웹크롤링과 데이터분석 : 전세계 축구 선수 몸값 분석-3 (실전 크롤링)
2021. 11. 8. 23:59ㆍ빅데이터 스터디
Transfer markt 크롤링¶
- 첫페이지와 두번째 페이지 50명 정보
In [1]:
#필요한 라이브러리 불러오기
import requests
from bs4 import BeautifulSoup
import pandas as pd
import time
In [2]:
#requests.get()으로 url정보 요청하기
headers = {'User-Agent':"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/95.0.4638.69 Safari/537.36"}
url = "https://www.transfermarkt.com/spieler-statistik/wertvollstespieler/marktwertetop"
r = requests.get(url,headers = headers)
r.status_code
#200 이 나오면 성공
Out[2]:
200
In [3]:
#BeautifuSoup()으로 웹페이지 분석 준비하기
soup = BeautifulSoup(r.content,'html.parser')
#r.content 대신 r.text도 가능
print(soup)
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</div>
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<div id="statistik-infoblock">
<p class="info-content">
Top market values </p>
<div class="content">
<form action="/spieler-statistik/wertvollstespieler/marktwertetop/plus/0/galerie/0" method="get"> <div class="row">
<div class="large-12 columns">
<table class="auflistung">
<tbody>
<tr>
<td>Position:</td>
<td>
<div class="inline-select">
<select class="chzn-select" data-placeholder="" name="ausrichtung" tabindex="0">
<option selected="selected" value="alle">All</option>
<option value="Torwart">Goalkeeper</option>
<option value="Abwehr">Defenders</option>
<option value="Mittelfeld">Midfielders</option>
<option value="Sturm">Forwards</option>
</select>
</div>
</td>
</tr>
<tr>
<td>Main position:</td>
<td>
<div class="inline-select">
<select class="chzn-select" data-placeholder="" name="spielerposition_id" tabindex="0">
<option value="alle">All</option>
<option value="1">Goalkeeper</option>
<option value="2">Sweeper</option>
<option value="3">Centre-Back</option>
<option value="4">Left-Back</option>
<option value="5">Right-Back</option>
<option value="98">Full-Back</option>
<option value="6">Defensive Midfield</option>
<option value="7">Central Midfield</option>
<option value="8">Right Midfield</option>
<option value="9">Left Midfield</option>
<option value="10">Attacking Midfield</option>
<option value="11">Left Winger</option>
<option value="12">Right Winger</option>
<option value="99">Winger</option>
<option value="13">Second Striker</option>
<option value="14">Centre-Forward</option>
</select>
</div>
</td>
</tr>
<tr>
<td>Age group:</td>
<td>
<div class="inline-select">
<select class="chzn-select" data-placeholder="" name="altersklasse" tabindex="0">
<option selected="selected" value="alle">All</option>
<option value="u17">u17</option>
<option value="u18">u18</option>
<option value="u19">u19</option>
<option value="u20">u20</option>
<option value="u21">u21</option>
<option value="u23">u23</option>
<option value="23-30">23-30</option>
<option value="o30">o30</option>
<option value="o32">o32</option>
<option value="o34">o34</option>
</select>
</div>
</td>
</tr>
<tr>
<td>Year:</td>
<td>
<div class="inline-select">
<select class="chzn-select" data-placeholder="" name="jahrgang" tabindex="0">
<option value="0">All</option>
<option value="2006">2006</option>
<option value="2005">2005</option>
<option value="2004">2004</option>
<option value="2003">2003</option>
<option value="2002">2002</option>
<option value="2001">2001</option>
<option value="2000">2000</option>
<option value="1999">1999</option>
<option value="1998">1998</option>
<option value="1997">1997</option>
<option value="1996">1996</option>
<option value="1995">1995</option>
<option value="1994">1994</option>
<option value="1993">1993</option>
<option value="1992">1992</option>
<option value="1991">1991</option>
<option value="1990">1990</option>
<option value="1989">1989</option>
<option value="1988">1988</option>
<option value="1987">1987</option>
<option value="1986">1986</option>
<option value="1985">1985</option>
<option value="1984">1984</option>
<option value="1983">1983</option>
<option value="1982">1982</option>
<option value="1981">1981</option>
<option value="1980">1980</option>
<option value="1979">1979</option>
<option value="1978">1978</option>
<option value="1977">1977</option>
<option value="1976">1976</option>
<option value="1975">1975</option>
<option value="1973">1973</option>
<option value="1972">1972</option>
<option value="1967">1967</option>
</select>
</div>
</td>
</tr>
<tr>
<td>Nationality:</td>
<td>
<div class="inline-select">
<select class="chzn-select" data-placeholder="" name="land_id" tabindex="0">
<option value="0">All</option>
<option value="1">Afghanistan</option>
<option value="3">Albania</option>
<option value="4">Algeria</option>
<option value="239">American Samoa</option>
<option value="234">American Virgin Islands</option>
<option value="5">Andorra</option>
<option value="6">Angola</option>
<option value="232">Anguilla</option>
<option value="7">Antigua and Barbuda</option>
<option value="9">Argentina</option>
<option value="10">Armenia</option>
<option value="233">Aruba</option>
<option value="12">Australia</option>
<option value="127">Austria</option>
<option value="13">Azerbaijan</option>
<option value="14">Bahamas</option>
<option value="15">Bahrain</option>
<option value="16">Bangladesh</option>
<option value="17">Barbados</option>
<option value="18">Belarus</option>
<option value="19">Belgium</option>
<option value="20">Belize</option>
<option value="21">Benin</option>
<option value="211">Bermuda</option>
<option value="22">Bhutan</option>
<option value="23">Bolivia</option>
<option value="269">Bonaire</option>
<option value="24">Bosnia-Herzegovina</option>
<option value="25">Botsuana</option>
<option value="26">Brazil</option>
<option value="276">British India</option>
<option value="231">British Virgin Islands</option>
<option value="27">Brunei Darussalam</option>
<option value="28">Bulgaria</option>
<option value="29">Burkina Faso</option>
<option value="30">Burundi</option>
<option value="79">Cambodia</option>
<option value="31">Cameroon</option>
<option value="80">Canada</option>
<option value="32">Cape Verde</option>
<option value="229">Cayman Islands</option>
<option value="138">Central African Republic</option>
<option value="171">Chad</option>
<option value="33">Chile</option>
<option value="34">China</option>
<option value="164">Chinese Taipei (Taiwan)</option>
<option value="248">Christmas Island</option>
<option value="83">Colombia</option>
<option value="35">Comoros</option>
<option value="85">Congo</option>
<option value="238">Cookinseln</option>
<option value="36">Costa Rica</option>
<option value="38">Cote d'Ivoire</option>
<option value="37">Croatia</option>
<option value="220">CSSR</option>
<option value="88">Cuba</option>
<option value="260">Curacao</option>
<option value="188">Cyprus</option>
<option value="172">Czech Republic</option>
<option value="222">DDR</option>
<option value="39">Denmark</option>
<option value="41">Djibouti</option>
<option value="42">Dominica</option>
<option value="43">Dominican Republic</option>
<option value="193">DR Congo</option>
<option value="242">East Timor</option>
<option value="44">Ecuador</option>
<option value="2">Egypt</option>
<option value="45">El Salvador</option>
<option value="189">England</option>
<option value="8">Equatorial Guinea</option>
<option value="46">Eritrea</option>
<option value="47">Estonia</option>
<option value="162">Eswatini</option>
<option value="11">Ethiopia</option>
<option value="250">Falkland Islands</option>
<option value="208">Faroe Islands</option>
<option value="111">Federated States of Micronesia</option>
<option value="48">Fiji</option>
<option value="49">Finland</option>
<option value="50">France</option>
<option value="252">French Guiana</option>
<option value="51">Gabon</option>
<option value="53">Georgia</option>
<option value="40">Germany</option>
<option value="54">Ghana</option>
<option value="266">Gibraltar</option>
<option value="56">Greece</option>
<option value="243">Greenland</option>
<option value="55">Grenada</option>
<option value="251">Guadeloupe</option>
<option value="241">Guam</option>
<option value="58">Guatemala</option>
<option value="271">Guernsey</option>
<option value="59">Guinea</option>
<option value="60">Guinea-Bissau</option>
<option value="61">Guyana</option>
<option value="62">Haiti</option>
<option value="66">Honduras</option>
<option value="218">Hongkong</option>
<option value="178">Hungary</option>
<option value="73">Iceland</option>
<option value="67">India</option>
<option value="68">Indonesia</option>
<option value="71">Iran</option>
<option value="70">Iraq</option>
<option value="72">Ireland</option>
<option value="270">Isle of Man</option>
<option value="74">Israel</option>
<option value="75">Italy</option>
<option value="76">Jamaica</option>
<option value="77">Japan</option>
<option value="272">Jersey</option>
<option value="78">Jordan</option>
<option value="223">Jugoslawien (SFR)</option>
<option value="81">Kazakhstan</option>
<option value="82">Kenya</option>
<option value="246">Kiribati</option>
<option value="86">Korea, North</option>
<option value="87">Korea, South</option>
<option value="244">Kosovo</option>
<option value="89">Kuwait</option>
<option value="90">Kyrgyzstan</option>
<option value="91">Laos</option>
<option value="92">Latvia</option>
<option value="94">Lebanon</option>
<option value="93">Lesotho</option>
<option value="95">Liberia</option>
<option value="96">Libya</option>
<option value="97">Liechtenstein</option>
<option value="98">Lithuania</option>
<option value="99">Luxembourg</option>
<option value="219">Macao</option>
<option value="274">Macedonia</option>
<option value="101">Madagascar</option>
<option value="102">Malawi</option>
<option value="103">Malaysia</option>
<option value="104">Maldives</option>
<option value="105">Mali</option>
<option value="106">Malta</option>
<option value="268">Mariana Islands</option>
<option value="257">Marshall Islands</option>
<option value="207">Martinique</option>
<option value="108">Mauritania</option>
<option value="109">Mauritius</option>
<option value="277">Mayotte</option>
<option value="110">Mexico</option>
<option value="112">Moldova</option>
<option value="113">Monaco</option>
<option value="114">Mongolia</option>
<option value="216">Montenegro</option>
<option value="235">Montserrat</option>
<option value="107">Morocco</option>
<option value="115">Mozambique</option>
<option value="116">Myanmar</option>
<option value="117">Namibia</option>
<option value="118">Nauru</option>
<option value="119">Nepal</option>
<option value="122">Netherlands</option>
<option value="227">Netherlands Antilles</option>
<option value="255">Netherlands East India</option>
<option value="236">Neukaledonien</option>
<option value="120">New Zealand</option>
<option value="121">Nicaragua</option>
<option value="123">Niger</option>
<option value="124">Nigeria</option>
<option value="261">Niue</option>
<option value="100">North Macedonia</option>
<option value="192">Northern Ireland</option>
<option value="125">Norway</option>
<option value="126">Oman</option>
<option value="128">Pakistan</option>
<option value="240">Palästina</option>
<option value="129">Palau</option>
<option value="130">Panama</option>
<option value="131">Papua New Guinea</option>
<option value="132">Paraguay</option>
<option value="259">People's republic of the Congo</option>
<option value="133">Peru</option>
<option value="134">Philippines</option>
<option value="135">Poland</option>
<option value="136">Portugal</option>
<option value="228">Puerto Rico</option>
<option value="137">Qatar</option>
<option value="249">Réunion</option>
<option value="140">Romania</option>
<option value="141">Russia</option>
<option value="139">Rwanda</option>
<option value="263">Saarland</option>
<option value="267">Saint-Martin</option>
<option value="143">Samoa</option>
<option value="144">San Marino</option>
<option value="145">Sao Tome and Principe</option>
<option value="146">Saudi Arabia</option>
<option value="190">Scotland</option>
<option value="149">Senegal</option>
<option value="215">Serbia</option>
<option value="150">Serbia and Montenegro</option>
<option value="151">Seychelles</option>
<option value="152">Sierra Leone</option>
<option value="153">Singapore</option>
<option value="265">Sint Maarten</option>
<option value="154">Slovakia</option>
<option value="155">Slovenia</option>
<option value="69">Solomon Islands</option>
<option value="156">Somalia</option>
<option value="159">South Africa</option>
<option value="262">Southern Sudan</option>
<option value="157">Spain</option>
<option value="158">Sri Lanka</option>
<option value="225">St. Kitts & Nevis</option>
<option value="230">St. Lucia</option>
<option value="224">St. Vincent & Grenadinen</option>
<option value="160">Sudan</option>
<option value="161">Suriname</option>
<option value="273">Swaziland</option>
<option value="147">Sweden</option>
<option value="148">Switzerland</option>
<option value="163">Syria</option>
<option value="237">Tahiti</option>
<option value="165">Tajikistan</option>
<option value="166">Tanzania</option>
<option value="167">Thailand</option>
<option value="52">The Gambia</option>
<option value="245">Tibet</option>
<option value="168">Togo</option>
<option value="169">Tonga</option>
<option value="170">Trinidad and Tobago</option>
<option value="173">Tunisia</option>
<option value="174">Turkey</option>
<option value="175">Turkmenistan</option>
<option value="226">Turks- and Caicosinseln</option>
<option value="247">Tuvalu</option>
<option value="221">UdSSR</option>
<option value="176">Uganda</option>
<option value="177">Ukraine</option>
<option value="183">United Arab Emirates</option>
<option value="264">United Kingdom</option>
<option value="184">United States</option>
<option value="179">Uruguay</option>
<option value="180">Uzbekistan</option>
<option value="181">Vanuatu</option>
<option value="256">Vatican</option>
<option value="182">Venezuela</option>
<option value="185">Vietnam</option>
<option value="191">Wales</option>
<option value="275">Western Sahara</option>
<option value="186">Yemen</option>
<option value="258">Yugoslavia (Republic)</option>
<option value="254">Zaire</option>
<option value="142">Zambia</option>
<option value="253">Zanzibar</option>
<option value="187">Zimbabwe</option>
</select>
</div>
</td>
</tr>
<tr>
<td>Confederation:</td>
<td>
<div class="inline-select">
<select class="chzn-select" data-placeholder="" name="kontinent_id" tabindex="0">
<option value="0">Worldwide</option>
<option value="1">AFC</option>
<option value="2">CAF</option>
<option value="3">CONCACAF</option>
<option value="4">CONMEBOL</option>
<option value="5">OFC</option>
<option value="6">UEFA</option>
</select>
</div>
</td>
</tr>
<tr>
<td>
</td>
<td>
<input class="right small button" name="yt0" type="submit" value="Show"/> </td>
</tr>
</tbody>
</table>
</div>
</div>
</form> </div>
</div>
<div class="tm-tabs">
<a class="tm-tab tm-tab__active--parent" href="/spieler-statistik/wertvollstespieler/marktwertetop?land_id=0&ausrichtung=alle&spielerposition_id=alle&altersklasse=alle&jahrgang=0&kontinent_id=0"><div class="tm-tab__active"><span>Compact</span></div></a><a class="tm-tab" href="/spieler-statistik/wertvollstespieler/marktwertetop?land_id=0&ausrichtung=alle&spielerposition_id=alle&altersklasse=alle&jahrgang=0&kontinent_id=0&plus=1"><div class=""><span>Detailed</span></div></a><a class="tm-tab" href="/spieler-statistik/wertvollstespieler/marktwertetop?land_id=0&ausrichtung=alle&spielerposition_id=alle&altersklasse=alle&jahrgang=0&kontinent_id=0&galerie=1"><div class=""><span>Gallery</span></div></a></div>
<div class="responsive-table">
<div class="grid-view" id="yw1">
<div class="summary"></div>
<table class="items">
<thead>
<tr>
<th class="zentriert" id="yw1_c0">#</th><th class="" id="yw1_c1">Player</th><th class="zentriert" id="yw1_c2">Age</th><th class="zentriert" id="yw1_c3">Nat.</th><th class="zentriert" id="yw1_c4">club</th><th class="rechts" id="yw1_c5">Market value</th></tr>
</thead>
<tbody>
<tr class="odd">
<td class="zentriert">1</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Kylian Mbappé" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/342229-1632686046.jpg?lm=1" title="Kylian Mbappé"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/kylian-mbappe/profil/spieler/342229" id="342229" title="Kylian Mbappé">Kylian Mbappé</a></td></tr><tr><td>Centre-Forward</td></tr></table></td><td class="zentriert">22</td><td class="zentriert"><img alt="France" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/50.png?lm=1520611569" title="France"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-paris-saint-germain/startseite/verein/583" id="583"><img alt="Paris Saint-Germain" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/583.png?lm=1522312728" title=" "/></a></td><td class="rechts hauptlink"><b>€160.00m</b><span class="icons_sprite grey-block-ten" title="€160.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">2</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Erling Haaland" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/418560-1632685669.jpg?lm=1" title="Erling Haaland"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/erling-haaland/profil/spieler/418560" id="418560" title="Erling Haaland">Erling Haaland</a></td></tr><tr><td>Centre-Forward</td></tr></table></td><td class="zentriert">21</td><td class="zentriert"><img alt="Norway" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/125.png?lm=1520611569" title="Norway"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/borussia-dortmund/startseite/verein/16" id="16"><img alt="Borussia Dortmund" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/16.png?lm=1396275280" title=" "/></a></td><td class="rechts hauptlink"><b>€150.00m</b><span class="icons_sprite green-arrow-ten" title="€130.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">3</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Harry Kane" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/132098-1623778520.jpg?lm=1" title="Harry Kane"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/harry-kane/profil/spieler/132098" id="132098" title="Harry Kane">Harry Kane</a></td></tr><tr><td>Centre-Forward</td></tr></table></td><td class="zentriert">28</td><td class="zentriert"><img alt="England" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/189.png?lm=1520611569" title="England"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/tottenham-hotspur/startseite/verein/148" id="148"><img alt="Tottenham Hotspur" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/148.png?lm=1544345801" title=" "/></a></td><td class="rechts hauptlink"><b>€120.00m</b><span class="icons_sprite grey-block-ten" title="€120.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">4</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Jack Grealish" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/203460-1581417066.jpg?lm=1" title="Jack Grealish"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/jack-grealish/profil/spieler/203460" id="203460" title="Jack Grealish">Jack Grealish</a></td></tr><tr><td>Left Winger</td></tr></table></td><td class="zentriert">26</td><td class="zentriert"><img alt="England" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/189.png?lm=1520611569" title="England"/><br/><img alt="Ireland" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/72.png?lm=1520611569" title="Ireland"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/manchester-city/startseite/verein/281" id="281"><img alt="Manchester City" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/281.png?lm=1467356331" title=" "/></a></td><td class="rechts hauptlink"><b>€100.00m</b><span class="icons_sprite green-arrow-ten" title="€65.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">5</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Mohamed Salah" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/148455-1546611604.jpg?lm=1" title="Mohamed Salah"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/mohamed-salah/profil/spieler/148455" id="148455" title="Mohamed Salah">Mohamed Salah</a></td></tr><tr><td>Right Winger</td></tr></table></td><td class="zentriert">29</td><td class="zentriert"><img alt="Egypt" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/2.png?lm=1520611569" title="Egypt"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-liverpool/startseite/verein/31" id="31"><img alt="Liverpool FC" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/31.png?lm=1456567819" title=" "/></a></td><td class="rechts hauptlink"><b>€100.00m</b><span class="icons_sprite red-arrow-ten" title="€110.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">6</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Romelu Lukaku" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/96341-1596033546.jpg?lm=1" title="Romelu Lukaku"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/romelu-lukaku/profil/spieler/96341" id="96341" title="Romelu Lukaku">Romelu Lukaku</a></td></tr><tr><td>Centre-Forward</td></tr></table></td><td class="zentriert">28</td><td class="zentriert"><img alt="Belgium" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/19.png?lm=1520611569" title="Belgium"/><br/><img alt="DR Congo" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/193.png?lm=1520611569" title="DR Congo"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-chelsea/startseite/verein/631" id="631"><img alt="Chelsea FC" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/631.png?lm=1628160548" title=" "/></a></td><td class="rechts hauptlink"><b>€100.00m</b><span class="icons_sprite green-arrow-ten" title="€90.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">7</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Kevin De Bruyne" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/88755-1626449012.jpg?lm=1" title="Kevin De Bruyne"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/kevin-de-bruyne/profil/spieler/88755" id="88755" title="Kevin De Bruyne">Kevin De Bruyne</a></td></tr><tr><td>Attacking Midfield</td></tr></table></td><td class="zentriert">30</td><td class="zentriert"><img alt="Belgium" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/19.png?lm=1520611569" title="Belgium"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/manchester-city/startseite/verein/281" id="281"><img alt="Manchester City" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/281.png?lm=1467356331" title=" "/></a></td><td class="rechts hauptlink"><b>€100.00m</b><span class="icons_sprite grey-block-ten" title="€100.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">8</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Neymar" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/68290-1632687616.jpg?lm=1" title="Neymar"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/neymar/profil/spieler/68290" id="68290" title="Neymar">Neymar</a></td></tr><tr><td>Left Winger</td></tr></table></td><td class="zentriert">29</td><td class="zentriert"><img alt="Brazil" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/26.png?lm=1520611569" title="Brazil"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-paris-saint-germain/startseite/verein/583" id="583"><img alt="Paris Saint-Germain" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/583.png?lm=1522312728" title=" "/></a></td><td class="rechts hauptlink"><b>€100.00m</b><span class="icons_sprite red-arrow-ten" title="€110.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">9</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Jadon Sancho" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/401173-1632686361.jpg?lm=1" title="Jadon Sancho"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/jadon-sancho/profil/spieler/401173" id="401173" title="Jadon Sancho">Jadon Sancho</a></td></tr><tr><td>Left Winger</td></tr></table></td><td class="zentriert">21</td><td class="zentriert"><img alt="England" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/189.png?lm=1520611569" title="England"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/manchester-united/startseite/verein/985" id="985"><img alt="Manchester United" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/985.png?lm=1457975903" title=" "/></a></td><td class="rechts hauptlink"><b>€90.00m</b><span class="icons_sprite red-arrow-ten" title="€100.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">10</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Frenkie de Jong" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/326330-1599987876.jpg?lm=1" title="Frenkie de Jong"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/frenkie-de-jong/profil/spieler/326330" id="326330" title="Frenkie de Jong">Frenkie de Jong</a></td></tr><tr><td>Central Midfield</td></tr></table></td><td class="zentriert">24</td><td class="zentriert"><img alt="Netherlands" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/122.png?lm=1520611569" title="Netherlands"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-barcelona/startseite/verein/131" id="131"><img alt="FC Barcelona" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/131.png?lm=1406739548" title=" "/></a></td><td class="rechts hauptlink"><b>€90.00m</b><span class="icons_sprite green-arrow-ten" title="€80.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">11</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Bruno Fernandes" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/240306-1580389882.jpg?lm=1" title="Bruno Fernandes"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/bruno-fernandes/profil/spieler/240306" id="240306" title="Bruno Fernandes">Bruno Fernandes</a></td></tr><tr><td>Attacking Midfield</td></tr></table></td><td class="zentriert">27</td><td class="zentriert"><img alt="Portugal" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/136.png?lm=1520611569" title="Portugal"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/manchester-united/startseite/verein/985" id="985"><img alt="Manchester United" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/985.png?lm=1457975903" title=" "/></a></td><td class="rechts hauptlink"><b>€90.00m</b><span class="icons_sprite grey-block-ten" title="€90.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">12</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Joshua Kimmich" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/161056-1570373037.jpg?lm=1" title="Joshua Kimmich"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/joshua-kimmich/profil/spieler/161056" id="161056" title="Joshua Kimmich">Joshua Kimmich</a></td></tr><tr><td>Defensive Midfield</td></tr></table></td><td class="zentriert">26</td><td class="zentriert"><img alt="Germany" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/40.png?lm=1520612525" title="Germany"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-bayern-munchen/startseite/verein/27" id="27"><img alt="Bayern Munich" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/27.png?lm=1498251238" title=" "/></a></td><td class="rechts hauptlink"><b>€90.00m</b><span class="icons_sprite grey-block-ten" title="€90.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">13</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Raheem Sterling" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/134425-1577051521.jpg?lm=1" title="Raheem Sterling"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/raheem-sterling/profil/spieler/134425" id="134425" title="Raheem Sterling">Raheem Sterling</a></td></tr><tr><td>Left Winger</td></tr></table></td><td class="zentriert">26</td><td class="zentriert"><img alt="England" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/189.png?lm=1520611569" title="England"/><br/><img alt="Jamaica" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/76.png?lm=1520611569" title="Jamaica"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/manchester-city/startseite/verein/281" id="281"><img alt="Manchester City" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/281.png?lm=1467356331" title=" "/></a></td><td class="rechts hauptlink"><b>€90.00m</b><span class="icons_sprite red-arrow-ten" title="€100.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">14</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Marcus Rashford" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/258923-1565603308.png?lm=1" title="Marcus Rashford"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/marcus-rashford/profil/spieler/258923" id="258923" title="Marcus Rashford">Marcus Rashford</a></td></tr><tr><td>Left Winger</td></tr></table></td><td class="zentriert">24</td><td class="zentriert"><img alt="England" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/189.png?lm=1520611569" title="England"/><br/><img alt="St. Kitts & Nevis" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/225.png?lm=1520611569" title="St. Kitts & Nevis"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/manchester-united/startseite/verein/985" id="985"><img alt="Manchester United" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/985.png?lm=1457975903" title=" "/></a></td><td class="rechts hauptlink"><b>€85.00m</b><span class="icons_sprite grey-block-ten" title="€85.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">15</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Sadio Mané" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/200512-1559901727.jpg?lm=1" title="Sadio Mané"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/sadio-mane/profil/spieler/200512" id="200512" title="Sadio Mané">Sadio Mané</a></td></tr><tr><td>Left Winger</td></tr></table></td><td class="zentriert">29</td><td class="zentriert"><img alt="Senegal" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/149.png?lm=1520611569" title="Senegal"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-liverpool/startseite/verein/31" id="31"><img alt="Liverpool FC" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/31.png?lm=1456567819" title=" "/></a></td><td class="rechts hauptlink"><b>€85.00m</b><span class="icons_sprite red-arrow-ten" title="€100.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">16</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Heung-min Son" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/91845-1599987413.jpg?lm=1" title="Heung-min Son"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/heung-min-son/profil/spieler/91845" id="91845" title="Heung-min Son">Heung-min Son</a></td></tr><tr><td>Left Winger</td></tr></table></td><td class="zentriert">29</td><td class="zentriert"><img alt="Korea, South" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/87.png?lm=1520611569" title="Korea, South"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/tottenham-hotspur/startseite/verein/148" id="148"><img alt="Tottenham Hotspur" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/148.png?lm=1544345801" title=" "/></a></td><td class="rechts hauptlink"><b>€85.00m</b><span class="icons_sprite grey-block-ten" title="€85.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">17</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Pedri" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/683840-1620304992.jpg?lm=1" title="Pedri"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/pedri/profil/spieler/683840" id="683840" title="Pedri">Pedri</a></td></tr><tr><td>Central Midfield</td></tr></table></td><td class="zentriert">18</td><td class="zentriert"><img alt="Spain" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/157.png?lm=1520611569" title="Spain"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-barcelona/startseite/verein/131" id="131"><img alt="FC Barcelona" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/131.png?lm=1406739548" title=" "/></a></td><td class="rechts hauptlink"><b>€80.00m</b><span class="icons_sprite green-arrow-ten" title="€70.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">18</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Phil Foden" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/406635-1594986905.jpg?lm=1" title="Phil Foden"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/phil-foden/profil/spieler/406635" id="406635" title="Phil Foden">Phil Foden</a></td></tr><tr><td>Central Midfield</td></tr></table></td><td class="zentriert">21</td><td class="zentriert"><img alt="England" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/189.png?lm=1520611569" title="England"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/manchester-city/startseite/verein/281" id="281"><img alt="Manchester City" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/281.png?lm=1467356331" title=" "/></a></td><td class="rechts hauptlink"><b>€80.00m</b><span class="icons_sprite green-arrow-ten" title="€70.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">19</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Lautaro Martínez" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/406625-1535015019.jpg?lm=1" title="Lautaro Martínez"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/lautaro-martinez/profil/spieler/406625" id="406625" title="Lautaro Martínez">Lautaro Martínez</a></td></tr><tr><td>Centre-Forward</td></tr></table></td><td class="zentriert">24</td><td class="zentriert"><img alt="Argentina" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/9.png?lm=1520611569" title="Argentina"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/inter-mailand/startseite/verein/46" id="46"><img alt="Inter Milan" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/46.png?lm=1618900989" title=" "/></a></td><td class="rechts hauptlink"><b>€80.00m</b><span class="icons_sprite green-arrow-ten" title="€70.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">20</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Marcos Llorente" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/282411-1603712126.jpg?lm=1" title="Marcos Llorente"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/marcos-llorente/profil/spieler/282411" id="282411" title="Marcos Llorente">Marcos Llorente</a></td></tr><tr><td>Central Midfield</td></tr></table></td><td class="zentriert">26</td><td class="zentriert"><img alt="Spain" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/157.png?lm=1520611569" title="Spain"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/atletico-madrid/startseite/verein/13" id="13"><img alt="Atlético de Madrid" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/13.png?lm=1519120744" title=" "/></a></td><td class="rechts hauptlink"><b>€80.00m</b><span class="icons_sprite green-arrow-ten" title="€70.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">21</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Lionel Messi" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/28003-1631171950.jpg?lm=1" title="Lionel Messi"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/lionel-messi/profil/spieler/28003" id="28003" title="Lionel Messi">Lionel Messi</a></td></tr><tr><td>Right Winger</td></tr></table></td><td class="zentriert">34</td><td class="zentriert"><img alt="Argentina" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/9.png?lm=1520611569" title="Argentina"/><br/><img alt="Spain" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/157.png?lm=1520611569" title="Spain"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-paris-saint-germain/startseite/verein/583" id="583"><img alt="Paris Saint-Germain" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/583.png?lm=1522312728" title=" "/></a></td><td class="rechts hauptlink"><b>€80.00m</b><span class="icons_sprite grey-block-ten" title="€80.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">22</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Mason Mount" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/346483-1563203695.jpg?lm=1" title="Mason Mount"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/mason-mount/profil/spieler/346483" id="346483" title="Mason Mount">Mason Mount</a></td></tr><tr><td>Attacking Midfield</td></tr></table></td><td class="zentriert">22</td><td class="zentriert"><img alt="England" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/189.png?lm=1520611569" title="England"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-chelsea/startseite/verein/631" id="631"><img alt="Chelsea FC" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/631.png?lm=1628160548" title=" "/></a></td><td class="rechts hauptlink"><b>€75.00m</b><span class="icons_sprite green-arrow-ten" title="€60.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">23</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Trent Alexander-Arnold" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/314353-1559826986.jpg?lm=1" title="Trent Alexander-Arnold"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/trent-alexander-arnold/profil/spieler/314353" id="314353" title="Trent Alexander-Arnold">Trent Alexander-Arnold</a></td></tr><tr><td>Right-Back</td></tr></table></td><td class="zentriert">23</td><td class="zentriert"><img alt="England" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/189.png?lm=1520611569" title="England"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-liverpool/startseite/verein/31" id="31"><img alt="Liverpool FC" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/31.png?lm=1456567819" title=" "/></a></td><td class="rechts hauptlink"><b>€75.00m</b><span class="icons_sprite red-arrow-ten" title="€100.00m"> </span></td></tr>
<tr class="even">
<td class="zentriert">24</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Rúben Dias" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/258004-1572340728.jpg?lm=1" title="Rúben Dias"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/ruben-dias/profil/spieler/258004" id="258004" title="Rúben Dias">Rúben Dias</a></td></tr><tr><td>Centre-Back</td></tr></table></td><td class="zentriert">24</td><td class="zentriert"><img alt="Portugal" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/136.png?lm=1520611569" title="Portugal"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/manchester-city/startseite/verein/281" id="281"><img alt="Manchester City" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/281.png?lm=1467356331" title=" "/></a></td><td class="rechts hauptlink"><b>€75.00m</b><span class="icons_sprite green-arrow-ten" title="€70.00m"> </span></td></tr>
<tr class="odd">
<td class="zentriert">25</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Marquinhos" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/181767-1602508054.jpg?lm=1" title="Marquinhos"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/marquinhos/profil/spieler/181767" id="181767" title="Marquinhos">Marquinhos</a></td></tr><tr><td>Centre-Back</td></tr></table></td><td class="zentriert">27</td><td class="zentriert"><img alt="Brazil" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/26.png?lm=1520611569" title="Brazil"/><br/><img alt="Portugal" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/136.png?lm=1520611569" title="Portugal"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-paris-saint-germain/startseite/verein/583" id="583"><img alt="Paris Saint-Germain" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/583.png?lm=1522312728" title=" "/></a></td><td class="rechts hauptlink"><b>€75.00m</b><span class="icons_sprite green-arrow-ten" title="€70.00m"> </span></td></tr>
</tbody>
</table>
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<h2 class="content-box-headline">Latest transfers</h2>
<table>
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<th>player</th>
<th class="zentriert" colspan="3">Transfer</th>
<th class="rechts">Fee</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="inline-table" style="max-width: 200px;">
<div class="statistik-widget--spielerbild" style="float: left;">
<img alt="Lamine Koné" class="bilderrahmen-home-fixed" src="https://img.a.transfermarkt.technology/portrait/small/57420-1618501905.jpg?lm=1" title="Lamine Koné"/> </div>
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<a class="spielprofil_tooltip" href="/lamine-kone/profil/spieler/57420" id="57420" title="Lamine Koné">Lamine Koné</a> </div>
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Centre-Back </div>
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</td>
<td class="zentriert no-border-rechts" style="min-width: 10px; padding: 2px 0 0;">
<a class="" href="/vereinslos/transfers/verein/515" id="515" title="Without ClubWithout Club"><img alt="Without Club" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/515.png?lm=1456997255" title="Without Club"/></a> </td>
<td class="zentriert no-border-rechts no-border-links" style="min-width: 10px; padding: 0;">
<a href="/lamine-kone/transfers/spieler/57420/transfer_id/3619356?from=neustetransfersbox" title="Lamine Koné">
<span class="icons_sprite icon-einwechslung-formation" style="margin-top: -1px; white-space: nowrap;" title="Transfer"> </span>
</a>
</td>
<td class="zentriert no-border-links" style="min-width: 10px; padding: 0;">
<a class="vereinprofil_tooltip" href="/fc-lausanne-sport/transfers/verein/527" id="527"><img alt="FC Lausanne-Sport" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/527.png?lm=1545863388" title=" "/></a> </td>
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<a href="/lamine-kone/transfers/spieler/57420/transfer_id/3619356?from=neustetransfersbox" title="Lamine Koné">
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</td>
</tr>
<tr>
<td>
<div class="inline-table" style="max-width: 200px;">
<div class="statistik-widget--spielerbild" style="float: left;">
<img alt="Seyed Ahmad Mousavi" class="bilderrahmen-home-fixed" src="https://img.a.transfermarkt.technology/portrait/small/333352-1613081332.jpeg?lm=1" title="Seyed Ahmad Mousavi"/> </div>
<div class="statistik-widget-letztetransfers-spielername">
<a class="spielprofil_tooltip" href="/seyed-ahmad-mousavi/profil/spieler/333352" id="333352" title="Seyed Ahmad Mousavi">S. Mousavi</a> </div>
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Right-Back </div>
<div style="clear: both;"></div>
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<a class="vereinprofil_tooltip" href="/esteghlal-fc/transfers/verein/1076" id="1076"><img alt="Esteghlal FC" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/1076.png?lm=1407646189" title=" "/></a> </td>
<td class="zentriert no-border-rechts no-border-links" style="min-width: 10px; padding: 0;">
<a href="/seyed-ahmad-mousavi/transfers/spieler/333352/transfer_id/3619129?from=neustetransfersbox" title="Seyed Ahmad Mousavi">
<span class="icons_sprite icon-einwechslung-formation" style="margin-top: -1px; white-space: nowrap;" title="Transfer"> </span>
</a>
</td>
<td class="zentriert no-border-links" style="min-width: 10px; padding: 0;">
<a class="vereinprofil_tooltip" href="/gol-gohar-sirjan-fc/transfers/verein/34744" id="34744"><img alt="Gol Gohar Sirjan FC" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/34744.png?lm=1485246189" title=" "/></a> </td>
<td class="rechts" style="padding-right: 2px;">
<a href="/seyed-ahmad-mousavi/transfers/spieler/333352/transfer_id/3619129?from=neustetransfersbox" title="Seyed Ahmad Mousavi">
<div class="inline-table" style="width:100%;">
<div class="statistik-widget-letztetransfers-abloese rechts hauptlink">
free transfer </div>
<div class="statistik-widget-letztetransfers-datum rechts">
Jun 30, 2022 </div>
</div>
</a>
</td>
</tr>
<tr>
<td>
<div class="inline-table" style="max-width: 200px;">
<div class="statistik-widget--spielerbild" style="float: left;">
<img alt="Ali Adnan" class="bilderrahmen-home-fixed" src="https://img.a.transfermarkt.technology/portrait/small/261611-1584550624.jpg?lm=1" title="Ali Adnan"/> </div>
<div class="statistik-widget-letztetransfers-spielername">
<a class="spielprofil_tooltip" href="/ali-adnan/profil/spieler/261611" id="261611" title="Ali Adnan">Ali Adnan</a> </div>
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Left-Back </div>
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<a class="" href="/vereinslos/transfers/verein/515" id="515" title="Without ClubWithout Club"><img alt="Without Club" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/515.png?lm=1456997255" title="Without Club"/></a> </td>
<td class="zentriert no-border-rechts no-border-links" style="min-width: 10px; padding: 0;">
<a href="/ali-adnan/transfers/spieler/261611/transfer_id/3616391?from=neustetransfersbox" title="Ali Adnan">
<span class="icons_sprite icon-einwechslung-formation" style="margin-top: -1px; white-space: nowrap;" title="Transfer"> </span>
</a>
</td>
<td class="zentriert no-border-links" style="min-width: 10px; padding: 0;">
<a class="vereinprofil_tooltip" href="/vejle-boldklub/transfers/verein/443" id="443"><img alt="Vejle Boldklub" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/443.png?lm=1437861930" title=" "/></a> </td>
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<div class="statistik-widget--spielerbild" style="float: left;">
<img alt="Adam Clayton" class="bilderrahmen-home-fixed" src="https://img.a.transfermarkt.technology/portrait/small/73067-1469715796.jpg?lm=1" title="Adam Clayton"/> </div>
<div class="statistik-widget-letztetransfers-spielername">
<a class="spielprofil_tooltip" href="/adam-clayton/profil/spieler/73067" id="73067" title="Adam Clayton">Adam Clayton</a> </div>
<div class="statistik-widget-letztetransfers-position">
Central Midfield </div>
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<a class="vereinprofil_tooltip" href="/birmingham-city/transfers/verein/337" id="337"><img alt="Birmingham City" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/337.png?lm=1522153307" title=" "/></a> </td>
<td class="zentriert no-border-rechts no-border-links" style="min-width: 10px; padding: 0;">
<a href="/adam-clayton/transfers/spieler/73067/transfer_id/3616035?from=neustetransfersbox" title="Adam Clayton">
<span class="icons_sprite icon-einwechslung-formation" style="margin-top: -1px; white-space: nowrap;" title="Transfer"> </span>
</a>
</td>
<td class="zentriert no-border-links" style="min-width: 10px; padding: 0;">
<a class="" href="/vereinslos/transfers/verein/515" id="515" title="Without ClubWithout Club"><img alt="Without Club" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/515.png?lm=1456997255" title="Without Club"/></a> </td>
<td class="rechts" style="padding-right: 2px;">
<a href="/adam-clayton/transfers/spieler/73067/transfer_id/3616035?from=neustetransfersbox" title="Adam Clayton">
<div class="inline-table" style="width:100%;">
<div class="statistik-widget-letztetransfers-abloese rechts hauptlink">
- </div>
<div class="statistik-widget-letztetransfers-datum rechts">
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</a>
</td>
</tr>
<tr>
<td>
<div class="inline-table" style="max-width: 200px;">
<div class="statistik-widget--spielerbild" style="float: left;">
<img alt="John Mikel Obi" class="bilderrahmen-home-fixed" src="https://img.a.transfermarkt.technology/portrait/small/30739-1483700848.jpg?lm=1" title="John Mikel Obi"/> </div>
<div class="statistik-widget-letztetransfers-spielername">
<a class="spielprofil_tooltip" href="/john-mikel-obi/profil/spieler/30739" id="30739" title="John Mikel Obi">John Mikel Obi</a> </div>
<div class="statistik-widget-letztetransfers-position">
Defensive Midfield </div>
<div style="clear: both;"></div>
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</td>
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<a class="vereinprofil_tooltip" href="/kuwait-sc/transfers/verein/15482" id="15482"><img alt="Kuwait SC" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/15482.png?lm=1420983445" title=" "/></a> </td>
<td class="zentriert no-border-rechts no-border-links" style="min-width: 10px; padding: 0;">
<a href="/john-mikel-obi/transfers/spieler/30739/transfer_id/3615942?from=neustetransfersbox" title="John Mikel Obi">
<span class="icons_sprite icon-einwechslung-formation" style="margin-top: -1px; white-space: nowrap;" title="Transfer"> </span>
</a>
</td>
<td class="zentriert no-border-links" style="min-width: 10px; padding: 0;">
<a class="" href="/vereinslos/transfers/verein/515" id="515" title="Without ClubWithout Club"><img alt="Without Club" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/515.png?lm=1456997255" title="Without Club"/></a> </td>
<td class="rechts" style="padding-right: 2px;">
<a href="/john-mikel-obi/transfers/spieler/30739/transfer_id/3615942?from=neustetransfersbox" title="John Mikel Obi">
<div class="inline-table" style="width:100%;">
<div class="statistik-widget-letztetransfers-abloese rechts hauptlink">
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<a class="content-link" href="/statistik/letztetransfers">Complete list</a>
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}
jQuery(function($) {
jQuery('#yw1').yiiGridView({'ajaxUpdate':['yw1'],'ajaxVar':'ajax','pagerClass':'pager','loadingClass':'grid\x2Dview\x2Dloading','filterClass':'filters','tableClass':'items','selectableRows':1,'enableHistory':false,'updateSelector':'\x7Bpage\x7D,\x20\x7Bsort\x7D','filterSelector':'\x7Bfilter\x7D','pageVar':'page'});
$(".spielprofil_tooltip").tooltipster({'position':'right','arrowColor':'white','delay':'100','speed':0,'contentAsHTML':true,'interactive':true,'content':'\x0A\x09\x09\x09\x3Cimg\x20src\x3D\x22https\x3A\x2F\x2Ftmssl.akamaized.net\x2F\x2Fimages\x2Fspinner.gif\x22\x20style\x3D\x22vertical\x2Dalign\x3A\x20middle\x3B\x22\x20\x2F\x3E\x0A\x09\x09','functionBefore':function(origin, continueTooltip) { continueTooltip(); id_array = origin.context.id.split("/"); var spieler_id = id_array[0]; $.post( "/spieler/_profilTooltip", { spieler_id : spieler_id }, function(data) { if(data) { origin.tooltipster("update", data); } }); }});
$(".vereinprofil_tooltip").tooltipster({'position':'right','arrowColor':'white','delay':'100','speed':0,'contentAsHTML':true,'interactive':true,'content':'\x0A\x09\x09\x09\x3Cimg\x20src\x3D\x22https\x3A\x2F\x2Ftmssl.akamaized.net\x2F\x2Fimages\x2Fspinner.gif\x22\x20style\x3D\x22vertical\x2Dalign\x3A\x20middle\x3B\x22\x20\x2F\x3E\x0A\x09\x09','functionBefore':function(origin, continueTooltip) { continueTooltip(); id_array = origin.context.id.split("/"); var verein_id = id_array[0]; $.post( "/verein/_profilTooltip", { verein_id : verein_id }, function(data) { if(data) { origin.tooltipster("update", data); } }); }});
});
/*]]>*/
</script>
</body>
</html>
In [4]:
#선수들의 정보가 담긴 태그와 클래스 찾기
player_info = soup.find_all('tr',{'class':['odd','even']})
In [5]:
#첫 번째 요소 확인하기
print(player_info[0])
#전체 개수 확인하기
print(len(player_info))
#25개
<tr class="odd"> <td class="zentriert">1</td><td class=""><table class="inline-table"><tr><td rowspan="2"><a href="#"><img alt="Kylian Mbappé" class="bilderrahmen-fixed" src="https://img.a.transfermarkt.technology/portrait/small/342229-1632686046.jpg?lm=1" title="Kylian Mbappé"/></a></td><td class="hauptlink"><a class="spielprofil_tooltip" href="/kylian-mbappe/profil/spieler/342229" id="342229" title="Kylian Mbappé">Kylian Mbappé</a></td></tr><tr><td>Centre-Forward</td></tr></table></td><td class="zentriert">22</td><td class="zentriert"><img alt="France" class="flaggenrahmen" src="https://tmssl.akamaized.net/images/flagge/verysmall/50.png?lm=1520611569" title="France"/></td><td class="zentriert"><a class="vereinprofil_tooltip" href="/fc-paris-saint-germain/startseite/verein/583" id="583"><img alt="Paris Saint-Germain" class="" src="https://tmssl.akamaized.net/images/wappen/verysmall/583.png?lm=1522312728" title=" "/></a></td><td class="rechts hauptlink"><b>€160.00m</b><span class="icons_sprite grey-block-ten" title="€160.00m"> </span></td></tr> 25
In [6]:
#7개 정보를 담을 빈 리스트 만들기 number , name, position, age,
#nation, team, value
number = []
name = []
position = []
age =[]
nation = []
team = []
value = []
In [7]:
#player_info에서 'td'태그만 모두 찾기
for info in player_info:
player = info.find_all('td')
#해당 정보를 찾아서 각 리스트에 .append로 추가하기
number.append(player[0].text)
name.append(player[3].text)
position.append(player[4].text)
age.append(player[5].text)
nation.append(player[6].img['alt'])
team.append(player[7].img['alt'])
value.append(player[8].text.strip())
In [8]:
#pd.DataFrame으로 저장하기
df = pd.DataFrame(
{'number':number,
'name':name,
'position':position,
'age':age,
'nation':nation,
'team':team,
'value':value}
)
df
Out[8]:
| number | name | position | age | nation | team | value | |
|---|---|---|---|---|---|---|---|
| 0 | 1 | Kylian Mbappé | Centre-Forward | 22 | France | Paris Saint-Germain | €160.00m |
| 1 | 2 | Erling Haaland | Centre-Forward | 21 | Norway | Borussia Dortmund | €150.00m |
| 2 | 3 | Harry Kane | Centre-Forward | 28 | England | Tottenham Hotspur | €120.00m |
| 3 | 4 | Jack Grealish | Left Winger | 26 | England | Manchester City | €100.00m |
| 4 | 5 | Mohamed Salah | Right Winger | 29 | Egypt | Liverpool FC | €100.00m |
| 5 | 6 | Romelu Lukaku | Centre-Forward | 28 | Belgium | Chelsea FC | €100.00m |
| 6 | 7 | Kevin De Bruyne | Attacking Midfield | 30 | Belgium | Manchester City | €100.00m |
| 7 | 8 | Neymar | Left Winger | 29 | Brazil | Paris Saint-Germain | €100.00m |
| 8 | 9 | Jadon Sancho | Left Winger | 21 | England | Manchester United | €90.00m |
| 9 | 10 | Frenkie de Jong | Central Midfield | 24 | Netherlands | FC Barcelona | €90.00m |
| 10 | 11 | Bruno Fernandes | Attacking Midfield | 27 | Portugal | Manchester United | €90.00m |
| 11 | 12 | Joshua Kimmich | Defensive Midfield | 26 | Germany | Bayern Munich | €90.00m |
| 12 | 13 | Raheem Sterling | Left Winger | 26 | England | Manchester City | €90.00m |
| 13 | 14 | Marcus Rashford | Left Winger | 24 | England | Manchester United | €85.00m |
| 14 | 15 | Sadio Mané | Left Winger | 29 | Senegal | Liverpool FC | €85.00m |
| 15 | 16 | Heung-min Son | Left Winger | 29 | Korea, South | Tottenham Hotspur | €85.00m |
| 16 | 17 | Pedri | Central Midfield | 18 | Spain | FC Barcelona | €80.00m |
| 17 | 18 | Phil Foden | Central Midfield | 21 | England | Manchester City | €80.00m |
| 18 | 19 | Lautaro Martínez | Centre-Forward | 24 | Argentina | Inter Milan | €80.00m |
| 19 | 20 | Marcos Llorente | Central Midfield | 26 | Spain | Atlético de Madrid | €80.00m |
| 20 | 21 | Lionel Messi | Right Winger | 34 | Argentina | Paris Saint-Germain | €80.00m |
| 21 | 22 | Mason Mount | Attacking Midfield | 22 | England | Chelsea FC | €75.00m |
| 22 | 23 | Trent Alexander-Arnold | Right-Back | 23 | England | Liverpool FC | €75.00m |
| 23 | 24 | Rúben Dias | Centre-Back | 24 | Portugal | Manchester City | €75.00m |
| 24 | 25 | Marquinhos | Centre-Back | 27 | Brazil | Paris Saint-Germain | €75.00m |
In [9]:
#df.to_csv()로 csv파일로 저장하기
df.to_csv('transfermarkt25.csv',index =False)
- 두번째 페이지 까지 크롤링하기
In [13]:
headers = {'User-Agent':"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/95.0.4638.69 Safari/537.36"}
number = []
name = []
position = []
age =[]
nation = []
team = []
value = []
for i in range(1,3):
url = f'https://www.transfermarkt.com/marktwertetop/wertvollstespieler?page={i}'
r = requests.get(url,headers = headers)
soup = BeautifulSoup(r.content,'html.parser')
player_info = soup.find_all('tr',{'class':['odd','even']})
for info in player_info:
player = info.find_all('td')
number.append(player[0].text)
name.append(player[3].text)
position.append(player[4].text)
age.append(player[5].text)
nation.append(player[6].img['alt'])
team.append(player[7].img['alt'])
value.append(player[8].text.strip())
df = pd.DataFrame(
{'number':number,
'name':name,
'position':position,
'age':age,
'nation':nation,
'team':team,
'value':value},
)
df
Out[13]:
| number | name | position | age | nation | team | value | |
|---|---|---|---|---|---|---|---|
| 0 | 1 | Kylian Mbappé | Centre-Forward | 22 | France | Paris Saint-Germain | €160.00m |
| 1 | 2 | Erling Haaland | Centre-Forward | 21 | Norway | Borussia Dortmund | €150.00m |
| 2 | 3 | Harry Kane | Centre-Forward | 28 | England | Tottenham Hotspur | €120.00m |
| 3 | 4 | Jack Grealish | Left Winger | 26 | England | Manchester City | €100.00m |
| 4 | 5 | Mohamed Salah | Right Winger | 29 | Egypt | Liverpool FC | €100.00m |
| 5 | 6 | Romelu Lukaku | Centre-Forward | 28 | Belgium | Chelsea FC | €100.00m |
| 6 | 7 | Kevin De Bruyne | Attacking Midfield | 30 | Belgium | Manchester City | €100.00m |
| 7 | 8 | Neymar | Left Winger | 29 | Brazil | Paris Saint-Germain | €100.00m |
| 8 | 9 | Jadon Sancho | Left Winger | 21 | England | Manchester United | €90.00m |
| 9 | 10 | Frenkie de Jong | Central Midfield | 24 | Netherlands | FC Barcelona | €90.00m |
| 10 | 11 | Bruno Fernandes | Attacking Midfield | 27 | Portugal | Manchester United | €90.00m |
| 11 | 12 | Joshua Kimmich | Defensive Midfield | 26 | Germany | Bayern Munich | €90.00m |
| 12 | 13 | Raheem Sterling | Left Winger | 26 | England | Manchester City | €90.00m |
| 13 | 14 | Marcus Rashford | Left Winger | 24 | England | Manchester United | €85.00m |
| 14 | 15 | Sadio Mané | Left Winger | 29 | Senegal | Liverpool FC | €85.00m |
| 15 | 16 | Heung-min Son | Left Winger | 29 | Korea, South | Tottenham Hotspur | €85.00m |
| 16 | 17 | Pedri | Central Midfield | 18 | Spain | FC Barcelona | €80.00m |
| 17 | 18 | Phil Foden | Central Midfield | 21 | England | Manchester City | €80.00m |
| 18 | 19 | Lautaro Martínez | Centre-Forward | 24 | Argentina | Inter Milan | €80.00m |
| 19 | 20 | Marcos Llorente | Central Midfield | 26 | Spain | Atlético de Madrid | €80.00m |
| 20 | 21 | Lionel Messi | Right Winger | 34 | Argentina | Paris Saint-Germain | €80.00m |
| 21 | 22 | Mason Mount | Attacking Midfield | 22 | England | Chelsea FC | €75.00m |
| 22 | 23 | Trent Alexander-Arnold | Right-Back | 23 | England | Liverpool FC | €75.00m |
| 23 | 24 | Rúben Dias | Centre-Back | 24 | Portugal | Manchester City | €75.00m |
| 24 | 25 | Marquinhos | Centre-Back | 27 | Brazil | Paris Saint-Germain | €75.00m |
| 25 | 26 | Jude Bellingham | Central Midfield | 18 | England | Borussia Dortmund | €70.00m |
| 26 | 27 | João Félix | Second Striker | 21 | Portugal | Atlético de Madrid | €70.00m |
| 27 | 28 | Alphonso Davies | Left-Back | 21 | Canada | Bayern Munich | €70.00m |
| 28 | 29 | Achraf Hakimi | Right-Back | 23 | Morocco | Paris Saint-Germain | €70.00m |
| 29 | 30 | Declan Rice | Defensive Midfield | 22 | England | West Ham United | €70.00m |
| 30 | 31 | Rodri | Defensive Midfield | 25 | Spain | Manchester City | €70.00m |
| 31 | 32 | Mikel Oyarzabal | Left Winger | 24 | Spain | Real Sociedad | €70.00m |
| 32 | 33 | Federico Chiesa | Right Winger | 24 | Italy | Juventus FC | €70.00m |
| 33 | 34 | Matthijs de Ligt | Centre-Back | 22 | Netherlands | Juventus FC | €70.00m |
| 34 | 35 | Kai Havertz | Attacking Midfield | 22 | Germany | Chelsea FC | €70.00m |
| 35 | 36 | Sergej Milinković-Savić | Central Midfield | 26 | Serbia | SS Lazio | €70.00m |
| 36 | 37 | Bernardo Silva | Attacking Midfield | 27 | Portugal | Manchester City | €70.00m |
| 37 | 38 | Raphaël Varane | Centre-Back | 28 | France | Manchester United | €70.00m |
| 38 | 39 | Serge Gnabry | Right Winger | 26 | Germany | Bayern Munich | €70.00m |
| 39 | 40 | Leon Goretzka | Central Midfield | 26 | Germany | Bayern Munich | €70.00m |
| 40 | 41 | Jan Oblak | Goalkeeper | 28 | Slovenia | Atlético de Madrid | €70.00m |
| 41 | 42 | Casemiro | Defensive Midfield | 29 | Brazil | Real Madrid | €70.00m |
| 42 | 43 | Florian Wirtz | Attacking Midfield | 18 | Germany | Bayer 04 Leverkusen | €65.00m |
| 43 | 44 | Bukayo Saka | Left Midfield | 20 | England | Arsenal FC | €65.00m |
| 44 | 45 | Federico Valverde | Central Midfield | 23 | Uruguay | Real Madrid | €65.00m |
| 45 | 46 | Gianluigi Donnarumma | Goalkeeper | 22 | Italy | Paris Saint-Germain | €65.00m |
| 46 | 47 | Nicolò Barella | Central Midfield | 24 | Italy | Inter Milan | €65.00m |
| 47 | 48 | Andrew Robertson | Left-Back | 27 | Scotland | Liverpool FC | €65.00m |
| 48 | 49 | Ansu Fati | Left Winger | 19 | Spain | FC Barcelona | €60.00m |
| 49 | 50 | Jules Koundé | Centre-Back | 22 | France | Sevilla FC | €60.00m |
In [ ]:
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