,,Q575493,Andrew Percy,
+211,,Q480092,Andrew Rosindell,
+212,,Q478714,Andrew Selous,
+213,,Q341570,Andrew Stephenson,
+214,,Q391341,Andy Slaughter,
+215,,Q19883053,Angela Crawley,
+216,,Q302763,Angela Eagle,
+217,,Q18164278,Angela Rayner,
+218,,Q76363854,Angela Richardson,
+219,,Q695092,Angus MacNeil,
+220,,Q54670211,Anna Firth,
+221,,Q30164279,Anna McMorrin,
+222,,Q20648244,Anne-Marie Trevelyan,
+223,,Q580321,Anne Marie Morris,
+224,,Q373047,Anne McLaughlin,
+225,,Q16529268,Anneliese Dodds,
+226,,Q76450714,Anthony Mangnall,
+227,,Q76363542,Antony Higginbotham,
+228,,Q106828783,Anum Qaisar,
+229,,Q76363973,Apsana Begum,
+230,,Q30165327,Lee Rowley,
+231,,Q30234245,Leo Docherty,
+232,,Q76363431,Lia Nici,
+233,,Q269697,Liam Byrne,
+234,,Q332374,Liam Fox,
+235,,Q392064,Lilian Greenwood,
+236,,Q689660,Lindsay Hoyle,
+237,,Q19871819,Lisa Cameron,
+238,,Q578037,Lisa Nandy,
+239,,Q750260,Liz Kendall,
+240,,Q19868633,Liz Saville Roberts,
+241,,Q272201,Liz Truss,
+242,,Q30165748,Liz Twist,
+243,,Q30165113,Lloyd Russell-Moyle,
+244,,Q76363567,Louie French,
+245,,Q19957992,Louise Haigh,
+246,,Q19957811,Lucy Frazer,
+247,,Q6698469,Lucy Powell,
+248,,Q30164902,Luke Pollard,
+249,,Q265870,Lyn Brown,
+250,,Q20647819,Maggie Throup,
+251,,Q75427885,Simon Baynes,
+252,,Q478345,Simon Hart,
+253,,Q19958093,Simon Hoare,
+254,,Q76449017,Simon Jupp,
+255,,Q112133647,Simon Lightwood,
+256,,Q694759,Siobhain McDonagh,
+257,,Q76363409,Siobhan Baillie,
+258,,Q291502,Stella Creasy,
+259,,Q291393,Stephen Crabb,
+260,,Q7609085,Stephen Doughty,
+261,,Q7609180,Stephen Farry,
+262,,Q332979,Stephen Hammond,
+263,,Q3377178,Stephen Kinnock,
+264,,Q584156,Stephen McPartland,
+265,,Q272346,Stephen Timms,
+266,,Q260546,Steve Barclay,
+267,,Q265088,Steve Brine,
+268,,Q19957580,Steve Double,
+269,,Q694869,Steve McCabe,
+270,,Q75818978,Steven Bonnar,
+271,,Q689514,Stewart Hosie,
+272,,Q259707,Stuart Andrew,
+273,,Q19957769,Suella Braverman,
+274,,Q291057,Yvette Cooper,
+275,,Q390756,Yvonne Fovargue,
+276,,Q63929279,Zarah Sultana,
+277,,Q52587398,Órfhlaith Begley,
+278,,Q30164451,Stephanie Peacock,
+279,,Q30165325,Bambos Charalambous,
+280,,Q750293,Barbara Keeley,
+281,,Q3411409,Catherine McKinnell,
+282,,Q19871931,Catherine West,
+283,,Q290554,Thérèse Coffey,
+284,,Q304251,Tim Farron,
+285,,Q695228,Tim Loughton,
+286,,Q303299,Tobias Ellwood,
+287,,Q575462,Toby Perkins,
+288,,Q16232474,Tom Pursglove,
+289,,Q20648385,Tom Tugendhat,
+290,,Q30165536,Tonia Antoniazzi,
+291,,Q695295,Tony Lloyd,
+292,,Q291557,Tracey Crouch,
+293,,Q7831699,Tracy Brabin,
+294,,Q28834855,Trudy Harrison,
+295,,Q7852071,Tulip Siddiq,
+296,,Q296716,Wayne David,
+297,,Q75838898,Wendy Chamberlain,
+298,,Q19917814,Wendy Morton,
+299,,Q30164280,Wera Hobhouse,
+300,,Q7983764,Wes Streeting,
+301,,Q16751766,Will Quince,
+302,,Q20732037,William Wragg,
+303,,Q76364163,Kate Kniveton,
+304,,Q76364044,Abena Oppong-Asare,
+305,,Q258473,Adam Afriyie,
+306,,Q689348,Adam Holloway,
+307,,Q264585,Alan Whitehead,
+308,,Q393751,Alec Shelbrooke,
+309,,Q30234239,Alex Burghart,
+310,,Q19956858,Alex Chalk,
+311,,Q291649,Alex Cunningham,
+312,,Q76364874,Alex Davies-Jones,
+313,,Q30234243,Alex Norris,
+314,,Q30164792,Alex Sobel,
+315,,Q76449027,Alexander Stafford,
+316,,Q76363294,Alicia Kearns,
+317,,Q694639,Alison McGovern,
+318,,Q19882771,Alison Thewliss,
+319,,Q269124,Alistair Carmichael,
+320,,Q30165682,Alister Jack,
+321,,Q75818980,Allan Dorans,
+322,,Q478531,Alok Sharma,
+323,,Q268030,Alun Cairns,
+324,,Q450298,Alyn Smith,
+325,,Q20648982,Amanda Milling,
+326,,Q20648487,Amanda Solloway,
+327,,Q75818988,Amy Callaghan,
+328,,Q75838761,Daisy Cooper,
+329,,Q290646,Damian Collins,
+330,,Q391960,Damian Green,
+331,,Q676947,Damian Hinds,
+332,,Q30163703,Damien Moore,
+333,,Q30226321,Dan Carden,
+334,,Q727587,Dan Jarvis,
+335,,Q575239,Dan Poulter,
+336,,Q692315,Daniel Kawczynski,
+337,,Q20128211,Daniel Zeichner,
+338,,Q16515053,Danny Kruger,
+339,,Q76362949,Darren Henry,
+340,,Q5307191,Drew Hendry,
+341,,Q76363201,Duncan Baker,
+342,,Q296689,Ed Davey,
+343,,Q216594,Ed Miliband,
+344,,Q584062,Esther McVey,
+345,,Q337812,Fabian Hamilton,
+346,,Q76362972,Felicity Buchan,
+347,,Q75621766,Feryal Clark,
+348,,Q75410647,Fleur Anderson,
+349,,Q19872756,Flick Drummond,
+350,,Q24061230,Florence Eshalomi,
+351,,Q5479812,Francie Molloy,
+352,,Q265935,Nick Brown,
+353,,Q391300,Nick Gibb,
+354,,Q20648913,Nick Thomas-Symonds,
+355,,Q56709363,Nickie Aiken,
+356,,Q76363721,Nicola Richards,
+357,,Q258292,Nigel Adams,
+358,,Q303814,Nigel Evans,
+359,,Q16211496,Nigel Huddleston,
+360,,Q19957887,Nus Ghani,
+361,,Q197894,Owen Paterson,
+362,,Q19883152,Owen Thompson,
+363,,Q694676,Pat McFadden,
+364,,Q271800,Greg Clark,
+365,,Q478227,Greg Hands,
+366,,Q750219,Greg Knight,
+367,,Q576195,Guy Opperman,
+368,,Q19882420,Hannah Bardell,
+369,,Q234182,Harriet Harman,
+370,,Q260429,Harriett Baldwin,
+371,,Q264374,Heather Wheeler,
+372,,Q20747098,Helen Whately,
+373,,Q262742,Hilary Benn,
+374,,Q30165535,Jack Brereton,
+375,,Q302244,Jack Dromey,
+376,,Q695257,Jack Lopresti,
+377,,Q302036,Jackie Doyle-Price,
+378,,Q574980,Jacob Rees-Mogg,
+379,,Q263350,Jake Berry,
+380,,Q265140,James Brokenshire,
+381,,Q19956787,James Cartlidge,
+382,,Q6131460,James Cleverly,
+383,,Q302309,James Duddridge,
+384,,Q19958052,James Heappey,
+385,,Q76363017,Jamie Wallis,
+386,,Q55003337,Janet Daby,
+387,,Q300292,Jeffrey Donaldson,
+388,,Q30169287,Tanmanjeet Singh Dhesi,
+389,,Q19882875,Thangam Debbonaire,
+390,,Q76364081,Charlotte Nichols,
+391,,Q76364111,Cherilyn Mackrory,
+392,,Q333852,Cheryl Gillan,
+393,,Q576208,Chi Onwurah,
+394,,Q333680,Chloe Smith,
+395,,Q291169,Jeremy Corbyn,
+396,,Q333533,Jeremy Hunt,
+397,,Q19946187,Jeremy Quin,
+398,,Q260489,Jeremy Wright,
+399,,Q76237363,Jerome Mayhew,
+400,,Q19979409,Jess Phillips,
+401,,Q577024,Jesse Norman,
+402,,Q580431,Jessica Morden,
+403,,Q75179504,Jill Mortimer,
+404,,Q478702,Jim Shannon,
+405,,Q19872133,Jo Churchill,
+406,,Q76450664,Jo Gideon,
+407,,Q20128115,Jo Stevens,
+408,,Q19882967,Joanna Cherry,
+409,,Q291615,John Cryer,
+410,,Q55615175,John Finucane,
+411,,Q1700778,John Lamont,
+412,,Q694695,John McDonnell,
+413,,Q20647673,Justin Madders,
+414,,Q272288,Justin Tomlinson,
+415,,Q264560,Karen Bradley,
+416,,Q266238,Karen Buck,
+417,,Q17057181,Karin Smyth,
+418,,Q694811,Karl McCartney,
+419,,Q391986,Kate Green,
+420,,Q19874280,Kate Hollern,
+421,,Q20022488,Kate Osamor,
+422,,Q76450728,Kate Osborne,
+423,,Q76362908,Katherine Fletcher,
+424,,Q6383803,Keir Starmer,
+425,,Q20055581,Kelly Tolhurst,
+426,,Q21592171,Kemi Badenoch,
+427,,Q983174,Kenny MacAskill,
+428,,Q581095,Kerry McCarthy,
+429,,Q750411,Kevan Jones,
+430,,Q19958100,Kevin Hollinrake,
+431,,Q76364848,Kieran Mullan,
+432,,Q107009776,Kim Leadbeater,
+433,,Q76363401,Laura Farris,
+434,,Q480148,Laurence Robertson,
+435,,Q30223601,Layla Moran,
+436,,Q63929121,Suzanne Webb,
+437,,Q76450672,Tahir Ali,
+438,,Q76364051,Taiwo Owatemi,
+439,,Q727933,Diana Johnson,
+440,,Q153454,Diane Abbott,
+441,,Q268584,Dominic Raab,
+442,,Q76363678,Marco Longhi,
+443,,Q19873418,Marcus Fysh,
+444,,Q232639,Margaret Beckett,
+445,,Q19883129,Margaret Ferrier,
+446,,Q19957949,Margaret Greenwood,
+447,,Q688913,Margaret Hodge,
+448,,Q19956815,Maria Caulfield,
+449,,Q302815,Maria Eagle,
+450,,Q334261,Maria Miller,
+451,,Q20648527,Marie Rimmer,
+452,,Q19881816,Marion Fellows,
+453,,Q76362999,Mark Eastwood,
+454,,Q390869,Mark Francois,
+455,,Q391222,Mark Garnier,
+456,,Q478276,Mark Harper,
+457,,Q673628,Mark Hendrick,
+458,,Q76450655,Mark Jenkinson,
+459,,Q583750,Mark Menzies,
+460,,Q575693,Mark Pawsey,
+461,,Q272569,Mark Tami,
+462,,Q30163501,Marsha de Cordova,
+463,,Q19883117,Martin Docherty-Hughes,
+464,,Q266905,Martin Vickers,
+465,,Q391483,Mary Glindon,
+466,,Q300004,Philip Davies,
+467,,Q689287,Philip Hollobone,
+468,,Q19874405,Philippa Whitford,
+469,,Q266189,Hywel Williams,
+470,,Q302486,Iain Duncan Smith,
+471,,Q18921442,Ian Blackford,
+472,,Q750129,Ian Lavery,
+473,,Q76363211,Ian Levy,
+474,,Q748955,Ian Liddell-Grainger,
+475,,Q583906,Ian Mearns,
+476,,Q575881,Ian Paisley Jr,
+477,,Q76364147,Imran Ahmad Khan,
+478,,Q19874839,Kirsten Oswald,
+479,,Q19868554,Kirsty Blackman,
+480,,Q6417459,Kit Malthouse,
+481,,Q750204,Kwasi Kwarteng,
+482,,Q19863151,Mhairi Black,
+483,,Q304027,Michael Fabricant,
+484,,Q333937,Michael Gove,
+485,,Q20647896,Michael Tomlinson,
+486,,Q19872694,Michelle Donelan,
+487,,Q337970,Michelle Gildernew,
+488,,Q76363909,Mick Whitley,
+489,,Q6838584,Mickey Brady,
+490,,Q30223596,Mike Amesbury,
+491,,Q391008,Mike Freer,
+492,,Q16190632,Mike Kane,
+493,,Q575593,Mike Penning,
+494,,Q19957306,Mims Davies,
+495,,Q42846975,Natalie Elphicke,
+496,,Q75720091,Navendu Mishra,
+497,,Q19882845,Naz Shah,
+498,,Q75818970,Neale Hanvey,
+499,,Q19957144,Neil Coyle,
+500,,Q19882694,Neil Gray,
+501,,Q333714,Neil Parish,
+502,,Q392101,Nia Griffith,
+503,,Q19957590,Oliver Dowden,
+504,,Q478711,Oliver Heald,
+505,,Q76363044,Olivia Blake,
+506,,Q20127923,Rachael Maskell,
+507,,Q76448943,Rachel Hopkins,
+508,,Q574896,Rachel Reeves,
+509,,Q19870873,Ranil Jayawardena,
+510,,Q478305,Rebecca Harris,
+511,,Q19979355,Rebecca Long-Bailey,
+512,,Q20647855,Rebecca Pow,
+513,,Q694984,Seema Malhotra,
+514,,Q76362953,Selaine Saxby,
+515,,Q695007,Shabana Mahmood,
+516,,Q267234,Shailesh Vara,
+517,,Q689041,Sharon Hodgson,
+518,,Q578272,Sheryll Murray,
+519,,Q267930,Yasmin Qureshi,
+520,,Q580847,Nigel Mills,
+521,,Q92816852,Ian Byrne,
diff --git a/database/relationship.csv b/database/relationship.csv
index cd18e20..b1e3490 100644
--- a/database/relationship.csv
+++ b/database/relationship.csv
@@ -1,5 +1,352 @@
-MP,University,Subject
-1,1,1
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diff --git a/database/university.csv b/database/university.csv
index 0e52ed0..ebcb621 100644
--- a/database/university.csv
+++ b/database/university.csv
@@ -1,5 +1,352 @@
-ID,UniName,UniLocation,WikiURL
-1,University of Exeter,"50.736111, -3.535",https://www.wikidata.org/wiki/Q1414861
-2,University of Kansas,"38.9584, -95.2478",https://www.wikidata.org/wiki/Q52413
-3,University of Leicester,"52.621389, -1.124444", https://www.wikidata.org/wiki/Q1333399
-4,University of Bedfordshire,"51.877778, -0.411389",https://www.wikidata.org/wiki/Q3047150
+,Unnamed: 0,ID,UniName,UniLocation,WikiURL
+0,0.0,1,University of Exeter,"50.736111, -3.535",https://www.wikidata.org/wiki/Q1414861
+1,1.0,2,University of Kansas,"38.9584, -95.2478",https://www.wikidata.org/wiki/Q52413
+2,2.0,3,University of Leicester,"52.621389, -1.124444", https://www.wikidata.org/wiki/Q1333399
+3,3.0,4,University of Bedfordshire,"51.877778, -0.411389",https://www.wikidata.org/wiki/Q3047150
+4,,5,Ulster University,"54.60361099243164, -5.928611278533936",
+5,,6,University of Strathclyde,"55.86171722412109, -4.241699695587158",
+6,,7,"Royal Holloway, University of London","51.42472076416016, -0.566944420337677",
+7,,7,University of Sussex,"50.86527633666992, -0.0855555534362793",
+8,,8,Swansea University,"51.60972213745117, -3.980555534362793",
+9,,9,Newcastle University,"54.97800064086914, -1.615000009536743",
+10,,10,University of Sussex,"50.86527633666992, -0.0855555534362793",
+11,,11,Swansea University,"51.60972213745117, -3.980555534362793",
+12,,12,Lancaster University,"54.01027679443359, -2.785555601119995",
+13,,13,University of East London,"51.50777816772461, 0.06361111253499985",
+14,,14,"Balliol College, Oxford","51.75469970703125, -1.257799983024597",
+15,,15,"Lucy Cavendish College, Cambridge","52.21120071411133, 0.1101000010967255",
+16,,15,Brunel University London,"51.53277587890625, -0.472777783870697",
+17,,16,University of Liverpool,"53.40599822998047, -2.967000007629395",
+18,,17,University of Hull,"53.770263671875, -0.3671410083770752",
+19,,18,University of Manchester,"53.46666717529297, -2.233333349227905",
+20,,19,Bangor University,"53.22890090942383, -4.130099773406982",
+21,,20,University of Sheffield,"53.38069915771484, -1.488800048828125",
+22,,21,King's College London,"51.51194381713867, -0.1161111146211624",
+23,,22,London School of Economics,"51.51388931274414, -0.116666667163372",
+24,,23,University of Sussex,"50.86527633666992, -0.0855555534362793",
+25,,24,Swansea University,"51.60972213745117, -3.980555534362793",
+26,,25,"Lincoln College, Oxford","51.75326156616211, -1.255905032157898",
+27,,26,University of Leeds,"53.80722045898438, -1.551666617393494",
+28,,27,Bangor University,"53.22890090942383, -4.130099773406982",
+29,,28,London School of Economics,"51.51388931274414, -0.116666667163372",
+30,,29,University of Buckingham,"51.99583435058594, -0.991944432258606",
+31,,29,Inner Temple,"51.51250076293945, -0.1089999973773956",
+32,,29,King's College London,"51.51194381713867, -0.1161111146211624",
+33,,30,"Hertford College, Oxford","51.75420379638672, -1.253466963768005",
+34,,31,University of Dundee,"56.45722198486328, -2.98027777671814",
+35,,32,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+36,,32,Strathclyde Business School,"55.86100006103516, -4.244999885559082",
+37,,33,London School of Economics,"51.51388931274414, -0.116666667163372",
+38,,33,Harvard University,"42.37444305419922, -71.116943359375",
+39,,34,Durham University,"54.77500152587891, -1.575000047683716",
+40,,35,King's College London,"51.51194381713867, -0.1161111146211624",
+41,,36,De Montfort University,"52.63000106811523, -1.140499949455261",
+42,,37,University of Liverpool,"53.40599822998047, -2.967000007629395",
+43,,37,University of Salford,"53.48444366455078, -2.271389007568359",
+44,,38,University of Hull,"53.770263671875, -0.3671410083770752",
+45,,39,Lancaster University,"54.01027679443359, -2.785555601119995",
+46,,40,"University College, Durham","54.77553176879883, -1.576159954071045",
+47,,40,City Law School,"51.5272216796875, -0.1055555567145348",
+48,,41,University of Glasgow,"55.87194442749023, -4.287499904632568",
+49,,42,Columbia Business School,"40.80997848510742, -73.96096038818359",
+50,,42,"Downing College, Cambridge","52.20080184936523, 0.1247999966144562",
+51,,43,"Magdalen College, Oxford","51.75237274169922, -1.247076988220215",
+52,,43,"St Antony's College, Oxford","51.76314926147461, -1.262902975082397",
+53,,44,University of Warwick,"52.38000106811523, -1.56166660785675",
+54,,45,University of Hull,"53.770263671875, -0.3671410083770752",
+55,,45,University of Leeds,"53.80722045898438, -1.551666617393494",
+56,,46,Durham University,"54.77500152587891, -1.575000047683716",
+57,,47,Oxford Brookes University,"51.75426483154297, -1.222699999809265",
+58,,48,"Merton College, Oxford","51.75099945068359, -1.251999974250793",
+59,,49,University of Manchester,"53.46666717529297, -2.233333349227905",
+60,,50,London School of Economics,"51.51388931274414, -0.116666667163372",
+61,,51,Harper Adams University,"52.7796516418457, -2.427516937255859",
+62,,52,University of Glasgow,"55.87194442749023, -4.287499904632568",
+63,,53,University of Strathclyde,"55.86171722412109, -4.241699695587158",
+64,,54,University of Otago,"-45.86555480957031, 170.5138854980469",
+65,,55,York St John University,"53.96540069580078, -1.080672979354858",
+66,,56,Lancaster University,"54.01027679443359, -2.785555601119995",
+67,,57,"University College, Oxford","51.75249862670898, -1.251999974250793",
+68,,58,University of Reading,"51.44194412231445, -0.945555567741394",
+69,,59,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+70,,60,University of Reading,"51.44194412231445, -0.945555567741394",
+71,,61,"Trinity College, Cambridge","52.20700073242188, 0.1146000027656555",
+72,,62,University of Sussex,"50.86527633666992, -0.0855555534362793",
+73,,63,"St John's College, Cambridge","52.20805740356445, 0.116666667163372",
+74,,64,Royal Agricultural University,"51.54305648803711, -1.995000004768372",
+75,,64,Royal Military Academy Sandhurst,"51.34027862548828, -0.7686111330986023",
+76,,65,"Hatfield College, Durham","54.77439880371094, -1.574100017547607",
+77,,66,University of Sheffield,"53.38069915771484, -1.488800048828125",
+78,,67,University of Exeter,"50.73611068725586, -3.535000085830688",
+79,,68,"St John's College, Cambridge","52.20805740356445, 0.116666667163372",
+80,,69,University of Manchester,"53.46666717529297, -2.233333349227905",
+81,,70,"Trinity College, Cambridge","52.20700073242188, 0.1146000027656555",
+82,,71,De Montfort University,"52.63000106811523, -1.140499949455261",
+83,,72,"Corpus Christi College, Cambridge","52.20309829711914, 0.1180000007152557",
+84,,73,"Royal Holloway, University of London","51.42472076416016, -0.566944420337677",
+85,,73,"Downing College, Cambridge","52.20080184936523, 0.1247999966144562",
+86,,74,London School of Economics,"51.51388931274414, -0.116666667163372",
+87,,75,University of Southampton,"50.93463134765625, -1.395949959754944",
+88,,76,London Metropolitan University,"51.55157470703125, -0.1106870025396347",
+89,,77,University of Birmingham,"52.45055389404297, -1.930555582046509",
+90,,78,University of Sussex,"50.86527633666992, -0.0855555534362793",
+91,,79,Durham University,"54.77500152587891, -1.575000047683716",
+92,,80,University of Bristol,"51.45639038085938, -2.60444450378418",
+93,,81,London School of Economics,"51.51388931274414, -0.116666667163372",
+94,,81,"Balliol College, Oxford","51.75469970703125, -1.257799983024597",
+95,,82,"St Hilda's College, Oxford","51.74916076660156, -1.245334029197693",
+96,,83,"St Edmund Hall, Oxford","51.75299835205078, -1.25",
+97,,84,University of East London,"51.50777816772461, 0.06361111253499985",
+98,,84,Marc Bloch University,"48.57949829101562, 7.764100074768066",
+99,,84,"Newnham College, Cambridge","52.19950103759766, 0.1076999977231026",
+100,,85,University of Oxford,"51.75500106811523, -1.254999995231628",
+101,,85,"St John's College, Oxford","51.75611877441406, -1.258605003356934",
+102,,86,University of Salford,"53.48444366455078, -2.271389007568359",
+103,,87,Queen's University Belfast,"54.58416748046875, -5.934722423553467",
+104,,88,"University College, Oxford","51.75249862670898, -1.251999974250793",
+105,,89,London School of Economics,"51.51388931274414, -0.116666667163372",
+106,,90,Lancaster University,"54.01027679443359, -2.785555601119995",
+107,,90,Open University,"52.02500152587891, -0.7055555582046509",
+108,,91,Ystrad Mynach College,"51.63459014892578, -3.240230083465576",
+109,,92,University of Glasgow,"55.87194442749023, -4.287499904632568",
+110,,93,"Exeter College, Oxford","51.75387191772461, -1.256046056747437",
+111,,94,Open University,"52.02500152587891, -0.7055555582046509",
+112,,95,"Birkbeck, University of London","51.52194595336914, -0.1302777826786041",
+113,,95,De Montfort University,"52.63000106811523, -1.140499949455261",
+114,,96,"Pembroke College, Cambridge","52.20199966430664, 0.119999997317791",
+115,,97,"Oriel College, Oxford","51.75189971923828, -1.25380003452301",
+116,,98,"University College, Durham","54.77553176879883, -1.576159954071045",
+117,,99,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+118,,100,"St Catherine's College, Oxford","51.75706481933594, -1.245097994804382",
+119,,101,Aberystwyth University,"52.41806030273438, -4.065760135650635",
+120,,102,University of Kent,"51.29700088500977, 1.069000005722046",
+121,,103,University of Leeds,"53.80722045898438, -1.551666617393494",
+122,,103,University of Liverpool,"53.40599822998047, -2.967000007629395",
+123,,104,Durham University,"54.77500152587891, -1.575000047683716",
+124,,104,Northumbria University,"54.97639846801758, -1.608000040054321",
+125,,105,King's College London,"51.51194381713867, -0.1161111146211624",
+126,,106,King's College London,"51.51194381713867, -0.1161111146211624",
+127,,107,James Watt College,"55.94800186157227, -4.754000186920166",
+128,,108,Ulster University,"54.60361099243164, -5.928611278533936",
+129,,109,University of Bradford,"53.79166793823242, -1.762222170829773",
+130,,110,Leeds Beckett University,"53.80416488647461, -1.549444437026978",
+131,,111,Northumbria University,"54.97639846801758, -1.608000040054321",
+132,,111,Newcastle College,"54.96666717529297, -1.627777814865112",
+133,,112,"St Catharine's College, Cambridge","52.20280075073242, 0.1169999986886978",
+134,,113,University College London,"51.52472305297852, -0.1336111128330231",
+135,,114,Newcastle University,"54.97800064086914, -1.615000009536743",
+136,,115,University of Bristol,"51.45639038085938, -2.60444450378418",
+137,,115,City Law School,"51.5272216796875, -0.1055555567145348",
+138,,115,"Jesus College, Oxford","51.75339889526367, -1.256899952888489",
+139,,116,Open University,"52.02500152587891, -0.7055555582046509",
+140,,117,University of Nottingham,"52.93899917602539, -1.197000026702881",
+141,,118,University of Nottingham,"52.93899917602539, -1.197000026702881",
+142,,119,Newcastle University,"54.97800064086914, -1.615000009536743",
+143,,120,"Jesus College, Cambridge","52.20916748046875, 0.1233333349227905",
+144,,121,"Hughes Hall, Cambridge","52.20090103149414, 0.1324999928474426",
+145,,121,University of Bristol,"51.45639038085938, -2.60444450378418",
+146,,121,Britannia Royal Naval College,"50.35722351074219, -3.582777738571167",
+147,,121,"Dartmouth, Devon","50.35100173950195, -3.578999996185303",
+148,,122,University of Leeds,"53.80722045898438, -1.551666617393494",
+149,,122,University of York,"53.94659042358398, -1.052500009536743",
+150,,123,London School of Economics,"51.51388931274414, -0.116666667163372",
+151,,124,University of Exeter,"50.73611068725586, -3.535000085830688",
+152,,125,University of Glasgow,"55.87194442749023, -4.287499904632568",
+153,,125,University of Stirling,"56.14583206176758, -3.919444561004639",
+154,,126,"St John's College, Oxford","51.75611877441406, -1.258605003356934",
+155,,127,Stockport College,"53.40439987182617, -2.158699989318848",
+156,,128,University of Strathclyde,"55.86171722412109, -4.241699695587158",
+157,,129,Durham University,"54.77500152587891, -1.575000047683716",
+158,,130,Cardiff University,"51.48770141601562, -3.178999900817871",
+159,,130,University of Southampton,"50.93463134765625, -1.395949959754944",
+160,,131,"Hertford College, Oxford","51.75420379638672, -1.253466963768005",
+161,,132,University of Exeter,"50.73611068725586, -3.535000085830688",
+162,,133,University of Hull,"53.770263671875, -0.3671410083770752",
+163,,133,City Law School,"51.5272216796875, -0.1055555567145348",
+164,,134,University of Stirling,"56.14583206176758, -3.919444561004639",
+165,,135,University of Manchester,"53.46666717529297, -2.233333349227905",
+166,,135,"Lincoln College, Oxford","51.75326156616211, -1.255905032157898",
+167,,136,Royal Military Academy Sandhurst,"51.34027862548828, -0.7686111330986023",
+168,,137,University of Manchester,"53.46666717529297, -2.233333349227905",
+169,,137,Harvard Business School,"42.36722183227539, -71.12249755859375",
+170,,138,"St Catharine's College, Cambridge","52.20280075073242, 0.1169999986886978",
+171,,139,University of Glasgow,"55.87194442749023, -4.287499904632568",
+172,,139,University of Stirling,"56.14583206176758, -3.919444561004639",
+173,,139,University of Strathclyde,"55.86171722412109, -4.241699695587158",
+174,,140,Newcastle University,"54.97800064086914, -1.615000009536743",
+175,,141,"Queens' College, Cambridge","52.20190048217773, 0.1146999970078468",
+176,,142,Aberystwyth University,"52.41806030273438, -4.065760135650635",
+177,,143,Aberystwyth University,"52.41806030273438, -4.065760135650635",
+178,,144,University of Bradford,"53.79166793823242, -1.762222170829773",
+179,,144,University of Sussex,"50.86527633666992, -0.0855555534362793",
+180,,145,"Newnham College, Cambridge","52.19950103759766, 0.1076999977231026",
+181,,146,University of Exeter,"50.73611068725586, -3.535000085830688",
+182,,147,University of Roehampton,"51.45660018920898, -0.2431000024080276",
+183,,148,University of Manchester,"53.46666717529297, -2.233333349227905",
+184,,149,"Greyfriars, Oxford","51.74679946899414, -1.24016797542572",
+185,,150,University of Essex,"51.8763313293457, 0.9448699951171875",
+186,,151,University of Cambridge,"52.20527648925781, 0.1172222197055817",
+187,,151,London School of Economics,"51.51388931274414, -0.116666667163372",
+188,,152,University of Bristol,"51.45639038085938, -2.60444450378418",
+189,,152,London Business School,"51.52639007568359, -0.160833328962326",
+190,,153,"Corpus Christi College, Oxford","51.75090789794922, -1.253702044487",
+191,,154,Queen Mary University of London,"51.52299880981445, -0.03999999910593033",
+192,,155,"Queens' College, Cambridge","52.20190048217773, 0.1146999970078468",
+193,,156,University of Cambridge,"52.20527648925781, 0.1172222197055817",
+194,,157,University of Leeds,"53.80722045898438, -1.551666617393494",
+195,,158,University of Birmingham,"52.45055389404297, -1.930555582046509",
+196,,159,Queen's University Belfast,"54.58416748046875, -5.934722423553467",
+197,,160,University College London,"51.52472305297852, -0.1336111128330231",
+198,,161,Liverpool John Moores University,"53.40299987792969, -2.970000028610229",
+199,,162,University of Salford,"53.48444366455078, -2.271389007568359",
+200,,163,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+201,,164,Newcastle University,"54.97800064086914, -1.615000009536743",
+202,,165,University of Warwick,"52.38000106811523, -1.56166660785675",
+203,,166,"City, University of London","51.52780151367188, -0.1023000031709671",
+204,,166,Loughborough University,"52.76833343505859, -1.22861111164093",
+205,,167,University of Exeter,"50.73611068725586, -3.535000085830688",
+206,,168,University of Nottingham,"52.93899917602539, -1.197000026702881",
+207,,169,University of Hull,"53.770263671875, -0.3671410083770752",
+208,,170,University of the Arts London,"51.51777648925781, -0.1163888871669769",
+209,,170,Loughborough University,"52.76833343505859, -1.22861111164093",
+210,,171,University of Salford,"53.48444366455078, -2.271389007568359",
+211,,172,Cardiff University,"51.48770141601562, -3.178999900817871",
+212,,172,Swansea University,"51.60972213745117, -3.980555534362793",
+213,,173,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+214,,174,Open University,"52.02500152587891, -0.7055555582046509",
+215,,175,"Selwyn College, Cambridge","52.20119857788086, 0.1061000004410744",
+216,,176,Aberystwyth University,"52.41806030273438, -4.065760135650635",
+217,,177,University of Manchester,"53.46666717529297, -2.233333349227905",
+218,,178,Wye College,"51.18399810791016, 0.9389299750328064",
+219,,179,"Christ Church, Oxford","51.75019836425781, -1.255853056907654",
+220,,179,King's College London,"51.51194381713867, -0.1161111146211624",
+221,,180,"Magdalen College, Oxford","51.75237274169922, -1.247076988220215",
+222,,181,Cardiff University,"51.48770141601562, -3.178999900817871",
+223,,182,University of Nottingham,"52.93899917602539, -1.197000026702881",
+224,,183,University of Leeds,"53.80722045898438, -1.551666617393494",
+225,,184,"St Benet's Hall, Oxford","51.75795364379883, -1.260787010192871",
+226,,185,"Fitzwilliam College, Cambridge","52.21446990966797, 0.1048899963498116",
+227,,186,University College London,"51.52472305297852, -0.1336111128330231",
+228,,187,University of Aberdeen,"57.16500091552734, -2.099999904632568",
+229,,188,University of Leeds,"53.80722045898438, -1.551666617393494",
+230,,188,Nottingham Trent University,"52.95640182495117, -1.151999950408936",
+231,,189,University College London,"51.52472305297852, -0.1336111128330231",
+232,,190,University of Leeds,"53.80722045898438, -1.551666617393494",
+233,,190,University of Nottingham,"52.93899917602539, -1.197000026702881",
+234,,191,"St Benet's Hall, Oxford","51.75795364379883, -1.260787010192871",
+235,,192,"Balliol College, Oxford","51.75469970703125, -1.257799983024597",
+236,,193,"Trinity College, Oxford","51.75534439086914, -1.2569580078125",
+237,,194,University of Central Lancashire,"53.76300048828125, -2.70740008354187",
+238,,195,London School of Economics,"51.51388931274414, -0.116666667163372",
+239,,196,Royal Military Academy Sandhurst,"51.34027862548828, -0.7686111330986023",
+240,,196,Aberystwyth University,"52.41806030273438, -4.065760135650635",
+241,,196,King's College London,"51.51194381713867, -0.1161111146211624",
+242,,197,University of Stirling,"56.14583206176758, -3.919444561004639",
+243,,198,"King's College, Cambridge","52.20429992675781, 0.1162000000476837",
+244,,199,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+245,,199,University of Oxford,"51.75500106811523, -1.254999995231628",
+246,,200,Nottingham Trent University,"52.95640182495117, -1.151999950408936",
+247,,201,"Jesus College, Oxford","51.75339889526367, -1.256899952888489",
+248,,202,"Christ Church, Oxford","51.75019836425781, -1.255853056907654",
+249,,203,University of York,"53.94659042358398, -1.052500009536743",
+250,,204,University of Hull,"53.770263671875, -0.3671410083770752",
+251,,204,University of Southampton,"50.93463134765625, -1.395949959754944",
+252,,205,Utrecht University,"52.08527755737305, 5.175000190734863",
+253,,206,"St Edmund Hall, Oxford","51.75299835205078, -1.25",
+254,,207,University of Exeter,"50.73611068725586, -3.535000085830688",
+255,,208,University of Birmingham,"52.45055389404297, -1.930555582046509",
+256,,209,Selby High School,"53.78070068359375, -1.078699946403503",
+257,,210,Swansea University,"51.60972213745117, -3.980555534362793",
+258,,211,"Christ Church, Oxford","51.75019836425781, -1.255853056907654",
+259,,212,Birmingham City University,"52.48222351074219, -1.888611078262329",
+260,,212,University of Leeds,"53.80722045898438, -1.551666617393494",
+261,,213,"Corpus Christi College, Cambridge","52.20309829711914, 0.1180000007152557",
+262,,214,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+263,,215,London School of Economics,"51.51388931274414, -0.116666667163372",
+264,,215,"Magdalene College, Cambridge","52.21049880981445, 0.1164999976754189",
+265,,216,"Robinson College, Cambridge","52.20479965209961, 0.1046999990940094",
+266,,217,University of Buckingham,"51.99583435058594, -0.991944432258606",
+267,,218,University of Stirling,"56.14583206176758, -3.919444561004639",
+268,,219,University of York,"53.94659042358398, -1.052500009536743",
+269,,220,Desautels Faculty of Management,"45.50255966186523, -73.57643890380859",
+270,,220,"Lady Margaret Hall, Oxford","51.76483154296875, -1.254035949707031",
+271,,221,University of Sussex,"50.86527633666992, -0.0855555534362793",
+272,,222,University College London,"51.52472305297852, -0.1336111128330231",
+273,,222,Keele University,"53.00299835205078, -2.273000001907349",
+274,,223,University of Manchester,"53.46666717529297, -2.233333349227905",
+275,,224,Castlereagh College,"54.57799911499023, -5.894000053405762",
+276,,225,University College London,"51.52472305297852, -0.1336111128330231",
+277,,225,"Fitzwilliam College, Cambridge","52.21446990966797, 0.1048899963498116",
+278,,225,"Keble College, Oxford","51.7588996887207, -1.257714986801147",
+279,,226,University of Liverpool,"53.40599822998047, -2.967000007629395",
+280,,227,University of York,"53.94659042358398, -1.052500009536743",
+281,,228,University of North London,"51.55179977416992, -0.1106000021100044",
+282,,229,"Hertford College, Oxford","51.75420379638672, -1.253466963768005",
+283,,230,University of Exeter,"50.73611068725586, -3.535000085830688",
+284,,231,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+285,,231,Cranfield University,"52.07333374023438, -0.6277777552604675",
+286,,232,University College London,"51.52472305297852, -0.1336111128330231",
+287,,232,"Merton College, Oxford","51.75099945068359, -1.251999974250793",
+288,,233,University of Birmingham,"52.45055389404297, -1.930555582046509",
+289,,234,University of Birmingham,"52.45055389404297, -1.930555582046509",
+290,,235,University of Manchester,"53.46666717529297, -2.233333349227905",
+291,,236,University of Hertfordshire,"51.75333404541016, -0.2438888847827911",
+292,,236,London College of Communication,"51.49468231201172, -0.1018805578351021",
+293,,237,University of Glasgow,"55.87194442749023, -4.287499904632568",
+294,,238,University of Sheffield,"53.38069915771484, -1.488800048828125",
+295,,239,Oxford Brookes University,"51.75426483154297, -1.222699999809265",
+296,,240,Imperial College London,"51.49835586547852, -0.1768939942121506",
+297,,241,London School of Economics,"51.51388931274414, -0.116666667163372",
+298,,242,University of Bath,"51.37960052490234, -2.328000068664551",
+299,,242,University of East Anglia,"52.62166595458984, 1.241666674613953",
+300,,243,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+301,,244,University of East London,"51.50777816772461, 0.06361111253499985",
+302,,245,University of Nottingham,"52.93899917602539, -1.197000026702881",
+303,,246,University of Edinburgh,"55.9473876953125, -3.187194347381592",
+304,,247,University of Liverpool,"53.40599822998047, -2.967000007629395",
+305,,247,"Goldsmiths, University of London","51.47389984130859, -0.03539999946951866",
+306,,247,London Guildhall University,"51.5177001953125, -0.08829999715089798",
+307,,248,University of Bolton,"53.57361221313477, -2.435833215713501",
+308,,249,University of Kent,"51.29700088500977, 1.069000005722046",
+309,,250,Queen Mary University of London,"51.52299880981445, -0.03999999910593033",
+310,,251,"Newnham College, Cambridge","52.19950103759766, 0.1076999977231026",
+311,,252,London School of Economics,"51.51388931274414, -0.116666667163372",
+312,,253,University of Bristol,"51.45639038085938, -2.60444450378418",
+313,,253,King's College London,"51.51194381713867, -0.1161111146211624",
+314,,254,"Brasenose College, Oxford","51.75320434570312, -1.254731059074402",
+315,,255,Victoria University of Manchester,"53.46749877929688, -2.232500076293945",
+316,,255,Liverpool John Moores University,"53.40299987792969, -2.970000028610229",
+317,,256,University of Glasgow,"55.87194442749023, -4.287499904632568",
+318,,257,London South Bank University,"51.49813842773438, -0.1015399992465973",
+319,,258,University of Essex,"51.8763313293457, 0.9448699951171875",
+320,,258,Glasgow School of Art,"55.86612319946289, -4.263733386993408",
+321,,258,Glasgow Metropolitan College,"55.86259841918945, -4.248899936676025",
+322,,259,"Lady Margaret Hall, Oxford","51.76483154296875, -1.254035949707031",
+323,,260,University of Glasgow Medical School,"55.87200164794922, -4.288000106811523",
+324,,261,Queen's University Belfast,"54.58416748046875, -5.934722423553467",
+325,,262,University of Glasgow,"55.87194442749023, -4.287499904632568",
+326,,263,Newcastle University,"54.97800064086914, -1.615000009536743",
+327,,264,University of Sussex,"50.86527633666992, -0.0855555534362793",
+328,,264,Loughborough University,"52.76833343505859, -1.22861111164093",
+329,,265,King's College London,"51.51194381713867, -0.1161111146211624",
+330,,266,Swansea University,"51.60972213745117, -3.980555534362793",
+331,,267,University of Kent,"51.29700088500977, 1.069000005722046",
+332,,268,University of Hull,"53.770263671875, -0.3671410083770752",
+333,,269,Bangor University,"53.22890090942383, -4.130099773406982",
+334,,269,"Somerville College, Oxford","51.7590446472168, -1.262272000312805",
+335,,270,"Trinity Hall, Cambridge","52.2056999206543, 0.1156999990344048",
+336,,271,"Pembroke College, Cambridge","52.20199966430664, 0.119999997317791",
+337,,271,City Law School,"51.5272216796875, -0.1055555567145348",
+338,,272,University of Sheffield,"53.38069915771484, -1.488800048828125",
+339,,273,University of East Anglia,"52.62166595458984, 1.241666674613953",
+340,,274,London School of Economics,"51.51388931274414, -0.116666667163372",
+341,,275,Bedales School,"51.02027893066406, -0.9422222375869751",
+342,,275,London School of Economics,"51.51388931274414, -0.116666667163372",
+343,,276,University of Warwick,"52.38000106811523, -1.56166660785675",
+344,,276,Aston University,"52.48600006103516, -1.889500021934509",
+345,,277,"Magdalene College, Cambridge","52.21049880981445, 0.1164999976754189",
+346,,278,University of Oxford,"51.75500106811523, -1.254999995231628",
+347,,278,"Lincoln College, Oxford","51.75326156616211, -1.255905032157898",
+348,,279,University College London,"51.52472305297852, -0.1336111128330231",
+349,,280,Newcastle University,"54.97800064086914, -1.615000009536743",
+350,,281,Open University,"52.02500152587891, -0.7055555582046509",
diff --git a/json/wiki_extract_474_mp_names.json b/json/wiki_extract_474_mp_names.json
new file mode 100644
index 0000000..b37c090
--- /dev/null
+++ b/json/wiki_extract_474_mp_names.json
@@ -0,0 +1 @@
+{"Q24052782": {"Name": "Carla Lockhart"}, "Q19875589": {"Name": "Carol Monaghan"}, "Q19870758": {"Name": "Caroline Ansell"}, "Q300107": {"Name": "Caroline Dinenage"}, "Q27979810": {"Name": "Caroline Johnson"}, "Q9670": {"Name": "Caroline Lucas"}, "Q577227": {"Name": "Caroline Nokes"}, "Q19958026": {"Name": "Carolyn Harris"}, "Q19930597": {"Name": "Cat Smith"}, "Q30173119": {"Name": "Preet Gill"}, "Q575733": {"Name": "Priti Patel"}, "Q306250": {"Name": "Robert Syms"}, "Q263076": {"Name": "Robin Walker"}, "Q391094": {"Name": "Roger Gale"}, "Q24668273": {"Name": "Rosena Allin-Khan"}, "Q290855": {"Name": "Rosie Cooper"}, "Q30164380": {"Name": "Rosie Duffield"}, "Q261773": {"Name": "Rosie Winterton"}, "Q20648372": {"Name": "Royston Smith"}, "Q76363937": {"Name": "Sam Tarry"}, "Q76449003": {"Name": "Saqib Bhatti"}, "Q76363563": {"Name": "Sara Britcliffe"}, "Q76363249": {"Name": "Sarah Atherton"}, "Q7422176": {"Name": "Sarah Champion"}, "Q76364344": {"Name": "Sarah Dines"}, "Q27942399": {"Name": "Sarah Olney"}, "Q75621688": {"Name": "Sarah Owen"}, "Q391169": {"Name": "Barry Gardiner"}, "Q477464": {"Name": "Barry Sheerman"}, "Q76364048": {"Name": "Bell Ribeiro-Addy"}, "Q264618": {"Name": "Ben Bradshaw"}, "Q76364469": {"Name": "Ben Everitt"}, "Q30172752": {"Name": "Ben Lake"}, "Q727852": {"Name": "Bernard Jenkin"}, "Q76363918": {"Name": "Beth Winter"}, "Q269449": {"Name": "Bill Cash"}, "Q303465": {"Name": "Bill Esterson"}, "Q265900": {"Name": "Bill Wiggin"}, "Q30174692": {"Name": "Bim Afolami"}, "Q263875": {"Name": "Bob Blackman"}, "Q577771": {"Name": "Bob Neill"}, "Q30234248": {"Name": "Bob Seely"}, "Q180589": {"Name": "Boris Johnson"}, "Q749687": {"Name": "Brandon Lewis"}, "Q63929253": {"Name": "Brendan Clarke-Smith"}, "Q575337": {"Name": "Bridget Phillipson"}, "Q75818967": {"Name": "Dave Doogan"}, "Q259646": {"Name": "David Amess"}, "Q303883": {"Name": "David Evennett"}, "Q534727": {"Name": "David Lammy"}, "Q333520": {"Name": "David Mundell"}, "Q479064": {"Name": "David Rutley"}, "Q76363601": {"Name": "David Simmonds"}, "Q296797": {"Name": "David Davies"}, "Q5240825": {"Name": "David Warburton"}, "Q5242429": {"Name": "Dawn Butler"}, "Q76450658": {"Name": "Dean Russell"}, "Q258088": {"Name": "Debbie Abrahams"}, "Q76364853": {"Name": "Dehenna Davison"}, "Q19871637": {"Name": "Deidre Brock"}, "Q272098": {"Name": "Derek Twigg"}, "Q327823": {"Name": "Desmond Swayne"}, "Q20127909": {"Name": "Holly Lynch"}, "Q76363388": {"Name": "Holly Mumby-Croft"}, "Q20195263": {"Name": "Huw Merriman"}, "Q14948811": {"Name": "John Nicolson"}, "Q575513": {"Name": "John Penrose"}, "Q333846": {"Name": "John Redwood"}, "Q389677": {"Name": "John Spellar"}, "Q264684": {"Name": "John Whittingdale"}, "Q291591": {"Name": "Jon Cruddas"}, "Q272234": {"Name": "Jon Trickett"}, "Q259895": {"Name": "Jonathan Ashworth"}, "Q300142": {"Name": "Jonathan Djanogly"}, "Q76363124": {"Name": "Jonathan Gullis"}, "Q695241": {"Name": "Jonathan Lord"}, "Q3183448": {"Name": "Jonathan Reynolds"}, "Q501926": {"Name": "Jonathan Reynolds"}, "Q63929106": {"Name": "Joy Morrissey"}, "Q19957188": {"Name": "Judith Cummins"}, "Q749612": {"Name": "Julian Lewis"}, "Q328608": {"Name": "Julian Sturdy"}, "Q303011": {"Name": "Julie Elliott"}, "Q76362964": {"Name": "Julie Marson"}, "Q78236114": {"Name": "list of MPs elected in the 2019 United Kingdom general election"}, "Q19883132": {"Name": "Patricia Gibson"}, "Q19883135": {"Name": "Patrick Grady"}, "Q263243": {"Name": "Paul Beresford"}, "Q264132": {"Name": "Paul Blomfield"}, "Q76364834": {"Name": "Paul Bristow"}, "Q7150909": {"Name": "Paul Girvan"}, "Q694929": {"Name": "Paul Maskey"}, "Q694881": {"Name": "Paul Maynard"}, "Q20647800": {"Name": "Paul Scully"}, "Q76363951": {"Name": "Paula Barker"}, "Q110863310": {"Name": "Paulette Hamilton"}, "Q750135": {"Name": "Pauline Latham"}, "Q580464": {"Name": "Penny Mordaunt"}, "Q261675": {"Name": "Pete Wishart"}, "Q258963": {"Name": "Peter Aldous"}, "Q264426": {"Name": "Peter Bone"}, "Q264477": {"Name": "Peter Bottomley"}, "Q19957586": {"Name": "Peter Dowd"}, "Q20113749": {"Name": "Peter Kyle"}, "Q271683": {"Name": "Rehman Chishti"}, "Q19871710": {"Name": "Richard Burgon"}, "Q302187": {"Name": "Richard Drax"}, "Q98626667": {"Name": "Richard Foord"}, "Q20055561": {"Name": "Rishi Sunak"}, "Q269853": {"Name": "Robert Buckland"}, "Q27671735": {"Name": "Robert Courts"}, "Q391644": {"Name": "Robert Goodwill"}, "Q392375": {"Name": "Robert Halfon"}, "Q17180679": {"Name": "Robert Jenrick"}, "Q76363319": {"Name": "Robert Largan"}, "Q266978": {"Name": "Valerie Vaz"}, "Q441532": {"Name": "Vicky Ford"}, "Q19957802": {"Name": "Vicky Foxcroft"}, "Q19938362": {"Name": "Victoria Atkins"}, "Q20054083": {"Name": "Victoria Prentis"}, "Q478387": {"Name": "Virendra Sharma"}, "Q76363411": {"Name": "Virginia Crosbie"}, "Q19957790": {"Name": "Colleen Fletcher"}, "Q5149523": {"Name": "Colum Eastwood"}, "Q269925": {"Name": "Conor Burns"}, "Q5162256": {"Name": "Conor McGinn"}, "Q5181182": {"Name": "Craig Mackinlay"}, "Q20195470": {"Name": "Craig Tracey"}, "Q264636": {"Name": "Craig Whittaker"}, "Q264305": {"Name": "Crispin Blunt"}, "Q478161": {"Name": "Matt Hancock"}, "Q30164903": {"Name": "Matt Rodda"}, "Q76362976": {"Name": "Matt Vickers"}, "Q20648556": {"Name": "Matt Warman"}, "Q30164376": {"Name": "Matt Western"}, "Q576537": {"Name": "Matthew Offord"}, "Q20203414": {"Name": "Matthew Pennycook"}, "Q676658": {"Name": "Meg Hillier"}, "Q328769": {"Name": "Mel Stride"}, "Q7380182": {"Name": "Rupa Huq"}, "Q259423": {"Name": "Rushanara Ali"}, "Q19871785": {"Name": "Ruth Cadbury"}, "Q76450717": {"Name": "Ruth Edwards"}, "Q727798": {"Name": "Sajid Javid"}, "Q76364330": {"Name": "Sally-Ann Hart"}, "Q266146": {"Name": "Chris Bryant"}, "Q24053857": {"Name": "Chris Elmore"}, "Q337453": {"Name": "Chris Grayling"}, "Q5106839": {"Name": "Chris Hazzard"}, "Q673322": {"Name": "Chris Heaton-Harris"}, "Q19875413": {"Name": "Chris Law"}, "Q76364033": {"Name": "Chris Loder"}, "Q16972528": {"Name": "Chris Philp"}, "Q575266": {"Name": "Christopher Pincher"}, "Q391526": {"Name": "Chris Skidmore"}, "Q19059345": {"Name": "Chris Stephens"}, "Q76363097": {"Name": "Christian Wakeford"}, "Q20648332": {"Name": "Christina Rees"}, "Q30164696": {"Name": "Christine Jardine"}, "Q271715": {"Name": "Christopher Chope"}, "Q76364263": {"Name": "Claire Coutinho"}, "Q20631177": {"Name": "Claire Hanna"}, "Q5129278": {"Name": "Claudia Webbe"}, "Q263508": {"Name": "Clive Betts"}, "Q302939": {"Name": "Clive Efford"}, "Q19938322": {"Name": "Edward Argar"}, "Q749980": {"Name": "Edward Leigh"}, "Q272318": {"Name": "Edward Timpson"}, "Q750188": {"Name": "Eleanor Laing"}, "Q30234240": {"Name": "Ellie Reeves"}, "Q76363641": {"Name": "Elliot Colburn"}, "Q272408": {"Name": "Emily Thornberry"}, "Q30234242": {"Name": "Emma Hardy"}, "Q16190712": {"Name": "Emma Lewell-Buck"}, "Q76364829": {"Name": "Gagan Mohindra"}, "Q5522788": {"Name": "Gareth Bacon"}, "Q727981": {"Name": "Gareth Johnson"}, "Q76363034": {"Name": "Gary Sambrook"}, "Q328791": {"Name": "Gary Streeter"}, "Q19883145": {"Name": "Gavin Newlands"}, "Q5528262": {"Name": "Gavin Robinson"}, "Q262409": {"Name": "Gavin Williamson"}, "Q285183": {"Name": "Geoffrey Clifton-Brown"}, "Q303510": {"Name": "George Eustice"}, "Q689546": {"Name": "George Howarth"}, "Q20647531": {"Name": "Gerald Jones"}, "Q5561727": {"Name": "Giles Watling"}, "Q24034408": {"Name": "Gill Furniss"}, "Q30232942": {"Name": "Gillian Keegan"}, "Q264662": {"Name": "Graham Brady"}, "Q328737": {"Name": "Graham Stringer"}, "Q580215": {"Name": "Grahame Morris"}, "Q478596": {"Name": "Grant Shapps"}, "Q76363500": {"Name": "Miriam Cates"}, "Q75838676": {"Name": "Munira Wilson"}, "Q259361": {"Name": "Nadhim Zahawi"}, "Q76363111": {"Name": "Nadia Whittome"}, "Q258586": {"Name": "Nadine Dorries"}, "Q75583507": {"Name": "Theo Clarke"}, "Q264766": {"Name": "Theresa May"}, "Q266793": {"Name": "Theresa Villiers"}, "Q19874642": {"Name": "Andrea Jenkyns"}, "Q750091": {"Name": "Andrea Leadsom"}, "Q265028": {"Name": "Andrew Bridgen"}, "Q76736652": {"Name": "Andrew Griffith"}, "Q392216": {"Name": "Andrew Gwynne"}, "Q16980037": {"Name": "Andrew Lewer"}, "Q333261": {"Name": "Andrew Mitchell"}, "Q578234": {"Name": "Andrew Murrison"}, "Q575493": {"Name": "Andrew Percy"}, "Q480092": {"Name": "Andrew Rosindell"}, "Q478714": {"Name": "Andrew Selous"}, "Q341570": {"Name": "Andrew Stephenson"}, "Q391341": {"Name": "Andy Slaughter"}, "Q19883053": {"Name": "Angela Crawley"}, "Q302763": {"Name": "Angela Eagle"}, "Q18164278": {"Name": "Angela Rayner"}, "Q76363854": {"Name": "Angela Richardson"}, "Q695092": {"Name": "Angus MacNeil"}, "Q54670211": {"Name": "Anna Firth"}, "Q30164279": {"Name": "Anna McMorrin"}, "Q20648244": {"Name": "Anne-Marie Trevelyan"}, "Q580321": {"Name": "Anne Marie Morris"}, "Q373047": {"Name": "Anne McLaughlin"}, "Q16529268": {"Name": "Anneliese Dodds"}, "Q76450714": {"Name": "Anthony Mangnall"}, "Q76363542": {"Name": "Antony Higginbotham"}, "Q106828783": {"Name": "Anum Qaisar-Javed"}, "Q76363973": {"Name": "Apsana Begum"}, "Q30165327": {"Name": "Lee Rowley"}, "Q30234245": {"Name": "Leo Docherty"}, "Q76363431": {"Name": "Lia Nici"}, "Q269697": {"Name": "Liam Byrne"}, "Q332374": {"Name": "Liam Fox"}, "Q392064": {"Name": "Lilian Greenwood"}, "Q689660": {"Name": "Lindsay Hoyle"}, "Q19871819": {"Name": "Lisa Cameron"}, "Q578037": {"Name": "Lisa Nandy"}, "Q750260": {"Name": "Liz Kendall"}, "Q19868633": {"Name": "Liz Saville Roberts"}, "Q272201": {"Name": "Liz Truss"}, "Q30165748": {"Name": "Liz Twist"}, "Q30165113": {"Name": "Lloyd Russell-Moyle"}, "Q76363567": {"Name": "Louie French"}, "Q19957992": {"Name": "Louise Haigh"}, "Q19957811": {"Name": "Lucy Frazer"}, "Q6698469": {"Name": "Lucy Powell"}, "Q30164902": {"Name": "Luke Pollard"}, "Q265870": {"Name": "Lyn Brown"}, "Q20647819": {"Name": "Maggie Throup"}, "Q75427885": {"Name": "Simon Baynes"}, "Q478345": {"Name": "Simon Hart"}, "Q19958093": {"Name": "Simon Hoare"}, "Q76449017": {"Name": "Simon Jupp"}, "Q112133647": {"Name": "Simon Lightwood"}, "Q694759": {"Name": "Siobhain McDonagh"}, "Q76363409": {"Name": "Siobhan Baillie"}, "Q291502": {"Name": "Stella Creasy"}, "Q291393": {"Name": "Stephen Crabb"}, "Q7609085": {"Name": "Stephen Doughty"}, "Q7609180": {"Name": "Stephen Farry"}, "Q332979": {"Name": "Stephen Hammond"}, "Q3377178": {"Name": "Stephen Kinnock"}, "Q584156": {"Name": "Stephen McPartland"}, "Q272346": {"Name": "Stephen Timms"}, "Q260546": {"Name": "Stephen Barclay"}, "Q265088": {"Name": "Steve Brine"}, "Q19957580": {"Name": "Steve Double"}, "Q694869": {"Name": "Steve McCabe"}, "Q75818978": {"Name": "Steven Bonnar"}, "Q689514": {"Name": "Stewart Hosie"}, "Q259707": {"Name": "Stuart Andrew"}, "Q19957769": {"Name": "Suella Braverman"}, "Q291057": {"Name": "Yvette Cooper"}, "Q390756": {"Name": "Yvonne Fovargue"}, "Q63929279": {"Name": "Zarah Sultana"}, "Q52587398": {"Name": "\u00d3rfhlaith Begley"}, "Q30164451": {"Name": "Stephanie Peacock"}, "Q30165325": {"Name": "Bambos Charalambous"}, "Q750293": {"Name": "Barbara Keeley"}, "Q3411409": {"Name": "Catherine McKinnell"}, "Q19871931": {"Name": "Catherine West"}, "Q290554": {"Name": "Th\u00e9r\u00e8se Coffey"}, "Q304251": {"Name": "Tim Farron"}, "Q695228": {"Name": "Tim Loughton"}, "Q303299": {"Name": "Tobias Ellwood"}, "Q575462": {"Name": "Toby Perkins"}, "Q16232474": {"Name": "Tom Pursglove"}, "Q20648385": {"Name": "Tom Tugendhat"}, "Q30165536": {"Name": "Tonia Antoniazzi"}, "Q695295": {"Name": "Tony Lloyd"}, "Q291557": {"Name": "Tracey Crouch"}, "Q7831699": {"Name": "Tracy Brabin"}, "Q28834855": {"Name": "Trudy Harrison"}, "Q7852071": {"Name": "Tulip Siddiq"}, "Q296716": {"Name": "Wayne David"}, "Q75838898": {"Name": "Wendy Chamberlain"}, "Q19917814": {"Name": "Wendy Morton"}, "Q30164280": {"Name": "Wera Hobhouse"}, "Q7983764": {"Name": "Wes Streeting"}, "Q16751766": {"Name": "Will Quince"}, "Q20732037": {"Name": "William Wragg"}, "Q76364163": {"Name": "Kate Kniveton"}, "Q76364044": {"Name": "Abena Oppong-Asare"}, "Q258473": {"Name": "Adam Afriyie"}, "Q689348": {"Name": "Adam Holloway"}, "Q264585": {"Name": "Alan Whitehead"}, "Q393751": {"Name": "Alec Shelbrooke"}, "Q30234239": {"Name": "Alex Burghart"}, "Q19956858": {"Name": "Alex Chalk"}, "Q291649": {"Name": "Alex Cunningham"}, "Q76364874": {"Name": "Alex Davies-Jones"}, "Q30234243": {"Name": "Alex Norris"}, "Q30164792": {"Name": "Alex Sobel"}, "Q76449027": {"Name": "Alexander Stafford"}, "Q76363294": {"Name": "Alicia Kearns"}, "Q694639": {"Name": "Alison McGovern"}, "Q19882771": {"Name": "Alison Thewliss"}, "Q269124": {"Name": "Alistair Carmichael"}, "Q30165682": {"Name": "Alister Jack"}, "Q75818980": {"Name": "Allan Dorans"}, "Q478531": {"Name": "Alok Sharma"}, "Q268030": {"Name": "Alun Cairns"}, "Q450298": {"Name": "Alyn Smith"}, "Q20648982": {"Name": "Amanda Milling"}, "Q20648487": {"Name": "Amanda Solloway"}, "Q75818988": {"Name": "Amy Callaghan"}, "Q75838761": {"Name": "Daisy Cooper"}, "Q290646": {"Name": "Damian Collins"}, "Q391960": {"Name": "Damian Green"}, "Q676947": {"Name": "Damian Hinds"}, "Q30163703": {"Name": "Damien Moore"}, "Q30226321": {"Name": "Dan Carden"}, "Q727587": {"Name": "Dan Jarvis"}, "Q575239": {"Name": "Dan Poulter"}, "Q692315": {"Name": "Daniel Kawczynski"}, "Q20128211": {"Name": "Daniel Zeichner"}, "Q16515053": {"Name": "Danny Kruger"}, "Q76362949": {"Name": "Darren Henry"}, "Q5307191": {"Name": "Drew Hendry"}, "Q76363201": {"Name": "Duncan Baker"}, "Q296689": {"Name": "Ed Davey"}, "Q216594": {"Name": "Ed Miliband"}, "Q584062": {"Name": "Esther McVey"}, "Q337812": {"Name": "Fabian Hamilton"}, "Q76362972": {"Name": "Felicity Buchan"}, "Q75621766": {"Name": "Feryal Clark"}, "Q19872756": {"Name": "Flick Drummond"}, "Q24061230": {"Name": "Florence Eshalomi"}, "Q5479812": {"Name": "Francie Molloy"}, "Q265935": {"Name": "Nick Brown"}, "Q56709363": {"Name": "Nickie Aiken"}, "Q76363721": {"Name": "Nicola Richards"}, "Q258292": {"Name": "Nigel Adams"}, "Q303814": {"Name": "Nigel Evans"}, "Q19883152": {"Name": "Owen Thompson"}, "Q478227": {"Name": "Greg Hands"}, "Q260429": {"Name": "Harriett Baldwin"}, "Q20747098": {"Name": "Helen Whately"}, "Q695257": {"Name": "Jack Lopresti"}, "Q6131460": {"Name": "James Cleverly"}, "Q302309": {"Name": "James Duddridge"}, "Q76363017": {"Name": "Jamie Wallis"}, "Q300292": {"Name": "Jeffrey Donaldson"}, "Q19882875": {"Name": "Thangam Debbonaire"}, "Q76364081": {"Name": "Charlotte Nichols"}, "Q76364111": {"Name": "Cherilyn Mackrory"}, "Q576208": {"Name": "Chi Onwurah"}, "Q291169": {"Name": "Jeremy Corbyn"}, "Q333533": {"Name": "Jeremy Hunt"}, "Q260489": {"Name": "Jeremy Wright"}, "Q76237363": {"Name": "Jerome Mayhew"}, "Q19872133": {"Name": "Jo Churchill"}, "Q76450664": {"Name": "Jo Gideon"}, "Q19882967": {"Name": "Joanna Cherry"}, "Q291615": {"Name": "John Cryer"}, "Q55615175": {"Name": "John Finucane"}, "Q20647673": {"Name": "Justin Madders"}, "Q264560": {"Name": "Karen Bradley"}, "Q266238": {"Name": "Karen Buck"}, "Q694811": {"Name": "Karl McCartney"}, "Q391986": {"Name": "Kate Green"}, "Q19874280": {"Name": "Kate Hollern"}, "Q20022488": {"Name": "Kate Osamor"}, "Q76362908": {"Name": "Katherine Fletcher"}, "Q6383803": {"Name": "Keir Starmer"}, "Q21592171": {"Name": "Kemi Badenoch"}, "Q983174": {"Name": "Kenny MacAskill"}, "Q19958100": {"Name": "Kevin Hollinrake"}, "Q76364848": {"Name": "Kieran Mullan"}, "Q107009776": {"Name": "Kim Leadbeater"}, "Q480148": {"Name": "Laurence Robertson"}, "Q30223601": {"Name": "Layla Moran"}, "Q63929121": {"Name": "Suzanne Webb"}, "Q76450672": {"Name": "Tahir Ali"}, "Q76364051": {"Name": "Taiwo Owatemi"}, "Q727933": {"Name": "Diana Johnson"}, "Q153454": {"Name": "Diane Abbott"}, "Q268584": {"Name": "Dominic Raab"}, "Q76363678": {"Name": "Marco Longhi"}, "Q19873418": {"Name": "Marcus Fysh"}, "Q232639": {"Name": "Margaret Beckett"}, "Q19883129": {"Name": "Margaret Ferrier"}, "Q19957949": {"Name": "Margaret Greenwood"}, "Q688913": {"Name": "Margaret Hodge"}, "Q19956815": {"Name": "Maria Caulfield"}, "Q302815": {"Name": "Maria Eagle"}, "Q20648527": {"Name": "Marie Rimmer"}, "Q19881816": {"Name": "Marion Fellows"}, "Q76362999": {"Name": "Mark Eastwood"}, "Q390869": {"Name": "Mark Francois"}, "Q391222": {"Name": "Mark Garnier"}, "Q478276": {"Name": "Mark Harper"}, "Q673628": {"Name": "Mark Hendrick"}, "Q76450655": {"Name": "Mark Jenkinson"}, "Q583750": {"Name": "Mark Menzies"}, "Q575693": {"Name": "Mark Pawsey"}, "Q272569": {"Name": "Mark Tami"}, "Q30163501": {"Name": "Marsha de Cordova"}, "Q19883117": {"Name": "Martin Docherty-Hughes"}, "Q266905": {"Name": "Martin Vickers"}, "Q391483": {"Name": "Mary Glindon"}, "Q300004": {"Name": "Philip Davies"}, "Q689287": {"Name": "Philip Hollobone"}, "Q19874405": {"Name": "Philippa Whitford"}, "Q266189": {"Name": "Hywel Williams"}, "Q302486": {"Name": "Iain Duncan Smith"}, "Q18921442": {"Name": "Ian Blackford"}, "Q750129": {"Name": "Ian Lavery"}, "Q76363211": {"Name": "Ian Levy"}, "Q748955": {"Name": "Ian Liddell-Grainger"}, "Q583906": {"Name": "Ian Mearns"}, "Q575881": {"Name": "Ian Paisley Jr"}, "Q76364147": {"Name": "Imran Ahmad Khan"}, "Q19874839": {"Name": "Kirsten Oswald"}, "Q19868554": {"Name": "Kirsty Blackman"}, "Q6417459": {"Name": "Kit Malthouse"}, "Q750204": {"Name": "Kwasi Kwarteng"}, "Q19863151": {"Name": "Mhairi Black"}, "Q304027": {"Name": "Michael Fabricant"}, "Q333937": {"Name": "Michael Gove"}, "Q20647896": {"Name": "Michael Tomlinson"}, "Q19872694": {"Name": "Michelle Donelan"}, "Q337970": {"Name": "Michelle Gildernew"}, "Q6838584": {"Name": "Mickey Brady"}, "Q30223596": {"Name": "Mike Amesbury"}, "Q391008": {"Name": "Mike Freer"}, "Q16190632": {"Name": "Mike Kane"}, "Q575593": {"Name": "Mike Penning"}, "Q19957306": {"Name": "Mims Davies"}, "Q42846975": {"Name": "Natalie Elphicke"}, "Q75720091": {"Name": "Navendu Mishra"}, "Q75818970": {"Name": "Neale Hanvey"}, "Q19957144": {"Name": "Neil Coyle"}, "Q19882694": {"Name": "Neil Gray"}, "Q392101": {"Name": "Nia Griffith"}, "Q19957590": {"Name": "Oliver Dowden"}, "Q478711": {"Name": "Oliver Heald"}, "Q76363044": {"Name": "Olivia Blake"}, "Q20127923": {"Name": "Rachael Maskell"}, "Q76448943": {"Name": "Rachel Hopkins"}, "Q574896": {"Name": "Rachel Reeves"}, "Q19870873": {"Name": "Ranil Jayawardena"}, "Q478305": {"Name": "Rebecca Harris"}, "Q19979355": {"Name": "Rebecca Long-Bailey"}, "Q20647855": {"Name": "Rebecca Pow"}, "Q694984": {"Name": "Seema Malhotra"}, "Q76362953": {"Name": "Selaine Saxby"}, "Q695007": {"Name": "Shabana Mahmood"}, "Q689041": {"Name": "Sharon Hodgson"}, "Q578272": {"Name": "Sheryll Murray"}, "Q267930": {"Name": "Yasmin Qureshi"}, "Q580847": {"Name": "Nigel Mills"}, "Q92816852": {"Name": "Ian Byrne"}}
diff --git a/models/populate_database.py b/models/populate_database.py
new file mode 100644
index 0000000..7b7a14a
--- /dev/null
+++ b/models/populate_database.py
@@ -0,0 +1,139 @@
+import pandas as pd
+import numpy as np
+
+import json
+from pathlib import Path
+
+def add_mp(mp_id: str, dict_in: dict, df: pd.DataFrame):
+    """Add an entry to dataframe of mp.csv
+    """
+
+    if mp_id in df["ID"]:
+        return df
+    else:
+        # Create new row for mp
+        if "PhotoURL" in dict_in.keys():
+            photo_url = dict_in["PhotoURL"]
+        else:
+            photo_url = None
+
+        row = pd.DataFrame([{
+            "ID": mp_id,
+            "Name": dict_in["Name"],
+            "PhotoURL": photo_url,
+        }])
+        return pd.concat([df, row], ignore_index=True)
+
+
+def add_subject(dict_in, df):
+    """Add an entry to dataframe of subject.csv
+        TODO
+    """
+    return df
+
+def add_university(dict_in, df):
+    """Add an entry to dataframe of university.csv
+    """
+    row = None
+    for uni in dict_in["Education"]:
+        if uni["UniName"] in df["UniName"]:
+            continue
+        else:
+            # Create new row for University
+            uni_id = np.max(df["ID"]) + 1
+            new_row = pd.DataFrame([{
+                    "ID": uni_id,
+                    "UniName": uni["UniName"],
+                    "UniLocation": uni["UniLocation"],
+                    # "WikiURL": uni["WikiURL"],
+                    "WikiURL": None,
+                }])
+            if row is None:
+                row = new_row
+            else:
+                row = pd.concat([row, new_row], ignore_index=True)
+
+    if row is None:
+        return df
+    else:
+        return pd.concat([df, row], ignore_index=True)
+
+
+def add_relationship(dict_in, df_mp, df_uni, df_rel, df_sub=None):
+    """Add an entry to dataframe of relationship.csv,
+       linking indexes of the different database csv files
+
+       TODO: Add logic for subject once it is ready
+    """
+    # Find MP name and university in DF
+    # print(df_mp["Name"])
+    if dict_in["Name"] in list(df_mp["Name"]):
+        row = df_mp.loc[df_mp['Name'] == dict_in["Name"]]
+        row = row.reset_index()
+        mp_id = str(row["ID"][0])
+        print(mp_id)
+    else:
+        raise ValueError(f"{dict_in['Name']} not in MP dataframe")
+
+    uni_ids = []
+    for uni in dict_in["Education"]:
+        if uni["UniName"] in list(df_uni["UniName"]):
+            # uni_ids.append(str(df_uni.loc[df_uni['UniName'] == uni["UniName"]]["ID"]))
+            row = df_uni.loc[df_uni['UniName'] == uni["UniName"]]
+            row = row.reset_index()
+            uni_id = str(row["ID"][0])
+            uni_ids.append(uni_id)
+
+        else:
+            raise ValueError(f"{uni['UniName']} not in df_uni")
+
+    # Add rows for each uni / subject
+    rows = pd.DataFrame(
+        [{"MP": mp_id,
+        "University": uni_id,
+        "Subject": None} for uni_id in uni_ids]
+    )
+
+    # TODO: Add a check to make sure rows do not currently exist
+    return pd.concat([df_rel, rows], ignore_index=False)
+
+
+def load_name_data(path: Path) -> pd.DataFrame:
+    """Load JSON data from SPARQL query
+
+    Loads JSON data and returns a Pandas DataFrame with
+    Wikipedia/Wikidata ID as the index and MP name as column.
+
+    Args:
+        path (Path): Path to JSON data
+
+    Returns:
+        pd.DataFrame: Pandas DataFrame 
+    """
+    with open(path, 'r') as input_file:
+        mp_name_id = input_file.readline()
+    
+    return json.loads(mp_name_id)
+
+
+def main():
+    """Do something useful
+    """
+
+    mp_df = pd.read_csv("database/mp.csv")
+    uni_df = pd.read_csv("database/university.csv")
+    rel_df = pd.read_csv("database/relationship.csv")
+
+    extracted_name_dict = load_name_data("json/mps.json")
+
+    for mp_id, mp_dict in extracted_name_dict.items():
+        mp_df = add_mp(str(mp_id), mp_dict, mp_df)
+        uni_df = add_university(mp_dict, uni_df)
+        rel_df = add_relationship(mp_dict, mp_df, uni_df, rel_df)
+
+    mp_df.to_csv("database/mp.csv")
+    uni_df.to_csv("database/university.csv")
+    rel_df.to_csv("database/relationship.csv")
+
+if __name__ == "__main__":
+    main()