Data Scrapping.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup \n",
    "from urllib.request import urlopen as ureq\n",
    "import requests\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
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     "output_type": "stream",
     "text": [
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'/player/230488/alvildo-sousa/', '/player/230487/leo-caldeirinha/', '/player/230482/marlon-nideiro/', '/player/230462/thio-rolim/', '/player/230456/claudiosa-paes/', '/player/230446/marcos-paneira/', '/player/230445/rodolfo-pitta%C3%A7a/', '/player/230435/luis-couprins/', '/player/230432/dagoberto-esteiro/', '/player/230424/sandelas-j%C3%BAnior/', '/player/230411/brenito-duarte/', '/player/230408/fabrio-farinha/', '/player/230397/enaldo-toxeto/', '/player/230366/silvosinho/', '/player/230358/tramontinaldo/', '/player/230344/jeff-meirson/', '/player/230333/jonas-damasto/', '/player/230301/emu-teixeira/', '/player/230286/michel-cruceiro/', '/player/230282/guto-costinho/', '/player/230276/nicol%C3%A1s-formido/', '/player/230259/juliano-mascarinhas/', '/player/230246/caio-chissano/', '/player/230242/l%C3%BAcio-calegario/', '/player/230215/osvaldo-lodeiro/', '/player/230209/hugo-goiteira/', '/player/230175/freder-cabral/', '/player/230170/jaim-abra/', '/player/230042/youssef-a%C3%AFt-bennasser/', '/player/229758/rade-kruni%C4%87/', '/player/229749/alexander-barboza/', '/player/229659/bryan-heynen/', '/player/229585/milo%C5%A1-degenek/', '/player/229528/mykola-matvienko/', '/player/229348/antonee-robinson/', '/player/229155/thomas-ouwejan/', '/player/229148/dalbert/', '/player/229092/aminu-umar/', '/player/229010/selim-amallah/', '/player/228981/yohan-boli/', '/player/228738/jhon-murillo/', '/player/228698/viktor-kovalenko/', '/player/228415/leonardo-godoy/', '/player/228349/m%C3%ABrgim-vojvoda/', '/player/228182/mohamed-el-shenawy/', '/player/227785/cristian-guanca/', '/player/227394/carlos-gonz%C3%A1lez/', '/player/227227/daniel-%C3%A1lvarez/', '/player/226765/lucas-gamba/', '/player/226568/ianis-hagi/', '/player/226539/younes-namli/', '/player/225964/jorge-carrascal/', '/player/225713/jean-k%C3%A9vin-augustin/', '/player/225701/pedro-gallese/', '/player/225668/karlan-grant/', '/player/225591/leonardo-su%C3%A1rez/', '/player/225402/bruno-gaspar/', '/player/225356/andr%C3%A9s-ibarg%C3%BCen/', '/player/225305/sinan-g%C3%BCm%C3%BC%C5%9F/', '/player/225252/jhon-duque/', '/player/225014/gaetano-castrovilli/', '/player/224921/adri%C3%A1n-mar%C3%ADn/', '/player/224656/ola-aina/', '/player/224599/yan-junling/', '/player/224494/rico-henry/', '/player/224461/walter-montoya/', '/player/224459/v%C3%ADctor-salazar/', '/player/224444/haris-belkebla/', '/player/224442/bingourou-kamara/', '/player/224389/jordan-larsson/', '/player/224258/kristoffer-ajer/', '/player/223717/dorukhan-tok%C3%B6z/', '/player/223682/granell/', '/player/223654/fede/', '/player/223284/pablo-martinez/', '/player/223248/juan-mart%C3%ADn-lucero/', '/player/223188/%C5%9Fener-%C3%B6zbayrakl%C4%B1/', '/player/222982/alexis-blin/', '/player/222840/racine-coly/', '/player/221982/patrick-roberts/', '/player/221944/peter-michorl/', '/player/221841/adam-armstrong/', '/player/221743/h%C3%A9lder-costa/', '/player/221634/luciano-acosta/', '/player/221610/d%C3%A9nes-dibusz/', '/player/221584/jacob-rinne/', '/player/221422/sverrir-ingi-ingason/', '/player/221370/mohammed-al-buraik/', '/player/221354/milo%C5%A1-veljkovi%C4%87/', '/player/221282/jack-stacey/', '/player/220746/andrija-%C5%BEivkovi%C4%87/', '/player/220673/renato-tapia/', '/player/220475/alberto-grassi/', '/player/219942/didier-delgado/', '/player/219841/jorge-figal/', '/player/219793/thomas-didillon/', '/player/219754/bruno-varela/', '/player/219728/edgar-m%C3%A9ndez/', '/player/219585/martin-valjent/', '/player/218936/rafa-soares/', '/player/218745/olivier-ntcham/', '/player/217731/sandro/', '/player/217714/paul-arriola/', '/player/217605/lukas-lerager/', '/player/217085/v%C3%ADctor-garc%C3%ADa/', '/player/216692/sebasti%C3%A1n-torrico/', '/player/216464/alan-browne/', '/player/216391/erik/', '/player/216247/marcel-tisserand/', '/player/216199/patrick-mainka/', '/player/216072/gaetano-letizia/', '/player/216033/jorge-broun/', '/player/216020/leonardo-gil/', '/player/215792/jemerson/', '/player/215644/burgui/', '/player/215553/henrique-dourado/', '/player/215334/guido-carrillo/', '/player/215331/leonardo-jara/', '/player/215181/gino-peruzzi/', '/player/215160/fabrizio-angileri/', '/player/215079/pablo-p%C3%A9rez/', '/player/215042/gast%C3%B3n-lezcano/', '/player/215015/bruno-bianchi/', '/player/215010/emanuel-br%C3%ADtez/', '/player/214955/emmanuel-mas/', '/player/214911/alfonso-parot/', '/player/214763/paolo-goltz/', '/player/214662/reinaldo-lenis/', '/player/214622/jeremy-toljan/', '/player/214463/wilson-morelo/', '/player/214462/iv%C3%A1n-arboleda/', '/player/214436/paulo-d%C3%ADaz/', '/player/214429/leonardo-valencia/', '/player/214408/igor-lichnovsky/', '/player/214388/danilo-moreno-asprilla/', '/player/214169/william-tesillo/', '/player/214153/juan-p%C3%A9rez/', '/player/214006/yerson-candelo/', '/player/213868/jean-charles-castelletto/', '/player/213750/ken-sema/', '/player/213725/lebogang-phiri/', '/player/213620/felipe-mora/', '/player/213581/mart%C3%ADn-nervo/', '/player/213480/fouad-bachirou/', '/player/213446/ra%C3%BAl-l%C3%B3pez/', '/player/213418/chuba-akpom/', '/player/213414/william-troost-ekong/', '/player/213272/lucas-ch%C3%A1ves/', '/player/213242/adrien-tameze/', '/player/213134/levin-%C3%B6ztunal%C4%B1/', '/player/213095/lucas-cavallini/', '/player/213063/r%C3%B3ber/', '/player/212883/daniel-amartey/', '/player/212626/davie-selke/', '/player/212591/walker-zimmerman/', '/player/212260/hwang-ui-jo/', '/player/212240/kenan-karaman/', '/player/212232/jamie-maclaren/', '/player/212226/dan-nistor/', '/player/212107/adis-jahovi%C4%87/', '/player/212035/j%C3%A9r%C3%A9mie-bela/', '/player/211891/andreas-voglsammer/', '/player/211856/kevin-akpoguma/', '/player/211844/nicolas-gavory/', '/player/211361/danilo-cataldi/', '/player/211272/claudio-corval%C3%A1n/', '/player/211263/lisandro-magall%C3%A1n/', '/player/210859/vincent-laurini/', '/player/210814/juli%C3%A1n-vel%C3%A1zquez/', '/player/210722/j%C3%BAlio-tavares/', '/player/210697/christian-n%C3%B8rgaard/', '/player/210695/haitam-aleesami/', '/player/210538/luca-zuffi/', '/player/210489/louis-schaub/', '/player/210441/fran-sol/', '/player/210372/rachid-ghezzal/', '/player/210358/alberto-brignoli/', '/player/210320/ibrahima-mbaye/', '/player/210016/diego-lopes/', '/player/209990/richard-strebinger/', '/player/209984/mikel-agu/', '/player/209782/sam-larsson/', '/player/209780/siebe-schrijvers/', '/player/209673/dorian-dessoleil/', '/player/209529/muamer-tankovi%C4%87/', '/player/209449/gerso/', '/player/209301/maxime-poundj%C3%A9/', '/player/209039/david-moberg-karlsson/', '/player/208892/sam-byram/', '/player/208700/danny-blum/', '/player/208522/h%C3%B6r%C3%B0ur-magn%C3%BAsson/', '/player/208440/marcus-danielson/', '/player/208260/dimitrios-kourmpelis/', '/player/208137/lucas-torr%C3%B3/', '/player/208053/dimitrios-pelkas/', '/player/208001/paulo-ot%C3%A1vio/', '/player/207952/semi-ajayi/', '/player/207928/tom-rogi%C4%87/', '/player/207920/erik-durm/', '/player/207725/mike-van-der-hoorn/', '/player/207715/nicolas-l%C3%B3pez/', '/player/207676/rafael-silva/', '/player/207653/miler-bola%C3%B1os/', '/player/207624/kenneth-omeruo/', '/player/207444/j%C3%BCrgen-damm/', '/player/206553/simon-falette/', '/player/206544/roman-bezus/', '/player/206506/tristan-dingom%C3%A9/', '/player/206306/jordan-ferri/', '/player/206254/miroslav-stevanovi%C4%87/', '/player/206218/paul-nardi/', '/player/206160/amato-ciciretti/', '/player/206114/kristoffer-olsson/', '/player/206098/patric/', '/player/206006/ezgjan-alioski/', '/player/205998/andr%C3%A9-poko/', '/player/205990/harrison-reed/', '/player/205934/nicola-murru/', '/player/205878/stefanos-kapino/', '/player/205756/stefano-denswil/', '/player/205553/luca-ceppitelli/', '/player/205478/michael-krmen%C4%8D%C3%ADk/', '/player/205409/sebasti%C3%A1n-sosa/', '/player/205295/hillal-soudani/', '/player/205081/diego-oliveira/', '/player/204863/iv%C3%A1n-s%C3%A1nchez/', '/player/204776/toni-leistner/', '/player/204699/lorenzo-melgarejo/', '/player/204526/herv%C3%ADas/', '/player/204496/patrick-bauer/', '/player/204387/juan-carlos/', '/player/204234/edgar-bad%C3%ADa/', '/player/204092/janis-blaswich/', '/player/203888/eric-botteghin/', '/player/203886/adrien-trebel/', '/player/203864/bruno-zuculini/', '/player/203741/thomas-delaine/', '/player/203736/st%C3%A9phane-bahoken/', '/player/203668/alfredo-donnarumma/', '/player/203633/massimo-bruno/', '/player/203581/iv%C3%A1n-balliu/', '/player/203570/stuart-dallas/', '/player/203455/oliver-kragl/', '/player/203393/eddy-gnahor%C3%A9/', '/player/203042/jack-butland/', '/player/202873/kevin-m%C3%BCller/', '/player/202331/facundo-quignon/', '/player/202087/johannes-geis/', '/player/202017/onel-hern%C3%A1ndez/', '/player/201971/akihiro-ienaga/', '/player/201938/anthony-limbombe/', '/player/201936/kim-jin-hyeon/', '/player/201878/valentin-eysseric/', '/player/201818/ahmed-musa/', '/player/201285/christian-gytkj%C3%A6r/', '/player/201136/maxime-colin/', '/player/200911/bogdan-stancu/', '/player/200798/marafona/', '/player/200773/alhassan-wakaso/', '/player/200607/christopher-schindler/', '/player/200577/lee-yong/', '/player/200463/tim-melia/', '/player/200206/alan-patrick/', '/player/200197/nicol%C3%A1s-blandi/', '/player/199912/sonny-kittel/', '/player/199800/zakarya-bergdich/', '/player/199781/romain-m%C3%A9tanire/', '/player/199669/leandro-gonz%C3%A1lez-pirez/', '/player/199313/abdoulaye-bamba/', '/player/199274/ilja-nestorovski/', '/player/199131/anton-tinnerholm/', '/player/198843/aday-ben%C3%ADtez/', '/player/198653/mart%C3%ADn-silva/', '/player/198617/dominick-drexler/', '/player/198614/ra%C3%BAl-navas/', '/player/198420/majeed-waris/', '/player/198355/steve-clark/', '/player/198352/stefan-bell/', '/player/198331/mat%C4%9Bj-vydra/', '/player/198240/ra%C3%BAl-carnero/', '/player/198213/leandro-dami%C3%A3o/', '/player/198128/caio/', '/player/197813/jonas-martin/', '/player/197786/giulio-donati/', '/player/197117/ioannis-fetfatzidis/', '/player/196916/marlon-pack/', '/player/196318/serdar-g%C3%BCrler/', '/player/196073/esteban-paredes/', '/player/195087/radosav-petrovi%C4%87/', '/player/194996/borja-bast%C3%B3n/', '/player/194135/leonardo/', '/player/193884/sam-clucas/', '/player/193549/shaun-hutchinson/', '/player/193331/karl-darlow/', '/player/193267/fabio-pisacane/', '/player/193247/heinz-lindner/', '/player/193186/neil-etheridge/', '/player/192955/mateusz-klich/', '/player/192647/ga%C3%ABtan-charbonnier/', '/player/192587/artur-ioni%C8%9B%C4%83/', '/player/192567/matthias-zimmermann/', '/player/192495/romaine-sawyers/', '/player/192373/milton-caraglio/', '/player/192349/renatinho/', '/player/192242/paul-lasne/', '/player/192091/welinton/', '/player/191648/maya-yoshida/', '/player/191388/takashi-usami/', '/player/191173/alejandro-bedoya/', '/player/190915/kamil-wilczek/', '/player/190748/yasin-%C3%B6ztekin/', '/player/190653/isaac-brizuela/', '/player/190633/henrik-dalsgaard/', '/player/190549/markus-henriksen/', '/player/190535/m%C3%ADchel/', '/player/190430/joe-bennett/', '/player/190014/yannis-salibur/', '/player/189963/wilfried-bony/', '/player/189946/vincent-manceau/', '/player/189680/f%C3%A1bio/', '/player/189650/jan-kova%C5%99%C3%ADk/', '/player/189607/manuel-sch%C3%A4ffler/', '/player/189508/v%C3%ADctor-v%C3%A1zquez/', '/player/189456/liam-cooper/', '/player/189446/junior-stanislas/', '/player/189225/bruno-fornaroli/', '/player/188600/mehdi-abeid/', '/player/188182/leon-balogun/', '/player/187924/cl%C3%A9ment-grenier/', '/player/187702/omar-el-kaddouri/', '/player/187533/alexey-ionov/', '/player/187517/viktor-vasin/', '/player/187323/henrique/', '/player/187132/carlos-zambrano/', '/player/187075/dayro-moreno/', '/player/187033/sean-morrison/', '/player/186695/ezequiel-mu%C3%B1oz/', '/player/186614/samuel-di-carmine/', '/player/186521/bernardo-espinosa/', '/player/186307/marco-fabi%C3%A1n/', '/player/186132/danny-drinkwater/', '/player/186130/james-chester/', '/player/184749/dan-gosling/', '/player/184626/nicol%C3%A1s-s%C3%A1nchez/', '/player/184457/ricky-van-wolfswinkel/', '/player/184183/sebastien-dewaest/', '/player/184133/castro/', '/player/183966/facundo-roncaglia/', '/player/183916/j%C3%A9r%C3%A9my-pied/', '/player/183581/jes%C3%BAs-molina/', '/player/183546/jonathan-hogg/', '/player/183540/barry-bannan/', '/player/183483/konstantinos-mitroglou/', '/player/183332/fin-bartels/', '/player/183254/paulo-vin%C3%ADcius/', '/player/183187/valentin-stocker/', '/player/182888/h%C3%A5vard-nordtveit/', '/player/182859/walter-gargano/', '/player/182632/r%C3%BAben-ribeiro/', '/player/182343/hao-junmin/', '/player/181795/fedor-kudryashov/', '/player/181573/odil-akhmedov/', '/player/181445/rasmus-bengtsson/', '/player/180359/luisinho/', '/player/180281/fernandinho-silva/', '/player/179551/ola-kamara/', '/player/178323/abdou-razack-traor%C3%A9/', '/player/178051/lucas-deaux/']\n"
     ]
    }
   ],
   "source": [
    "players=[]\n",
    "for page in range(1,101):\n",
    "    Webpage_1= requests.get(\"https://www.fifaindex.com/players/{}/\".format(page)).text\n",
    "    page_soup = BeautifulSoup(Webpage_1,'lxml')\n",
    "    \n",
    "    table= page_soup.findAll(class_= 'table table-striped table-players')\n",
    "    for tr in table:\n",
    "        rows= tr.findAll('tr')\n",
    "        name= tr.findAll('td',{\"data-title\":\"Name\"})\n",
    "    for link in name:\n",
    "        links= str(link.find('a')['href'])\n",
    "        players.append(links)\n",
    "        \n",
    "print(players)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'https://www.fifaindex.com/player/213620/felipe-mora/', 'https://www.fifaindex.com/player/213581/mart%C3%ADn-nervo/', 'https://www.fifaindex.com/player/213480/fouad-bachirou/', 'https://www.fifaindex.com/player/213446/ra%C3%BAl-l%C3%B3pez/', 'https://www.fifaindex.com/player/213418/chuba-akpom/', 'https://www.fifaindex.com/player/213414/william-troost-ekong/', 'https://www.fifaindex.com/player/213272/lucas-ch%C3%A1ves/', 'https://www.fifaindex.com/player/213242/adrien-tameze/', 'https://www.fifaindex.com/player/213134/levin-%C3%B6ztunal%C4%B1/', 'https://www.fifaindex.com/player/213095/lucas-cavallini/', 'https://www.fifaindex.com/player/213063/r%C3%B3ber/', 'https://www.fifaindex.com/player/212883/daniel-amartey/', 'https://www.fifaindex.com/player/212626/davie-selke/', 'https://www.fifaindex.com/player/212591/walker-zimmerman/', 'https://www.fifaindex.com/player/212260/hwang-ui-jo/', 'https://www.fifaindex.com/player/212240/kenan-karaman/', 'https://www.fifaindex.com/player/212232/jamie-maclaren/', 'https://www.fifaindex.com/player/212226/dan-nistor/', 'https://www.fifaindex.com/player/212107/adis-jahovi%C4%87/', 'https://www.fifaindex.com/player/212035/j%C3%A9r%C3%A9mie-bela/', 'https://www.fifaindex.com/player/211891/andreas-voglsammer/', 'https://www.fifaindex.com/player/211856/kevin-akpoguma/', 'https://www.fifaindex.com/player/211844/nicolas-gavory/', 'https://www.fifaindex.com/player/211361/danilo-cataldi/', 'https://www.fifaindex.com/player/211272/claudio-corval%C3%A1n/', 'https://www.fifaindex.com/player/211263/lisandro-magall%C3%A1n/', 'https://www.fifaindex.com/player/210859/vincent-laurini/', 'https://www.fifaindex.com/player/210814/juli%C3%A1n-vel%C3%A1zquez/', 'https://www.fifaindex.com/player/210722/j%C3%BAlio-tavares/', 'https://www.fifaindex.com/player/210697/christian-n%C3%B8rgaard/', 'https://www.fifaindex.com/player/210695/haitam-aleesami/', 'https://www.fifaindex.com/player/210538/luca-zuffi/', 'https://www.fifaindex.com/player/210489/louis-schaub/', 'https://www.fifaindex.com/player/210441/fran-sol/', 'https://www.fifaindex.com/player/210372/rachid-ghezzal/', 'https://www.fifaindex.com/player/210358/alberto-brignoli/', 'https://www.fifaindex.com/player/210320/ibrahima-mbaye/', 'https://www.fifaindex.com/player/210016/diego-lopes/', 'https://www.fifaindex.com/player/209990/richard-strebinger/', 'https://www.fifaindex.com/player/209984/mikel-agu/', 'https://www.fifaindex.com/player/209782/sam-larsson/', 'https://www.fifaindex.com/player/209780/siebe-schrijvers/', 'https://www.fifaindex.com/player/209673/dorian-dessoleil/', 'https://www.fifaindex.com/player/209529/muamer-tankovi%C4%87/', 'https://www.fifaindex.com/player/209449/gerso/', 'https://www.fifaindex.com/player/209301/maxime-poundj%C3%A9/', 'https://www.fifaindex.com/player/209039/david-moberg-karlsson/', 'https://www.fifaindex.com/player/208892/sam-byram/', 'https://www.fifaindex.com/player/208700/danny-blum/', 'https://www.fifaindex.com/player/208522/h%C3%B6r%C3%B0ur-magn%C3%BAsson/', 'https://www.fifaindex.com/player/208440/marcus-danielson/', 'https://www.fifaindex.com/player/208260/dimitrios-kourmpelis/', 'https://www.fifaindex.com/player/208137/lucas-torr%C3%B3/', 'https://www.fifaindex.com/player/208053/dimitrios-pelkas/', 'https://www.fifaindex.com/player/208001/paulo-ot%C3%A1vio/', 'https://www.fifaindex.com/player/207952/semi-ajayi/', 'https://www.fifaindex.com/player/207928/tom-rogi%C4%87/', 'https://www.fifaindex.com/player/207920/erik-durm/', 'https://www.fifaindex.com/player/207725/mike-van-der-hoorn/', 'https://www.fifaindex.com/player/207715/nicolas-l%C3%B3pez/', 'https://www.fifaindex.com/player/207676/rafael-silva/', 'https://www.fifaindex.com/player/207653/miler-bola%C3%B1os/', 'https://www.fifaindex.com/player/207624/kenneth-omeruo/', 'https://www.fifaindex.com/player/207444/j%C3%BCrgen-damm/', 'https://www.fifaindex.com/player/206553/simon-falette/', 'https://www.fifaindex.com/player/206544/roman-bezus/', 'https://www.fifaindex.com/player/206506/tristan-dingom%C3%A9/', 'https://www.fifaindex.com/player/206306/jordan-ferri/', 'https://www.fifaindex.com/player/206254/miroslav-stevanovi%C4%87/', 'https://www.fifaindex.com/player/206218/paul-nardi/', 'https://www.fifaindex.com/player/206160/amato-ciciretti/', 'https://www.fifaindex.com/player/206114/kristoffer-olsson/', 'https://www.fifaindex.com/player/206098/patric/', 'https://www.fifaindex.com/player/206006/ezgjan-alioski/', 'https://www.fifaindex.com/player/205998/andr%C3%A9-poko/', 'https://www.fifaindex.com/player/205990/harrison-reed/', 'https://www.fifaindex.com/player/205934/nicola-murru/', 'https://www.fifaindex.com/player/205878/stefanos-kapino/', 'https://www.fifaindex.com/player/205756/stefano-denswil/', 'https://www.fifaindex.com/player/205553/luca-ceppitelli/', 'https://www.fifaindex.com/player/205478/michael-krmen%C4%8D%C3%ADk/', 'https://www.fifaindex.com/player/205409/sebasti%C3%A1n-sosa/', 'https://www.fifaindex.com/player/205295/hillal-soudani/', 'https://www.fifaindex.com/player/205081/diego-oliveira/', 'https://www.fifaindex.com/player/204863/iv%C3%A1n-s%C3%A1nchez/', 'https://www.fifaindex.com/player/204776/toni-leistner/', 'https://www.fifaindex.com/player/204699/lorenzo-melgarejo/', 'https://www.fifaindex.com/player/204526/herv%C3%ADas/', 'https://www.fifaindex.com/player/204496/patrick-bauer/', 'https://www.fifaindex.com/player/204387/juan-carlos/', 'https://www.fifaindex.com/player/204234/edgar-bad%C3%ADa/', 'https://www.fifaindex.com/player/204092/janis-blaswich/', 'https://www.fifaindex.com/player/203888/eric-botteghin/', 'https://www.fifaindex.com/player/203886/adrien-trebel/', 'https://www.fifaindex.com/player/203864/bruno-zuculini/', 'https://www.fifaindex.com/player/203741/thomas-delaine/', 'https://www.fifaindex.com/player/203736/st%C3%A9phane-bahoken/', 'https://www.fifaindex.com/player/203668/alfredo-donnarumma/', 'https://www.fifaindex.com/player/203633/massimo-bruno/', 'https://www.fifaindex.com/player/203581/iv%C3%A1n-balliu/', 'https://www.fifaindex.com/player/203570/stuart-dallas/', 'https://www.fifaindex.com/player/203455/oliver-kragl/', 'https://www.fifaindex.com/player/203393/eddy-gnahor%C3%A9/', 'https://www.fifaindex.com/player/203042/jack-butland/', 'https://www.fifaindex.com/player/202873/kevin-m%C3%BCller/', 'https://www.fifaindex.com/player/202331/facundo-quignon/', 'https://www.fifaindex.com/player/202087/johannes-geis/', 'https://www.fifaindex.com/player/202017/onel-hern%C3%A1ndez/', 'https://www.fifaindex.com/player/201971/akihiro-ienaga/', 'https://www.fifaindex.com/player/201938/anthony-limbombe/', 'https://www.fifaindex.com/player/201936/kim-jin-hyeon/', 'https://www.fifaindex.com/player/201878/valentin-eysseric/', 'https://www.fifaindex.com/player/201818/ahmed-musa/', 'https://www.fifaindex.com/player/201285/christian-gytkj%C3%A6r/', 'https://www.fifaindex.com/player/201136/maxime-colin/', 'https://www.fifaindex.com/player/200911/bogdan-stancu/', 'https://www.fifaindex.com/player/200798/marafona/', 'https://www.fifaindex.com/player/200773/alhassan-wakaso/', 'https://www.fifaindex.com/player/200607/christopher-schindler/', 'https://www.fifaindex.com/player/200577/lee-yong/', 'https://www.fifaindex.com/player/200463/tim-melia/', 'https://www.fifaindex.com/player/200206/alan-patrick/', 'https://www.fifaindex.com/player/200197/nicol%C3%A1s-blandi/', 'https://www.fifaindex.com/player/199912/sonny-kittel/', 'https://www.fifaindex.com/player/199800/zakarya-bergdich/', 'https://www.fifaindex.com/player/199781/romain-m%C3%A9tanire/', 'https://www.fifaindex.com/player/199669/leandro-gonz%C3%A1lez-pirez/', 'https://www.fifaindex.com/player/199313/abdoulaye-bamba/', 'https://www.fifaindex.com/player/199274/ilja-nestorovski/', 'https://www.fifaindex.com/player/199131/anton-tinnerholm/', 'https://www.fifaindex.com/player/198843/aday-ben%C3%ADtez/', 'https://www.fifaindex.com/player/198653/mart%C3%ADn-silva/', 'https://www.fifaindex.com/player/198617/dominick-drexler/', 'https://www.fifaindex.com/player/198614/ra%C3%BAl-navas/', 'https://www.fifaindex.com/player/198420/majeed-waris/', 'https://www.fifaindex.com/player/198355/steve-clark/', 'https://www.fifaindex.com/player/198352/stefan-bell/', 'https://www.fifaindex.com/player/198331/mat%C4%9Bj-vydra/', 'https://www.fifaindex.com/player/198240/ra%C3%BAl-carnero/', 'https://www.fifaindex.com/player/198213/leandro-dami%C3%A3o/', 'https://www.fifaindex.com/player/198128/caio/', 'https://www.fifaindex.com/player/197813/jonas-martin/', 'https://www.fifaindex.com/player/197786/giulio-donati/', 'https://www.fifaindex.com/player/197117/ioannis-fetfatzidis/', 'https://www.fifaindex.com/player/196916/marlon-pack/', 'https://www.fifaindex.com/player/196318/serdar-g%C3%BCrler/', 'https://www.fifaindex.com/player/196073/esteban-paredes/', 'https://www.fifaindex.com/player/195087/radosav-petrovi%C4%87/', 'https://www.fifaindex.com/player/194996/borja-bast%C3%B3n/', 'https://www.fifaindex.com/player/194135/leonardo/', 'https://www.fifaindex.com/player/193884/sam-clucas/', 'https://www.fifaindex.com/player/193549/shaun-hutchinson/', 'https://www.fifaindex.com/player/193331/karl-darlow/', 'https://www.fifaindex.com/player/193267/fabio-pisacane/', 'https://www.fifaindex.com/player/193247/heinz-lindner/', 'https://www.fifaindex.com/player/193186/neil-etheridge/', 'https://www.fifaindex.com/player/192955/mateusz-klich/', 'https://www.fifaindex.com/player/192647/ga%C3%ABtan-charbonnier/', 'https://www.fifaindex.com/player/192587/artur-ioni%C8%9B%C4%83/', 'https://www.fifaindex.com/player/192567/matthias-zimmermann/', 'https://www.fifaindex.com/player/192495/romaine-sawyers/', 'https://www.fifaindex.com/player/192373/milton-caraglio/', 'https://www.fifaindex.com/player/192349/renatinho/', 'https://www.fifaindex.com/player/192242/paul-lasne/', 'https://www.fifaindex.com/player/192091/welinton/', 'https://www.fifaindex.com/player/191648/maya-yoshida/', 'https://www.fifaindex.com/player/191388/takashi-usami/', 'https://www.fifaindex.com/player/191173/alejandro-bedoya/', 'https://www.fifaindex.com/player/190915/kamil-wilczek/', 'https://www.fifaindex.com/player/190748/yasin-%C3%B6ztekin/', 'https://www.fifaindex.com/player/190653/isaac-brizuela/', 'https://www.fifaindex.com/player/190633/henrik-dalsgaard/', 'https://www.fifaindex.com/player/190549/markus-henriksen/', 'https://www.fifaindex.com/player/190535/m%C3%ADchel/', 'https://www.fifaindex.com/player/190430/joe-bennett/', 'https://www.fifaindex.com/player/190014/yannis-salibur/', 'https://www.fifaindex.com/player/189963/wilfried-bony/', 'https://www.fifaindex.com/player/189946/vincent-manceau/', 'https://www.fifaindex.com/player/189680/f%C3%A1bio/', 'https://www.fifaindex.com/player/189650/jan-kova%C5%99%C3%ADk/', 'https://www.fifaindex.com/player/189607/manuel-sch%C3%A4ffler/', 'https://www.fifaindex.com/player/189508/v%C3%ADctor-v%C3%A1zquez/', 'https://www.fifaindex.com/player/189456/liam-cooper/', 'https://www.fifaindex.com/player/189446/junior-stanislas/', 'https://www.fifaindex.com/player/189225/bruno-fornaroli/', 'https://www.fifaindex.com/player/188600/mehdi-abeid/', 'https://www.fifaindex.com/player/188182/leon-balogun/', 'https://www.fifaindex.com/player/187924/cl%C3%A9ment-grenier/', 'https://www.fifaindex.com/player/187702/omar-el-kaddouri/', 'https://www.fifaindex.com/player/187533/alexey-ionov/', 'https://www.fifaindex.com/player/187517/viktor-vasin/', 'https://www.fifaindex.com/player/187323/henrique/', 'https://www.fifaindex.com/player/187132/carlos-zambrano/', 'https://www.fifaindex.com/player/187075/dayro-moreno/', 'https://www.fifaindex.com/player/187033/sean-morrison/', 'https://www.fifaindex.com/player/186695/ezequiel-mu%C3%B1oz/', 'https://www.fifaindex.com/player/186614/samuel-di-carmine/', 'https://www.fifaindex.com/player/186521/bernardo-espinosa/', 'https://www.fifaindex.com/player/186307/marco-fabi%C3%A1n/', 'https://www.fifaindex.com/player/186132/danny-drinkwater/', 'https://www.fifaindex.com/player/186130/james-chester/', 'https://www.fifaindex.com/player/184749/dan-gosling/', 'https://www.fifaindex.com/player/184626/nicol%C3%A1s-s%C3%A1nchez/', 'https://www.fifaindex.com/player/184457/ricky-van-wolfswinkel/', 'https://www.fifaindex.com/player/184183/sebastien-dewaest/', 'https://www.fifaindex.com/player/184133/castro/', 'https://www.fifaindex.com/player/183966/facundo-roncaglia/', 'https://www.fifaindex.com/player/183916/j%C3%A9r%C3%A9my-pied/', 'https://www.fifaindex.com/player/183581/jes%C3%BAs-molina/', 'https://www.fifaindex.com/player/183546/jonathan-hogg/', 'https://www.fifaindex.com/player/183540/barry-bannan/', 'https://www.fifaindex.com/player/183483/konstantinos-mitroglou/', 'https://www.fifaindex.com/player/183332/fin-bartels/', 'https://www.fifaindex.com/player/183254/paulo-vin%C3%ADcius/', 'https://www.fifaindex.com/player/183187/valentin-stocker/', 'https://www.fifaindex.com/player/182888/h%C3%A5vard-nordtveit/', 'https://www.fifaindex.com/player/182859/walter-gargano/', 'https://www.fifaindex.com/player/182632/r%C3%BAben-ribeiro/', 'https://www.fifaindex.com/player/182343/hao-junmin/', 'https://www.fifaindex.com/player/181795/fedor-kudryashov/', 'https://www.fifaindex.com/player/181573/odil-akhmedov/', 'https://www.fifaindex.com/player/181445/rasmus-bengtsson/', 'https://www.fifaindex.com/player/180359/luisinho/', 'https://www.fifaindex.com/player/180281/fernandinho-silva/', 'https://www.fifaindex.com/player/179551/ola-kamara/', 'https://www.fifaindex.com/player/178323/abdou-razack-traor%C3%A9/', 'https://www.fifaindex.com/player/178051/lucas-deaux/']\n"
     ]
    }
   ],
   "source": [
    "urls=[]\n",
    "for i in players:\n",
    "    url= \"https://www.fifaindex.com{}\".format(i)\n",
    "    urls.append(url)\n",
    "print(urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "player_data=[]\n",
    "count=0\n",
    "for i in urls:\n",
    "    count=count+1\n",
    "    webpage_2 = requests.get(i).text\n",
    "    page_soup_2 = BeautifulSoup(webpage_2,'lxml')\n",
    "    \n",
    "    Player_Name = page_soup_2.find_all(\"h5\",{\"class\":\"card-header\"})[0].contents[0]\n",
    " \n",
    "    \n",
    "    Height = page_soup_2.find_all(\"span\",{\"class\":\"data-units data-units-metric\"})[0].text.strip() #0 for height\n",
    "    Height = Height.replace('cm',\"\")\n",
    "    Height = int(Height)\n",
    "    \n",
    "    Weight = page_soup_2.find_all(\"span\",{\"class\":\"data-units data-units-metric\"})[1].text.strip() #1 for weight\n",
    "    Weight = Weight.replace('kg',\"\")\n",
    "    Weight = int(Weight)    \n",
    "    \n",
    "    \n",
    "    Age = page_soup_2.find_all(\"span\",{\"class\":\"float-right\"})[5].text.strip() #5 for age\n",
    "                \n",
    "    Preferred_foot = page_soup_2.find_all(\"span\",{\"class\":\"float-right\"})[3].text.strip()\n",
    "\n",
    "    try:        \n",
    "        value = page_soup_2.find_all(\"span\",{\"class\":\"float-right\"})[10].text.strip()\n",
    "        value = value.replace(\".\",\"\")\n",
    "        value =value.replace(\"€\",\"\")\n",
    "        value = int(value)\n",
    "\n",
    "        wage = page_soup_2.find_all(\"span\",{\"class\":\"float-right\"})[13].text.strip()\n",
    "        wage = wage.replace(\".\",\"\")\n",
    "        wage = wage.replace(\"€\",\"\")\n",
    "        wage = int(wage)\n",
    "    except:\n",
    "        value = np.nan\n",
    "        wage = np.nan\n",
    "         \n",
    "    \n",
    "    overall_score= page_soup_2.find(\"span\",{\"class\": \"float-right\"})\n",
    "    overall_score= overall_score.contents[0].text\n",
    "    \n",
    "    potential_score= page_soup_2.find(\"span\",{\"class\": \"float-right\"})\n",
    "    potential_score= potential_score.contents[2].text\n",
    "    \n",
    "    try:\n",
    "        Ball_Control = float(page_soup_2.find(text='Ball Control ').findNext().text)\n",
    "        Dribbling = float(page_soup_2.find(text='Dribbling ').findNext().text)\n",
    "        Ball_Skills = np.mean([Ball_Control,Dribbling]).round(2)\n",
    "    except:\n",
    "        try:\n",
    "            Ball_Control = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Dribbling = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Ball_Skills = np.mean([Ball_Control,Dribbling]).round(2)\n",
    "        except:\n",
    "            Ball_Control = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Dribbling = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Ball_Skills = np.mean([Ball_Control,Dribbling]).round(2)\n",
    "            \n",
    "    \n",
    "    try:\n",
    "        Marking = float(page_soup_2.find(text='Marking ').findNext().text)\n",
    "        Slide_Tackle = float(page_soup_2.find(text='Slide Tackle ').findNext().text)\n",
    "        Stand_Tackle = float(page_soup_2.find(text='Stand Tackle ').findNext().text)\n",
    "        Defence = np.mean([Marking,Slide_Tackle,Stand_Tackle]).round(2)\n",
    "    except:\n",
    "        try:\n",
    "            Marking = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Slide_Tackle = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Stand_Tackle = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Defence = np.mean([Marking,Slide_Tackle,Stand_Tackle]).round(2)\n",
    "        except:\n",
    "            Marking = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Slide_Tackle = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Stand_Tackle = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Defence = np.mean([Marking,Slide_Tackle,Stand_Tackle]).round(2)            \n",
    "            \n",
    "    \n",
    "    try:\n",
    "        \n",
    "        Aggression = float(page_soup_2.find(text='Aggression ').findNext().text)\n",
    "        Reactions = float(page_soup_2.find(text='Reactions ').findNext().text)\n",
    "        Att_Position = float(page_soup_2.find(text='Att. Position ').findNext().text)\n",
    "        Interceptions = float(page_soup_2.find(text='Interceptions ').findNext().text)\n",
    "        Vision = float(page_soup_2.find(text='Vision ').findNext().text)\n",
    "        Composure = float(page_soup_2.find(text='Composure ').findNext().text)\n",
    "        Mental = np.mean([Aggression,Reactions,Att_Position,Interceptions,Composure]).round(2)\n",
    "    except:\n",
    "        try:\n",
    "            Aggression = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Reactions = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Att_Position = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Interceptions = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Vision = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Composure = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Mental = np.mean([Aggression,Reactions,Att_Position,Interceptions,Composure]).round(2)\n",
    "        except:\n",
    "            Aggression = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Reactions = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Att_Position = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Interceptions = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Vision = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Composure = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Mental = np.mean([Aggression,Reactions,Att_Position,Interceptions,Composure]).round(2)\n",
    "            \n",
    "    try:\n",
    "        \n",
    "        Crossing = float(page_soup_2.find(text='Crossing ').findNext().text)\n",
    "        Short_Pass = float(page_soup_2.find(text='Short Pass ').findNext().text)\n",
    "        Long_Pass = float(page_soup_2.find(text='Long Pass ').findNext().text)\n",
    "        Passing = np.mean([Crossing,Short_Pass,Long_Pass]).round(2)\n",
    "    except:\n",
    "        try:      \n",
    "            Crossing = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Short_Pass = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Long_Pass = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Passing = np.mean([Crossing,Short_Pass,Long_Pass]).round(2)\n",
    "        except:\n",
    "            Crossing = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Short_Pass = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Long_Pass = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Passing = np.mean([Crossing,Short_Pass,Long_Pass]).round(2)\n",
    "        \n",
    "\n",
    "    try:\n",
    "        Acceleration = float(page_soup_2.find(text='Acceleration ').findNext().text)\n",
    "        Stamina = float(page_soup_2.find(text='Stamina ').findNext().text)\n",
    "        Strength = float(page_soup_2.find(text='Strength ').findNext().text)\n",
    "        Balance = float(page_soup_2.find(text='Balance ').findNext().text)\n",
    "        Sprint_Speed = float(page_soup_2.find(text='Sprint Speed ').findNext().text)\n",
    "        Agility = float(page_soup_2.find(text='Sprint Speed ').findNext().text)\n",
    "        Jumping = float(page_soup_2.find(text='Jumping ').findNext().text)\n",
    "        Physical = np.mean([Acceleration,Stamina,Strength,Balance,Sprint_Speed,Agility,Jumping]).round(2)\n",
    "    except:\n",
    "        try:\n",
    "            Acceleration = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Stamina = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Strength = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Balance = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Sprint_Speed = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Agility = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Jumping = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Physical = np.mean([Acceleration,Stamina,Strength,Balance,Sprint_Speed,Agility,Jumping]).round(2)\n",
    "        except:\n",
    "            Acceleration = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Stamina = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Strength = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Balance = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Sprint_Speed = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Agility = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Jumping = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Physical = np.mean([Acceleration,Stamina,Strength,Balance,Sprint_Speed,Agility,Jumping]).round(2)\n",
    "        \n",
    "    try:\n",
    "        Heading = float(page_soup_2.find(text='Heading ').findNext().text)\n",
    "        Shot_Power = float(page_soup_2.find(text='Shot Power ').findNext().text)\n",
    "        Finishing = float(page_soup_2.find(text='Finishing ').findNext().text)\n",
    "        Long_Shots = float(page_soup_2.find(text='Long Shots ').findNext().text)\n",
    "        Curve = float(page_soup_2.find(text='Curve ').findNext().text)\n",
    "        FK_Acc = float(page_soup_2.find(text='FK Acc. ').findNext().text)\n",
    "        Penalties = float(page_soup_2.find(text='Penalties ').findNext().text)\n",
    "        Volleys = float(page_soup_2.find(text='Volleys ').findNext().text)\n",
    "        Shooting = np.mean([Heading,Shot_Power,Finishing,Long_Shots,Curve,FK_Acc,Penalties,Volleys]).round(2)\n",
    "    except:\n",
    "        try:\n",
    "            Heading = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Shot_Power = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Finishing = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Long_Shots = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Curve = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            FK_Acc = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Penalties = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Volleys = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Shooting = np.mean([Heading,Shot_Power,Finishing,Long_Shots,Curve,FK_Acc,Penalties,Volleys]).round(2)\n",
    "        except:\n",
    "            Heading = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Shot_Power = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Finishing = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Long_Shots = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Curve = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            FK_Acc = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Penalties = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Volleys = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Shooting = np.mean([Heading,Shot_Power,Finishing,Long_Shots,Curve,FK_Acc,Penalties,Volleys]).round(2)\n",
    "            \n",
    "            \n",
    "    try:\n",
    "        GK_Positioning = float(page_soup_2.find(text='GK Positioning ').findNext().text)\n",
    "        GK_Diving = float(page_soup_2.find(text='GK Diving ').findNext().text)\n",
    "        GK_Handling = float(page_soup_2.find(text='GK Handling ').findNext().text)\n",
    "        GK_Kicking = float(page_soup_2.find(text='GK Kicking ').findNext().text)\n",
    "        GK_Reflexes = float(page_soup_2.find(text='GK Reflexes ').findNext().text)\n",
    "        Goalkeeping = np.mean([GK_Positioning,GK_Diving,GK_Handling,GK_Kicking,GK_Reflexes]).round(2)\n",
    "    except:\n",
    "        try:\n",
    "            GK_Positioning = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            GK_Diving = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            GK_Handling = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            GK_Kicking = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            GK_Reflexes = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-plus text-success\"}).findNext().text)\n",
    "            Goalkeeping = np.mean([GK_Positioning,GK_Diving,GK_Handling,GK_Kicking,GK_Reflexes]).round(2)\n",
    "        except:\n",
    "            GK_Positioning = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            GK_Diving = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            GK_Handling = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            GK_Kicking = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            GK_Reflexes = float(page_soup_2.find(\"i\",{\"class\":\"fa fa-minus text-danger\"}).findNext().text)\n",
    "            Goalkeeping = np.mean([GK_Positioning,GK_Diving,GK_Handling,GK_Kicking,GK_Reflexes]).round(2)\n",
    "\n",
    "\n",
    "            \n",
    "\n",
    "    player_feature = {'Player_Name':Player_Name,'Height':Height,'Weight':Weight,'Age':Age,\n",
    "                      'Preferred_foot':Preferred_foot,\n",
    "                      'overall_score':overall_score,'potential_score':potential_score,\n",
    "                      'Ball_Skills':Ball_Skills,'Defence':Defence,'Mental':Mental,'Passing':Passing,\n",
    "                      'Physical':Physical,'Shooting':Shooting,'Goalkeeping':Goalkeeping,'Weekly_Wage':wage,'Market_Value':value}\n",
    "\n",
    "    player_data.append(player_feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.DataFrame(player_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player_Name</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Age</th>\n",
       "      <th>Preferred_foot</th>\n",
       "      <th>overall_score</th>\n",
       "      <th>potential_score</th>\n",
       "      <th>Ball_Skills</th>\n",
       "      <th>Defence</th>\n",
       "      <th>Mental</th>\n",
       "      <th>Passing</th>\n",
       "      <th>Physical</th>\n",
       "      <th>Shooting</th>\n",
       "      <th>Goalkeeping</th>\n",
       "      <th>Weekly_Salary</th>\n",
       "      <th>Market_Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Lionel Messi</td>\n",
       "      <td>170</td>\n",
       "      <td>72</td>\n",
       "      <td>33</td>\n",
       "      <td>Left</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>96.0</td>\n",
       "      <td>30.33</td>\n",
       "      <td>73.4</td>\n",
       "      <td>89.00</td>\n",
       "      <td>79.29</td>\n",
       "      <td>86.88</td>\n",
       "      <td>10.8</td>\n",
       "      <td>560000.0</td>\n",
       "      <td>103500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>187</td>\n",
       "      <td>83</td>\n",
       "      <td>35</td>\n",
       "      <td>Right</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>90.0</td>\n",
       "      <td>28.00</td>\n",
       "      <td>75.4</td>\n",
       "      <td>81.00</td>\n",
       "      <td>85.29</td>\n",
       "      <td>87.38</td>\n",
       "      <td>11.6</td>\n",
       "      <td>215000.0</td>\n",
       "      <td>63000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Jan Oblak</td>\n",
       "      <td>188</td>\n",
       "      <td>87</td>\n",
       "      <td>27</td>\n",
       "      <td>Right</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.00</td>\n",
       "      <td>44.0</td>\n",
       "      <td>32.00</td>\n",
       "      <td>58.43</td>\n",
       "      <td>18.50</td>\n",
       "      <td>87.4</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>120000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Kevin De Bruyne</td>\n",
       "      <td>181</td>\n",
       "      <td>70</td>\n",
       "      <td>29</td>\n",
       "      <td>Right</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>90.0</td>\n",
       "      <td>62.00</td>\n",
       "      <td>82.4</td>\n",
       "      <td>93.67</td>\n",
       "      <td>75.86</td>\n",
       "      <td>81.62</td>\n",
       "      <td>11.2</td>\n",
       "      <td>370000.0</td>\n",
       "      <td>129000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Neymar Jr</td>\n",
       "      <td>175</td>\n",
       "      <td>68</td>\n",
       "      <td>28</td>\n",
       "      <td>Right</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>95.0</td>\n",
       "      <td>31.33</td>\n",
       "      <td>71.6</td>\n",
       "      <td>84.33</td>\n",
       "      <td>78.29</td>\n",
       "      <td>83.62</td>\n",
       "      <td>11.8</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>132000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2995</td>\n",
       "      <td>Luisinho</td>\n",
       "      <td>171</td>\n",
       "      <td>62</td>\n",
       "      <td>35</td>\n",
       "      <td>Left</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.67</td>\n",
       "      <td>72.8</td>\n",
       "      <td>73.00</td>\n",
       "      <td>60.57</td>\n",
       "      <td>56.38</td>\n",
       "      <td>9.8</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>925000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2996</td>\n",
       "      <td>Fernandinho Silva</td>\n",
       "      <td>171</td>\n",
       "      <td>70</td>\n",
       "      <td>34</td>\n",
       "      <td>Left</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>75.5</td>\n",
       "      <td>54.00</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.67</td>\n",
       "      <td>78.71</td>\n",
       "      <td>67.75</td>\n",
       "      <td>10.6</td>\n",
       "      <td>11500.0</td>\n",
       "      <td>1400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2997</td>\n",
       "      <td>Ola Kamara</td>\n",
       "      <td>184</td>\n",
       "      <td>71</td>\n",
       "      <td>30</td>\n",
       "      <td>Left</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>72.0</td>\n",
       "      <td>26.00</td>\n",
       "      <td>66.4</td>\n",
       "      <td>55.33</td>\n",
       "      <td>75.71</td>\n",
       "      <td>67.88</td>\n",
       "      <td>9.4</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>3000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2998</td>\n",
       "      <td>Abdou Razack Traoré</td>\n",
       "      <td>174</td>\n",
       "      <td>71</td>\n",
       "      <td>31</td>\n",
       "      <td>Left</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>74.5</td>\n",
       "      <td>42.67</td>\n",
       "      <td>64.4</td>\n",
       "      <td>68.33</td>\n",
       "      <td>76.29</td>\n",
       "      <td>69.88</td>\n",
       "      <td>11.2</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2999</td>\n",
       "      <td>Lucas Deaux</td>\n",
       "      <td>188</td>\n",
       "      <td>82</td>\n",
       "      <td>31</td>\n",
       "      <td>Right</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>65.5</td>\n",
       "      <td>72.33</td>\n",
       "      <td>69.0</td>\n",
       "      <td>68.67</td>\n",
       "      <td>61.14</td>\n",
       "      <td>51.50</td>\n",
       "      <td>9.6</td>\n",
       "      <td>17000.0</td>\n",
       "      <td>2100000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3000 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Player_Name  Height  Weight Age Preferred_foot overall_score  \\\n",
       "0            Lionel Messi     170      72  33           Left            93   \n",
       "1       Cristiano Ronaldo     187      83  35          Right            92   \n",
       "2               Jan Oblak     188      87  27          Right            91   \n",
       "3         Kevin De Bruyne     181      70  29          Right            91   \n",
       "4               Neymar Jr     175      68  28          Right            91   \n",
       "...                   ...     ...     ...  ..            ...           ...   \n",
       "2995             Luisinho     171      62  35           Left            73   \n",
       "2996    Fernandinho Silva     171      70  34           Left            73   \n",
       "2997           Ola Kamara     184      71  30           Left            73   \n",
       "2998  Abdou Razack Traoré     174      71  31           Left            73   \n",
       "2999          Lucas Deaux     188      82  31          Right            73   \n",
       "\n",
       "     potential_score  Ball_Skills  Defence  Mental  Passing  Physical  \\\n",
       "0                 93         96.0    30.33    73.4    89.00     79.29   \n",
       "1                 92         90.0    28.00    75.4    81.00     85.29   \n",
       "2                 93         21.0    19.00    44.0    32.00     58.43   \n",
       "3                 91         90.0    62.00    82.4    93.67     75.86   \n",
       "4                 91         95.0    31.33    71.6    84.33     78.29   \n",
       "...              ...          ...      ...     ...      ...       ...   \n",
       "2995              73         70.0    72.67    72.8    73.00     60.57   \n",
       "2996              73         75.5    54.00    60.0    65.67     78.71   \n",
       "2997              73         72.0    26.00    66.4    55.33     75.71   \n",
       "2998              73         74.5    42.67    64.4    68.33     76.29   \n",
       "2999              73         65.5    72.33    69.0    68.67     61.14   \n",
       "\n",
       "      Shooting  Goalkeeping  Weekly_Salary  Market_Value  \n",
       "0        86.88         10.8       560000.0   103500000.0  \n",
       "1        87.38         11.6       215000.0    63000000.0  \n",
       "2        18.50         87.4       125000.0   120000000.0  \n",
       "3        81.62         11.2       370000.0   129000000.0  \n",
       "4        83.62         11.8       270000.0   132000000.0  \n",
       "...        ...          ...            ...           ...  \n",
       "2995     56.38          9.8        12500.0      925000.0  \n",
       "2996     67.75         10.6        11500.0     1400000.0  \n",
       "2997     67.88          9.4         8000.0     3000000.0  \n",
       "2998     69.88         11.2        15000.0     2500000.0  \n",
       "2999     51.50          9.6        17000.0     2100000.0  \n",
       "\n",
       "[3000 rows x 16 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"FIFA_Data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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