python - bs4提取XML/HTML中某个标签下的属性

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简介: python - bs4提取XML/HTML中某个标签下的属性

python - bs4提取XML/HTML中某个标签下的属性


一个例子就让你看明白。看完记得给博主点个赞噢。

我们要提取的xml原始文档来自以下网址:

https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/index.xml

先定义需要解析的文本:

【code - 1】:

xml="""<?xml version="1.0"?>
<?xml-stylesheet href="index.xsl" type="text/xsl"?>
<nltk_data>
  <packages>
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    <package checksum="e5836f76779020b225ad6114372b954a" id="mwa_ppdb" license="Creative Commons Attribution 3.0 Unported (CC-BY)" name="The monolingual word aligner (Sultan et al. 2015) subset of the Paraphrase Database." size="1594711" subdir="misc" unzip="1" unzipped_size="3657054" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/misc/mwa_ppdb.zip" webpage="http://www.cis.upenn.edu/~ccb/ppdb/" />
    <package author="Jan Strunk" checksum="398bbed6dd3ebb0752fe0735d1c418fe" id="punkt" languages="Czech, Danish, Dutch, English, Estonian, Finnish, French, German, Greek, Italian, Norwegian, Polish, Portuguese, Russian, Slovene, Spanish, Swedish, Turkish" name="Punkt Tokenizer Models" size="13707633" subdir="tokenizers" unzip="1" unzipped_size="36797157" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/tokenizers/punkt.zip" />
    <package author="Viviane Moreira Orengo (vmorengo@inf.ufrgs.br) and Christian Huyck" checksum="648798996224694251834699fa6e55f7" id="rslp" languages="Portuguese" name="RSLP Stemmer (Removedor de Sufixos da Lingua Portuguesa)" size="3805" subdir="stemmers" unzip="1" unzipped_size="7269" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/stemmers/rslp.zip" />
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    <package checksum="cba1cf17b887789e6df5f2c87c6e56fb" id="snowball_data" languages="Danish, Dutch, English, Finnish, French, German,          Hungarian, Italian, Norwegian, Portuguese, Romanian, Russian,          Spanish, Swedish, Turkish" name="Snowball Data" size="6785405" subdir="stemmers" unzip="0" unzipped_size="36360836" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/stemmers/snowball_data.zip" webpage="https://github.com/snowballstem/snowball-data" />
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    <package author="Kepa Sarasola" checksum="12f66b8e22beadd6ed202e95453465af" id="spanish_grammars" languages="Spanish" name="Grammars for Spanish" size="4047" subdir="grammars" unzip="1" unzipped_size="3980" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/grammars/spanish_grammars.zip" />
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    <package author="Ewan Klein" checksum="2e6bc2e5d678fc5d14e4c0747c69083e" id="book_grammars" languages="English" name="Grammars from NLTK Book" size="9103" subdir="grammars" unzip="1" unzipped_size="21179" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/grammars/book_grammars.zip" />
    <package author="Kepa Sarasola" checksum="0e3518cb2aeb2600cb2841df7f035606" id="basque_grammars" languages="Spanish" name="Grammars for Basque" size="4704" subdir="grammars" unzip="1" unzipped_size="5550" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/grammars/basque_grammars.zip" />
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    <package checksum="137e73955092dd93345c8593c4691be9" id="universal_tagset" name="Mappings to the Universal Part-of-Speech Tagset" size="19095" subdir="taggers" unzip="1" unzipped_size="37147" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/taggers/universal_tagset.zip" />
    <package author="C.J. Hutto and Eric Gilbert" checksum="8b3824e2c39b655dd225fb266c8bea53" id="vader_lexicon" license="MIT License" name="VADER Sentiment Lexicon" size="90486" subdir="sentiment" unzip="0" unzipped_size="434147" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/sentiment/vader_lexicon.zip" webpage="https://github.com/cjhutto/vaderSentiment" />
    <package author="Dekang Lin" checksum="288cc15e4ed257c8598d6f7a30199db9" id="lin_thesaurus" license="Distributed with permission of Dekang Lin" name="Lin's Dependency Thesaurus" size="89154019" subdir="corpora" unzip="1" unzipped_size="210421609" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/lin_thesaurus.zip" webpage="http://webdocs.cs.ualberta.ca/~lindek/downloads.htm" />
    <package author="Bo Pang and Lillian Lee" checksum="155de2b77c6834dd8eea7cbe88e93acb" copyright="Copyright (C) 2004 Bo Pang and Lillian Lee" id="movie_reviews" license="Creative Commons Attribution 4.0 International" licenseurl="http://creativecommons.org/licenses/by/4.0/" name="Sentiment Polarity Dataset Version 2.0" size="4004848" subdir="corpora" unzip="1" unzipped_size="7790571" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/movie_reviews.zip" webpage="http://www.cs.cornell.edu/people/pabo/movie-review-data/" />
    <package author="Andrew Ko, Carnegie Mellon University" checksum="8781ace4c0a181c5875cdbfc01e895fb" id="problem_reports" name="Problem Report Corpus" size="1032942" subdir="corpora" unzip="1" unzipped_size="3467763" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/problem_reports.zip" webpage="http://www.cs.cmu.edu/~marmalade/reports.html" />
    <package author="Bing Liu" checksum="c4c7e61fb4d57a2f6c95317194da0f17" copyright="Copyright (C) 2008 Bing Liu" id="pros_cons" license="Creative Commons Attribution 4.0 International" licenseurl="http://creativecommons.org/licenses/by/4.0/" name="Pros and Cons" size="746276" subdir="corpora" unzip="1" unzipped_size="2921218" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/pros_cons.zip" webpage="http://www.cs.uic.edu/~liub/FBS/sentiment-analysis.html#datasets" />
    <package author="Nancy Ide" checksum="a03d3ae8c6c2a1707885066e4d62582a" copyright="Copyright (C) 2014 American National Corpus" id="masc_tagged" license="This data may be used for the purposes of linguistic education, research, and development, including commercial development." name="MASC Tagged Corpus" size="1602143" subdir="corpora" unzip="0" unzipped_size="4963879" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/masc_tagged.zip" webpage="http://www.anc.org/" />
    <package author="Bo Pang and Lillian Lee" checksum="5cdc0cae7f558040d050c90eb2b72e97" copyright="Copyright (C) 2005 Bo Pang and Lillian Lee" id="sentence_polarity" license="Creative Commons Attribution 4.0 International" licenseurl="http://creativecommons.org/licenses/by/4.0/" name="Sentence Polarity Dataset v1.0" size="490256" subdir="corpora" unzip="1" unzipped_size="1241127" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/sentence_polarity.zip" webpage="http://www.cs.cornell.edu/People/pabo/people/pabo/movie-review-data" />
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    <package author="W. N. Francis and H. Kucera" checksum="3c7fe43ebf0a4c7ad3ebb63dab027e09" contact="Lou Burnard -- lou.burnard@oucs.ox.ac.uk" id="brown_tei" license="May be used for non-commercial purposes." name="Brown Corpus (TEI XML Version)" size="8737738" subdir="corpora" unzip="1" unzipped_size="56814689" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/brown_tei.zip" webpage="http://www.hit.uib.no/icame/brown/bcm.html" />
    <package checksum="58f743ff818b983b89ef9302b509fc41" copyright="Copyright 1998 Carnegie Mellon University" id="cmudict" license="Use of this dictionary, for any research or commercial purpose, is completely unrestricted.  If you use or redistribute this material, we would appreciate acknowlegement of its origin." name="The Carnegie Mellon Pronouncing Dictionary (0.6)" size="896069" subdir="corpora" unzip="1" unzipped_size="3824638" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/cmudict.zip" webpage="ftp://ftp.cs.cmu.edu/project/speech/dict/" />
    <package author="Erjavec, Toma&#382;; Barbu, Ana-Maria; Derzhanski, Ivan; Dimitrova, Ludmila; Garab&#237;k, Radovan; Ide, Nancy; Kaalep, Heiki-Jaan; Kotsyba, Natalia; Krstev, Cvetana; Oravecz, Csaba; Petkevi&#269;, Vladim&#237;r; Priest-Dorman, Greg; QasemiZadeh, Behrang; Radziszewski, Adam; Simov, Kiril; Tufi&#351;, Dan and Zdravkova, Katerina" checksum="27aa12b3546cb241df8699506ab15128" id="mte_teip5" license="Creative Commons - Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)" name="MULTEXT-East 1984 annotated corpus 4.0" size="14800561" subdir="corpora" unzip="1" unzipped_size="122461442" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/mte_teip5.zip" webpage="https://www.clarin.si/repository/xmlui/handle/11356/1043" />
    <package author="A Kumaran" checksum="599a684793935ecbcf8276133945037c" id="indian" license="Distributed with permission" name="Indian Language POS-Tagged Corpus" size="199187" subdir="corpora" unzip="1" unzipped_size="1091033" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/indian.zip" />
    <package checksum="67bb4ca75fa81544d42a159524726e78" id="conll2002" name="CONLL 2002 Named Entity Recognition Corpus" size="1867449" subdir="corpora" unzip="1" unzipped_size="7785638" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/conll2002.zip" webpage="http://www.cnts.ua.ac.be/conll2002/ner/" />
    <package author="UCREL, Lancaster University" checksum="e15834e0dd89b107925af6bb11a8eaa4" id="tagsets" languages="English" name="Help on Tagsets" size="34531" subdir="help" unzip="1" unzipped_size="79723" url="https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/help/tagsets.zip" />
  </packages>
  <collections>
    <collection id="all-nltk" name="All packages available on nltk_data gh-pages branch">
      <item ref="abc" />
      <item ref="alpino" />
      <item ref="biocreative_ppi" />
      <item ref="brown" />
      <item ref="brown_tei" />
      <item ref="cess_cat" />
      <item ref="cess_esp" />
      <item ref="chat80" />
      <item ref="city_database" />
      <item ref="cmudict" />
      <item ref="comparative_sentences" />
      <item ref="comtrans" />
      <item ref="conll2000" />
      <item ref="conll2002" />
      <item ref="conll2007" />
      <item ref="crubadan" />
      <item ref="dependency_treebank" />
      <item ref="europarl_raw" />
      <item ref="floresta" />
      <item ref="framenet_v15" />
      <item ref="framenet_v17" />
      <item ref="gazetteers" />
      <item ref="genesis" />
      <item ref="gutenberg" />
      <item ref="ieer" />
      <item ref="inaugural" />
      <item ref="indian" />
      <item ref="jeita" />
      <item ref="kimmo" />
      <item ref="knbc" />
      <item ref="lin_thesaurus" />
      <item ref="mac_morpho" />
      <item ref="machado" />
      <item ref="masc_tagged" />
      <item ref="moses_sample" />
      <item ref="movie_reviews" />
      <item ref="names" />
      <item ref="nombank.1.0" />
      <item ref="nps_chat" />
      <item ref="omw" />
      <item ref="opinion_lexicon" />
      <item ref="paradigms" />
      <item ref="pil" />
      <item ref="pl196x" />
      <item ref="ppattach" />
      <item ref="problem_reports" />
      <item ref="propbank" />
      <item ref="ptb" />
      <item ref="product_reviews_1" />
      <item ref="product_reviews_2" />
      <item ref="pros_cons" />
      <item ref="qc" />
      <item ref="reuters" />
      <item ref="rte" />
      <item ref="semcor" />
      <item ref="senseval" />
      <item ref="sentiwordnet" />
      <item ref="sentence_polarity" />
      <item ref="shakespeare" />
      <item ref="sinica_treebank" />
      <item ref="smultron" />
      <item ref="state_union" />
      <item ref="stopwords" />
      <item ref="subjectivity" />
      <item ref="swadesh" />
      <item ref="switchboard" />
      <item ref="timit" />
      <item ref="toolbox" />
      <item ref="treebank" />
      <item ref="twitter_samples" />
      <item ref="udhr" />
      <item ref="udhr2" />
      <item ref="unicode_samples" />
      <item ref="universal_treebanks_v20" />
      <item ref="verbnet" />
      <item ref="verbnet3" />
      <item ref="webtext" />
      <item ref="wordnet" />
      <item ref="wordnet_ic" />
      <item ref="words" />
      <item ref="ycoe" />
      <item ref="rslp" />
      <item ref="maxent_treebank_pos_tagger" />
      <item ref="universal_tagset" />
      <item ref="maxent_ne_chunker" />
      <item ref="punkt" />
      <item ref="book_grammars" />
      <item ref="sample_grammars" />
      <item ref="spanish_grammars" />
      <item ref="basque_grammars" />
      <item ref="large_grammars" />
      <item ref="tagsets" />
      <item ref="snowball_data" />
      <item ref="bllip_wsj_no_aux" />
      <item ref="word2vec_sample" />
      <item ref="panlex_swadesh" />
      <item ref="mte_teip5" />
      <item ref="averaged_perceptron_tagger" />
      <item ref="averaged_perceptron_tagger_ru" />
      <item ref="perluniprops" />
      <item ref="nonbreaking_prefixes" />
      <item ref="vader_lexicon" />
      <item ref="porter_test" />
      <item ref="wmt15_eval" />
      <item ref="mwa_ppdb" />
    </collection>
    <collection id="book" name="Everything used in the NLTK Book">
      <item ref="abc" />
      <item ref="brown" />
      <item ref="chat80" />
      <item ref="cmudict" />
      <item ref="conll2000" />
      <item ref="conll2002" />
      <item ref="dependency_treebank" />
      <item ref="genesis" />
      <item ref="gutenberg" />
      <item ref="ieer" />
      <item ref="inaugural" />
      <item ref="movie_reviews" />
      <item ref="nps_chat" />
      <item ref="names" />
      <item ref="ppattach" />
      <item ref="reuters" />
      <item ref="senseval" />
      <item ref="state_union" />
      <item ref="stopwords" />
      <item ref="swadesh" />
      <item ref="timit" />
      <item ref="treebank" />
      <item ref="toolbox" />
      <item ref="udhr" />
      <item ref="udhr2" />
      <item ref="unicode_samples" />
      <item ref="webtext" />
      <item ref="wordnet" />
      <item ref="wordnet_ic" />
      <item ref="words" />
      <item ref="maxent_treebank_pos_tagger" />
      <item ref="maxent_ne_chunker" />
      <item ref="universal_tagset" />
      <item ref="punkt" />
      <item ref="book_grammars" />
      <item ref="city_database" />
      <item ref="tagsets" />
      <item ref="panlex_swadesh" />
      <item ref="averaged_perceptron_tagger" />
    </collection>
    <collection id="third-party" name="Third-party data packages">
      <item ref="dolch" />
    </collection>
    <collection id="all" name="All packages">
      <item ref="abc" />
      <item ref="alpino" />
      <item ref="biocreative_ppi" />
      <item ref="brown" />
      <item ref="brown_tei" />
      <item ref="cess_cat" />
      <item ref="cess_esp" />
      <item ref="chat80" />
      <item ref="city_database" />
      <item ref="cmudict" />
      <item ref="comparative_sentences" />
      <item ref="comtrans" />
      <item ref="conll2000" />
      <item ref="conll2002" />
      <item ref="conll2007" />
      <item ref="crubadan" />
      <item ref="dependency_treebank" />
      <item ref="dolch" />
      <item ref="europarl_raw" />
      <item ref="floresta" />
      <item ref="framenet_v15" />
      <item ref="framenet_v17" />
      <item ref="gazetteers" />
      <item ref="genesis" />
      <item ref="gutenberg" />
      <item ref="ieer" />
      <item ref="inaugural" />
      <item ref="indian" />
      <item ref="jeita" />
      <item ref="kimmo" />
      <item ref="knbc" />
      <item ref="lin_thesaurus" />
      <item ref="mac_morpho" />
      <item ref="machado" />
      <item ref="masc_tagged" />
      <item ref="moses_sample" />
      <item ref="movie_reviews" />
      <item ref="names" />
      <item ref="nombank.1.0" />
      <item ref="nps_chat" />
      <item ref="omw" />
      <item ref="opinion_lexicon" />
      <item ref="paradigms" />
      <item ref="pil" />
      <item ref="pl196x" />
      <item ref="ppattach" />
      <item ref="problem_reports" />
      <item ref="propbank" />
      <item ref="ptb" />
      <item ref="product_reviews_1" />
      <item ref="product_reviews_2" />
      <item ref="pros_cons" />
      <item ref="qc" />
      <item ref="reuters" />
      <item ref="rte" />
      <item ref="semcor" />
      <item ref="senseval" />
      <item ref="sentiwordnet" />
      <item ref="sentence_polarity" />
      <item ref="shakespeare" />
      <item ref="sinica_treebank" />
      <item ref="smultron" />
      <item ref="state_union" />
      <item ref="stopwords" />
      <item ref="subjectivity" />
      <item ref="swadesh" />
      <item ref="switchboard" />
      <item ref="timit" />
      <item ref="toolbox" />
      <item ref="treebank" />
      <item ref="twitter_samples" />
      <item ref="udhr" />
      <item ref="udhr2" />
      <item ref="unicode_samples" />
      <item ref="universal_treebanks_v20" />
      <item ref="verbnet" />
      <item ref="verbnet3" />
      <item ref="webtext" />
      <item ref="wordnet" />
      <item ref="wordnet_ic" />
      <item ref="words" />
      <item ref="ycoe" />
      <item ref="rslp" />
      <item ref="maxent_treebank_pos_tagger" />
      <item ref="universal_tagset" />
      <item ref="maxent_ne_chunker" />
      <item ref="punkt" />
      <item ref="book_grammars" />
      <item ref="sample_grammars" />
      <item ref="spanish_grammars" />
      <item ref="basque_grammars" />
      <item ref="large_grammars" />
      <item ref="tagsets" />
      <item ref="snowball_data" />
      <item ref="bllip_wsj_no_aux" />
      <item ref="word2vec_sample" />
      <item ref="panlex_swadesh" />
      <item ref="mte_teip5" />
      <item ref="averaged_perceptron_tagger" />
      <item ref="averaged_perceptron_tagger_ru" />
      <item ref="perluniprops" />
      <item ref="nonbreaking_prefixes" />
      <item ref="vader_lexicon" />
      <item ref="porter_test" />
      <item ref="wmt15_eval" />
      <item ref="mwa_ppdb" />
    </collection>
    <collection id="tests" name="Packages for running tests">
      <item ref="averaged_perceptron_tagger" />
      <item ref="porter_test" />
      <item ref="twitter_samples" />
      <item ref="wmt15_eval" />
      <item ref="subjectivity" />
      <item ref="framenet_v17" />
      <item ref="product_reviews_1" />
      <item ref="product_reviews_2" />
      <item ref="vader_lexicon" />
      <item ref="crubadan" />
      <item ref="mte_teip5" />
      <item ref="sentence_polarity" />
      <item ref="universal_treebanks_v20" />
      <item ref="panlex_swadesh" />
      <item ref="nonbreaking_prefixes" />
      <item ref="perluniprops" />
      <item ref="pros_cons" />
      <item ref="opinion_lexicon" />
      <item ref="comparative_sentences" />
    </collection>
    <collection id="all-corpora" name="All the corpora">
      <item ref="abc" />
      <item ref="alpino" />
      <item ref="biocreative_ppi" />
      <item ref="brown" />
      <item ref="brown_tei" />
      <item ref="cess_cat" />
      <item ref="cess_esp" />
      <item ref="chat80" />
      <item ref="city_database" />
      <item ref="cmudict" />
      <item ref="comtrans" />
      <item ref="conll2000" />
      <item ref="conll2002" />
      <item ref="conll2007" />
      <item ref="crubadan" />
      <item ref="dependency_treebank" />
      <item ref="dolch" />
      <item ref="floresta" />
      <item ref="framenet_v15" />
      <item ref="framenet_v17" />
      <item ref="gazetteers" />
      <item ref="genesis" />
      <item ref="gutenberg" />
      <item ref="ieer" />
      <item ref="inaugural" />
      <item ref="indian" />
      <item ref="jeita" />
      <item ref="kimmo" />
      <item ref="knbc" />
      <item ref="lin_thesaurus" />
      <item ref="mac_morpho" />
      <item ref="machado" />
      <item ref="masc_tagged" />
      <item ref="movie_reviews" />
      <item ref="names" />
      <item ref="nombank.1.0" />
      <item ref="nps_chat" />
      <item ref="omw" />
      <item ref="paradigms" />
      <item ref="pil" />
      <item ref="pl196x" />
      <item ref="ppattach" />
      <item ref="problem_reports" />
      <item ref="propbank" />
      <item ref="ptb" />
      <item ref="qc" />
      <item ref="reuters" />
      <item ref="rte" />
      <item ref="semcor" />
      <item ref="senseval" />
      <item ref="sentiwordnet" />
      <item ref="shakespeare" />
      <item ref="sinica_treebank" />
      <item ref="state_union" />
      <item ref="stopwords" />
      <item ref="swadesh" />
      <item ref="switchboard" />
      <item ref="timit" />
      <item ref="toolbox" />
      <item ref="treebank" />
      <item ref="udhr" />
      <item ref="udhr2" />
      <item ref="unicode_samples" />
      <item ref="universal_treebanks_v20" />
      <item ref="verbnet" />
      <item ref="verbnet3" />
      <item ref="webtext" />
      <item ref="wordnet" />
      <item ref="wordnet_ic" />
      <item ref="words" />
      <item ref="ycoe" />
      <item ref="panlex_swadesh" />
      <item ref="mte_teip5" />
      <item ref="nonbreaking_prefixes" />
    </collection>
    <collection id="popular" name="Popular packages">
      <item ref="cmudict" />
      <item ref="gazetteers" />
      <item ref="genesis" />
      <item ref="gutenberg" />
      <item ref="inaugural" />
      <item ref="movie_reviews" />
      <item ref="names" />
      <item ref="shakespeare" />
      <item ref="stopwords" />
      <item ref="treebank" />
      <item ref="twitter_samples" />
      <item ref="omw" />
      <item ref="wordnet" />
      <item ref="wordnet_ic" />
      <item ref="words" />
      <item ref="maxent_ne_chunker" />
      <item ref="punkt" />
      <item ref="snowball_data" />
      <item ref="averaged_perceptron_tagger" />
    </collection>
  </collections>
</nltk_data>"""

导入解析库beautifuldoup,依次提取DOM中的某个标签–>属性

【code - 2】:`

from bs4 import BeautifulSoup
soup = BeautifulSoup(xml)
dom = soup.find_all('package',{"url":True})
for i in dom:
    print(i['url'])

输出结果:

https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/misc/perluniprops.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/misc/mwa_ppdb.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/tokenizers/punkt.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/stemmers/rslp.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/stemmers/porter_test.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/stemmers/snowball_data.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/chunkers/maxent_ne_chunker.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/models/moses_sample.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/models/bllip_wsj_no_aux.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/models/word2vec_sample.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/models/wmt15_eval.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/grammars/spanish_grammars.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/grammars/sample_grammars.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/grammars/large_grammars.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/grammars/book_grammars.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/grammars/basque_grammars.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/taggers/maxent_treebank_pos_tagger.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/taggers/averaged_perceptron_tagger.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/taggers/averaged_perceptron_tagger_ru.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/taggers/universal_tagset.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/sentiment/vader_lexicon.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/lin_thesaurus.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/movie_reviews.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/problem_reports.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/pros_cons.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/masc_tagged.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/sentence_polarity.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/webtext.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/nps_chat.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/city_database.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/europarl_raw.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/biocreative_ppi.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/verbnet3.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/pe08.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/pil.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/crubadan.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/gutenberg.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/propbank.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/machado.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/state_union.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/twitter_samples.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/semcor.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/names.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/ptb.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/nombank.1.0.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/floresta.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/comtrans.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/knbc.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/mac_morpho.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/swadesh.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/rte.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/toolbox.zip
https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/packages/corpora/jeita.zip
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