nlp-lab/Carsten_Solutions/NLP - Test 01.ipynb

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165 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Natural Language Processing LAB"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Useful Ressources\n",
"\n",
"* Main Book: http://www.nltk.org/book_1ed/\n",
"* List of POS tags: https://www.ling.upenn.edu/courses/Fall_2003/ling001/penn_treebank_pos.html\n",
"\n",
"## Basic Pipeline\n",
" ![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Main Imports"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#main API\n",
"import nltk\n",
"#for a shorter access to sub packages\n",
"from nltk import word_tokenize, pos_tag"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## First Example\n",
"corresponding to the WS 17/18 Semester NLP Lab Exercise 1 File"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The used sentence is: \n",
"Hello, my name is Carsten. I'm a 23 year old Student at the University of Bonn. I'm studying ComputerScience in the third Semester and doiung my NLP Lab this Semester.\n",
"tokenize results: \n",
"\n",
"['Hello', ',', 'my', 'name', 'is', 'Carsten', '.', 'I', \"'m\", 'a', '23', 'year', 'old', 'Student', 'at', 'the', 'University', 'of', 'Bonn', '.', 'I', \"'m\", 'studying', 'ComputerScience', 'in', 'the', 'third', 'Semester', 'and', 'doiung', 'my', 'NLP', 'Lab', 'this', 'Semester', '.']\n",
"the pos tags are: \n",
"\n",
"[('Hello', 'NNP'), (',', ','), ('my', 'PRP$'), ('name', 'NN'), ('is', 'VBZ'), ('Carsten', 'NNP'), ('.', '.'), ('I', 'PRP'), (\"'m\", 'VBP'), ('a', 'DT'), ('23', 'CD'), ('year', 'NN'), ('old', 'JJ'), ('Student', 'NN'), ('at', 'IN'), ('the', 'DT'), ('University', 'NNP'), ('of', 'IN'), ('Bonn', 'NNP'), ('.', '.'), ('I', 'PRP'), (\"'m\", 'VBP'), ('studying', 'VBG'), ('ComputerScience', 'NN'), ('in', 'IN'), ('the', 'DT'), ('third', 'JJ'), ('Semester', 'NNP'), ('and', 'CC'), ('doiung', 'VB'), ('my', 'PRP$'), ('NLP', 'NNP'), ('Lab', 'NNP'), ('this', 'DT'), ('Semester', 'NNP'), ('.', '.')]\n"
]
}
],
"source": [
"#An example Sentence to play with\n",
"sentence = \"Hello, my name is Carsten. I'm a 23 year old Student at the University of Bonn. I'm studying ComputerScience in the third Semester and doiung my NLP Lab this Semester.\"\n",
"print(\"The used sentence is: \\n\" +sentence)\n",
"\n",
"#tonkenize splits the sentences into its tokens (meaningful parts)\n",
"tokens = word_tokenize(sentence)\n",
"print(\"tokenize results: \\n\")\n",
"print(tokens)\n",
"\n",
"#POS Tags are an identifier which class of word the token is in it's sentence\n",
"pos_tags = pos_tag(tokens)\n",
"print(\"the pos tags are: \\n\")\n",
"print(pos_tags)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Playing around with Penn TreeBank (PTB) Corpus\n",
"corresponding to the WS 17/18 Semester NLP Lab Exercise 1 File"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[nltk_data] Downloading package treebank to\n",
"[nltk_data] /Users/Carsten/nltk_data...\n",
"[nltk_data] Unzipping corpora/treebank.zip.\n",
"[('Pierre', 'NNP'), ('Vinken', 'NNP'), (',', ','), ('61', 'CD'), ('years', 'NNS'), ('old', 'JJ'), (',', ','), ('will', 'MD'), ('join', 'VB'), ('the', 'DT'), ('board', 'NN'), ('as', 'IN'), ('a', 'DT'), ('nonexecutive', 'JJ'), ('director', 'NN'), ('Nov.', 'NNP'), ('29', 'CD'), ('.', '.')]\n",
"Tagged sentences: 3914\n",
"Tagged words: 100676\n",
"[nltk_data] Downloading package tagsets to /Users/Carsten/nltk_data...\n",
"[nltk_data] Unzipping help/tagsets.zip.\n",
"$: dollar\n",
" $ -$ --$ A$ C$ HK$ M$ NZ$ S$ U.S.$ US$\n",
"'': closing quotation mark\n",
" ' ''\n",
"(: opening parenthesis\n",
" ( [ {\n",
"): closing parenthesis\n",
" ) ] }\n",
",: comma\n",
" ,\n",
"--: dash\n",
" --\n",
".: sentence terminator\n",
" . ! ?\n",
":: colon or ellipsis\n",
" : ; ...\n",
"CC: conjunction, coordinating\n",
" & 'n and both but either et for less minus neither nor or plus so\n",
" therefore times v. versus vs. whether yet\n",
"CD: numeral, cardinal\n",
" mid-1890 nine-thirty forty-two one-tenth ten million 0.5 one forty-\n",
" seven 1987 twenty '79 zero two 78-degrees eighty-four IX '60s .025\n",
" fifteen 271,124 dozen quintillion DM2,000 ...\n",
"DT: determiner\n",
" all an another any both del each either every half la many much nary\n",
" neither no some such that the them these this those\n",
"EX: existential there\n",
" there\n",
"FW: foreign word\n",
" gemeinschaft hund ich jeux habeas Haementeria Herr K'ang-si vous\n",
" lutihaw alai je jour objets salutaris fille quibusdam pas trop Monte\n",
" terram fiche oui corporis ...\n",
"IN: preposition or conjunction, subordinating\n",
" astride among uppon whether out inside pro despite on by throughout\n",
" below within for towards near behind atop around if like until below\n",
" next into if beside ...\n",
"JJ: adjective or numeral, ordinal\n",
" third ill-mannered pre-war regrettable oiled calamitous first separable\n",
" ectoplasmic battery-powered participatory fourth still-to-be-named\n",
" multilingual multi-disciplinary ...\n",
"JJR: adjective, comparative\n",
" bleaker braver breezier briefer brighter brisker broader bumper busier\n",
" calmer cheaper choosier cleaner clearer closer colder commoner costlier\n",
" cozier creamier crunchier cuter ...\n",
"JJS: adjective, superlative\n",
" calmest cheapest choicest classiest cleanest clearest closest commonest\n",
" corniest costliest crassest creepiest crudest cutest darkest deadliest\n",
" dearest deepest densest dinkiest ...\n",
"LS: list item marker\n",
" A A. B B. C C. D E F First G H I J K One SP-44001 SP-44002 SP-44005\n",
" SP-44007 Second Third Three Two * a b c d first five four one six three\n",
" two\n",
"MD: modal auxiliary\n",
" can cannot could couldn't dare may might must need ought shall should\n",
" shouldn't will would\n",
"NN: noun, common, singular or mass\n",
" common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
" investment slide humour falloff slick wind hyena override subhumanity\n",
" machinist ...\n",
"NNP: noun, proper, singular\n",
" Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos\n",
" Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA\n",
" Shannon A.K.C. Meltex Liverpool ...\n",
"NNPS: noun, proper, plural\n",
" Americans Americas Amharas Amityvilles Amusements Anarcho-Syndicalists\n",
" Andalusians Andes Andruses Angels Animals Anthony Antilles Antiques\n",
" Apache Apaches Apocrypha ...\n",
"NNS: noun, common, plural\n",
" undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
" divestitures storehouses designs clubs fragrances averages\n",
" subjectivists apprehensions muses factory-jobs ...\n",
"PDT: pre-determiner\n",
" all both half many quite such sure this\n",
"POS: genitive marker\n",
" ' 's\n",
"PRP: pronoun, personal\n",
" hers herself him himself hisself it itself me myself one oneself ours\n",
" ourselves ownself self she thee theirs them themselves they thou thy us\n",
"PRP$: pronoun, possessive\n",
" her his mine my our ours their thy your\n",
"RB: adverb\n",
" occasionally unabatingly maddeningly adventurously professedly\n",
" stirringly prominently technologically magisterially predominately\n",
" swiftly fiscally pitilessly ...\n",
"RBR: adverb, comparative\n",
" further gloomier grander graver greater grimmer harder harsher\n",
" healthier heavier higher however larger later leaner lengthier less-\n",
" perfectly lesser lonelier longer louder lower more ...\n",
"RBS: adverb, superlative\n",
" best biggest bluntest earliest farthest first furthest hardest\n",
" heartiest highest largest least less most nearest second tightest worst\n",
"RP: particle\n",
" aboard about across along apart around aside at away back before behind\n",
" by crop down ever fast for forth from go high i.e. in into just later\n",
" low more off on open out over per pie raising start teeth that through\n",
" under unto up up-pp upon whole with you\n",
"SYM: symbol\n",
" % & ' '' ''. ) ). * + ,. < = > @ A[fj] U.S U.S.S.R * ** ***\n",
"TO: \"to\" as preposition or infinitive marker\n",
" to\n",
"UH: interjection\n",
" Goodbye Goody Gosh Wow Jeepers Jee-sus Hubba Hey Kee-reist Oops amen\n",
" huh howdy uh dammit whammo shucks heck anyways whodunnit honey golly\n",
" man baby diddle hush sonuvabitch ...\n",
"VB: verb, base form\n",
" ask assemble assess assign assume atone attention avoid bake balkanize\n",
" bank begin behold believe bend benefit bevel beware bless boil bomb\n",
" boost brace break bring broil brush build ...\n",
"VBD: verb, past tense\n",
" dipped pleaded swiped regummed soaked tidied convened halted registered\n",
" cushioned exacted snubbed strode aimed adopted belied figgered\n",
" speculated wore appreciated contemplated ...\n",
"VBG: verb, present participle or gerund\n",
" telegraphing stirring focusing angering judging stalling lactating\n",
" hankerin' alleging veering capping approaching traveling besieging\n",
" encrypting interrupting erasing wincing ...\n",
"VBN: verb, past participle\n",
" multihulled dilapidated aerosolized chaired languished panelized used\n",
" experimented flourished imitated reunifed factored condensed sheared\n",
" unsettled primed dubbed desired ...\n",
"VBP: verb, present tense, not 3rd person singular\n",
" predominate wrap resort sue twist spill cure lengthen brush terminate\n",
" appear tend stray glisten obtain comprise detest tease attract\n",
" emphasize mold postpone sever return wag ...\n",
"VBZ: verb, present tense, 3rd person singular\n",
" bases reconstructs marks mixes displeases seals carps weaves snatches\n",
" slumps stretches authorizes smolders pictures emerges stockpiles\n",
" seduces fizzes uses bolsters slaps speaks pleads ...\n",
"WDT: WH-determiner\n",
" that what whatever which whichever\n",
"WP: WH-pronoun\n",
" that what whatever whatsoever which who whom whosoever\n",
"WP$: WH-pronoun, possessive\n",
" whose\n",
"WRB: Wh-adverb\n",
" how however whence whenever where whereby whereever wherein whereof why\n",
"``: opening quotation mark\n",
" ` ``\n",
"None\n"
]
}
],
"source": [
"nltk.download('treebank')\n",
"annotated_sent = nltk.corpus.treebank.tagged_sents()\n",
" \n",
"print(annotated_sent[0])\n",
"print(\"Tagged sentences: \", len(annotated_sent))\n",
"print(\"Tagged words:\", len(nltk.corpus.treebank.tagged_words()))\n",
"\n",
"# tagsets\n",
"nltk.download('tagsets')\n",
"print(nltk.help.upenn_tagset())"
]
},
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