{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Activity 10 - More on Text Analytics\n", "\n", "In this notebook we give a simplified version of how next word prediction can be performed. This is the core of how larger and more complex models perform, such as GPT, when trained on highly diverse and rich text datasets." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "### Here are the imports that you will require\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import urllib.request\n", "def load_data():\n", " # the data is a standard pcap packet capture file (saved as a csv output)\n", " file_name = './data/movie_lines.txt'\n", " # this will then put the csv data into a pandas dataframe\n", " #data = pd.read_csv(file_name, sep='+++$+++')\n", " lines = []\n", " with open(file_name, 'r', encoding='utf-8', errors=\"replace\") as f:\n", " for line in f:\n", " line = line.split(\" +++$+++ \")\n", " line[4] = line[4].split('\\n')[0]\n", " lines.append(line)\n", " data = pd.DataFrame.from_records(lines, columns=['ID1', 'ID2', 'ID3', 'ID4', 'Text'])\n", " return data\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ID1ID2ID3ID4Text
0L1045u0m0BIANCAThey do not!
1L1044u2m0CAMERONThey do to!
2L985u0m0BIANCAI hope so.
3L984u2m0CAMERONShe okay?
4L925u0m0BIANCALet's go.
..................
304708L666371u9030m616DURNFORDLord Chelmsford seems to want me to stay back ...
304709L666370u9034m616VEREKERI'm to take the Sikali with the main column to...
304710L666369u9030m616DURNFORDYour orders, Mr Vereker?
304711L666257u9030m616DURNFORDGood ones, yes, Mr Vereker. Gentlemen who can ...
304712L666256u9034m616VEREKERColonel Durnford... William Vereker. I hear yo...
\n", "

304713 rows × 5 columns

\n", "
" ], "text/plain": [ " ID1 ID2 ID3 ID4 \\\n", "0 L1045 u0 m0 BIANCA \n", "1 L1044 u2 m0 CAMERON \n", "2 L985 u0 m0 BIANCA \n", "3 L984 u2 m0 CAMERON \n", "4 L925 u0 m0 BIANCA \n", "... ... ... ... ... \n", "304708 L666371 u9030 m616 DURNFORD \n", "304709 L666370 u9034 m616 VEREKER \n", "304710 L666369 u9030 m616 DURNFORD \n", "304711 L666257 u9030 m616 DURNFORD \n", "304712 L666256 u9034 m616 VEREKER \n", "\n", " Text \n", "0 They do not! \n", "1 They do to! \n", "2 I hope so. \n", "3 She okay? \n", "4 Let's go. \n", "... ... \n", "304708 Lord Chelmsford seems to want me to stay back ... \n", "304709 I'm to take the Sikali with the main column to... \n", "304710 Your orders, Mr Vereker? \n", "304711 Good ones, yes, Mr Vereker. Gentlemen who can ... \n", "304712 Colonel Durnford... William Vereker. I hear yo... \n", "\n", "[304713 rows x 5 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = load_data()\n", "data" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "large_data_string = ' '.join(data['Text'].values) \n", "large_data_string = large_data_string.replace(\".\", \" \")\n", "large_data_string = large_data_string.replace(\",\", \" \")\n", "large_data_string = large_data_string.replace(\"-\", \" \")\n", "large_data_string = large_data_string.replace(\"--\", \" \")\n", "large_data_string = large_data_string.replace(\"!\", \" \")\n", "large_data_string = large_data_string.replace(\"?\", \" \")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "#large_data_string # this will output the full string" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "17147986\n" ] } ], "source": [ "print (len(large_data_string)) # this is the number of characters in the string" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "large_data = large_data_string.split(\" \") # we split by the space to create an array of words\n", "ld = []\n", "for i in large_data:\n", " if len(i) > 1:\n", " ld.append(i)\n", "#ld" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we are now processing the text to have a sequence of words, which we will use to train our ML model." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['They', 'do', 'not', 'They', 'do'],\n", " ['do', 'not', 'They', 'do', 'to'],\n", " ['not', 'They', 'do', 'to', 'hope'],\n", " ['They', 'do', 'to', 'hope', 'so'],\n", " ['do', 'to', 'hope', 'so', 'She'],\n", " ['to', 'hope', 'so', 'She', 'okay'],\n", " ['hope', 'so', 'She', 'okay', \"Let's\"],\n", " ['so', 'She', 'okay', \"Let's\", 'go'],\n", " ['She', 'okay', \"Let's\", 'go', 'Wow'],\n", " ['okay', \"Let's\", 'go', 'Wow', 'Okay'],\n", " [\"Let's\", 'go', 'Wow', 'Okay', \"you're\"],\n", " ['go', 'Wow', 'Okay', \"you're\", 'gonna'],\n", " ['Wow', 'Okay', \"you're\", 'gonna', 'need'],\n", " ['Okay', \"you're\", 'gonna', 'need', 'to'],\n", " [\"you're\", 'gonna', 'need', 'to', 'learn'],\n", " ['gonna', 'need', 'to', 'learn', 'how'],\n", " ['need', 'to', 'learn', 'how', 'to'],\n", " ['to', 'learn', 'how', 'to', 'lie'],\n", " ['learn', 'how', 'to', 'lie', 'No'],\n", " ['how', 'to', 'lie', 'No', \"I'm\"],\n", " ['to', 'lie', 'No', \"I'm\", 'kidding'],\n", " ['lie', 'No', \"I'm\", 'kidding', 'You'],\n", " ['No', \"I'm\", 'kidding', 'You', 'know'],\n", " [\"I'm\", 'kidding', 'You', 'know', 'how'],\n", " ['kidding', 'You', 'know', 'how', 'sometimes'],\n", " ['You', 'know', 'how', 'sometimes', 'you'],\n", " ['know', 'how', 'sometimes', 'you', 'just'],\n", " ['how', 'sometimes', 'you', 'just', 'become'],\n", " ['sometimes', 'you', 'just', 'become', 'this'],\n", " ['you', 'just', 'become', 'this', '\"persona\"'],\n", " ['just', 'become', 'this', '\"persona\"', 'And'],\n", " ['become', 'this', '\"persona\"', 'And', 'you'],\n", " ['this', '\"persona\"', 'And', 'you', \"don't\"],\n", " ['\"persona\"', 'And', 'you', \"don't\", 'know'],\n", " ['And', 'you', \"don't\", 'know', 'how'],\n", " ['you', \"don't\", 'know', 'how', 'to'],\n", " [\"don't\", 'know', 'how', 'to', 'quit'],\n", " ['know', 'how', 'to', 'quit', 'Like'],\n", " ['how', 'to', 'quit', 'Like', 'my'],\n", " ['to', 'quit', 'Like', 'my', 'fear'],\n", " ['quit', 'Like', 'my', 'fear', 'of'],\n", " ['Like', 'my', 'fear', 'of', 'wearing'],\n", " ['my', 'fear', 'of', 'wearing', 'pastels'],\n", " ['fear', 'of', 'wearing', 'pastels', 'The'],\n", " ['of', 'wearing', 'pastels', 'The', '\"real'],\n", " ['wearing', 'pastels', 'The', '\"real', 'you\"'],\n", " ['pastels', 'The', '\"real', 'you\"', 'What'],\n", " ['The', '\"real', 'you\"', 'What', 'good'],\n", " ['\"real', 'you\"', 'What', 'good', 'stuff'],\n", " ['you\"', 'What', 'good', 'stuff', 'figured'],\n", " ['What', 'good', 'stuff', 'figured', \"you'd\"],\n", " ['good', 'stuff', 'figured', \"you'd\", 'get'],\n", " ['stuff', 'figured', \"you'd\", 'get', 'to'],\n", " ['figured', \"you'd\", 'get', 'to', 'the'],\n", " [\"you'd\", 'get', 'to', 'the', 'good'],\n", " ['get', 'to', 'the', 'good', 'stuff'],\n", " ['to', 'the', 'good', 'stuff', 'eventually'],\n", " ['the', 'good', 'stuff', 'eventually', 'Thank'],\n", " ['good', 'stuff', 'eventually', 'Thank', 'God'],\n", " ['stuff', 'eventually', 'Thank', 'God', 'If'],\n", " ['eventually', 'Thank', 'God', 'If', 'had'],\n", " ['Thank', 'God', 'If', 'had', 'to'],\n", " ['God', 'If', 'had', 'to', 'hear'],\n", " ['If', 'had', 'to', 'hear', 'one'],\n", " ['had', 'to', 'hear', 'one', 'more'],\n", " ['to', 'hear', 'one', 'more', 'story'],\n", " ['hear', 'one', 'more', 'story', 'about'],\n", " ['one', 'more', 'story', 'about', 'your'],\n", " ['more', 'story', 'about', 'your', 'coiffure'],\n", " ['story', 'about', 'your', 'coiffure', 'Me'],\n", " ['about', 'your', 'coiffure', 'Me', 'This'],\n", " ['your', 'coiffure', 'Me', 'This', 'endless'],\n", " ['coiffure', 'Me', 'This', 'endless', 'blonde'],\n", " ['Me', 'This', 'endless', 'blonde', 'babble'],\n", " ['This', 'endless', 'blonde', 'babble', \"I'm\"],\n", " ['endless', 'blonde', 'babble', \"I'm\", 'like'],\n", " ['blonde', 'babble', \"I'm\", 'like', 'boring'],\n", " ['babble', \"I'm\", 'like', 'boring', 'myself'],\n", " [\"I'm\", 'like', 'boring', 'myself', 'What'],\n", " ['like', 'boring', 'myself', 'What', 'crap'],\n", " ['boring', 'myself', 'What', 'crap', 'do'],\n", " ['myself', 'What', 'crap', 'do', 'you'],\n", " ['What', 'crap', 'do', 'you', 'listen'],\n", " ['crap', 'do', 'you', 'listen', 'to'],\n", " ['do', 'you', 'listen', 'to', 'this'],\n", " ['you', 'listen', 'to', 'this', 'crap'],\n", " ['listen', 'to', 'this', 'crap', 'No'],\n", " ['to', 'this', 'crap', 'No', 'Then'],\n", " ['this', 'crap', 'No', 'Then', 'Guillermo'],\n", " ['crap', 'No', 'Then', 'Guillermo', 'says'],\n", " ['No', 'Then', 'Guillermo', 'says', '\"If'],\n", " ['Then', 'Guillermo', 'says', '\"If', 'you'],\n", " ['Guillermo', 'says', '\"If', 'you', 'go'],\n", " ['says', '\"If', 'you', 'go', 'any'],\n", " ['\"If', 'you', 'go', 'any', 'lighter'],\n", " ['you', 'go', 'any', 'lighter', \"you're\"],\n", " ['go', 'any', 'lighter', \"you're\", 'gonna'],\n", " ['any', 'lighter', \"you're\", 'gonna', 'look'],\n", " ['lighter', \"you're\", 'gonna', 'look', 'like'],\n", " [\"you're\", 'gonna', 'look', 'like', 'an'],\n", " ['gonna', 'look', 'like', 'an', 'extra'],\n", " ['look', 'like', 'an', 'extra', 'on'],\n", " ['like', 'an', 'extra', 'on', '90210'],\n", " ['an', 'extra', 'on', '90210', 'You'],\n", " ['extra', 'on', '90210', 'You', 'always'],\n", " ['on', '90210', 'You', 'always', 'been'],\n", " ['90210', 'You', 'always', 'been', 'this'],\n", " ['You', 'always', 'been', 'this', 'selfish'],\n", " ['always', 'been', 'this', 'selfish', 'But'],\n", " ['been', 'this', 'selfish', 'But', 'Then'],\n", " ['this', 'selfish', 'But', 'Then', \"that's\"],\n", " ['selfish', 'But', 'Then', \"that's\", 'all'],\n", " ['But', 'Then', \"that's\", 'all', 'you'],\n", " ['Then', \"that's\", 'all', 'you', 'had'],\n", " [\"that's\", 'all', 'you', 'had', 'to'],\n", " ['all', 'you', 'had', 'to', 'say'],\n", " ['you', 'had', 'to', 'say', 'Well'],\n", " ['had', 'to', 'say', 'Well', 'no'],\n", " ['to', 'say', 'Well', 'no', 'You'],\n", " ['say', 'Well', 'no', 'You', 'never'],\n", " ['Well', 'no', 'You', 'never', 'wanted'],\n", " ['no', 'You', 'never', 'wanted', 'to'],\n", " ['You', 'never', 'wanted', 'to', 'go'],\n", " ['never', 'wanted', 'to', 'go', 'out'],\n", " ['wanted', 'to', 'go', 'out', 'with'],\n", " ['to', 'go', 'out', 'with', \"'me\"],\n", " ['go', 'out', 'with', \"'me\", 'did'],\n", " ['out', 'with', \"'me\", 'did', 'you'],\n", " ['with', \"'me\", 'did', 'you', 'was'],\n", " [\"'me\", 'did', 'you', 'was', 'looked'],\n", " ['did', 'you', 'was', 'looked', 'for'],\n", " ['you', 'was', 'looked', 'for', 'you'],\n", " ['was', 'looked', 'for', 'you', 'back'],\n", " ['looked', 'for', 'you', 'back', 'at'],\n", " ['for', 'you', 'back', 'at', 'the'],\n", " ['you', 'back', 'at', 'the', 'party'],\n", " ['back', 'at', 'the', 'party', 'but'],\n", " ['at', 'the', 'party', 'but', 'you'],\n", " ['the', 'party', 'but', 'you', 'always'],\n", " ['party', 'but', 'you', 'always', 'seemed'],\n", " ['but', 'you', 'always', 'seemed', 'to'],\n", " ['you', 'always', 'seemed', 'to', 'be'],\n", " ['always', 'seemed', 'to', 'be', '\"occupied\"'],\n", " ['seemed', 'to', 'be', '\"occupied\"', 'Tons'],\n", " ['to', 'be', '\"occupied\"', 'Tons', 'Have'],\n", " ['be', '\"occupied\"', 'Tons', 'Have', 'fun'],\n", " ['\"occupied\"', 'Tons', 'Have', 'fun', 'tonight'],\n", " ['Tons', 'Have', 'fun', 'tonight', 'believe'],\n", " ['Have', 'fun', 'tonight', 'believe', 'we'],\n", " ['fun', 'tonight', 'believe', 'we', 'share'],\n", " ['tonight', 'believe', 'we', 'share', 'an'],\n", " ['believe', 'we', 'share', 'an', 'art'],\n", " ['we', 'share', 'an', 'art', 'instructor'],\n", " ['share', 'an', 'art', 'instructor', 'You'],\n", " ['an', 'art', 'instructor', 'You', 'know'],\n", " ['art', 'instructor', 'You', 'know', 'Chastity'],\n", " ['instructor', 'You', 'know', 'Chastity', 'Looks'],\n", " ['You', 'know', 'Chastity', 'Looks', 'like'],\n", " ['know', 'Chastity', 'Looks', 'like', 'things'],\n", " ['Chastity', 'Looks', 'like', 'things', 'worked'],\n", " ['Looks', 'like', 'things', 'worked', 'out'],\n", " ['like', 'things', 'worked', 'out', 'tonight'],\n", " ['things', 'worked', 'out', 'tonight', 'huh'],\n", " ['worked', 'out', 'tonight', 'huh', 'Hi'],\n", " ['out', 'tonight', 'huh', 'Hi', 'Who'],\n", " ['tonight', 'huh', 'Hi', 'Who', 'knows'],\n", " ['huh', 'Hi', 'Who', 'knows', 'All'],\n", " ['Hi', 'Who', 'knows', 'All', \"I've\"],\n", " ['Who', 'knows', 'All', \"I've\", 'ever'],\n", " ['knows', 'All', \"I've\", 'ever', 'heard'],\n", " ['All', \"I've\", 'ever', 'heard', 'her'],\n", " [\"I've\", 'ever', 'heard', 'her', 'say'],\n", " ['ever', 'heard', 'her', 'say', 'is'],\n", " ['heard', 'her', 'say', 'is', 'that'],\n", " ['her', 'say', 'is', 'that', \"she'd\"],\n", " ['say', 'is', 'that', \"she'd\", 'dip'],\n", " ['is', 'that', \"she'd\", 'dip', 'before'],\n", " ['that', \"she'd\", 'dip', 'before', 'dating'],\n", " [\"she'd\", 'dip', 'before', 'dating', 'guy'],\n", " ['dip', 'before', 'dating', 'guy', 'that'],\n", " ['before', 'dating', 'guy', 'that', 'smokes'],\n", " ['dating', 'guy', 'that', 'smokes', 'So'],\n", " ['guy', 'that', 'smokes', 'So', \"that's\"],\n", " ['that', 'smokes', 'So', \"that's\", 'the'],\n", " ['smokes', 'So', \"that's\", 'the', 'kind'],\n", " ['So', \"that's\", 'the', 'kind', 'of'],\n", " [\"that's\", 'the', 'kind', 'of', 'guy'],\n", " ['the', 'kind', 'of', 'guy', 'she'],\n", " ['kind', 'of', 'guy', 'she', 'likes'],\n", " ['of', 'guy', 'she', 'likes', 'Pretty'],\n", " ['guy', 'she', 'likes', 'Pretty', 'ones'],\n", " ['she', 'likes', 'Pretty', 'ones', 'Lesbian'],\n", " ['likes', 'Pretty', 'ones', 'Lesbian', 'No'],\n", " ['Pretty', 'ones', 'Lesbian', 'No', 'found'],\n", " ['ones', 'Lesbian', 'No', 'found', 'picture'],\n", " ['Lesbian', 'No', 'found', 'picture', 'of'],\n", " ['No', 'found', 'picture', 'of', 'Jared'],\n", " ['found', 'picture', 'of', 'Jared', 'Leto'],\n", " ['picture', 'of', 'Jared', 'Leto', 'in'],\n", " ['of', 'Jared', 'Leto', 'in', 'one'],\n", " ['Jared', 'Leto', 'in', 'one', 'of'],\n", " ['Leto', 'in', 'one', 'of', 'her'],\n", " ['in', 'one', 'of', 'her', 'drawers'],\n", " ['one', 'of', 'her', 'drawers', 'so'],\n", " ['of', 'her', 'drawers', 'so', \"I'm\"],\n", " ['her', 'drawers', 'so', \"I'm\", 'pretty'],\n", " ['drawers', 'so', \"I'm\", 'pretty', 'sure'],\n", " ['so', \"I'm\", 'pretty', 'sure', \"she's\"],\n", " [\"I'm\", 'pretty', 'sure', \"she's\", 'not'],\n", " ['pretty', 'sure', \"she's\", 'not', 'harboring'],\n", " ['sure', \"she's\", 'not', 'harboring', 'same'],\n", " [\"she's\", 'not', 'harboring', 'same', 'sex'],\n", " ['not', 'harboring', 'same', 'sex', 'tendencies'],\n", " ['harboring', 'same', 'sex', 'tendencies', \"She's\"],\n", " ['same', 'sex', 'tendencies', \"She's\", 'not'],\n", " ['sex', 'tendencies', \"She's\", 'not', \"I'm\"],\n", " ['tendencies', \"She's\", 'not', \"I'm\", \"workin'\"],\n", " [\"She's\", 'not', \"I'm\", \"workin'\", 'on'],\n", " ['not', \"I'm\", \"workin'\", 'on', 'it'],\n", " [\"I'm\", \"workin'\", 'on', 'it', 'But'],\n", " [\"workin'\", 'on', 'it', 'But', 'she'],\n", " ['on', 'it', 'But', 'she', \"doesn't\"],\n", " ['it', 'But', 'she', \"doesn't\", 'seem'],\n", " ['But', 'she', \"doesn't\", 'seem', 'to'],\n", " ['she', \"doesn't\", 'seem', 'to', 'be'],\n", " [\"doesn't\", 'seem', 'to', 'be', \"goin'\"],\n", " ['seem', 'to', 'be', \"goin'\", 'for'],\n", " ['to', 'be', \"goin'\", 'for', 'him'],\n", " ['be', \"goin'\", 'for', 'him', 'really'],\n", " [\"goin'\", 'for', 'him', 'really', 'really'],\n", " ['for', 'him', 'really', 'really', 'really'],\n", " ['him', 'really', 'really', 'really', 'wanna'],\n", " ['really', 'really', 'really', 'wanna', 'go'],\n", " ['really', 'really', 'wanna', 'go', 'but'],\n", " ['really', 'wanna', 'go', 'but', \"can't\"],\n", " ['wanna', 'go', 'but', \"can't\", 'Not'],\n", " ['go', 'but', \"can't\", 'Not', 'unless'],\n", " ['but', \"can't\", 'Not', 'unless', 'my'],\n", " [\"can't\", 'Not', 'unless', 'my', 'sister'],\n", " ['Not', 'unless', 'my', 'sister', 'goes'],\n", " ['unless', 'my', 'sister', 'goes', 'Sure'],\n", " ['my', 'sister', 'goes', 'Sure', 'have'],\n", " ['sister', 'goes', 'Sure', 'have', \"Eber's\"],\n", " ['goes', 'Sure', 'have', \"Eber's\", 'Deep'],\n", " ['Sure', 'have', \"Eber's\", 'Deep', 'Conditioner'],\n", " ['have', \"Eber's\", 'Deep', 'Conditioner', 'every'],\n", " [\"Eber's\", 'Deep', 'Conditioner', 'every', 'two'],\n", " ['Deep', 'Conditioner', 'every', 'two', 'days'],\n", " ['Conditioner', 'every', 'two', 'days', 'And'],\n", " ['every', 'two', 'days', 'And', 'never'],\n", " ['two', 'days', 'And', 'never', 'ever'],\n", " ['days', 'And', 'never', 'ever', 'use'],\n", " ['And', 'never', 'ever', 'use', 'blowdryer'],\n", " ['never', 'ever', 'use', 'blowdryer', 'without'],\n", " ['ever', 'use', 'blowdryer', 'without', 'the'],\n", " ['use', 'blowdryer', 'without', 'the', 'diffuser'],\n", " ['blowdryer', 'without', 'the', 'diffuser', 'attachment'],\n", " ['without', 'the', 'diffuser', 'attachment', 'How'],\n", " ['the', 'diffuser', 'attachment', 'How', 'do'],\n", " ['diffuser', 'attachment', 'How', 'do', 'you'],\n", " ['attachment', 'How', 'do', 'you', 'get'],\n", " ['How', 'do', 'you', 'get', 'your'],\n", " ['do', 'you', 'get', 'your', 'hair'],\n", " ['you', 'get', 'your', 'hair', 'to'],\n", " ['get', 'your', 'hair', 'to', 'look'],\n", " ['your', 'hair', 'to', 'look', 'like'],\n", " ['hair', 'to', 'look', 'like', 'that'],\n", " ['to', 'look', 'like', 'that', \"You're\"],\n", " ['look', 'like', 'that', \"You're\", 'sweet'],\n", " ['like', 'that', \"You're\", 'sweet', 'You'],\n", " ['that', \"You're\", 'sweet', 'You', 'have'],\n", " [\"You're\", 'sweet', 'You', 'have', 'my'],\n", " ['sweet', 'You', 'have', 'my', 'word'],\n", " ['You', 'have', 'my', 'word', 'As'],\n", " ['have', 'my', 'word', 'As', 'gentleman'],\n", " ['my', 'word', 'As', 'gentleman', 'counted'],\n", " ['word', 'As', 'gentleman', 'counted', 'on'],\n", " ['As', 'gentleman', 'counted', 'on', 'you'],\n", " ['gentleman', 'counted', 'on', 'you', 'to'],\n", " ['counted', 'on', 'you', 'to', 'help'],\n", " ['on', 'you', 'to', 'help', 'my'],\n", " ['you', 'to', 'help', 'my', 'cause'],\n", " ['to', 'help', 'my', 'cause', 'You'],\n", " ['help', 'my', 'cause', 'You', 'and'],\n", " ['my', 'cause', 'You', 'and', 'that'],\n", " ['cause', 'You', 'and', 'that', 'thug'],\n", " ['You', 'and', 'that', 'thug', 'are'],\n", " ['and', 'that', 'thug', 'are', 'obviously'],\n", " ['that', 'thug', 'are', 'obviously', 'failing'],\n", " ['thug', 'are', 'obviously', 'failing', \"Aren't\"],\n", " ['are', 'obviously', 'failing', \"Aren't\", 'we'],\n", " ['obviously', 'failing', \"Aren't\", 'we', 'ever'],\n", " ['failing', \"Aren't\", 'we', 'ever', 'going'],\n", " [\"Aren't\", 'we', 'ever', 'going', 'on'],\n", " ['we', 'ever', 'going', 'on', 'our'],\n", " ['ever', 'going', 'on', 'our', 'date'],\n", " ['going', 'on', 'our', 'date', 'You'],\n", " ['on', 'our', 'date', 'You', 'got'],\n", " ['our', 'date', 'You', 'got', 'something'],\n", " ['date', 'You', 'got', 'something', 'on'],\n", " ['You', 'got', 'something', 'on', 'your'],\n", " ['got', 'something', 'on', 'your', 'mind'],\n", " ['something', 'on', 'your', 'mind', 'Where'],\n", " ['on', 'your', 'mind', 'Where', 'There'],\n", " ['your', 'mind', 'Where', 'There', 'Well'],\n", " ['mind', 'Where', 'There', 'Well', \"there's\"],\n", " ['Where', 'There', 'Well', \"there's\", 'someone'],\n", " ['There', 'Well', \"there's\", 'someone', 'think'],\n", " ['Well', \"there's\", 'someone', 'think', 'might'],\n", " [\"there's\", 'someone', 'think', 'might', 'be'],\n", " ['someone', 'think', 'might', 'be', 'How'],\n", " ['think', 'might', 'be', 'How', 'is'],\n", " ['might', 'be', 'How', 'is', 'our'],\n", " ['be', 'How', 'is', 'our', 'little'],\n", " ['How', 'is', 'our', 'little', 'Find'],\n", " ['is', 'our', 'little', 'Find', 'the'],\n", " ['our', 'little', 'Find', 'the', 'Wench'],\n", " ['little', 'Find', 'the', 'Wench', 'Date'],\n", " ['Find', 'the', 'Wench', 'Date', 'plan'],\n", " ['the', 'Wench', 'Date', 'plan', 'progressing'],\n", " ['Wench', 'Date', 'plan', 'progressing', 'Forget'],\n", " ['Date', 'plan', 'progressing', 'Forget', 'French'],\n", " ['plan', 'progressing', 'Forget', 'French', \"That's\"],\n", " ['progressing', 'Forget', 'French', \"That's\", 'because'],\n", " ['Forget', 'French', \"That's\", 'because', \"it's\"],\n", " ['French', \"That's\", 'because', \"it's\", 'such'],\n", " [\"That's\", 'because', \"it's\", 'such', 'nice'],\n", " ['because', \"it's\", 'such', 'nice', 'one'],\n", " [\"it's\", 'such', 'nice', 'one', \"don't\"],\n", " ['such', 'nice', 'one', \"don't\", 'want'],\n", " ['nice', 'one', \"don't\", 'want', 'to'],\n", " ['one', \"don't\", 'want', 'to', 'know'],\n", " [\"don't\", 'want', 'to', 'know', 'how'],\n", " ['want', 'to', 'know', 'how', 'to'],\n", " ['to', 'know', 'how', 'to', 'say'],\n", " ['know', 'how', 'to', 'say', 'that'],\n", " ['how', 'to', 'say', 'that', 'though'],\n", " ['to', 'say', 'that', 'though', 'want'],\n", " ['say', 'that', 'though', 'want', 'to'],\n", " ['that', 'though', 'want', 'to', 'know'],\n", " ['though', 'want', 'to', 'know', 'useful'],\n", " ['want', 'to', 'know', 'useful', 'things'],\n", " ['to', 'know', 'useful', 'things', 'Like'],\n", " ['know', 'useful', 'things', 'Like', 'where'],\n", " ['useful', 'things', 'Like', 'where', 'the'],\n", " ['things', 'Like', 'where', 'the', 'good'],\n", " ['Like', 'where', 'the', 'good', 'stores'],\n", " ['where', 'the', 'good', 'stores', 'are'],\n", " ['the', 'good', 'stores', 'are', 'How'],\n", " ['good', 'stores', 'are', 'How', 'much'],\n", " ['stores', 'are', 'How', 'much', 'does'],\n", " ['are', 'How', 'much', 'does', 'champagne'],\n", " ['How', 'much', 'does', 'champagne', 'cost'],\n", " ['much', 'does', 'champagne', 'cost', 'Stuff'],\n", " ['does', 'champagne', 'cost', 'Stuff', 'like'],\n", " ['champagne', 'cost', 'Stuff', 'like', 'Chat'],\n", " ['cost', 'Stuff', 'like', 'Chat', 'have'],\n", " ['Stuff', 'like', 'Chat', 'have', 'never'],\n", " ['like', 'Chat', 'have', 'never', 'in'],\n", " ['Chat', 'have', 'never', 'in', 'my'],\n", " ['have', 'never', 'in', 'my', 'life'],\n", " ['never', 'in', 'my', 'life', 'had'],\n", " ['in', 'my', 'life', 'had', 'to'],\n", " ['my', 'life', 'had', 'to', 'point'],\n", " ['life', 'had', 'to', 'point', 'out'],\n", " ['had', 'to', 'point', 'out', 'my'],\n", " ['to', 'point', 'out', 'my', 'head'],\n", " ['point', 'out', 'my', 'head', 'to'],\n", " ['out', 'my', 'head', 'to', 'someone'],\n", " ['my', 'head', 'to', 'someone', 'Right'],\n", " ['head', 'to', 'someone', 'Right', 'See'],\n", " ['to', 'someone', 'Right', 'See', \"You're\"],\n", " ['someone', 'Right', 'See', \"You're\", 'ready'],\n", " ['Right', 'See', \"You're\", 'ready', 'for'],\n", " ['See', \"You're\", 'ready', 'for', 'the'],\n", " [\"You're\", 'ready', 'for', 'the', 'quiz'],\n", " ['ready', 'for', 'the', 'quiz', \"C'esc\"],\n", " ['for', 'the', 'quiz', \"C'esc\", 'ma'],\n", " ['the', 'quiz', \"C'esc\", 'ma', 'tete'],\n", " ['quiz', \"C'esc\", 'ma', 'tete', 'This'],\n", " [\"C'esc\", 'ma', 'tete', 'This', 'is'],\n", " ['ma', 'tete', 'This', 'is', 'my'],\n", " ['tete', 'This', 'is', 'my', 'head'],\n", " ['This', 'is', 'my', 'head', 'Let'],\n", " ['is', 'my', 'head', 'Let', 'me'],\n", " ['my', 'head', 'Let', 'me', 'see'],\n", " ['head', 'Let', 'me', 'see', 'what'],\n", " ['Let', 'me', 'see', 'what', 'can'],\n", " ['me', 'see', 'what', 'can', 'do'],\n", " ['see', 'what', 'can', 'do', 'Gosh'],\n", " ['what', 'can', 'do', 'Gosh', 'if'],\n", " ['can', 'do', 'Gosh', 'if', 'only'],\n", " ['do', 'Gosh', 'if', 'only', 'we'],\n", " ['Gosh', 'if', 'only', 'we', 'could'],\n", " ['if', 'only', 'we', 'could', 'find'],\n", " ['only', 'we', 'could', 'find', 'Kat'],\n", " ['we', 'could', 'find', 'Kat', 'boyfriend'],\n", " ['could', 'find', 'Kat', 'boyfriend', \"That's\"],\n", " ['find', 'Kat', 'boyfriend', \"That's\", 'shame'],\n", " ['Kat', 'boyfriend', \"That's\", 'shame', 'Unsolved'],\n", " ['boyfriend', \"That's\", 'shame', 'Unsolved', 'mystery'],\n", " [\"That's\", 'shame', 'Unsolved', 'mystery', 'She'],\n", " ['shame', 'Unsolved', 'mystery', 'She', 'used'],\n", " ['Unsolved', 'mystery', 'She', 'used', 'to'],\n", " ['mystery', 'She', 'used', 'to', 'be'],\n", " ['She', 'used', 'to', 'be', 'really'],\n", " ['used', 'to', 'be', 'really', 'popular'],\n", " ['to', 'be', 'really', 'popular', 'when'],\n", " ['be', 'really', 'popular', 'when', 'she'],\n", " ['really', 'popular', 'when', 'she', 'started'],\n", " ['popular', 'when', 'she', 'started', 'high'],\n", " ['when', 'she', 'started', 'high', 'school'],\n", " ['she', 'started', 'high', 'school', 'then'],\n", " ['started', 'high', 'school', 'then', 'it'],\n", " ['high', 'school', 'then', 'it', 'was'],\n", " ['school', 'then', 'it', 'was', 'just'],\n", " ['then', 'it', 'was', 'just', 'like'],\n", " ['it', 'was', 'just', 'like', 'she'],\n", " ['was', 'just', 'like', 'she', 'got'],\n", " ['just', 'like', 'she', 'got', 'sick'],\n", " ['like', 'she', 'got', 'sick', 'of'],\n", " ['she', 'got', 'sick', 'of', 'it'],\n", " ['got', 'sick', 'of', 'it', 'or'],\n", " ['sick', 'of', 'it', 'or', 'something'],\n", " ['of', 'it', 'or', 'something', 'Why'],\n", " ['it', 'or', 'something', 'Why', 'Seems'],\n", " ['or', 'something', 'Why', 'Seems', 'like'],\n", " ['something', 'Why', 'Seems', 'like', 'she'],\n", " ['Why', 'Seems', 'like', 'she', 'could'],\n", " ['Seems', 'like', 'she', 'could', 'get'],\n", " ['like', 'she', 'could', 'get', 'date'],\n", " ['she', 'could', 'get', 'date', 'easy'],\n", " ['could', 'get', 'date', 'easy', 'enough'],\n", " ['get', 'date', 'easy', 'enough', 'The'],\n", " ['date', 'easy', 'enough', 'The', 'thing'],\n", " ['easy', 'enough', 'The', 'thing', 'is'],\n", " ['enough', 'The', 'thing', 'is', 'Cameron'],\n", " ['The', 'thing', 'is', 'Cameron', \"I'm\"],\n", " ['thing', 'is', 'Cameron', \"I'm\", 'at'],\n", " ['is', 'Cameron', \"I'm\", 'at', 'the'],\n", " ['Cameron', \"I'm\", 'at', 'the', 'mercy'],\n", " [\"I'm\", 'at', 'the', 'mercy', 'of'],\n", " ['at', 'the', 'mercy', 'of', 'particularly'],\n", " ['the', 'mercy', 'of', 'particularly', 'hideous'],\n", " ['mercy', 'of', 'particularly', 'hideous', 'breed'],\n", " ['of', 'particularly', 'hideous', 'breed', 'of'],\n", " ['particularly', 'hideous', 'breed', 'of', 'loser'],\n", " ['hideous', 'breed', 'of', 'loser', 'My'],\n", " ['breed', 'of', 'loser', 'My', 'sister'],\n", " ['of', 'loser', 'My', 'sister', \"can't\"],\n", " ['loser', 'My', 'sister', \"can't\", 'date'],\n", " ['My', 'sister', \"can't\", 'date', 'until'],\n", " ['sister', \"can't\", 'date', 'until', 'she'],\n", " [\"can't\", 'date', 'until', 'she', 'does'],\n", " ['date', 'until', 'she', 'does', 'Cameron'],\n", " ['until', 'she', 'does', 'Cameron', 'No'],\n", " ['she', 'does', 'Cameron', 'No', 'no'],\n", " ['does', 'Cameron', 'No', 'no', \"it's\"],\n", " ['Cameron', 'No', 'no', \"it's\", 'my'],\n", " ['No', 'no', \"it's\", 'my', 'fault'],\n", " ['no', \"it's\", 'my', 'fault', 'we'],\n", " [\"it's\", 'my', 'fault', 'we', \"didn't\"],\n", " ['my', 'fault', 'we', \"didn't\", 'have'],\n", " ['fault', 'we', \"didn't\", 'have', 'proper'],\n", " ['we', \"didn't\", 'have', 'proper', 'introduction'],\n", " [\"didn't\", 'have', 'proper', 'introduction', 'Forget'],\n", " ['have', 'proper', 'introduction', 'Forget', 'it'],\n", " ['proper', 'introduction', 'Forget', 'it', \"You're\"],\n", " ['introduction', 'Forget', 'it', \"You're\", 'asking'],\n", " ['Forget', 'it', \"You're\", 'asking', 'me'],\n", " ['it', \"You're\", 'asking', 'me', 'out'],\n", " [\"You're\", 'asking', 'me', 'out', \"That's\"],\n", " ['asking', 'me', 'out', \"That's\", 'so'],\n", " ['me', 'out', \"That's\", 'so', 'cute'],\n", " ['out', \"That's\", 'so', 'cute', \"What's\"],\n", " [\"That's\", 'so', 'cute', \"What's\", 'your'],\n", " ['so', 'cute', \"What's\", 'your', 'name'],\n", " ['cute', \"What's\", 'your', 'name', 'again'],\n", " [\"What's\", 'your', 'name', 'again', 'Okay'],\n", " ['your', 'name', 'again', 'Okay', 'then'],\n", " ['name', 'again', 'Okay', 'then', 'how'],\n", " ['again', 'Okay', 'then', 'how', \"'bout\"],\n", " ['Okay', 'then', 'how', \"'bout\", 'we'],\n", " ['then', 'how', \"'bout\", 'we', 'try'],\n", " ['how', \"'bout\", 'we', 'try', 'out'],\n", " [\"'bout\", 'we', 'try', 'out', 'some'],\n", " ['we', 'try', 'out', 'some', 'French'],\n", " ['try', 'out', 'some', 'French', 'cuisine'],\n", " ['out', 'some', 'French', 'cuisine', 'Saturday'],\n", " ['some', 'French', 'cuisine', 'Saturday', 'Night'],\n", " ['French', 'cuisine', 'Saturday', 'Night', 'Not'],\n", " ['cuisine', 'Saturday', 'Night', 'Not', 'the'],\n", " ['Saturday', 'Night', 'Not', 'the', 'hacking'],\n", " ['Night', 'Not', 'the', 'hacking', 'and'],\n", " ['Not', 'the', 'hacking', 'and', 'gagging'],\n", " ['the', 'hacking', 'and', 'gagging', 'and'],\n", " ['hacking', 'and', 'gagging', 'and', 'spitting'],\n", " ['and', 'gagging', 'and', 'spitting', 'part'],\n", " ['gagging', 'and', 'spitting', 'part', 'Please'],\n", " ['and', 'spitting', 'part', 'Please', 'Well'],\n", " ['spitting', 'part', 'Please', 'Well', 'thought'],\n", " ['part', 'Please', 'Well', 'thought', \"we'd\"],\n", " ['Please', 'Well', 'thought', \"we'd\", 'start'],\n", " ['Well', 'thought', \"we'd\", 'start', 'with'],\n", " ['thought', \"we'd\", 'start', 'with', 'pronunciation'],\n", " [\"we'd\", 'start', 'with', 'pronunciation', 'if'],\n", " ['start', 'with', 'pronunciation', 'if', \"that's\"],\n", " ['with', 'pronunciation', 'if', \"that's\", 'okay'],\n", " ['pronunciation', 'if', \"that's\", 'okay', 'with'],\n", " ['if', \"that's\", 'okay', 'with', 'you'],\n", " [\"that's\", 'okay', 'with', 'you', 'Can'],\n", " ['okay', 'with', 'you', 'Can', 'we'],\n", " ['with', 'you', 'Can', 'we', 'make'],\n", " ['you', 'Can', 'we', 'make', 'this'],\n", " ['Can', 'we', 'make', 'this', 'quick'],\n", " ['we', 'make', 'this', 'quick', 'Roxanne'],\n", " ['make', 'this', 'quick', 'Roxanne', 'Korrine'],\n", " ['this', 'quick', 'Roxanne', 'Korrine', 'and'],\n", " ['quick', 'Roxanne', 'Korrine', 'and', 'Andrew'],\n", " ['Roxanne', 'Korrine', 'and', 'Andrew', 'Barrett'],\n", " ['Korrine', 'and', 'Andrew', 'Barrett', 'are'],\n", " ['and', 'Andrew', 'Barrett', 'are', 'having'],\n", " ['Andrew', 'Barrett', 'are', 'having', 'an'],\n", " ['Barrett', 'are', 'having', 'an', 'incredibly'],\n", " ['are', 'having', 'an', 'incredibly', 'horrendous'],\n", " ['having', 'an', 'incredibly', 'horrendous', 'public'],\n", " ['an', 'incredibly', 'horrendous', 'public', 'break'],\n", " ['incredibly', 'horrendous', 'public', 'break', 'up'],\n", " ['horrendous', 'public', 'break', 'up', 'on'],\n", " ['public', 'break', 'up', 'on', 'the'],\n", " ['break', 'up', 'on', 'the', 'quad'],\n", " ['up', 'on', 'the', 'quad', 'Again'],\n", " ['on', 'the', 'quad', 'Again', 'did'],\n", " ['the', 'quad', 'Again', 'did', 'You'],\n", " ['quad', 'Again', 'did', 'You', 'think'],\n", " ['Again', 'did', 'You', 'think', 'you'],\n", " ['did', 'You', 'think', 'you', 're'],\n", " ['You', 'think', 'you', 're', 'the'],\n", " ['think', 'you', 're', 'the', 'only'],\n", " ['you', 're', 'the', 'only', 'sophomore'],\n", " ['re', 'the', 'only', 'sophomore', 'at'],\n", " ['the', 'only', 'sophomore', 'at', 'the'],\n", " ['only', 'sophomore', 'at', 'the', 'prom'],\n", " ['sophomore', 'at', 'the', 'prom', \"don't\"],\n", " ['at', 'the', 'prom', \"don't\", 'have'],\n", " ['the', 'prom', \"don't\", 'have', 'to'],\n", " ['prom', \"don't\", 'have', 'to', 'be'],\n", " [\"don't\", 'have', 'to', 'be', 'home'],\n", " ['have', 'to', 'be', 'home', \"'til\"],\n", " ['to', 'be', 'home', \"'til\", 'two'],\n", " ['be', 'home', \"'til\", 'two', 'have'],\n", " ['home', \"'til\", 'two', 'have', 'to'],\n", " [\"'til\", 'two', 'have', 'to', 'be'],\n", " ['two', 'have', 'to', 'be', 'home'],\n", " ['have', 'to', 'be', 'home', 'in'],\n", " ['to', 'be', 'home', 'in', 'twenty'],\n", " ['be', 'home', 'in', 'twenty', 'minutes'],\n", " ['home', 'in', 'twenty', 'minutes', 'All'],\n", " ['in', 'twenty', 'minutes', 'All', 'know'],\n", " ['twenty', 'minutes', 'All', 'know', 'is'],\n", " ['minutes', 'All', 'know', 'is', \"I'd\"],\n", " ['All', 'know', 'is', \"I'd\", 'give'],\n", " ['know', 'is', \"I'd\", 'give', 'up'],\n", " ['is', \"I'd\", 'give', 'up', 'my'],\n", " [\"I'd\", 'give', 'up', 'my', 'private'],\n", " ['give', 'up', 'my', 'private', 'line'],\n", " ['up', 'my', 'private', 'line', 'to'],\n", " ['my', 'private', 'line', 'to', 'go'],\n", " ['private', 'line', 'to', 'go', 'out'],\n", " ['line', 'to', 'go', 'out', 'with'],\n", " ['to', 'go', 'out', 'with', 'guy'],\n", " ['go', 'out', 'with', 'guy', 'like'],\n", " ['out', 'with', 'guy', 'like', 'Joey'],\n", " ['with', 'guy', 'like', 'Joey', 'Sometimes'],\n", " ['guy', 'like', 'Joey', 'Sometimes', 'wonder'],\n", " ['like', 'Joey', 'Sometimes', 'wonder', 'if'],\n", " ['Joey', 'Sometimes', 'wonder', 'if', 'the'],\n", " ['Sometimes', 'wonder', 'if', 'the', 'guys'],\n", " ['wonder', 'if', 'the', 'guys', \"we're\"],\n", " ['if', 'the', 'guys', \"we're\", 'supposed'],\n", " ['the', 'guys', \"we're\", 'supposed', 'to'],\n", " ['guys', \"we're\", 'supposed', 'to', 'want'],\n", " [\"we're\", 'supposed', 'to', 'want', 'to'],\n", " ['supposed', 'to', 'want', 'to', 'go'],\n", " ['to', 'want', 'to', 'go', 'out'],\n", " ['want', 'to', 'go', 'out', 'with'],\n", " ['to', 'go', 'out', 'with', 'are'],\n", " ['go', 'out', 'with', 'are', 'the'],\n", " ['out', 'with', 'are', 'the', 'ones'],\n", " ['with', 'are', 'the', 'ones', 'we'],\n", " ['are', 'the', 'ones', 'we', 'actually'],\n", " ['the', 'ones', 'we', 'actually', 'want'],\n", " ['ones', 'we', 'actually', 'want', 'to'],\n", " ['we', 'actually', 'want', 'to', 'go'],\n", " ['actually', 'want', 'to', 'go', 'out'],\n", " ['want', 'to', 'go', 'out', 'with'],\n", " ['to', 'go', 'out', 'with', 'you'],\n", " ['go', 'out', 'with', 'you', 'know'],\n", " ['out', 'with', 'you', 'know', 'Bianca'],\n", " ['with', 'you', 'know', 'Bianca', \"don't\"],\n", " ['you', 'know', 'Bianca', \"don't\", 'think'],\n", " ['know', 'Bianca', \"don't\", 'think', 'the'],\n", " ['Bianca', \"don't\", 'think', 'the', 'highlights'],\n", " [\"don't\", 'think', 'the', 'highlights', 'of'],\n", " ['think', 'the', 'highlights', 'of', 'dating'],\n", " ['the', 'highlights', 'of', 'dating', 'Joey'],\n", " ['highlights', 'of', 'dating', 'Joey', 'Dorsey'],\n", " ['of', 'dating', 'Joey', 'Dorsey', 'are'],\n", " ['dating', 'Joey', 'Dorsey', 'are', 'going'],\n", " ['Joey', 'Dorsey', 'are', 'going', 'to'],\n", " ['Dorsey', 'are', 'going', 'to', 'include'],\n", " ['are', 'going', 'to', 'include', 'door'],\n", " ['going', 'to', 'include', 'door', 'opening'],\n", " ['to', 'include', 'door', 'opening', 'and'],\n", " ['include', 'door', 'opening', 'and', 'coat'],\n", " ['door', 'opening', 'and', 'coat', 'holding'],\n", " ['opening', 'and', 'coat', 'holding', 'Combination'],\n", " ['and', 'coat', 'holding', 'Combination', \"don't\"],\n", " ['coat', 'holding', 'Combination', \"don't\", 'know'],\n", " ['holding', 'Combination', \"don't\", 'know', 'thought'],\n", " ['Combination', \"don't\", 'know', 'thought', \"he'd\"],\n", " [\"don't\", 'know', 'thought', \"he'd\", 'be'],\n", " ['know', 'thought', \"he'd\", 'be', 'different'],\n", " ['thought', \"he'd\", 'be', 'different', 'More'],\n", " [\"he'd\", 'be', 'different', 'More', 'of'],\n", " ['be', 'different', 'More', 'of', 'gentleman'],\n", " ['different', 'More', 'of', 'gentleman', 'Is'],\n", " ['More', 'of', 'gentleman', 'Is', 'he'],\n", " ['of', 'gentleman', 'Is', 'he', 'oily'],\n", " ['gentleman', 'Is', 'he', 'oily', 'or'],\n", " ['Is', 'he', 'oily', 'or', 'dry'],\n", " ['he', 'oily', 'or', 'dry', 'He'],\n", " ['oily', 'or', 'dry', 'He', 'practically'],\n", " ['or', 'dry', 'He', 'practically', 'proposed'],\n", " ['dry', 'He', 'practically', 'proposed', 'when'],\n", " ['He', 'practically', 'proposed', 'when', 'he'],\n", " ['practically', 'proposed', 'when', 'he', 'found'],\n", " ['proposed', 'when', 'he', 'found', 'out'],\n", " ['when', 'he', 'found', 'out', 'we'],\n", " ['he', 'found', 'out', 'we', 'had'],\n", " ['found', 'out', 'we', 'had', 'the'],\n", " ['out', 'we', 'had', 'the', 'same'],\n", " ['we', 'had', 'the', 'same', 'dermatologist'],\n", " ['had', 'the', 'same', 'dermatologist', 'mean'],\n", " ['the', 'same', 'dermatologist', 'mean', 'Dr'],\n", " ['same', 'dermatologist', 'mean', 'Dr', 'Bonchowski'],\n", " ['dermatologist', 'mean', 'Dr', 'Bonchowski', 'is'],\n", " ['mean', 'Dr', 'Bonchowski', 'is', 'great'],\n", " ['Dr', 'Bonchowski', 'is', 'great', 'an'],\n", " ['Bonchowski', 'is', 'great', 'an', 'all'],\n", " ['is', 'great', 'an', 'all', 'but'],\n", " ['great', 'an', 'all', 'but', \"he's\"],\n", " ['an', 'all', 'but', \"he's\", 'not'],\n", " ['all', 'but', \"he's\", 'not', 'exactly'],\n", " ['but', \"he's\", 'not', 'exactly', 'relevant'],\n", " [\"he's\", 'not', 'exactly', 'relevant', 'party'],\n", " ['not', 'exactly', 'relevant', 'party', 'conversation'],\n", " ['exactly', 'relevant', 'party', 'conversation', 'Would'],\n", " ['relevant', 'party', 'conversation', 'Would', 'you'],\n", " ['party', 'conversation', 'Would', 'you', 'mind'],\n", " ['conversation', 'Would', 'you', 'mind', 'getting'],\n", " ['Would', 'you', 'mind', 'getting', 'me'],\n", " ['you', 'mind', 'getting', 'me', 'drink'],\n", " ['mind', 'getting', 'me', 'drink', 'Cameron'],\n", " ['getting', 'me', 'drink', 'Cameron', 'Great'],\n", " ['me', 'drink', 'Cameron', 'Great', 'Joey'],\n", " ['drink', 'Cameron', 'Great', 'Joey', 'Who'],\n", " ['Cameron', 'Great', 'Joey', 'Who', 'Where'],\n", " ['Great', 'Joey', 'Who', 'Where', 'did'],\n", " ['Joey', 'Who', 'Where', 'did', 'he'],\n", " ['Who', 'Where', 'did', 'he', 'go'],\n", " ['Where', 'did', 'he', 'go', 'He'],\n", " ['did', 'he', 'go', 'He', 'was'],\n", " ['he', 'go', 'He', 'was', 'just'],\n", " ['go', 'He', 'was', 'just', 'here'],\n", " ['He', 'was', 'just', 'here', 'You'],\n", " ['was', 'just', 'here', 'You', 'might'],\n", " ['just', 'here', 'You', 'might', 'wanna'],\n", " ['here', 'You', 'might', 'wanna', 'think'],\n", " ['You', 'might', 'wanna', 'think', 'about'],\n", " ['might', 'wanna', 'think', 'about', 'it'],\n", " ['wanna', 'think', 'about', 'it', 'No'],\n", " ['think', 'about', 'it', 'No', 'Did'],\n", " ['about', 'it', 'No', 'Did', 'you'],\n", " ['it', 'No', 'Did', 'you', 'change'],\n", " ['No', 'Did', 'you', 'change', 'your'],\n", " ['Did', 'you', 'change', 'your', 'hair'],\n", " ['you', 'change', 'your', 'hair', 'You'],\n", " ['change', 'your', 'hair', 'You', 'know'],\n", " ['your', 'hair', 'You', 'know', 'the'],\n", " ['hair', 'You', 'know', 'the', 'deal'],\n", " ['You', 'know', 'the', 'deal', 'can'],\n", " ['know', 'the', 'deal', 'can', 'go'],\n", " ['the', 'deal', 'can', 'go', 'if'],\n", " ['deal', 'can', 'go', 'if', 'Kat'],\n", " ['can', 'go', 'if', 'Kat', \"doesn't\"],\n", " ['go', 'if', 'Kat', \"doesn't\", 'go'],\n", " ['if', 'Kat', \"doesn't\", 'go', 'Listen'],\n", " ['Kat', \"doesn't\", 'go', 'Listen', 'want'],\n", " [\"doesn't\", 'go', 'Listen', 'want', 'to'],\n", " ['go', 'Listen', 'want', 'to', 'talk'],\n", " ['Listen', 'want', 'to', 'talk', 'to'],\n", " ['want', 'to', 'talk', 'to', 'you'],\n", " ['to', 'talk', 'to', 'you', 'about'],\n", " ['talk', 'to', 'you', 'about', 'the'],\n", " ['to', 'you', 'about', 'the', 'prom'],\n", " ['you', 'about', 'the', 'prom', \"You're\"],\n", " ['about', 'the', 'prom', \"You're\", 'concentrating'],\n", " ['the', 'prom', \"You're\", 'concentrating', 'awfully'],\n", " ['prom', \"You're\", 'concentrating', 'awfully', 'hard'],\n", " [\"You're\", 'concentrating', 'awfully', 'hard', 'considering'],\n", " ['concentrating', 'awfully', 'hard', 'considering', \"it's\"],\n", " ['awfully', 'hard', 'considering', \"it's\", 'gym'],\n", " ['hard', 'considering', \"it's\", 'gym', 'class'],\n", " ['considering', \"it's\", 'gym', 'class', 'Hi'],\n", " [\"it's\", 'gym', 'class', 'Hi', 'Joey'],\n", " ['gym', 'class', 'Hi', 'Joey', 'Hey'],\n", " ['class', 'Hi', 'Joey', 'Hey', 'sweet'],\n", " ['Hi', 'Joey', 'Hey', 'sweet', 'cheeks'],\n", " ['Joey', 'Hey', 'sweet', 'cheeks', 'My'],\n", " ['Hey', 'sweet', 'cheeks', 'My', 'agent'],\n", " ['sweet', 'cheeks', 'My', 'agent', 'says'],\n", " ['cheeks', 'My', 'agent', 'says', \"I've\"],\n", " ['My', 'agent', 'says', \"I've\", 'got'],\n", " ['agent', 'says', \"I've\", 'got', 'good'],\n", " ['says', \"I've\", 'got', 'good', 'shot'],\n", " [\"I've\", 'got', 'good', 'shot', 'at'],\n", " ['got', 'good', 'shot', 'at', 'being'],\n", " ['good', 'shot', 'at', 'being', 'the'],\n", " ['shot', 'at', 'being', 'the', 'Prada'],\n", " ['at', 'being', 'the', 'Prada', 'guy'],\n", " ['being', 'the', 'Prada', 'guy', 'next'],\n", " ['the', 'Prada', 'guy', 'next', 'year'],\n", " ['Prada', 'guy', 'next', 'year', 'Neat'],\n", " ['guy', 'next', 'year', 'Neat', \"It's\"],\n", " ['next', 'year', 'Neat', \"It's\", 'gay'],\n", " ['year', 'Neat', \"It's\", 'gay', 'cruise'],\n", " ['Neat', \"It's\", 'gay', 'cruise', 'line'],\n", " [\"It's\", 'gay', 'cruise', 'line', 'but'],\n", " ['gay', 'cruise', 'line', 'but', \"I'll\"],\n", " ['cruise', 'line', 'but', \"I'll\", 'be'],\n", " ['line', 'but', \"I'll\", 'be', 'like'],\n", " ['but', \"I'll\", 'be', 'like', 'wearing'],\n", " [\"I'll\", 'be', 'like', 'wearing', 'uniform'],\n", " ['be', 'like', 'wearing', 'uniform', 'and'],\n", " ['like', 'wearing', 'uniform', 'and', 'stuff'],\n", " ['wearing', 'uniform', 'and', 'stuff', 'Queen'],\n", " ['uniform', 'and', 'stuff', 'Queen', 'Harry'],\n", " ['and', 'stuff', 'Queen', 'Harry', 'So'],\n", " ['stuff', 'Queen', 'Harry', 'So', 'yeah'],\n", " ['Queen', 'Harry', 'So', 'yeah', \"I've\"],\n", " ['Harry', 'So', 'yeah', \"I've\", 'got'],\n", " ['So', 'yeah', \"I've\", 'got', 'the'],\n", " ['yeah', \"I've\", 'got', 'the', 'Sears'],\n", " [\"I've\", 'got', 'the', 'Sears', 'catalog'],\n", " ['got', 'the', 'Sears', 'catalog', 'thing'],\n", " ['the', 'Sears', 'catalog', 'thing', 'going'],\n", " ['Sears', 'catalog', 'thing', 'going', 'and'],\n", " ['catalog', 'thing', 'going', 'and', 'the'],\n", " ['thing', 'going', 'and', 'the', 'tube'],\n", " ['going', 'and', 'the', 'tube', 'sock'],\n", " ['and', 'the', 'tube', 'sock', 'gig'],\n", " ['the', 'tube', 'sock', 'gig', \"that's\"],\n", " ['tube', 'sock', 'gig', \"that's\", 'gonna'],\n", " ['sock', 'gig', \"that's\", 'gonna', 'be'],\n", " ['gig', \"that's\", 'gonna', 'be', 'huge'],\n", " [\"that's\", 'gonna', 'be', 'huge', 'And'],\n", " ['gonna', 'be', 'huge', 'And', 'then'],\n", " ['be', 'huge', 'And', 'then', \"I'm\"],\n", " ['huge', 'And', 'then', \"I'm\", 'up'],\n", " ['And', 'then', \"I'm\", 'up', 'for'],\n", " ['then', \"I'm\", 'up', 'for', 'an'],\n", " [\"I'm\", 'up', 'for', 'an', 'ad'],\n", " ['up', 'for', 'an', 'ad', 'for'],\n", " ['for', 'an', 'ad', 'for', 'Queen'],\n", " ['an', 'ad', 'for', 'Queen', 'Harry'],\n", " ['ad', 'for', 'Queen', 'Harry', 'next'],\n", " ['for', 'Queen', 'Harry', 'next', 'week'],\n", " ['Queen', 'Harry', 'next', 'week', 'Hopefully'],\n", " ['Harry', 'next', 'week', 'Hopefully', 'Exactly'],\n", " ['next', 'week', 'Hopefully', 'Exactly', 'So'],\n", " ['week', 'Hopefully', 'Exactly', 'So', 'you'],\n", " ['Hopefully', 'Exactly', 'So', 'you', 'going'],\n", " ['Exactly', 'So', 'you', 'going', 'to'],\n", " ['So', 'you', 'going', 'to', 'Bogey'],\n", " ['you', 'going', 'to', 'Bogey', \"Lowenbrau's\"],\n", " ['going', 'to', 'Bogey', \"Lowenbrau's\", 'thing'],\n", " ['to', 'Bogey', \"Lowenbrau's\", 'thing', 'on'],\n", " ['Bogey', \"Lowenbrau's\", 'thing', 'on', 'Saturday'],\n", " [\"Lowenbrau's\", 'thing', 'on', 'Saturday', 'Expensive'],\n", " ['thing', 'on', 'Saturday', 'Expensive', \"It's\"],\n", " ['on', 'Saturday', 'Expensive', \"It's\", 'more'],\n", " ['Saturday', 'Expensive', \"It's\", 'more', 'Perm'],\n", " ['Expensive', \"It's\", 'more', 'Perm', 'Patrick'],\n", " [\"It's\", 'more', 'Perm', 'Patrick', 'is'],\n", " ['more', 'Perm', 'Patrick', 'is', 'that'],\n", " ['Perm', 'Patrick', 'is', 'that', \"It's\"],\n", " ['Patrick', 'is', 'that', \"It's\", 'just'],\n", " ['is', 'that', \"It's\", 'just', 'you'],\n", " ['that', \"It's\", 'just', 'you', 'Is'],\n", " [\"It's\", 'just', 'you', 'Is', 'that'],\n", " ['just', 'you', 'Is', 'that', 'woman'],\n", " ['you', 'Is', 'that', 'woman', 'complete'],\n", " ['Is', 'that', 'woman', 'complete', 'fruit'],\n", " ['that', 'woman', 'complete', 'fruit', 'loop'],\n", " ['woman', 'complete', 'fruit', 'loop', 'or'],\n", " ['complete', 'fruit', 'loop', 'or', 'is'],\n", " ['fruit', 'loop', 'or', 'is', 'it'],\n", " ['loop', 'or', 'is', 'it', 'just'],\n", " ['or', 'is', 'it', 'just', 'me'],\n", " ['is', 'it', 'just', 'me', 'No'],\n", " ['it', 'just', 'me', 'No', 'just'],\n", " ['just', 'me', 'No', 'just', 'wanted'],\n", " ['me', 'No', 'just', 'wanted', 'What'],\n", " ['No', 'just', 'wanted', 'What', 'To'],\n", " ['just', 'wanted', 'What', 'To', 'completely'],\n", " ['wanted', 'What', 'To', 'completely', 'damage'],\n", " ['What', 'To', 'completely', 'damage', 'me'],\n", " ['To', 'completely', 'damage', 'me', 'To'],\n", " ['completely', 'damage', 'me', 'To', 'send'],\n", " ['damage', 'me', 'To', 'send', 'me'],\n", " ['me', 'To', 'send', 'me', 'to'],\n", " ['To', 'send', 'me', 'to', 'therapy'],\n", " ['send', 'me', 'to', 'therapy', 'forever'],\n", " ['me', 'to', 'therapy', 'forever', 'What'],\n", " ['to', 'therapy', 'forever', 'What', 'just'],\n", " ['therapy', 'forever', 'What', 'just', 'wanted'],\n", " ['forever', 'What', 'just', 'wanted', 'You'],\n", " ['What', 'just', 'wanted', 'You', 'set'],\n", " ['just', 'wanted', 'You', 'set', 'me'],\n", " ['wanted', 'You', 'set', 'me', 'up'],\n", " ['You', 'set', 'me', 'up', 'Let'],\n", " ['set', 'me', 'up', 'Let', 'go'],\n", " ['me', 'up', 'Let', 'go', 'So'],\n", " ['up', 'Let', 'go', 'So', 'did'],\n", " ['Let', 'go', 'So', 'did', 'you'],\n", " ['go', 'So', 'did', 'you', 'You'],\n", " ['So', 'did', 'you', 'You', 'looked'],\n", " ['did', 'you', 'You', 'looked', 'beautiful'],\n", " ['you', 'You', 'looked', 'beautiful', 'last'],\n", " ['You', 'looked', 'beautiful', 'last', 'night'],\n", " ['looked', 'beautiful', 'last', 'night', 'you'],\n", " ['beautiful', 'last', 'night', 'you', 'know'],\n", " ['last', 'night', 'you', 'know', 'guess'],\n", " ['night', 'you', 'know', 'guess', \"I'll\"],\n", " ['you', 'know', 'guess', \"I'll\", 'never'],\n", " ['know', 'guess', \"I'll\", 'never', 'know'],\n", " ['guess', \"I'll\", 'never', 'know', 'will'],\n", " [\"I'll\", 'never', 'know', 'will', 'Not'],\n", " ['never', 'know', 'will', 'Not', 'all'],\n", " ['know', 'will', 'Not', 'all', 'experiences'],\n", " ['will', 'Not', 'all', 'experiences', 'are'],\n", " ['Not', 'all', 'experiences', 'are', 'good'],\n", " ['all', 'experiences', 'are', 'good', 'Bianca'],\n", " ['experiences', 'are', 'good', 'Bianca', 'You'],\n", " ['are', 'good', 'Bianca', 'You', \"can't\"],\n", " ['good', 'Bianca', 'You', \"can't\", 'always'],\n", " ['Bianca', 'You', \"can't\", 'always', 'trust'],\n", " ['You', \"can't\", 'always', 'trust', 'the'],\n", " [\"can't\", 'always', 'trust', 'the', 'people'],\n", " ['always', 'trust', 'the', 'people', 'you'],\n", " ['trust', 'the', 'people', 'you', 'want'],\n", " ['the', 'people', 'you', 'want', 'to'],\n", " ['people', 'you', 'want', 'to', 'God'],\n", " ['you', 'want', 'to', 'God', \"you're\"],\n", " ['want', 'to', 'God', \"you're\", 'just'],\n", " ['to', 'God', \"you're\", 'just', 'like'],\n", " ['God', \"you're\", 'just', 'like', 'him'],\n", " [\"you're\", 'just', 'like', 'him', 'Just'],\n", " ['just', 'like', 'him', 'Just', 'keep'],\n", " ['like', 'him', 'Just', 'keep', 'me'],\n", " ['him', 'Just', 'keep', 'me', 'locked'],\n", " ['Just', 'keep', 'me', 'locked', 'away'],\n", " ['keep', 'me', 'locked', 'away', 'in'],\n", " ['me', 'locked', 'away', 'in', 'the'],\n", " ['locked', 'away', 'in', 'the', 'dark'],\n", " ['away', 'in', 'the', 'dark', 'so'],\n", " ['in', 'the', 'dark', 'so', \"can't\"],\n", " ['the', 'dark', 'so', \"can't\", 'experience'],\n", " ['dark', 'so', \"can't\", 'experience', 'anything'],\n", " ['so', \"can't\", 'experience', 'anything', 'for'],\n", " [\"can't\", 'experience', 'anything', 'for', 'myself'],\n", " ['experience', 'anything', 'for', 'myself', 'guess'],\n", " ['anything', 'for', 'myself', 'guess', 'thought'],\n", " ['for', 'myself', 'guess', 'thought', 'was'],\n", " ['myself', 'guess', 'thought', 'was', 'protecting'],\n", " ['guess', 'thought', 'was', 'protecting', 'you'],\n", " ['thought', 'was', 'protecting', 'you', \"I'm\"],\n", " ['was', 'protecting', 'you', \"I'm\", 'not'],\n", " ['protecting', 'you', \"I'm\", 'not', 'stupid'],\n", " ['you', \"I'm\", 'not', 'stupid', 'enough'],\n", " [\"I'm\", 'not', 'stupid', 'enough', 'to'],\n", " ['not', 'stupid', 'enough', 'to', 'repeat'],\n", " ['stupid', 'enough', 'to', 'repeat', 'your'],\n", " ['enough', 'to', 'repeat', 'your', 'mistakes'],\n", " ['to', 'repeat', 'your', 'mistakes', \"That's\"],\n", " ['repeat', 'your', 'mistakes', \"That's\", 'not'],\n", " ['your', 'mistakes', \"That's\", 'not', 'No'],\n", " ['mistakes', \"That's\", 'not', 'No', 'you'],\n", " [\"That's\", 'not', 'No', 'you', \"didn't\"],\n", " ['not', 'No', 'you', \"didn't\", 'If'],\n", " ['No', 'you', \"didn't\", 'If', 'you'],\n", " ['you', \"didn't\", 'If', 'you', 'really'],\n", " [\"didn't\", 'If', 'you', 'really', 'thought'],\n", " ['If', 'you', 'really', 'thought', 'could'],\n", " ['you', 'really', 'thought', 'could', 'make'],\n", " ['really', 'thought', 'could', 'make', 'my'],\n", " ['thought', 'could', 'make', 'my', 'own'],\n", " ['could', 'make', 'my', 'own', 'decisions'],\n", " ['make', 'my', 'own', 'decisions', 'you'],\n", " ['my', 'own', 'decisions', 'you', \"would've\"],\n", " ['own', 'decisions', 'you', \"would've\", 'let'],\n", " ['decisions', 'you', \"would've\", 'let', 'me'],\n", " ['you', \"would've\", 'let', 'me', 'go'],\n", " [\"would've\", 'let', 'me', 'go', 'out'],\n", " ['let', 'me', 'go', 'out', 'with'],\n", " ['me', 'go', 'out', 'with', 'him'],\n", " ['go', 'out', 'with', 'him', 'instead'],\n", " ['out', 'with', 'him', 'instead', 'of'],\n", " ['with', 'him', 'instead', 'of', 'helping'],\n", " ['him', 'instead', 'of', 'helping', 'Daddy'],\n", " ['instead', 'of', 'helping', 'Daddy', 'hold'],\n", " ['of', 'helping', 'Daddy', 'hold', 'me'],\n", " ['helping', 'Daddy', 'hold', 'me', 'hostage'],\n", " ['Daddy', 'hold', 'me', 'hostage', 'wanted'],\n", " ['hold', 'me', 'hostage', 'wanted', 'to'],\n", " ['me', 'hostage', 'wanted', 'to', 'let'],\n", " ['hostage', 'wanted', 'to', 'let', 'you'],\n", " ['wanted', 'to', 'let', 'you', 'make'],\n", " ['to', 'let', 'you', 'make', 'up'],\n", " ['let', 'you', 'make', 'up', 'your'],\n", " ['you', 'make', 'up', 'your', 'own'],\n", " ['make', 'up', 'your', 'own', 'mind'],\n", " ['up', 'your', 'own', 'mind', 'about'],\n", " ['your', 'own', 'mind', 'about', 'him'],\n", " ['own', 'mind', 'about', 'him', 'Why'],\n", " ['mind', 'about', 'him', 'Why', \"didn't\"],\n", " ['about', 'him', 'Why', \"didn't\", 'you'],\n", " ['him', 'Why', \"didn't\", 'you', 'tell'],\n", " ['Why', \"didn't\", 'you', 'tell', 'me'],\n", " [\"didn't\", 'you', 'tell', 'me', 'After'],\n", " ['you', 'tell', 'me', 'After', 'that'],\n", " ['tell', 'me', 'After', 'that', 'swore'],\n", " ['me', 'After', 'that', 'swore', \"I'd\"],\n", " ['After', 'that', 'swore', \"I'd\", 'never'],\n", " ['that', 'swore', \"I'd\", 'never', 'do'],\n", " ['swore', \"I'd\", 'never', 'do', 'anything'],\n", " [\"I'd\", 'never', 'do', 'anything', 'just'],\n", " ['never', 'do', 'anything', 'just', 'because'],\n", " ['do', 'anything', 'just', 'because', '\"everyone'],\n", " ['anything', 'just', 'because', '\"everyone', 'else\"'],\n", " ['just', 'because', '\"everyone', 'else\"', 'was'],\n", " ['because', '\"everyone', 'else\"', 'was', 'doing'],\n", " ['\"everyone', 'else\"', 'was', 'doing', 'it'],\n", " ['else\"', 'was', 'doing', 'it', 'And'],\n", " ['was', 'doing', 'it', 'And', \"haven't\"],\n", " ['doing', 'it', 'And', \"haven't\", 'since'],\n", " ['it', 'And', \"haven't\", 'since', 'Except'],\n", " ['And', \"haven't\", 'since', 'Except', 'for'],\n", " [\"haven't\", 'since', 'Except', 'for', \"Bogey's\"],\n", " ['since', 'Except', 'for', \"Bogey's\", 'party'],\n", " ['Except', 'for', \"Bogey's\", 'party', 'and'],\n", " ['for', \"Bogey's\", 'party', 'and', 'my'],\n", " [\"Bogey's\", 'party', 'and', 'my', 'stunning'],\n", " ['party', 'and', 'my', 'stunning', 'gastro'],\n", " ['and', 'my', 'stunning', 'gastro', 'intestinal'],\n", " ['my', 'stunning', 'gastro', 'intestinal', 'display'],\n", " ['stunning', 'gastro', 'intestinal', 'display', 'But'],\n", " ['gastro', 'intestinal', 'display', 'But', 'Just'],\n", " ['intestinal', 'display', 'But', 'Just', 'once'],\n", " ['display', 'But', 'Just', 'once', 'Afterwards'],\n", " ['But', 'Just', 'once', 'Afterwards', 'told'],\n", " ['Just', 'once', 'Afterwards', 'told', 'him'],\n", " ['once', 'Afterwards', 'told', 'him', \"didn't\"],\n", " ['Afterwards', 'told', 'him', \"didn't\", 'want'],\n", " ['told', 'him', \"didn't\", 'want', 'to'],\n", " ['him', \"didn't\", 'want', 'to', 'anymore'],\n", " [\"didn't\", 'want', 'to', 'anymore', \"wasn't\"],\n", " ['want', 'to', 'anymore', \"wasn't\", 'ready'],\n", " ['to', 'anymore', \"wasn't\", 'ready', 'He'],\n", " ['anymore', \"wasn't\", 'ready', 'He', 'got'],\n", " [\"wasn't\", 'ready', 'He', 'got', 'pissed'],\n", " ['ready', 'He', 'got', 'pissed', 'Then'],\n", " ['He', 'got', 'pissed', 'Then', 'he'],\n", " ['got', 'pissed', 'Then', 'he', 'broke'],\n", " ['pissed', 'Then', 'he', 'broke', 'up'],\n", " ['Then', 'he', 'broke', 'up', 'with'],\n", " ['he', 'broke', 'up', 'with', 'me'],\n", " ['broke', 'up', 'with', 'me', 'You'],\n", " ['up', 'with', 'me', 'You', 'did'],\n", " ['with', 'me', 'You', 'did', 'what'],\n", " ['me', 'You', 'did', 'what', 'He'],\n", " ['You', 'did', 'what', 'He', 'said'],\n", " ['did', 'what', 'He', 'said', 'everyone'],\n", " ['what', 'He', 'said', 'everyone', 'was'],\n", " ['He', 'said', 'everyone', 'was', 'doing'],\n", " ['said', 'everyone', 'was', 'doing', 'it'],\n", " ['everyone', 'was', 'doing', 'it', 'So'],\n", " ['was', 'doing', 'it', 'So', 'did'],\n", " ['doing', 'it', 'So', 'did', 'it'],\n", " ...]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "val1 = 0\n", "val2 = 5\n", "ld_matrix = []\n", "for i in range(len(ld)):\n", " ld_matrix.append(ld[val1:val2])\n", " val1 = val1+1\n", " val2 = val2+1\n", "ld_matrix" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['They',\n", " 'do',\n", " 'not',\n", " 'They',\n", " 'do',\n", " 'to',\n", " 'hope',\n", " 'so',\n", " 'She',\n", " 'okay',\n", " \"Let's\",\n", " 'go',\n", " 'Wow',\n", " 'Okay',\n", " \"you're\",\n", " 'gonna',\n", " 'need',\n", " 'to',\n", " 'learn',\n", " 'how',\n", " 'to',\n", " 'lie',\n", " 'No',\n", " \"I'm\",\n", " 'kidding',\n", " 'You',\n", " 'know',\n", " 'how',\n", " 'sometimes',\n", " 'you',\n", " 'just',\n", " 'become',\n", " 'this',\n", " '\"persona\"',\n", " 'And',\n", " 'you',\n", " \"don't\",\n", " 'know',\n", " 'how',\n", " 'to',\n", " 'quit',\n", " 'Like',\n", " 'my',\n", " 'fear',\n", " 'of',\n", " 'wearing',\n", " 'pastels',\n", " 'The',\n", " '\"real',\n", " 'you\"',\n", " 'What',\n", " 'good',\n", " 'stuff',\n", " 'figured',\n", " \"you'd\",\n", " 'get',\n", " 'to',\n", " 'the',\n", " 'good',\n", " 'stuff',\n", " 'eventually',\n", " 'Thank',\n", " 'God',\n", " 'If',\n", " 'had',\n", " 'to',\n", " 'hear',\n", " 'one',\n", " 'more',\n", " 'story',\n", " 'about',\n", " 'your',\n", " 'coiffure',\n", " 'Me',\n", " 'This',\n", " 'endless',\n", " 'blonde',\n", " 'babble',\n", " \"I'm\",\n", " 'like',\n", " 'boring',\n", " 'myself',\n", " 'What',\n", " 'crap',\n", " 'do',\n", " 'you',\n", " 'listen',\n", " 'to',\n", " 'this',\n", " 'crap',\n", " 'No',\n", " 'Then',\n", " 'Guillermo',\n", " 'says',\n", " '\"If',\n", " 'you',\n", " 'go',\n", " 'any',\n", " 'lighter',\n", " \"you're\",\n", " 'gonna',\n", " 'look',\n", " 'like',\n", " 'an',\n", " 'extra',\n", " 'on',\n", " '90210',\n", " 'You',\n", " 'always',\n", " 'been',\n", " 'this',\n", " 'selfish',\n", " 'But',\n", " 'Then',\n", " \"that's\",\n", " 'all',\n", " 'you',\n", " 'had',\n", " 'to',\n", " 'say',\n", " 'Well',\n", " 'no',\n", " 'You',\n", " 'never',\n", " 'wanted',\n", " 'to',\n", " 'go',\n", " 'out',\n", " 'with',\n", " \"'me\",\n", " 'did',\n", " 'you',\n", " 'was',\n", " 'looked',\n", " 'for',\n", " 'you',\n", " 'back',\n", " 'at',\n", " 'the',\n", " 'party',\n", " 'but',\n", " 'you',\n", " 'always',\n", " 'seemed',\n", " 'to',\n", " 'be',\n", " '\"occupied\"',\n", " 'Tons',\n", " 'Have',\n", " 'fun',\n", " 'tonight',\n", " 'believe',\n", " 'we',\n", " 'share',\n", " 'an',\n", " 'art',\n", " 'instructor',\n", " 'You',\n", " 'know',\n", " 'Chastity',\n", " 'Looks',\n", " 'like',\n", " 'things',\n", " 'worked',\n", " 'out',\n", " 'tonight',\n", " 'huh',\n", " 'Hi',\n", " 'Who',\n", " 'knows',\n", " 'All',\n", " \"I've\",\n", " 'ever',\n", " 'heard',\n", " 'her',\n", " 'say',\n", " 'is',\n", " 'that',\n", " \"she'd\",\n", " 'dip',\n", " 'before',\n", " 'dating',\n", " 'guy',\n", " 'that',\n", " 'smokes',\n", " 'So',\n", " \"that's\",\n", " 'the',\n", " 'kind',\n", " 'of',\n", " 'guy',\n", " 'she',\n", " 'likes',\n", " 'Pretty',\n", " 'ones',\n", " 'Lesbian',\n", " 'No',\n", " 'found',\n", " 'picture',\n", " 'of',\n", " 'Jared',\n", " 'Leto',\n", " 'in',\n", " 'one',\n", " 'of',\n", " 'her',\n", " 'drawers',\n", " 'so',\n", " \"I'm\",\n", " 'pretty',\n", " 'sure',\n", " \"she's\",\n", " 'not',\n", " 'harboring',\n", " 'same',\n", " 'sex',\n", " 'tendencies',\n", " \"She's\",\n", " 'not',\n", " \"I'm\",\n", " \"workin'\",\n", " 'on',\n", " 'it',\n", " 'But',\n", " 'she',\n", " \"doesn't\",\n", " 'seem',\n", " 'to',\n", " 'be',\n", " \"goin'\",\n", " 'for',\n", " 'him',\n", " 'really',\n", " 'really',\n", " 'really',\n", " 'wanna',\n", " 'go',\n", " 'but',\n", " \"can't\",\n", " 'Not',\n", " 'unless',\n", " 'my',\n", " 'sister',\n", " 'goes',\n", " 'Sure',\n", " 'have',\n", " \"Eber's\",\n", " 'Deep',\n", " 'Conditioner',\n", " 'every',\n", " 'two',\n", " 'days',\n", " 'And',\n", " 'never',\n", " 'ever',\n", " 'use',\n", " 'blowdryer',\n", " 'without',\n", " 'the',\n", " 'diffuser',\n", " 'attachment',\n", " 'How',\n", " 'do',\n", " 'you',\n", " 'get',\n", " 'your',\n", " 'hair',\n", " 'to',\n", " 'look',\n", " 'like',\n", " 'that',\n", " \"You're\",\n", " 'sweet',\n", " 'You',\n", " 'have',\n", " 'my',\n", " 'word',\n", " 'As',\n", " 'gentleman',\n", " 'counted',\n", " 'on',\n", " 'you',\n", " 'to',\n", " 'help',\n", " 'my',\n", " 'cause',\n", " 'You',\n", " 'and',\n", " 'that',\n", " 'thug',\n", " 'are',\n", " 'obviously',\n", " 'failing',\n", " \"Aren't\",\n", " 'we',\n", " 'ever',\n", " 'going',\n", " 'on',\n", " 'our',\n", " 'date',\n", " 'You',\n", " 'got',\n", " 'something',\n", " 'on',\n", " 'your',\n", " 'mind',\n", " 'Where',\n", " 'There',\n", " 'Well',\n", " \"there's\",\n", " 'someone',\n", " 'think',\n", " 'might',\n", " 'be',\n", " 'How',\n", " 'is',\n", " 'our',\n", " 'little',\n", " 'Find',\n", " 'the',\n", " 'Wench',\n", " 'Date',\n", " 'plan',\n", " 'progressing',\n", " 'Forget',\n", " 'French',\n", " \"That's\",\n", " 'because',\n", " \"it's\",\n", " 'such',\n", " 'nice',\n", " 'one',\n", " \"don't\",\n", " 'want',\n", " 'to',\n", " 'know',\n", " 'how',\n", " 'to',\n", " 'say',\n", " 'that',\n", " 'though',\n", " 'want',\n", " 'to',\n", " 'know',\n", " 'useful',\n", " 'things',\n", " 'Like',\n", " 'where',\n", " 'the',\n", " 'good',\n", " 'stores',\n", " 'are',\n", " 'How',\n", " 'much',\n", " 'does',\n", " 'champagne',\n", " 'cost',\n", " 'Stuff',\n", " 'like',\n", " 'Chat',\n", " 'have',\n", " 'never',\n", " 'in',\n", " 'my',\n", " 'life',\n", " 'had',\n", " 'to',\n", " 'point',\n", " 'out',\n", " 'my',\n", " 'head',\n", " 'to',\n", " 'someone',\n", " 'Right',\n", " 'See',\n", " \"You're\",\n", " 'ready',\n", " 'for',\n", " 'the',\n", " 'quiz',\n", " \"C'esc\",\n", " 'ma',\n", " 'tete',\n", " 'This',\n", " 'is',\n", " 'my',\n", " 'head',\n", " 'Let',\n", " 'me',\n", " 'see',\n", " 'what',\n", " 'can',\n", " 'do',\n", " 'Gosh',\n", " 'if',\n", " 'only',\n", " 'we',\n", " 'could',\n", " 'find',\n", " 'Kat',\n", " 'boyfriend',\n", " \"That's\",\n", " 'shame',\n", " 'Unsolved',\n", " 'mystery',\n", " 'She',\n", " 'used',\n", " 'to',\n", " 'be',\n", " 'really',\n", " 'popular',\n", " 'when',\n", " 'she',\n", " 'started',\n", " 'high',\n", " 'school',\n", " 'then',\n", " 'it',\n", " 'was',\n", " 'just',\n", " 'like',\n", " 'she',\n", " 'got',\n", " 'sick',\n", " 'of',\n", " 'it',\n", " 'or',\n", " 'something',\n", " 'Why',\n", " 'Seems',\n", " 'like',\n", " 'she',\n", " 'could',\n", " 'get',\n", " 'date',\n", " 'easy',\n", " 'enough',\n", " 'The',\n", " 'thing',\n", " 'is',\n", " 'Cameron',\n", " \"I'm\",\n", " 'at',\n", " 'the',\n", " 'mercy',\n", " 'of',\n", " 'particularly',\n", " 'hideous',\n", " 'breed',\n", " 'of',\n", " 'loser',\n", " 'My',\n", " 'sister',\n", " \"can't\",\n", " 'date',\n", " 'until',\n", " 'she',\n", " 'does',\n", " 'Cameron',\n", " 'No',\n", " 'no',\n", " \"it's\",\n", " 'my',\n", " 'fault',\n", " 'we',\n", " \"didn't\",\n", " 'have',\n", " 'proper',\n", " 'introduction',\n", " 'Forget',\n", " 'it',\n", " \"You're\",\n", " 'asking',\n", " 'me',\n", " 'out',\n", " \"That's\",\n", " 'so',\n", " 'cute',\n", " \"What's\",\n", " 'your',\n", " 'name',\n", " 'again',\n", " 'Okay',\n", " 'then',\n", " 'how',\n", " \"'bout\",\n", " 'we',\n", " 'try',\n", " 'out',\n", " 'some',\n", " 'French',\n", " 'cuisine',\n", " 'Saturday',\n", " 'Night',\n", " 'Not',\n", " 'the',\n", " 'hacking',\n", " 'and',\n", " 'gagging',\n", " 'and',\n", " 'spitting',\n", " 'part',\n", " 'Please',\n", " 'Well',\n", " 'thought',\n", " \"we'd\",\n", " 'start',\n", " 'with',\n", " 'pronunciation',\n", " 'if',\n", " \"that's\",\n", " 'okay',\n", " 'with',\n", " 'you',\n", " 'Can',\n", " 'we',\n", " 'make',\n", " 'this',\n", " 'quick',\n", " 'Roxanne',\n", " 'Korrine',\n", " 'and',\n", " 'Andrew',\n", " 'Barrett',\n", " 'are',\n", " 'having',\n", " 'an',\n", " 'incredibly',\n", " 'horrendous',\n", " 'public',\n", " 'break',\n", " 'up',\n", " 'on',\n", " 'the',\n", " 'quad',\n", " 'Again',\n", " 'did',\n", " 'You',\n", " 'think',\n", " 'you',\n", " 're',\n", " 'the',\n", " 'only',\n", " 'sophomore',\n", " 'at',\n", " 'the',\n", " 'prom',\n", " \"don't\",\n", " 'have',\n", " 'to',\n", " 'be',\n", " 'home',\n", " \"'til\",\n", " 'two',\n", " 'have',\n", " 'to',\n", " 'be',\n", " 'home',\n", " 'in',\n", " 'twenty',\n", " 'minutes',\n", " 'All',\n", " 'know',\n", " 'is',\n", " \"I'd\",\n", " 'give',\n", " 'up',\n", " 'my',\n", " 'private',\n", " 'line',\n", " 'to',\n", " 'go',\n", " 'out',\n", " 'with',\n", " 'guy',\n", " 'like',\n", " 'Joey',\n", " 'Sometimes',\n", " 'wonder',\n", " 'if',\n", " 'the',\n", " 'guys',\n", " \"we're\",\n", " 'supposed',\n", " 'to',\n", " 'want',\n", " 'to',\n", " 'go',\n", " 'out',\n", " 'with',\n", " 'are',\n", " 'the',\n", " 'ones',\n", " 'we',\n", " 'actually',\n", " 'want',\n", " 'to',\n", " 'go',\n", " 'out',\n", " 'with',\n", " 'you',\n", " 'know',\n", " 'Bianca',\n", " \"don't\",\n", " 'think',\n", " 'the',\n", " 'highlights',\n", " 'of',\n", " 'dating',\n", " 'Joey',\n", " 'Dorsey',\n", " 'are',\n", " 'going',\n", " 'to',\n", " 'include',\n", " 'door',\n", " 'opening',\n", " 'and',\n", " 'coat',\n", " 'holding',\n", " 'Combination',\n", " \"don't\",\n", " 'know',\n", " 'thought',\n", " \"he'd\",\n", " 'be',\n", " 'different',\n", " 'More',\n", " 'of',\n", " 'gentleman',\n", " 'Is',\n", " 'he',\n", " 'oily',\n", " 'or',\n", " 'dry',\n", " 'He',\n", " 'practically',\n", " 'proposed',\n", " 'when',\n", " 'he',\n", " 'found',\n", " 'out',\n", " 'we',\n", " 'had',\n", " 'the',\n", " 'same',\n", " 'dermatologist',\n", " 'mean',\n", " 'Dr',\n", " 'Bonchowski',\n", " 'is',\n", " 'great',\n", " 'an',\n", " 'all',\n", " 'but',\n", " \"he's\",\n", " 'not',\n", " 'exactly',\n", " 'relevant',\n", " 'party',\n", " 'conversation',\n", " 'Would',\n", " 'you',\n", " 'mind',\n", " 'getting',\n", " 'me',\n", " 'drink',\n", " 'Cameron',\n", " 'Great',\n", " 'Joey',\n", " 'Who',\n", " 'Where',\n", " 'did',\n", " 'he',\n", " 'go',\n", " 'He',\n", " 'was',\n", " 'just',\n", " 'here',\n", " 'You',\n", " 'might',\n", " 'wanna',\n", " 'think',\n", " 'about',\n", " 'it',\n", " 'No',\n", " 'Did',\n", " 'you',\n", " 'change',\n", " 'your',\n", " 'hair',\n", " 'You',\n", " 'know',\n", " 'the',\n", " 'deal',\n", " 'can',\n", " 'go',\n", " 'if',\n", " 'Kat',\n", " \"doesn't\",\n", " 'go',\n", " 'Listen',\n", " 'want',\n", " 'to',\n", " 'talk',\n", " 'to',\n", " 'you',\n", " 'about',\n", " 'the',\n", " 'prom',\n", " \"You're\",\n", " 'concentrating',\n", " 'awfully',\n", " 'hard',\n", " 'considering',\n", " \"it's\",\n", " 'gym',\n", " 'class',\n", " 'Hi',\n", " 'Joey',\n", " 'Hey',\n", " 'sweet',\n", " 'cheeks',\n", " 'My',\n", " 'agent',\n", " 'says',\n", " \"I've\",\n", " 'got',\n", " 'good',\n", " 'shot',\n", " 'at',\n", " 'being',\n", " 'the',\n", " 'Prada',\n", " 'guy',\n", " 'next',\n", " 'year',\n", " 'Neat',\n", " \"It's\",\n", " 'gay',\n", " 'cruise',\n", " 'line',\n", " 'but',\n", " \"I'll\",\n", " 'be',\n", " 'like',\n", " 'wearing',\n", " 'uniform',\n", " 'and',\n", " 'stuff',\n", " 'Queen',\n", " 'Harry',\n", " 'So',\n", " 'yeah',\n", " \"I've\",\n", " 'got',\n", " 'the',\n", " 'Sears',\n", " 'catalog',\n", " 'thing',\n", " 'going',\n", " 'and',\n", " 'the',\n", " 'tube',\n", " 'sock',\n", " 'gig',\n", " \"that's\",\n", " 'gonna',\n", " 'be',\n", " 'huge',\n", " 'And',\n", " 'then',\n", " \"I'm\",\n", " 'up',\n", " 'for',\n", " 'an',\n", " 'ad',\n", " 'for',\n", " 'Queen',\n", " 'Harry',\n", " 'next',\n", " 'week',\n", " 'Hopefully',\n", " 'Exactly',\n", " 'So',\n", " 'you',\n", " 'going',\n", " 'to',\n", " 'Bogey',\n", " \"Lowenbrau's\",\n", " 'thing',\n", " 'on',\n", " 'Saturday',\n", " 'Expensive',\n", " \"It's\",\n", " 'more',\n", " 'Perm',\n", " 'Patrick',\n", " 'is',\n", " 'that',\n", " \"It's\",\n", " 'just',\n", " 'you',\n", " 'Is',\n", " 'that',\n", " 'woman',\n", " 'complete',\n", " 'fruit',\n", " 'loop',\n", " 'or',\n", " 'is',\n", " 'it',\n", " 'just',\n", " 'me',\n", " 'No',\n", " 'just',\n", " 'wanted',\n", " 'What',\n", " 'To',\n", " 'completely',\n", " 'damage',\n", " 'me',\n", " 'To',\n", " 'send',\n", " 'me',\n", " 'to',\n", " 'therapy',\n", " 'forever',\n", " 'What',\n", " 'just',\n", " 'wanted',\n", " 'You',\n", " 'set',\n", " 'me',\n", " 'up',\n", " 'Let',\n", " 'go',\n", " 'So',\n", " 'did',\n", " 'you',\n", " 'You',\n", " 'looked',\n", " 'beautiful',\n", " 'last',\n", " 'night',\n", " 'you',\n", " 'know',\n", " 'guess',\n", " \"I'll\",\n", " 'never',\n", " 'know',\n", " 'will',\n", " 'Not',\n", " 'all',\n", " 'experiences',\n", " 'are',\n", " 'good',\n", " 'Bianca',\n", " 'You',\n", " \"can't\",\n", " 'always',\n", " 'trust',\n", " 'the',\n", " 'people',\n", " 'you',\n", " 'want',\n", " 'to',\n", " 'God',\n", " \"you're\",\n", " 'just',\n", " 'like',\n", " 'him',\n", " 'Just',\n", " 'keep',\n", " 'me',\n", " 'locked',\n", " 'away',\n", " 'in',\n", " 'the',\n", " 'dark',\n", " 'so',\n", " \"can't\",\n", " 'experience',\n", " 'anything',\n", " 'for',\n", " 'myself',\n", " 'guess',\n", " 'thought',\n", " 'was',\n", " 'protecting',\n", " 'you',\n", " \"I'm\",\n", " 'not',\n", " 'stupid',\n", " 'enough',\n", " 'to',\n", " 'repeat',\n", " 'your',\n", " 'mistakes',\n", " \"That's\",\n", " 'not',\n", " 'No',\n", " 'you',\n", " \"didn't\",\n", " 'If',\n", " 'you',\n", " 'really',\n", " 'thought',\n", " 'could',\n", " 'make',\n", " 'my',\n", " 'own',\n", " 'decisions',\n", " 'you',\n", " \"would've\",\n", " 'let',\n", " 'me',\n", " 'go',\n", " 'out',\n", " 'with',\n", " 'him',\n", " 'instead',\n", " 'of',\n", " 'helping',\n", " 'Daddy',\n", " 'hold',\n", " 'me',\n", " 'hostage',\n", " 'wanted',\n", " 'to',\n", " 'let',\n", " 'you',\n", " 'make',\n", " 'up',\n", " 'your',\n", " 'own',\n", " 'mind',\n", " 'about',\n", " 'him',\n", " 'Why',\n", " \"didn't\",\n", " 'you',\n", " 'tell',\n", " 'me',\n", " 'After',\n", " 'that',\n", " 'swore',\n", " \"I'd\",\n", " 'never',\n", " 'do',\n", " 'anything',\n", " 'just',\n", " 'because',\n", " '\"everyone',\n", " 'else\"',\n", " 'was',\n", " 'doing',\n", " 'it',\n", " 'And',\n", " \"haven't\",\n", " 'since',\n", " 'Except',\n", " 'for',\n", " \"Bogey's\",\n", " 'party',\n", " 'and',\n", " 'my',\n", " 'stunning',\n", " 'gastro',\n", " 'intestinal',\n", " 'display',\n", " 'But',\n", " 'Just',\n", " 'once',\n", " 'Afterwards',\n", " 'told',\n", " 'him',\n", " \"didn't\",\n", " 'want',\n", " 'to',\n", " 'anymore',\n", " \"wasn't\",\n", " 'ready',\n", " 'He',\n", " 'got',\n", " 'pissed',\n", " 'Then',\n", " 'he',\n", " 'broke',\n", " 'up',\n", " 'with',\n", " 'me',\n", " 'You',\n", " 'did',\n", " 'what',\n", " 'He',\n", " 'said',\n", " 'everyone',\n", " 'was',\n", " 'doing',\n", " ...]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ld" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import LabelEncoder\n", "le = LabelEncoder()\n", "ld_labels = le.fit_transform(ld)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3020266" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(ld_labels)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3020266" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(ld)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([34392, 47997, 61203, ..., 40874, 68484, 26595], dtype=int64)" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ld_labels" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "val1 = 0\n", "val2 = 5\n", "ld_labels = list(ld_labels)\n", "ld_label_matrix = []\n", "for i in range(len(ld_labels)):\n", " ld_label_matrix.append(np.array(ld_labels[val1:val2]))\n", " val1 = val1+1\n", " val2 = val2+1" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (3020266,) + inhomogeneous part.", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_37580\\3087744578.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mld_label_matrix\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mld_label_matrix\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mld_label_matrix\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mValueError\u001b[0m: setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (3020266,) + inhomogeneous part." ] } ], "source": [ "ld_label_matrix = np.array(ld_label_matrix)\n", "ld_label_matrix" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([34392, 47997, 61203, 34392, 47997], dtype=int64),\n", " array([47997, 61203, 34392, 47997, 73639], dtype=int64),\n", " array([61203, 34392, 47997, 73639, 54483], dtype=int64),\n", " array([34392, 47997, 73639, 54483, 70143], dtype=int64),\n", " array([47997, 73639, 54483, 70143, 31662], dtype=int64),\n", " array([73639, 54483, 70143, 31662, 61692], dtype=int64),\n", " array([54483, 70143, 31662, 61692, 22763], dtype=int64),\n", " array([70143, 31662, 61692, 22763, 52573], dtype=int64),\n", " array([31662, 61692, 22763, 52573, 37279], dtype=int64),\n", " array([61692, 22763, 52573, 37279, 26644], dtype=int64),\n", " array([22763, 52573, 37279, 26644, 77673], dtype=int64),\n", " array([52573, 37279, 26644, 77673, 52674], 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